{"id":110,"date":"2026-01-22T10:41:44","date_gmt":"2026-01-22T02:41:44","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/22\/2026-01-21\/"},"modified":"2026-01-22T10:41:44","modified_gmt":"2026-01-22T02:41:44","slug":"2026-01-21","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/22\/2026-01-21\/","title":{"rendered":"PH\u70ed\u699c | 2026-01-21"},"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 2026-01-21<\/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 | 2026-01-21<\/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\/IHQ54WYAC3Z5Z2\" class=\"app-title\">Blink Agent Builder<\/a><\/p>\n<div class=\"one-liner\">You can now vibe code agentic AI apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">404<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Blink Agent Builder \u662f\u4e00\u4e2a\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u5e73\u53f0\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5feb\u901f\u521b\u5efa\u529f\u80fd\u5b8c\u6574\u7684AI\u667a\u80fd\u4f53\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u6216\u5c0f\u56e2\u961f\u5728\u6784\u5efa\u590d\u6742AI\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u9ad8\u6280\u672f\u95e8\u69db\u548c\u5de5\u7a0b\u96c6\u6210\u96be\u9898\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\/7b9cd117-171e-4ea8-8cfe-8f28d2920a6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acb43798-c292-448b-8b30-462185856d96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7eef6563-0cc8-4848-b5f5-69d586be8efc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b1d3006-a439-4b37-a093-01e48a11c37b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22c5aea1-77be-4bc4-88bb-1193561bb1c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf27bf4f-c384-4efe-ba35-48aa1ba52034.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fcebe2a-2e73-4325-80b2-35ca1d9226ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/624a48cc-03b3-42b1-8c8b-10a6f18bd98a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9cdb8ed-28de-4c57-ba3a-d489e2690123.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\/7d20b69f-a2f2-40ac-a930-511fa58cf908.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2tp92xN-oq8\"><source src=\"https:\/\/youtu.be\/2tp92xN-oq8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Vibe coding<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u6c1b\u56f4\u7f16\u7801<\/span><br \/>\n            <span class=\"tag\">AI\u5e94\u7528\u6784\u5efa<\/span><br \/>\n            <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">RAG<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u7ea7\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/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\u5feb\u901f\u6784\u5efa\u3001\u964d\u4f4e\u590d\u6742\u5ea6\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u56e2\u961f\u7684\u7406\u60f3\u5de5\u5177\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u590d\u6742\u573a\u666f\u4e0b\u7684\u7528\u6237\u63a7\u5236\u7c92\u5ea6\u3001\u751f\u4ea7\u73af\u5883\u4e0b\u7684\u4ee3\u7406\u7a33\u5b9a\u6027\u4e0e\u8bc4\u4f30\u3001\u6a21\u677f\u89c6\u89c9\u540c\u8d28\u5316\u3001\u8bd5\u7528\u671f\u79ef\u5206\u9650\u5236\u3001\u4ee5\u53caOAuth\u7b49\u96c6\u6210\u6240\u6709\u6743\u7ec6\u8282\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Blink Agent Builder \u5ba3\u79f0\u7684\u201c\u63cf\u8ff0\u5373\u5de5\u4f5c\u201d\u76f4\u51fb\u4e86\u5f53\u524dAI\u4ee3\u7406\u5f00\u53d1\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6784\u60f3\u4e0e\u5b9e\u73b0\u4e4b\u95f4\u7684\u5de8\u5927\u5de5\u7a0b\u9e3f\u6c9f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5f15\u5165\u4e86\u65b0\u7684\u6280\u672f\u8303\u5f0f\uff0c\u800c\u5728\u4e8e\u505a\u4e86\u4e00\u6b21\u5927\u80c6\u4e14\u5fc5\u8981\u7684\u201c\u5c01\u88c5\u201d\u548c\u201c\u62bd\u8c61\u201d\u3002\u5b83\u5c06\u5206\u6563\u7684\u7ec4\u4ef6\u2014\u2014\u4ece180+\u6a21\u578b\u8c03\u7528\u3001\u4ee3\u7801\u6267\u884c\u3001\u5411\u91cf\u6570\u636e\u5e93\u5230\u7f51\u9875\u641c\u7d22\u2014\u2014\u6253\u5305\u6210\u4e00\u4e2a\u770b\u4f3c\u7b80\u5355\u7684\u6307\u4ee4\u63a5\u53e3\uff0c\u8bd5\u56fe\u5c06\u6784\u5efaAI\u4ee3\u7406\u7684\u201c\u5de5\u7a0b\u95ee\u9898\u201d\u964d\u7ef4\u6210\u201c\u63cf\u8ff0\u95ee\u9898\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u79cd\u6781\u81f4\u7684\u62bd\u8c61\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4ece\u79ef\u6781\u9762\u770b\uff0c\u5b83\u6781\u5927\u5730\u6269\u5c55\u4e86\u6f5c\u5728\u521b\u4f5c\u8005\u7684\u8303\u56f4\uff0c\u8ba9\u8425\u9500\u4eba\u5458\u3001\u8bbe\u8ba1\u5e08\u7b49\u975e\u5de5\u7a0b\u5e08\u4e5f\u80fd\u5c06\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u6784\u60f3\u5177\u8c61\u5316\uff0c\u8fd9\u53ef\u80fd\u5728\u4f01\u4e1a\u5185\u90e8\u50ac\u751f\u51fa\u4e00\u6279\u9ad8\u5ea6\u5b9a\u5236\u5316\u3001\u5782\u76f4\u7684\u201c\u5fae\u667a\u80fd\u4f53\u201d\u751f\u6001\u3002\u5176\u5185\u90e8\u63d0\u53ca\u7684\u201c\u7a0b\u5e8f\u5316\u5de5\u5177\u8c03\u7528\u4e0e\u9a8c\u8bc1\u5faa\u73af\u201d\u662f\u5e94\u5bf9\u667a\u80fd\u4f53\u4e0d\u53ef\u9760\u6027\u7684\u5173\u952e\uff0c\u65e8\u5728\u7528\u7cfb\u7edf\u8bbe\u8ba1\u800c\u975e\u5355\u7eaf\u63d0\u793a\u5de5\u7a0b\u6765\u4fdd\u969c\u590d\u6742\u72b6\u6001\u7ba1\u7406\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u5728\u539f\u578b\u9636\u6bb5\u65e0\u5f80\u4e0d\u5229\uff0c\u4f46\u5728\u751f\u4ea7\u90e8\u7f72\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u53ef\u9760\u6027\u3001\u6210\u672c\u63a7\u5236\u3001\u5b89\u5168\u8fb9\u754c\u548c\u53ef\u8c03\u8bd5\u6027\u5c06\u6210\u4e3a\u4e25\u5cfb\u8003\u9a8c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8fd0\u884c\u53f0\u8d26\u201d\u3001\u201c\u8bc4\u4f30\u95e8\u63a7\u201d\u7684\u63d0\u95ee\u6070\u6070\u70b9\u4e2d\u4e86\u8fd9\u4e00\u547d\u95e8\u3002\u5176\u6b21\uff0c\u5e73\u53f0\u5728\u6781\u529b\u964d\u4f4e\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u7528\u6237\u7981\u9522\u5728\u5176\u7279\u5b9a\u7684\u62bd\u8c61\u5c42\u548cSDK\u4e2d\uff0c\u5bf9\u4e8e\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u6216\u5df2\u6709\u6280\u672f\u6808\u96c6\u6210\u7684\u4e2d\u5927\u578b\u4f01\u4e1a\uff0c\u8fd9\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u201c\u9501\u6b7b\u201d\u98ce\u9669\u3002\u6700\u540e\uff0c\u5f53\u4efb\u4f55\u4eba\u90fd\u80fd\u5feb\u901f\u514b\u9686\u4e00\u4e2a\u201c\u7b80\u5316\u7248Cursor\u201d\u65f6\uff0c\u4ea7\u54c1\u7684\u5dee\u5f02\u5316\u5c06\u8fc5\u901f\u4ece\u201c\u6709\u65e0\u529f\u80fd\u201d\u8f6c\u5411\u201c\u4f53\u9a8c\u4e0e\u751f\u6001\u201d\uff0c\u800c\u76ee\u524d\u6a21\u677f\u540c\u8d28\u5316\u7684\u95ee\u9898\u5df2\u521d\u9732\u7aef\u502a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cBlink \u662f\u4e00\u573a\u8c6a\u8d4c\uff1a\u8d4c\u7684\u662f\u667a\u80fd\u4f53\u5e94\u7528\u5f00\u53d1\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u9636\u6bb5\u5373\u5c06\u7ed3\u675f\uff0c\u201c\u5e94\u7528\u5c42\u201d\u521b\u65b0\u5c06\u7206\u53d1\uff0c\u800c\u5b83\u7684\u89d2\u8272\u5c31\u662f\u4e3a\u8fd9\u6ce2\u521b\u65b0\u63d0\u4f9b\u6700\u5feb\u7684\u6c34\u548c\u7535\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u201c\u6781\u7b80\u62bd\u8c61\u201d\u4e0e\u201c\u751f\u4ea7\u7ea7\u63a7\u5236\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\uff0c\u5e76\u6784\u5efa\u8d77\u5f3a\u5927\u7684\u5f00\u53d1\u8005\u751f\u6001\u4e0e\u8bc4\u4f30\u5de5\u5177\u94fe\uff0c\u5426\u5219\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u539f\u578b\u73a9\u5177\uff0c\u800c\u975e\u6539\u53d8\u751f\u4ea7\u65b9\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\">Blink Agent Builder<\/span>\n                <\/div>\n<div class=\"comment-content\">Blink is the first vibe coding platform that builds AI agents. Describe what you want \u2014 Blink creates an agent that thinks, uses tools, and completes tasks end-to-end. Built-in web search, code execution, vector database, sandbox, and 180+ AI models. We used it to recreate Cursor, Perplexity, and Shortcut in minutes. Now it&#8217;s your turn.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>Kai here, founder of Blink.<\/p>\n<p>When we launched Blink, something interesting happened. People weren&#8217;t just building landing pages and dashboards \u2014 they kept trying to build AI agents. Research assistants. Coding copilots. Support bots that actually do things.<\/p>\n<p>But building agents meant stitching together APIs, managing context windows, handling tool calls, deploying infrastructure. Real engineering work.<\/p>\n<p>So we asked ourselves: what if you could just describe an agent and have it work?<\/p>\n<p>That&#8217;s what we&#8217;re launching today.<\/p>\n<p>Blink Agent Builder lets you create agentic AI apps from a prompt. We tested it by rebuilding Cursor, Perplexity, and Shortcut \u2014 fully working, no code.<\/p>\n<p>Everything&#8217;s included: web search, code execution, vector database, sandbox, image and video generation, 180+ models, webhook tools for any API. Plus human-in-the-loop, multi-agent, and context engineering so your agent stays sharp.<\/p>\n<p>Would love to hear what you think \u2014 and what agents you&#8217;d want to build. I&#8217;ll be here all day.<\/p>\n<\/p>\n<p>\u2014Kai<\/p>\n<p>PS Grab our PH launch discount \ud83c\udf81<\/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\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a>&nbsp;All the best with your launch Kai!<\/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\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a>&nbsp;This is great Kai, congrats on the launch. How do you handle midsize corporate use cases that are niche? <\/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\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a>&nbsp;hey, this is Saul; I\u2019m a graphic designer, and I used Blink for the first time this week. I built a nutrition app for cyclists called <strong>BackPocket<\/strong>.<\/p>\n<p>I was honestly impressed by the speed of execution compared to other similar platforms. One thing worth noting is the limited number of credits during the trial period, although I also understand the high costs involved in LLMs wrapping and building agents.<\/p>\n<p>I also think there\u2019s room for stronger visual curation, as many templates tend to look quite similar. This could potentially be handled or curated by real art directors\u2014something hybrid between AI and human touch (maybe something to consider in the future).<\/p>\n<p>I\u2019d love to get in touch and talk. Congrats on the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 this looks like a dream tool for solo builders and small teams who want to go from idea to production-ready agentic apps in minutes, not weeks.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp; I was thinking about the same thing, speed is great, but removing the hidden complexity feels like the real unlock.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! That&#8217;s literally it &#8211; we got tired of AI tools that generate code that doesn&#8217;t actually work at scale. Wanted something that solo founders could actually use to ship real products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Interesting direction. The \u201cdescribe an agent and it just works\u201d idea sounds powerful, but also hard to get right. Curious how much control users have once things get more complex. <\/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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a>&nbsp;Great question, honestly, this was one of our biggest design challenges.<\/p>\n<p>The &#8220;describe and it works&#8221; part is the entry point, but you&#8217;re right that real-world use cases get messy fast.<\/p>\n<p>We&#8217;ve built in layers of control for when you need them. You can configure which tools your agent has access to, manage context windows, set up human-in-the-loop approvals for critical actions, and even orchestrate multi-agent workflows where different agents handle different parts of a task.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a>&nbsp;Great question Shreya! Users have the complete control over their agentic ai app behavior after initial build. This is because Blink is an ai app developer that can always follow user requests to make changes and iterate on the app. Think of it as your own expert dev 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Its slick and fast.<\/p>\n<p>Great experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@monali_dambre1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monali_dambre1<\/a>&nbsp;Glad you liked it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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\/@monali_dambre1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monali_dambre1<\/a>&nbsp;Thank you Monali! It&#8217;s great to hear you&#8217;re liking it. Let us know how we can make it better for you \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>I&#8217;ll be honest \u2013 I didn&#8217;t fully get the agent hype until a few months ago.<\/p>\n<p>Everyone was talking about AI agents like they were the future, but when I actually tried to build one for our marketing workflows, I gave up after two days. Too many moving parts, too much technical overhead. I just wanted something that could research competitors and pull data from the different channels and data sources we have, not a PhD in API management.<\/p>\n<p>When Kai told me we were building the Agent Builder, it immediately resonated \u2013 because I&#8217;d lived this exact problem as a user.<\/p>\n<p>Now we have agents running all over our stack. One pulls engagement data and writes analysis. Another monitors our community channels and flags important conversations. Another helps draft and iterate on copy. They&#8217;re not perfect, but they&#8217;re useful.<\/p>\n<p>The bigger realization is that whether you&#8217;re rebuilding something like Perplexity or Cursor, or just automating a specific workflow, the barrier has always been the same \u2013 the technical complexity of making agents actually work. That complexity shouldn&#8217;t be what stops good ideas from existing.<\/p>\n<p>I&#8217;m really curious what you&#8217;d build if the technical overhead wasn&#8217;t in the way. What&#8217;s the agent you&#8217;ve been wanting to create but haven&#8217;t had the time or resources to actually build?<\/p>\n<p>Around all day for questions or just to chat \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>Bundling web search + code execution + vector DB + sandbox into one \u201cagent app\u201d builder is the right abstraction. The scale pain is runaway tool calls + nondeterministic runs as agents get more capable; best practice is a run ledger (all tool I\/O + model\/version pinning), budgeted tool policies (timeouts\/quotas), and eval gates before deploy \ud83d\udd25 Are agent workflows represented as an explicit graph\/state machine under the hood, and can users export\/replay a run (for CI + regression) across different models?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;Yes you are right! Internally we already have very robust eval practices and with our users this is on our roadmap to help them achieve really great agentic building best practices as well. Thank you for the thoughtful input, well 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;Now regarding your question, agents are defined as the Agent class and you can create multiple agents in your codebase and call them whenever you want. This object oriented approach achieves greatest flexibility and ease of management.<\/p>\n<p>The best part is even a non-technical user can easily read it and edit the prompt, tools array, etc. if needed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the OOTB capabilities especially Oauth. I&#8217;m going to build something today. Congrats 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@5harath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@5harath<\/a>&nbsp;Glad you liked it! Do share what you build on Blink today! Would love to hear more about your experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@5harath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@5harath<\/a>&nbsp;Awesome! Great to have you giving Blink a try! Would love to hear what you think soon \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>can I also orchestrate agents that I built in Blink?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a>&nbsp;Yes! Multi-agent orchestration is built in.<\/p>\n<p>You can set up workflows where different agents handle different parts of a task. For example, one agent does research, passes findings to another that analyzes the data, and a third that formats everything into a report.<\/p>\n<p>The agents can communicate with each other, pass context and results between them, and work in sequence or parallel depending on what you need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a>&nbsp;Oh yes you can! Each agent is defined as an object and so you can create many different agents and orchestrate them directly. <\/p>\n<p>You can also make API calls to the agents you create if you want to use them out-app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your remixable pages and app selection is larger than some, which is great, but I&#8217;d like to see sections on RAG recipes and Agents. <\/p>\n<p>Also, if I&#8217;m reading your pricing right., with the Pro tier, there are no credit rollovers? <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a2b2fff-3cb7-41e3-a3cb-e91c2f608aac.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>&nbsp;Thanks for checking out our site &#8211; glad you&#8217;re interested in seeing the large collection of community projects! We&#8217;re just launching the agent builder capabilities along with RAG, sandbox, and AI gateway, which is why there hasn&#8217;t been as big of a collection for those community projects yet (but soon there will be!). <\/p>\n<p>Yes, credit rollovers is a premium feature that is currently available on Max plan. All plans do enjoy 5 daily credits for free on top of the plan&#8217;s monthly credits! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really good &#8211; very curious how the integration layer works? If I build an agent that connects to notion, who owns the Notion oauth application? Does that change based on whether its a persoanl\/internal application vs customer facing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_brown18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_brown18<\/a>&nbsp;Great question, Ryan. You can ask Blink (coding agent) to build you Notion connection to your own OAuth app if you want; we also are beta testing our pre-made connector with Notion etc. so you can also use Blink&#8217;s platform Notion OAuth app if preferred. The system is very flexible so really depends on your goals and preference. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 I specify the agent framework as well while using blink? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pulkit_garg7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pulkit_garg7<\/a>&nbsp;Blink apps use the Blink SDK (our own agentic framework). It allows any LLM model, prebuilt \/ custom webhook tools, context management, stopping strategy, etc. to help you build agentic ai 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>good luck with the launch, this is cool! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bbrooksvc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bbrooksvc<\/a>&nbsp;Thank you Brandon! Appreciate your support today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Vibe coding is great for prototypes, but usually hits a wall with complex state management. Just wondering, what can be the most complex, production-ready app built with Blink that handles multi-step logic without hallucinating or breaking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jiawei_liu6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiawei_liu6<\/a>&nbsp;Great question &#8211; that&#8217;s exactly the wall we built Blink to break through.<\/p>\n<p>We&#8217;ve rebuilt production versions of Cursor (full IDE with multi-file editing), Perplexity (search with citation chains), and Gamma (presentation builder). These handle real state: editor buffers, search caching, user sessions, multi-step workflows.<\/p>\n<p>The key difference: Blink uses programmatic tool calling with validation loops, so complex state gets managed through actual abstractions, not hallucinated spaghetti code. When you prompt for &#8220;save chat history with resumable sessions,&#8221; it builds proper state patterns.<\/p>\n<p>Check out what Blink made:<\/p>\n<p>Excel agent: <a href=\"https:\/\/shortcut.sites.blink.new\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/shortcut.sites.blink.new\/<\/a><\/p>\n<p>Powerpoint agent: <a href=\"https:\/\/gamma.sites.blink.new\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/gamma.sites.blink.new\/<\/a><\/p>\n<p>Research agent: <a href=\"https:\/\/perplexity.sites.blink.new\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/perplexity.sites.blink.new\/<\/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\">Nice work! Wondering if I can build an ai agent that runs in a chrome extension to automate work on websites like Canva, airtable etc similar Claude for chrome but custom built by a developer!  You guys are doing great stuff with blink. Love it<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@t0ny_ns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t0ny_ns<\/a>&nbsp;That&#8217;s a great idea! With Blink you can do that but for Chrome extensions likely it will involve a bit more hacking and testing to access the user browser and take actions such as scrolling and clicking. We&#8217;ll likely build this next as a challenge!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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<\/div>\n<div class=\"comment-actions\">\n<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\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a>&nbsp;Thank you Asad! Please give Blink a try today, I&#8217;d love to hear your feedback on it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>This really caught my eye, so I jumped in to try it. Unfortunately I didn&#8217;t get to see the final result &#8212; I think my first prompt was a little too enthusiastic \ud83d\ude05, and a few bugs along the way triggered extra auto-prompts that burned through my 5 daily credits.<\/p>\n<\/p>\n<p>I&#8217;m excited to give it another try tomorrow. I also really enjoyed the UX &#8212; especially how it presents its chain of thought and the technical approach it takes to interpreting the user&#8217;s request.<\/p>\n<\/p>\n<p>Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@monchozuniga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monchozuniga<\/a>&nbsp;Hey Ramon thank you so much for trying it out and sharing your feedback! Yes the more complex your app is the more credits it tends to consume. We give 5 daily credits on the free plan so would love for you to build out your agentic app and truly experience it.<\/p>\n<p>Btw what&#8217;s your prompt? I&#8217;m curious to give it a try \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Just curious &#8211; How do you make the product faster than others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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;We kill boilerplate code with our owned infrastructure and code sdks. The result is 10x faster feature building experience since we optimize the end-to-end experience and avoid duplicate code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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. In the screenshots what prompt did you give to create that excel clone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ahmedrana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmedrana<\/a>&nbsp;Hey, you should be able to get a prototype with &#8220;Build me an Excel Copilot like Shortcut&#8221;. It might require a few iterations to perfect. Excited for you to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmedrana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmedrana<\/a>&nbsp;Check out this page for the prompt and build process!<br \/><a href=\"https:\/\/blink.new\/p\/shortcut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blink.new\/p\/shortcut<\/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>Congrats on the launch just curious how do you handle long running agents memory across sessions ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farhan_nazir55\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farhan_nazir55<\/a>&nbsp;Great question, Farhan. Agents created with Blink run on our managed backend service and can handle long-running tasks since it&#8217;s a node based service. Memory across sessions is achieved easily through Blink SQL database which every Blink project gets out of the gate. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/LKWLGC5SJUL7WL\" class=\"app-title\">Fimo<\/a><\/p>\n<div class=\"one-liner\">Where your website lives, collaborates, and evolves with AI.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">349<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fimo\u662f\u4e00\u6b3eAI\u539f\u751f\u7684CMS\u4e0e\u7f51\u7ad9\u6784\u5efa\u5e73\u53f0\uff0c\u80fd\u5728\u51e0\u5206\u949f\u5185\u521b\u5efa\u5e76\u7ba1\u7406\u5177\u5907SEO\u4f18\u5316\u3001\u56e2\u961f\u534f\u4f5c\u548c\u6301\u7eed\u8fdb\u5316\u80fd\u529b\u7684\u7f51\u7ad9\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7f51\u7ad9\u5efa\u8bbe\u8017\u65f6\u8017\u529b\u3001\u7ef4\u62a4\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\/de518021-9e9d-426d-9bef-3121f3a60d85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afa2e06a-f81e-4f9f-afb9-52d5d48fae31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fb1974b-7e15-4863-b913-b3d32483d027.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89836809-e064-40dd-bf98-4e2acbb3fab9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bcc5b90-a423-46ba-b5c7-06483f0a7017.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\/94472a4b-a4aa-4f7d-a82c-485c7ea377a5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/qKN3fbDE_Sg\"><source src=\"https:\/\/youtu.be\/qKN3fbDE_Sg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Website Builder<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n            <span class=\"tag\">\u5a92\u4f53\u5e93<\/span><br \/>\n            <span class=\"tag\">Strapi\u751f\u6001<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u5efa\u7ad9<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7\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\u8d5e\u8d4f\u5176\u5c06AI\u751f\u6210\u901f\u5ea6\u4e0e\u624e\u5b9e\u7684CMS\u529f\u80fd\uff08\u5185\u5bb9\u7ba1\u7406\u3001SEO\u3001\u5de5\u4f5c\u6d41\uff09\u7ed3\u5408\uff0c\u89e3\u51b3\u4e86\u591a\u6570AI\u5efa\u7ad9\u5de5\u5177\u201c\u91cd\u751f\u6210\u3001\u8f7b\u7ef4\u62a4\u201d\u7684\u7f3a\u9677\u3002\u6838\u5fc3\u597d\u8bc4\u5728\u4e8e\u56e2\u961f\u534f\u4f5c\uff08Build Together\uff09\u4e0e\u4e13\u4e1a\u57fa\u7840\uff08\u6e90\u81eaStrapi\uff09\u3002\u4e3b\u8981\u5efa\u8bae\/\u7591\u95ee\u96c6\u4e2d\u5728\u662f\u5426\u63d0\u4f9b\u7cbe\u7ec6\u7684\u52a8\u753b\u4ea4\u4e92\u63a7\u5236UI\uff0c\u76ee\u524d\u4ecd\u9700\u901a\u8fc7\u4ee3\u7801\u5b9e\u73b0\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                Fimo\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684AI\u7f51\u9875\u751f\u6210\u5668\u5671\u5934\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u7528AI\u7f1d\u5408\u7f51\u7ad9\u201c\u521b\u5efa\u671f\u201d\u4e0e\u201c\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u65ad\u5c42\u3002\u5b83\u654f\u9510\u5730\u6233\u4e2d\u4e86\u5f53\u524dAI\u5efa\u7ad9\u5de5\u5177\u7684\u666e\u904d\u8f6f\u808b\uff1a\u751f\u6210\u4e00\u4e2a\u9759\u6001\u9875\u9762\u5f88\u5feb\uff0c\u4f46\u4e00\u65e6\u6d89\u53ca\u591a\u8bed\u8a00\u3001\u5185\u5bb9\u66f4\u65b0\u3001\u56e2\u961f\u5ba1\u6838\u3001SEO\u6301\u7eed\u4f18\u5316\u7b49\u73b0\u5b9e\u4e1a\u52a1\u9700\u6c42\uff0c\u5de5\u5177\u5c31\u7acb\u523b\u5931\u7075\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5e95\u6c14\u663e\u7136\u6765\u81ea\u6bcd\u516c\u53f8Strapi\u5341\u5e74\u5934\u90e8\u5f00\u6e90CMS\u7684\u7ecf\u9a8c\u79ef\u7d2f\u3002\u8fd9\u610f\u5473\u7740Fimo\u5728\u201cAI\u5feb\u901f\u751f\u6210\u201d\u7684\u7cd6\u8863\u4e0b\uff0c\u5305\u88f9\u7684\u662f\u4e00\u4e2a\u6df1\u601d\u719f\u8651\u7684\u3001\u4ee5\u5185\u5bb9\u7ba1\u7406\u548c\u5de5\u4f5c\u6d41\u4e3a\u6838\u5fc3\u7684\u5185\u6838\u3002\u201c\u5185\u7f6eCMS\u201d\u3001\u201c\u5a92\u4f53\u5e93\u201d\u3001\u201c\u5185\u5bb9\u5386\u53f2\u201d\u8fd9\u4e9b\u529f\u80fd\uff0c\u90fd\u662f\u9762\u5411\u771f\u5b9e\u3001\u6301\u7eed\u8fd0\u8425\u7684\u4e25\u8083\u9700\u6c42\u3002\u8bc4\u8bba\u4e2d\u201c\u901f\u5ea6+\u771f\u5b9eCMS\u57fa\u672c\u529f\u201d\u7684\u79f0\u8d5e\uff0c\u7cbe\u51c6\u70b9\u660e\u4e86\u5176\u5dee\u5f02\u5316\u4f18\u52bf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u5b9a\u4f4d\u201cAI\u539f\u751fCMS\u201d\uff0c\u8fd9\u610f\u5473\u5b83\u9700\u8981\u540c\u65f6\u6559\u80b2\u4e24\u7c7b\u7528\u6237\uff1a\u8ba9\u4e60\u60ef\u4f20\u7edfCMS\u7684\u7528\u6237\u63a5\u53d7AI\u5de5\u4f5c\u6d41\uff0c\u53c8\u8ba9\u8ffd\u9010AI\u6f6e\u6d41\u7684\u7528\u6237\u7406\u89e3CMS\u7684\u5fc5\u8981\u6027\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u76ee\u524d\u4f3c\u4e4e\u5728\u201c\u6df1\u5ea6\u63a7\u5236\u201d\u4e0a\u505a\u4e86\u6743\u8861\uff0c\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u590d\u6742\u52a8\u753b\u63a7\u5236\u4ecd\u9700\u4ee3\u7801\uff0c\u8fd9\u53ef\u80fd\u4f1a\u8ba9\u90e8\u5206\u8ffd\u6c42\u6781\u81f4\u8bbe\u8ba1\u81ea\u7531\u5ea6\u7684\u7528\u6237\u5374\u6b65\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u5173\u4e8e\u201c\u5f00\u7bb1\u5373\u7528\u7684\u667a\u80fd\u201d\u4e0e\u201c\u4e13\u4e1a\u5b9a\u5236\u5316\u80fd\u529b\u201d\u7684\u8fb9\u754c\u63a2\u7d22\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Fimo\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3a\u7f51\u7ad9\u4ece\u8bde\u751f\u5230\u8fed\u4ee3\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u521b\u5efa\u5de5\u5177\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8eAI\u751f\u6210\u7f51\u7ad9\u662f\u5426\u6bd4\u5bf9\u624b\u5feb10\u79d2\uff0c\u800c\u5728\u4e8e\u5176\u7531Strapi\u80cc\u4e66\u7684\u201c\u5185\u5bb9\u6cbb\u7406\u201d\u80fd\u529b\u4e0eAI\u7684\u201c\u751f\u6210\u4e0e\u4f18\u5316\u201d\u80fd\u529b\uff0c\u80fd\u5426\u6df1\u5ea6\u878d\u5408\uff0c\u771f\u6b63\u8ba9\u7f51\u7ad9\u201c\u6301\u7eed\u8fdb\u5316\u201d\u3002\u8fd9\u6761\u8def\u6b63\u786e\u4e14\u8270\u96be\uff0c\u4f46\u65e0\u7591\u662f\u4e0b\u4e00\u4ee3\u7f51\u7ad9\u6784\u5efa\u5e73\u53f0\u7684\u5fc5\u4e89\u4e4b\u5730\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\">Fimo<\/span>\n                <\/div>\n<div class=\"comment-content\">Building a website used to take months. Starting today you can create one in 10 seconds<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH family, Pierre, CEO\/co-founder of Strapi (creators of <a href=\"http:\/\/Fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fimo.ai<\/a>) here \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019re excited to launch <a href=\"http:\/\/fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fimo.ai<\/a> \ud83d\ude80<\/p>\n<\/p>\n<p>TL;DR<\/p>\n<ul>\n<li>\n<p><a href=\"http:\/\/Fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fimo.ai<\/a> is an AI-native CMS<\/p>\n<\/li>\n<li>\n<p>Build a website in minutes<\/p>\n<\/li>\n<li>\n<p>Fully built-in CMS &amp; Media Library<\/p>\n<\/li>\n<li>\n<p>Agents (will) optimize your site<\/p>\n<\/li>\n<\/ul>\n<p>Building a website that fits your needs used to be too complicated. With <a href=\"http:\/\/fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fimo.ai<\/a>, you can create one in minutes.<\/p>\n<p><a href=\"http:\/\/Fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fimo.ai<\/a> is an AI-native CMS where your website lives, collaborates, and evolves with AI.<\/p>\n<\/p>\n<p>Existing vibe coding tools are great for building apps, but websites have specific requirements. We\u2019ve spent the last 10 years building Strapi, the most popular open-source Headless CMS. We know what is important for users: translate content, reuse assets, optimize SEO\/GEO, update content, A\/B test, personalize pages, schedule releases, review workflows, etc.<\/p>\n<\/p>\n<p>You save time and money, while increasing your visibility and converting more!<\/p>\n<\/p>\n<p>Our vision is to help you create, update, translate, test, and continuously optimize it for SEO\/GEO.<\/p>\n<\/p>\n<p>Here are some of the top features:<\/p>\n<ul>\n<li>\n<p><strong>Build Together<\/strong>: See who from your team is doing what, in real-time.<\/p>\n<\/li>\n<li>\n<p><strong>Live Preview<\/strong> (with visual control): Click any element to tweak styles and properties.<\/p>\n<\/li>\n<li>\n<p><strong>Built-in CMS:<\/strong> Manage the content of your website with a great CMS.<\/p>\n<\/li>\n<li>\n<p><strong>Media Library<\/strong>: Keep all your assets organized in one place.<\/p>\n<\/li>\n<li>\n<p><strong>Code<\/strong>: Jump into code when you need it (enjoy the split views!).<\/p>\n<\/li>\n<li>\n<p><strong>Content History<\/strong>: Go back to previous versions of your website<\/p>\n<\/li>\n<li>\n<p><strong>Publish<\/strong>: Go live globally in one click with secure, built-in hosting.<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019ve put a lot of love into building <a href=\"http:\/\/fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fimo.ai<\/a> and we really hope you\u2019ll enjoy the product as much as we do.<\/p>\n<\/p>\n<p>Try it for free: <a href=\"http:\/\/fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fimo.ai<\/a> \ud83d\ude80<\/p>\n<\/p>\n<p>Let us know if you have any feedback &#8211; thank you for the support \ud83d\ude4f<\/p>\n<\/p>\n<p>Feel free to check our public roadmap and add your feature requests: <a href=\"https:\/\/roadmap.fimo.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/roadmap.fimo.ai<\/a><\/p>\n<\/p>\n<p>Thanks a lot to our hunter: Steven Tey, founder of <a href=\"http:\/\/Dub.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dub.co<\/a>, the modern link attribution platform for short links \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>14<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pierre_burgy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_burgy<\/a>&nbsp;Congrats on the launch, Pierre &amp; team <br \/><a href=\"http:\/\/Fimo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fimo.ai<\/a> feels like a natural next step for websites AI-native, fast to build, but still grounded in real CMS needs like content, SEO, and workflows. Excited to see where this goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So happy to launch Fimo today. We&#8217;ve put a lot of work and love into it to combine the best of AI website builders and CMS and we can&#8217;t wait to see what you&#8217;re all gonna build! \ud83c\udf89<\/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>Exciting times indeed, <a href=\"https:\/\/www.producthunt.com\/@convly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@convly<\/a>&nbsp;! Building and managing websites will never be the same \ud83d\ude80 Can&#8217;t wait to see what users will build with 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>These guys cooked <\/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>and we&#8217;re only getting started, <a href=\"https:\/\/www.producthunt.com\/@rauchg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rauchg<\/a>&nbsp;\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Should we disclose what Fimo means? \ud83e\udee2<\/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\/@jvlien\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jvlien<\/a>&nbsp;FOREVER IN MOTION!!!! \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jvlien\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jvlien<\/a>&nbsp;I didn\u2019t even think about that for some reason!<\/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>So glad we are launching Fimo today. And this is just the beginning of the best Agentic CMS in the market! <\/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\/@marc_roig_campos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marc_roig_campos<\/a>&nbsp;\ud83d\udd25 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 happy for the launch! Excited to follow along and see how makers put this to use \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hicham_elbsi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hicham_elbsi<\/a>&nbsp;\ud83d\udd25 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Go team Fimo! Even my kids can make website now , so easy ! <\/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>They can indeed \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vcoisne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vcoisne<\/a>&nbsp;&#8220;Create a website convincing my parents that we should get a dog\/cat with solid arguments such as: I brush my teeth, clean my room, and finish my meals&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bravo pour le lancement ! I can feel that an expert company like Strapi is behind the solidity of components<\/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\/@vicgrss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vicgrss<\/a>&nbsp;\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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>We have indeed spent a few years in that space, <a href=\"https:\/\/www.producthunt.com\/@vicgrss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vicgrss<\/a>&nbsp;&nbsp;\ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great news strapi team !<\/p>\n<p>Pas mal non, c&#8217;est fran\u00e7ais !<\/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\/@julien_fissette\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julien_fissette<\/a>&nbsp;Thanks Julien \ud83d\ude4f <br \/>Made in \ud83e\udd56 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>C&#8217;est tr\u00e8s fran\u00e7ais <a href=\"https:\/\/www.producthunt.com\/@julien_fissette\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julien_fissette<\/a>&nbsp;\ud83e\udd56<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 ! Can&#8217;t wait to test it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ale6_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ale6_<\/a>&nbsp;Thanks! Tell us what you think about 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>Thanks, <a href=\"https:\/\/www.producthunt.com\/@ale6_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ale6_<\/a>&nbsp;! Can&#8217;t wait to see what you 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>Great move, was looking for a new web site for a recruitment agency, site done in 6 minutes :). Great job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denis_lt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denis_lt<\/a>&nbsp;Thank you for the support Denis \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you,<a href=\"https:\/\/www.producthunt.com\/@denis_lt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denis_lt<\/a>&nbsp;! Building websites will never be the same!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! I love the focus on &#8220;Build Together&#8221;. Most AI builders feel like solo tools, but websites are usually a team effort.<\/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>They are, indeed! Team work for the win \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Let&#8217;s go <a href=\"https:\/\/www.producthunt.com\/products\/strapi\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"strapi\" target=\"_blank\" rel=\"noopener\">@Strapi<\/a> team! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a>&nbsp;Thanks for the support Steven!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 tried <strong>Fimo<\/strong> \u2014 and honestly, <em>these guys cooked<\/em> \ud83d\udd25<\/p>\n<p>What clicks immediately is the combo that most AI website builders miss: <strong>speed + real CMS fundamentals<\/strong>. Generating a site is the easy part; keeping it clean, editable, collaborative, and SEO-ready over time is where most tools fall apart. Fimo seems built for <em>that<\/em> reality.<br \/>Congrats to the Fimo team \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emmanuel_darras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emmanuel_darras<\/a>&nbsp;Thank you so much, it means a lot!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most AI builders generate clean layouts but fail at the &#8216;soul&#8217; (complex animations &amp; micro-interactions). Does Fimo give us granular control over motion design (like scroll effects), or is it limited to standard static CSS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jiawei_liu6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiawei_liu6<\/a>&nbsp;You can give it a try! I was able to have animations working; however, the AI can code it, you can edit it via the code, but we don&#8217;t offer a UI\/side-panel to control animations. It isn&#8217;t our focus right now; we focus on the content aspect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, congrats on the launch! \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\/@manuarora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuarora<\/a>&nbsp;Thanks a lot Manu \ud83d\udd25 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@manuarora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuarora<\/a>&nbsp;Thank you, it means a lot coming from you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it, congrats on the launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steventey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steventey<\/a>&nbsp;Thank you Steven \ud83d\ude4f <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great, I&#8217;ve been hoping to find more vibe website design tools I can use to build my sites. Right now I use Framer and have played around with Webflow and Wix as well (I used to build wordpress sites for clients back in the day). <\/p>\n<p>But some of the modern tools have too many configuration options and its overwhelming, was that the inspiration behind Fimo? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a>&nbsp;We love Linear. We love Vercel products. Polished, powerful and still easy 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>Well executed, tea &#8211; looks great! \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@nicklas_gellner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicklas_gellner<\/a>&nbsp;!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tested and already impressed by this first version<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@auree_aubert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@auree_aubert<\/a>&nbsp;\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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Glad you liked it<a href=\"https:\/\/www.producthunt.com\/@auree_aubert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@auree_aubert<\/a>&nbsp;!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks incredible<\/div>\n<div class=\"comment-actions\">\n<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\/@mehdidjabri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehdidjabri<\/a>&nbsp;Thanks Mehdi! Have you tried it already?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is impressive. The right mix of building fast and making it possible to evolve \/ maintain. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexisfogel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexisfogel<\/a>&nbsp;You got it right! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks really cool and well executed. When should I use this vs others like Lovable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a>&nbsp;We believe that we have better design results + managing content through our CMS is one of our strong differentiator. Also, optimization agents are part of our vision. The agents would inspect your website, suggest updates, and eventually A\/B test them by themselves and roll them out if necessary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks dope! Gonna try it right now. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrissom_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrissom_<\/a>&nbsp;Tell us what you think \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>So excited about this launch \ud83d\ude80 It&#8217;s only the beginning, everything can be improved, but it&#8217;s a new start for the CMS category. The vision is bold, we cannot wait to share more and make the product better. We did it with love, we are aware of some bugs, so please bear with us \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for the launch guys! Question: How&#8217;s the website optimized by the agents? Is it once the website is deployed or pre-deployment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y__b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y__b<\/a>&nbsp;This is a work in progress feature, it&#8217;s probably gonna be pre-deployment \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Although we have focused on website creation, optimization agents are strongly part of our vision. The agents would inspect your website, suggest updates, and eventually A\/B test them by themselves and roll them out if necessary.<\/p>\n<\/p>\n<p>Also, they could suggest content creation (based on SEO\/GEO opportunities) and draft content for you.<\/p>\n<\/p>\n<p>So, to answer your question, it is once the website is deployed (and it will be redeployed by agents).<\/p>\n<\/p>\n<p>This way, your website gets better and better, while you sleep \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a>&nbsp;Thank you Yuki \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/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\">Congrats.. very cool .. all the best \ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc40\ud83d\udc40\ud83d\udc40<\/div>\n<div class=\"comment-actions\">\n<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\/@ben_cotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_cotte<\/a>&nbsp;\ud83d\udc40\ud83d\udc40\ud83d\udc40\ud83d\udc40\ud83d\udc40\ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>\ud83d\udc40\ud83d\udc40\ud83d\udc40\ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 actually monitor performance to suggest design tweaks later, or is it mostly for generating new content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a>&nbsp;Both, the idea is to have agents keeping your website in good health while you generate content easily with the help of another agent or not \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/CHXMX52QIYNWN3\" class=\"app-title\">Mastra<\/a><\/p>\n<div class=\"one-liner\">Build AI agents with a modern TypeScript stack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">322<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mastra\u662f\u4e00\u4e2a\u57fa\u4e8e\u73b0\u4ee3TypeScript\u6280\u672f\u6808\u7684AI\u667a\u80fd\u4f53\u5f00\u53d1\u6846\u67b6\uff0c\u5b83\u901a\u8fc7\u63d0\u4f9b\u5de5\u4f5c\u6d41\u3001\u8bb0\u5fc6\u3001\u8bc4\u4f30\u3001\u8ffd\u8e2a\u7b49\u4e00\u4f53\u5316\u5de5\u5177\u94fe\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u548c\u90e8\u7f72\u751f\u4ea7\u7ea7AI\u5e94\u7528\u65f6\u9762\u4e34\u7684\u67b6\u6784\u590d\u6742\u3001\u5de5\u5177\u5206\u6563\u548c\u8c03\u8bd5\u56f0\u96be\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a6c132d-3fd0-4a9b-b50d-fc2147e9600c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f5c22d9-7f15-40ea-ac97-f718644f1e77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d267c1bc-61d8-4e06-8e77-21939da10585.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0abf25b6-cd1d-4afd-8118-d7e3937223a0.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\/f60b8ede-a4bc-4217-a130-343f6b645b3d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1qnmnRICX50\"><source src=\"https:\/\/youtu.be\/1qnmnRICX50\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Software Engineering<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53\u6846\u67b6<\/span><br \/>\n            <span class=\"tag\">TypeScript\u5f00\u53d1\u6808<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u8bb0\u5fc6<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u4e0e\u6d4b\u8bd5\u4e00\u4f53\u5316<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n            <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5f00\u53d1\u73af\u5883<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u6027\u80fd\u8bc4\u4f30<\/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\u5f00\u7bb1\u5373\u7528\u7684\u4f53\u9a8c\u3001\u4f18\u79c0\u7684\u6587\u6863\u6559\u80b2\u8d44\u6e90\u548c\u80fd\u663e\u8457\u51cf\u5c11\u6837\u677f\u4ee3\u7801\u3002\u5177\u4f53\u4eae\u70b9\u5305\u62ec\u5185\u7f6e\u7684\u8bb0\u5fc6\u7cfb\u7edf\u3001\u672c\u5730\u5f00\u53d1\u8c03\u8bd5\u5de5\u5177Studio\uff0c\u4ee5\u53ca\u4eceLangChain\u8fc1\u79fb\u7684\u987a\u7545\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6846\u67b6\u7684\u7075\u6d3b\u6027\u4e0a\uff0c\u4f8b\u5982\u80fd\u5426\u96c6\u6210\u73b0\u6709\u667a\u80fd\u4f53\u3001\u5982\u4f55\u6784\u5efa\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u548c\u5de5\u4f5c\u6d41\uff0c\u5b98\u65b9\u56de\u590d\u8bc1\u5b9e\u5176\u652f\u6301\u591a\u79cd\u6a21\u5f0f\uff0c\u5177\u5907\u826f\u597d\u6269\u5c55\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                Mastra\u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2aAI\u5de5\u5177\u5e93\u7684\u7248\u672c\u66f4\u65b0\uff0c\u5b83\u6807\u5fd7\u7740AI\u5e94\u7528\u5f00\u53d1\u6b63\u4ece\u201c\u5b9e\u9a8c\u6027\u62fc\u51d1\u201d\u8fc8\u5411\u201c\u5de5\u7a0b\u5316\u6574\u5408\u201d\u7684\u5173\u952e\u8f6c\u6298\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u529f\u80fd\u805a\u5408\uff0c\u800c\u5728\u4e8e\u4e3a\u6df7\u4e71\u7684AI\u5f00\u53d1\u751f\u6001\u5f3a\u884c\u6ce8\u5165\u4e86\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6b63\u7edf\u6027\u2014\u2014\u901a\u8fc7TypeScript\u5f3a\u7c7b\u578b\u4f53\u7cfb\u7ea6\u675f\u667a\u80fd\u4f53\u884c\u4e3a\uff0c\u5c06\u5de5\u4f5c\u6d41\u3001\u8bb0\u5fc6\u3001\u8bc4\u4f30\u3001\u8ffd\u8e2a\u8fd9\u4e9b\u5206\u6563\u7684\u5173\u6ce8\u70b9\u7edf\u4e00\u5230\u4e00\u5957\u7b26\u5408\u751f\u4ea7\u6807\u51c6\u7684\u67b6\u6784\u4e2d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u80cc\u540eGatsby\u56e2\u961f\u7684\u7ecf\u9a8c\u6e05\u6670\u53ef\u89c1\uff1a\u4ed6\u4eec\u6df1\u8c19\u5f00\u53d1\u8005\u75db\u70b9\u5e76\u975e\u7f3a\u4e4fAI\u80fd\u529b\uff0c\u800c\u662f\u7f3a\u4e4f\u5c06AI\u80fd\u529b\u53ef\u9760\u3001\u53ef\u7ef4\u62a4\u5730\u96c6\u6210\u8fdb\u590d\u6742\u4e1a\u52a1\u7cfb\u7edf\u7684\u201c\u80f6\u6c34\u5c42\u201d\u3002Mastra\u63d0\u4f9b\u7684\u201c\u767d\u8272\u6591\u70b9\u201d\u8bbe\u8ba1\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u4e13\u4e1a\u5f00\u53d1\u8005\u5212\u5b9a\u4e86\u6e05\u6670\u7684\u8fb9\u754c\u2014\u2014\u6846\u67b6\u8d1f\u8d23\u901a\u7528\u4e14\u7e41\u7410\u7684\u57fa\u7840\u8bbe\u65bd\uff08\u5982\u6d41\u5f0f\u54cd\u5e94\u3001\u8bb0\u5fc6\u56de\u6eaf\u3001\u8bc4\u4f30\u8ffd\u8e2a\uff09\uff0c\u5f00\u53d1\u8005\u5219\u805a\u7126\u4e8e\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\u3002\u8fd9\u79cd\u8bbe\u8ba1\u54f2\u5b66\uff0c\u4f7f\u5176\u4e0e\u8ffd\u6c42\u201c\u5168\u5305\u201d\u4f46\u81c3\u80bf\u7684\u6846\u67b6\uff0c\u6216\u8ffd\u6c42\u201c\u7075\u6d3b\u201d\u4f46\u539f\u59cb\u7684\u5e95\u5c42SDK\u62c9\u5f00\u4e86\u5dee\u8ddd\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u8fc7\u5ea6\u201c\u73b0\u4ee3\u201d\u7684TypeScript\u6808\u53ef\u80fd\u5c06\u90e8\u5206\u975e\u524d\u7aef\u751f\u6001\u7684AI\u5f00\u53d1\u8005\u62d2\u4e4b\u95e8\u5916\uff1b\u4e00\u4f53\u5316\u7684\u201cStudio\u201d\u867d\u964d\u4f4e\u4e86\u8c03\u8bd5\u95e8\u69db\uff0c\u4f46\u5728\u8d85\u5927\u89c4\u6a21\u590d\u6742\u5de5\u4f5c\u6d41\u573a\u666f\u4e0b\u7684\u80fd\u529b\u4ecd\u6709\u5f85\u9a8c\u8bc1\u3002\u6b64\u5916\uff0c\u5728AI\u6280\u672f\u6808\u6bcf\u6708\u90fd\u5728\u5267\u53d8\u7684\u80cc\u666f\u4e0b\uff0c\u4e00\u4e2a\u8bd5\u56fe\u63d0\u4f9b\u7a33\u5b9a\u751f\u4ea7\u57fa\u5ea7\u7684\u6846\u67b6\uff0c\u5176\u8fed\u4ee3\u901f\u5ea6\u80fd\u5426\u8ddf\u4e0a\u5e95\u5c42\u6a21\u578b\u4e0e\u8303\u5f0f\u7684\u9769\u65b0\uff0c\u5c06\u662f\u6301\u7eed\u751f\u5b58\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cMastra\u662f\u9762\u5411\u201c\u4e0b\u4e00\u9636\u6bb5\u201d\u7684\u4ea7\u7269\uff0c\u5b83\u670d\u52a1\u4e8e\u90a3\u4e9b\u5df2\u8de8\u8fc7AI\u6982\u5ff5\u9a8c\u8bc1\u3001\u6b63\u4e3a\u6280\u672f\u503a\u52a1\u548c\u8fd0\u7ef4\u6210\u672c\u53d1\u6101\u7684\u56e2\u961f\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u76f4\u63a5\u68c0\u9a8c\u5e02\u573a\u5bf9\u201cAI\u5de5\u7a0b\u5316\u201d\u7684\u8feb\u5207\u7a0b\u5ea6\u548c\u4ed8\u8d39\u610f\u613f\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\">Mastra<\/span>\n                <\/div>\n<div class=\"comment-content\">From the team behind Gatsby, Mastra is a framework for building AI-powered apps and agents with workflows, memory, streaming, evals, tracing, and Studio, an interactive UI for dev and testing. Start building: npm create mastra@latest<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, Product&nbsp;Hunt!<\/p>\n<p>Mastra (YC W25) just released stable 1.0 for building AI apps and agents, announcing 300,000+ weekly npm downloads and 19,400+ GitHub stars, and they keep the momentum going launching today on <a href=\"https:\/\/www.producthunt.com\/products\/producthunt\" target=\"_blank\" rel=\"noopener\">@Product Hunt<\/a>. LFG!<\/p>\n<p>I had a blast working on this launch with <a href=\"https:\/\/www.producthunt.com\/@calcsam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calcsam<\/a> <a href=\"https:\/\/www.producthunt.com\/@smthomas3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smthomas3<\/a> <a href=\"https:\/\/www.producthunt.com\/@bookercodes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bookercodes<\/a> and team. Read the behind-the-scenes in <a href=\"https:\/\/www.producthunt.com\/p\/mastra\/mastra-1-0-reasoning\" target=\"_blank\" rel=\"noopener\">\/p\/mastra<\/a> and <a href=\"https:\/\/github.com\/mastra-ai\/mastra?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">give them a star on GitHub<\/a>.<\/p>\n<\/p>\n<p>Oh and <a href=\"https:\/\/www.producthunt.com\/@bookercodes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bookercodes<\/a> and I will be live on an X Space today, Jan 21, at <a href=\"https:\/\/twitter.com\/i\/spaces\/1YqJDNqVZgYKV\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">3 PM UTC \/ 4 PM CET \/ 10 AM EST<\/a> to talk about the launch ops. Tune in!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>17<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt, we&#8217;re Sam, Shane, and Abhi, and we&#8217;re building <a href=\"https:\/\/www.producthunt.com\/products\/mastra\" target=\"_blank\" rel=\"noopener\">@Mastra<\/a>, the open-source JavaScript agent framework.&nbsp;<\/p>\n<\/p>\n<p>We are excited to announce today we released Mastra 1.0 in stable. Mastra lets you create multi-agent workflows, run evals, inspect in a local studio, and emit traces.<\/p>\n<p>We started Mastra about 15 months ago and now it\u2019s grown to over 300k weekly npm downloads and 19.4k GitHub stars. It\u2019s now Apache 2.0 licensed and runs in prod at companies like <a href=\"https:\/\/www.producthunt.com\/products\/replit\" target=\"_blank\" rel=\"noopener\">@Replit<\/a>, PayPal, and<a href=\"https:\/\/www.producthunt.com\/products\/workos\" target=\"_blank\" rel=\"noopener\">@WorkOS<\/a> <\/p>\n<p>If you want to learn more: <br \/>&#8211; GitHub repo: <a href=\"https:\/\/github.com\/mastra-ai\/mastra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/mastra-ai\/mastra<\/a> <br \/>&#8211; Demo video: <a href=\"https:\/\/www.youtube.com\/watch?v=1qnmnRICX50\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=1qnmnRICX50<\/a> <br \/>&#8211; Our website homepage: <a href=\"https:\/\/mastra.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mastra.ai<\/a> <br \/>&#8211; And our docs: <a href=\"https:\/\/mastra.ai\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mastra.ai\/docs<\/a> <\/p>\n<p>You can get started with `npm create mastra@latest`. Excited to share Mastra with everyone here \u2013 let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@calcsam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calcsam<\/a> humble to work on this launch with 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sam_bhagwat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_bhagwat<\/a>&nbsp;congrats on the launch! Is it possible somehow to plug in existing agents or all need to be created with Mastra? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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, that\u2019s my face on the demo thumbnail!<\/p>\n<p>Stoked to be launching on Product Hunt today. \ud83d\udd25 For the past 6 months I\u2019ve been learning how to build agents with Mastra and sharing everything on <a href=\"https:\/\/www.producthunt.com\/@mastra-ai\/videos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">YouTube<\/a> as I go.<\/p>\n<\/p>\n<p>Beyond having everything you need out of the box, what really makes Mastra special is <strong>education<\/strong>. We put a lot into docs, guides, videos, workshops, and talks so you can quickly get to the concepts that actually matter. If you&#8217;re new to (vibe) coding agents, Mastra is a great place to start.<\/p>\n<\/p>\n<p>It also helps you ship to production faster. Mastra is built on established patterns and gives you \u201cwhite spots\u201d to plug in your own agent logic, so you spend more time building and less time wiring things together. If you need RAG, HITL, evals &#8211; Mastra has a primitive for it, and they all play nicely together.<\/p>\n<\/p>\n<p>The local development environment, Studio, really shows how well everything works together. Run `npm create mastra` to spin up a default weather agent and poke around &#8211; it feels <em>playful<\/em>, and I\u2019m pretty sure you\u2019ll learn something new.<\/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\/@bookercodes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bookercodes<\/a>&nbsp;\ud83d\udc10<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 easiest and most comfortable way to start building products with AI \ud83e\udd29<\/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\/@mfrachet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfrachet<\/a>&nbsp;lfg! above all, what&#8217;s the #1 feature that you enjoy the most about <a href=\"https:\/\/www.producthunt.com\/products\/mastra\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"mastra\" target=\"_blank\" rel=\"noopener\">@Mastra<\/a>?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian It\u2019s kind of insane Mastra has SOTA semantic recall memory built-in<\/div>\n<div class=\"comment-actions\">\n<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>Mastra is amazing framework and an amazing product! <\/p>\n<p>I learned a lot reading their code and the way their api is laid out. We  switched our AI chat over to Mastra in my last company and their let us rip out hundreds of lines of code because Mastra was handling almost everything we needed to build a chat<\/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\/@flyakiet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flyakiet<\/a>&nbsp;Agreed, v useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited for this thanks <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/mastra\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"mastra\" target=\"_blank\" rel=\"noopener\">@Mastra<\/a> team for their work! I&#8217;ve been working with multi-model setups for debugging and actually testing the use through SWEBench right now and look forward to working Mastra into this. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to be launching on Product Hunt!<\/p>\n<\/p>\n<p>I still remember back to our first Mastra release in October 2024. We had to pull out the playground (now called studio) because it wasn\u2019t ready. <\/p>\n<\/p>\n<p>We eventually added it back in and now Mastra studio is one of the things people love most!<\/p>\n<\/p>\n<p>Happy we get to share our 1.0 launch with the Product Hunt community. <\/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\/@smthomas3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smthomas3<\/a>&nbsp;S\/O for the amazing work &#8211; keep it up \ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Have been watching and developing early. Cool to see it maturing.<\/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>I use Mastra to help automate daily report building for potential investments. I love the strongly typed systems and the studio debugging tools.<\/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>The combination of workflows, evals, and tracing in one place stands out. How opinionated is Mastra about how agents are structured?<\/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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a>&nbsp;Mastra is flexible! It supports: tool-calling agents, agent networks (multiple agents that can collaborate), and workflow orchestration when you need fine\u2011grained control over complex flows. So you can start simple and gradually add structure as your use case becomes more advanced.<\/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>Been working with Mastra since its inception and been one of the best find for building with AI I&#8217;ve ever had, this team has been really amazing and involved with the community using Mastra<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Loved the explainer video, absolutely wonderful! Super excited for your launch. Quick question: can you also create workflow agents like how ADK allows us? Is it possible to configure multi agentic systems using mastra and later on have them sit behind apis that an app can consume? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Epic product. Epic team. Congrats on the epic 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\">@notrab epic supporter!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wonderful tool!  Swapped over from Langchain and haven&#8217;t regretted it once.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 release. I have already used mastra before for my company, and the experience has been great \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<blockquote>\n<p>I have already used mastra before for my company, and the experience has been great<\/p>\n<\/blockquote>\n<p><a href=\"https:\/\/www.producthunt.com\/@kimmyxpow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimmyxpow<\/a>&nbsp;your words just made our day &#8211; <a href=\"https:\/\/x.com\/fmerian\/status\/2013980163151991227?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">spread the word on X!<\/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>Big Mastra fan here, congrats on the launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jackbridger\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jackbridger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackbridger<\/a> you&#8217;re the legend, Jack!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/T74BH5BMV54BOI\" class=\"app-title\">Citable<\/a><\/p>\n<div class=\"one-liner\">Get mentioned by AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">206<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Citable\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u54c1\u724c\u53ef\u89c1\u6027\u5206\u6790\u4e0e\u4f18\u5316\u5e73\u53f0\uff0c\u5e2e\u52a9\u54c1\u724c\u5728ChatGPT\u3001Gemini\u7b49AI\u5f15\u64ce\u4e2d\u63d0\u5347\u88ab\u63d0\u53ca\u548c\u5f15\u7528\u7684\u673a\u4f1a\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728AI\u4f18\u5148\u65f6\u4ee3\u201c\u6570\u5b57\u53ef\u5f15\u7528\u6027\u201d\u4e0d\u8db3\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b826e29e-bc43-4532-9935-421d5d4653f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4652c64-2daf-45f1-aff2-80f120ef643b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0de530ac-d4b1-4ce7-8996-72cf7f150005.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89e3f57b-2327-45e9-b452-03d33b9a9101.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f36e069-cfe0-4bc8-bf0b-b567c7757552.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f547e1ff-ee38-4332-98b5-07821657066f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e62330a-8a5d-4a62-9a72-33b894125f07.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\/252550db-f1b8-4aba-95de-a7bf9cc918c1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/fniia6BYLh8\"><source src=\"https:\/\/youtu.be\/fniia6BYLh8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/span><br \/>\n            <span class=\"tag\">SEO<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316(GEO)<\/span><br \/>\n            <span class=\"tag\">AI\u53ef\u89c1\u6027\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u53ef\u5f15\u7528\u6027<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n            <span class=\"tag\">SEO<\/span><br \/>\n            <span class=\"tag\">\u589e\u957f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">B2B SaaS<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53efAI\u53ef\u89c1\u6027\u4f5c\u4e3a\u72ec\u7acb\u589e\u957f\u6e20\u9053\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u4ece\u201c\u5206\u6790\u201d\u8f6c\u5411\u201c\u884c\u52a8\u201d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aGEO\u4e0eSEO\u7684\u5177\u4f53\u533a\u522b\u3001\u5982\u4f55\u4ece\u88ab\u63d0\u53ca\u63d0\u5347\u81f3\u88ab\u4fe1\u4efb\u3001\u5de5\u5177\u5982\u4f55\u8fc7\u6ee4\u566a\u58f0\u4fdd\u8bc1\u6570\u636e\u7a33\u5b9a\u6027\u3001\u4ee5\u53ca\u5b9e\u9645\u8f6c\u5316\u6548\u679c\uff08\u5982\u70b9\u51fb\u7387\u4f4e\uff09\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u89e3\u91ca\u4e86\u6280\u672f\u67b6\u6784\u4e0e\u6838\u5fc3\u903b\u8f91\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                Citable\u654f\u9510\u5730\u6293\u4f4f\u4e86AI\u539f\u751f\u4e16\u754c\u7684\u5e95\u5c42\u6d41\u91cf\u8fc1\u79fb\uff1a\u641c\u7d22\u6b63\u4ece\u201c\u6392\u540d\u201d\u8f6c\u5411\u201c\u63a8\u7406\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI SEO\u201d\u76d1\u63a7\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u6a21\u7cca\u7684\u201cAI\u5fc3\u667a\u5360\u6709\u7387\u201d\u8f6c\u5316\u4e3a\u53ef\u6d4b\u91cf\u3001\u53ef\u4f18\u5316\u7684\u589e\u957f\u6307\u6807\u3002\u4ea7\u54c1\u4ece\u201c\u53ef\u89c1\u6027\u5206\u6790\u201d\u5347\u7ea7\u5230\u201c\u884c\u52a8\u5f15\u64ce\u201d\uff0c\u662f\u5173\u952e\u7684\u751f\u5b58\u8fdb\u5316\uff0c\u76f4\u9762\u4e86\u4f01\u4e1a\u201c\u770b\u4e86\u6570\u636e\u4e5f\u4e0d\u77e5\u9053\u600e\u4e48\u529e\u201d\u7684\u6838\u5fc3\u7126\u8651\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u6df1\u523b\u3002\u9996\u5148\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\uff1a\u9700\u8981\u8bf4\u670d\u56e2\u961f\uff0c\u5728AI\u5bf9\u8bdd\u4e2d\u201c\u88ab\u63a8\u8350\u201d\u7684\u4ef7\u503c\u53ef\u80fd\u9ad8\u4e8e\u4f20\u7edf\u641c\u7d22\u70b9\u51fb\uff0c\u8fd9\u5173\u4e4e\u6839\u672c\u7684\u5f52\u56e0\u6a21\u578b\u53d8\u9769\u3002\u5176\u6b21\uff0c\u6570\u636e\u62a4\u57ce\u6cb3\u95ee\u9898\uff1a\u5176\u5206\u6790\u9ad8\u5ea6\u4f9d\u8d56\u5bf9\u4e3b\u6d41AI\u6a21\u578b\u8f93\u51fa\u7684\u6301\u7eed\u3001\u7a33\u5b9a\u6293\u53d6\u4e0e\u89e3\u6790\uff0c\u6280\u672f\u5bf9\u6297\uff08\u5982\u5e73\u53f0\u9650\u5236\uff09\u548c\u6a21\u578b\u5feb\u901f\u8fed\u4ee3\u5e26\u6765\u7684\u6570\u636e\u6f02\u79fb\u662f\u957f\u671f\u98ce\u9669\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\u4e00\u70b9\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u5176\u201c\u884c\u52a8\u5efa\u8bae\u201d\u80fd\u6709\u6548\u63d0\u5347\u201c\u53ef\u5f15\u7528\u6027\u201d\uff0c\u800c\u8fd9\u6d89\u53ca\u5185\u5bb9\u6218\u7565\u3001\u5b9e\u4f53\u6743\u5a01\u5efa\u8bbe\u7b49\u539a\u91cd\u5de5\u4f5c\uff0c\u5de5\u5177\u80fd\u5426\u771f\u6b63\u64ac\u52a8\uff0c\u4ecd\u6709\u5f85\u9a8c\u8bc1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cCitable\u51fa\u552e\u7684\u662f\u4e00\u79cd\u5728AI\u65f6\u4ee3\u7684\u65b0\u578b\u201c\u5b89\u5168\u611f\u201d\u548c\u201c\u5bfc\u822a\u56fe\u201d\u3002\u5982\u679c\u5b83\u80fd\u6210\u4e3a\u4f01\u4e1a\u7406\u89e3\u5e76\u5f71\u54cdAI\u201c\u63a8\u7406\u8fc7\u7a0b\u201d\u7684\u4e8b\u5b9e\u6807\u51c6\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5c06\u8fdc\u8d85\u5de5\u5177\u672c\u8eab\uff0c\u89e6\u53caAI\u65f6\u4ee3\u8425\u9500\u7684\u5e95\u5c42\u65b9\u6cd5\u8bba\u3002\u4f46\u76ee\u524d\uff0c\u5b83\u4ecd\u5904\u4e8e\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u8fc8\u5411\u201c\u5fc5\u5907\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u9669\u5cfb\u9053\u8def\u4e0a\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\">Citable<\/span>\n                <\/div>\n<div class=\"comment-content\">Discover how AI platforms perceive your brand. Citable provides AI-powered brand visibility analysis and generative engine optimization (GEO) to improve your digital citability.<\/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 Hunters and Founders \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Maria, co-founder + CTO of <strong>Citable<\/strong> \u2014 and we\u2019re back for <strong>Launch #2<\/strong> with a <em>big<\/em> upgrade: <strong>we moved from \u201cvisibility analytics\u201d \u2192 to \u201cvisibility + action.\u201d<\/strong> \u26a1\ufe0f<\/p>\n<\/p>\n<p><strong>Quick recap:<\/strong> Citable helps founders + marketers understand how their brand actually shows up inside AI engines like <strong>ChatGPT, Gemini, and Perplexity<\/strong> (across personas + geographies). Because search is shifting from ranking \u2192 <strong>reasoning<\/strong>, and most teams are basically flying blind.<\/p>\n<\/p>\n<h3>What\u2019s new since our first launch \ud83d\udee0\ufe0f<\/h3>\n<\/p>\n<p>We shipped a ton of improvements \u2014 especially on the \u201cwhat do I do next?\u201d part:<\/p>\n<\/p>\n<p>\u2705 <strong>AI Action Engine<\/strong> \u2014 clear next steps to improve mentions + citations<br \/>\u2705 <strong>Content generation by GEO + brand voice<\/strong> \u2014 regenerate posts for <strong>LinkedIn \/ X \/ Instagram<\/strong><br \/>\u2705 <strong>YouTube description generator<\/strong> \u2014 optimized for discoverability + credibility<br \/>\u2705 <strong>Community discovery<\/strong> \u2014 find the best <strong>Reddit communities<\/strong>, draft posts, and build karma the non-spammy way<br \/>\u2705 <strong>Blog generation + optimization<\/strong> \u2014 turn visibility gaps into pages that win<br \/>\u2705 <strong>Content scheduling<\/strong> \u2014 plan + ship consistently instead of \u201cposting when panicking\u201d \ud83d\ude05<\/p>\n<\/p>\n<p>If you\u2019re working on growth, SEO, or brand discovery in an AI-first world, we\u2019d love for you to check it out + roast us with feedback \ud83d\ude4f<\/p>\n<\/p>\n<p>Try it here: <a href=\"https:\/\/getcitable.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/getcitable.com<\/a><br \/>Join the early community: <a href=\"https:\/\/www.reddit.com\/r\/visibility4AI\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">r\/AI_Visibility<\/a><br \/>Slack: <a href=\"https:\/\/join.slack.com\/t\/citablehq\/shared_invite\/zt-3i1y4zeyc-7II3r90YV~sKQqUsfq_JjQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/join.slack.com\/t\/citablehq\/shared_invite\/zt-3i1y4zeyc-7II3r90YV~sKQqUsfq_JjQ<\/a><\/p>\n<\/p>\n<p>Huge thanks to <a href=\"https:\/\/marketingguys.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MarketingGuys<\/a> for the strong social media presence and amplification around this launch \u2014 really appreciate the support.<\/p>\n<\/p>\n<p>Excited to hear what you think \ud83d\ude80<\/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>Huge thanks to <a href=\"https:\/\/marketingguys.co\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MarketingGuys<\/a> for the strong social media presence and amplification around this launch \u2014 really appreciate the support. Thanks everyone for making this launch come true! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maria_gorskikh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_gorskikh1<\/a>&nbsp;Congrats on the launch Maria. Whats the one &#8220;shut up and take my money&#8221; new feature for you?<\/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\/@maria_gorskikh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_gorskikh1<\/a>&nbsp;Moving from \u201cinsight\u201d to \u201caction\u201d is the right step. In practice, which recommendation do teams actually follow first, and which one do they keep ignoring, once the AI tells them what to do to improve visibility?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Maria, does your tool also offer options to improvements? E.g. where your brand should be mentioned to improve positioning?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Hi Nika, absolutely! With Citable&#8217;s source tracking, you can easily pin point the channels that most suitable for your content distribution. We offer features such as reddit opportunity search to help teams to quickly spot where are the sub communities where people are asking for help and you are the one that can answer their questions &#8212; building trust and be helpful in AI era. If you schedule a free onboarding consultation with us, you&#8217;d also be able to have access to our exclusive 100,000 distribution channels that are effective for GEO &amp; SEO<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Super cool to see AI visibility treated as its own growth channel, not just an SEO side quest.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;Thanks for the support Zeiki! When growth teams have so much on their plate, picking the north star metrics suitable for their growth becomes so important. Generative engine optimization eventually is optimizing the value proposition to the most targeted customers who are looking for an answer in AI. That&#8217;s actually far more profound and deep connected to the users rather that just key word clustering. That&#8217;s why we built Citable to empower teams to focus on delivering message directly to their customer through AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool! Is the AI content plan generated based on competitive data or LLM trends? Can I customize content? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a>&nbsp;Hey Alina, thanks for the support and question! Plan is generated based on three parameters: Channel effort (Amount of Channel and Contents) x LLM trends (Which are priority) x Persona Trends (You ICP&#8217;s channel has higher priority) <br \/>Overall, you should be able to customize you content plan and quickly test out different channels through campaign tracking.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on the launch! \ud83d\ude80 I love that the tool thinks beyond just SEO. In the current landscape, topical authority across platforms is a must for AI visibility. Having actionable suggestions ready to go is a huge value-add for any content team. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pidsinee_einarsdottir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pidsinee_einarsdottir<\/a>&nbsp;Thank you Pidsinee! It&#8217;s great to hear positive thoughts from growth experts like you! By tracking the user queries for different personas, topical authority becomes more clear and would give content marketers clear signal and priority on what to focus and why. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 there!!<\/p>\n<p>Wow this tool was so much needed ahah<\/p>\n<\/p>\n<p>How do you automate interactions with multiple AI providers (e.g., separate accounts with &#8220;pre-warming&#8221; memory, Playwright\/Selenium, or direct APIs where possible)? And also, how do you handle citation parsing and &#8220;why&#8221; explanations? Prompt engineering per model, or post-processing with another LLM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;thank you!! \ud83d\ude4c We use a combination of <strong>direct APIs<\/strong> (when available) and <strong>headless browser automation<\/strong>. Citations are parsed then <strong>canonicalized\/deduped<\/strong>, and the \u201cwhy\u201d explanations come from a structured analysis layer so results stay comparable across models\/providers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Yeah! Love the Notion style but even more how you help brands to face their presence in this AI era, which is actually great! Wish you all the best! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> appreciate that a lot!! \ud83d\udc9b We\u2019re obsessed with making AI visibility feel simple + actionable. 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>Congrats! How different is GEO from SEO? Are there different signals?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a>&nbsp;thank you!! \ud83d\ude4c GEO is different from SEO because the goal shifts from <strong>ranking on a list of links<\/strong> \u2192 to being <strong>the recommended answer inside the model<\/strong> (and ideally cited).<\/p>\n<p>SEO signals are mostly: keywords, backlinks, technical health, CTR. GEO signals are more like: <strong>clear entity positioning<\/strong>(\u201cwhat you are \/ who you\u2019re for\u201d), <strong>source credibility<\/strong> (being referenced by trusted sites), <strong>consistent facts + terminology across the web<\/strong>, and <strong>content that\u2019s easy for models to quote\/cite<\/strong> (comparisons, pricing\/benchmarks, specs, use cases).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>At thousands of prompts per day across models plus persona memory, non-determinism and model drift can make share-of-voice and citation deltas noisy.<\/p>\n<p>Best practice is to run a versioned eval harness: fixed prompt suites, replicated runs, temp 0 where supported, response caching, and calibrated LLM-judge scoring to detect meaningful changes.<\/p>\n<p>How are you normalizing citations (canonical URL dedupe) and isolating persona state from model updates when computing SOV trends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;great point \u2014 we treat SOV\/citation trends as an eval problem, not a single run. We run <strong>versioned prompt suites with replicated runs<\/strong>, cache outputs, and normalize citations via <strong>canonical URL + redirect + tracking-param dedupe<\/strong> so the same page doesn\u2019t inflate counts. Personas are <strong>snapshot\/versioned<\/strong> (frozen state) so we can separate <strong>persona effects vs model updates<\/strong>, and when a model drifts we start a new baseline instead of mixing trends.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that this goes beyond analytics. Visibility without clear next steps can be frustrating, so the action layer feels like the right evolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a>&nbsp;I agree Shreya! Analytics and action speeds up the time-to-value for customers, but ultimately its&#8217; up to founders and marketers who invent and spread the unique value proposition of product and service. This is the underlying cornerstone for GEO. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome and I&#8217;ve been looking for a tool like this for my project and congrats on the great launch! Before committing to paying monthly is there anyway to see (on your platform or off) how often there are prompts related to your product that would appear if it was ranked higher in the AI agent? <\/p>\n<p>Kind of like a pre-qualifier to begin optimizing your outreach through AI agents? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool and makes a ton of sense, considering the direction in which commerce and product research are going. I get how you assess share of voice &#8212; that&#8217;s clever. But having measured that, how do you help users improve their standing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting take on \u201cAI visibility\u201d as a measurable surface, not just SEO rebranded.<\/p>\n<p>One question though: how do you separate <em>being mentioned<\/em> from <em>being trusted<\/em> by agents?<br \/>As agents start making operational decisions, not just citing sources, the difference between visibility and reliability feels critical.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 still don&#8217;t quite understand how AI tracking impacts websites. Basically, for example, Chatgpt cites sources, but only 1\/10 people click on the link, and many AIs even remove the source entirely -&gt; no real revenue if users don&#8217;t visit your page. Of course, I don&#8217;t deny it&#8217;s bad for SEO, but I&#8217;m curious if it&#8217;s really that important.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@agnxi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agnxi<\/a>&nbsp;super fair question \u2014 clicks can be lower in AI, but the impact is still huge because AI often becomes the <em>decision layer<\/em> (\u201cwhat should I use \/ buy?\u201d). Even without a click, being <strong>recommended + cited<\/strong> changes which tools people shortlist, trust, and purchase. We track that shift and turn it into concrete actions so you can actually increase share-of-voice in those answers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/F4DHR3XC77U3KQ\" class=\"app-title\">FastMCP 3.0<\/a><\/p>\n<div class=\"one-liner\">The fast, Pythonic way to build MCP servers and clients<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">177<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FastMCP 3.0\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u667a\u80fdAI\u4e0a\u4e0b\u6587\u5e94\u7528\uff08\u800c\u4e0d\u4ec5\u4ec5\u662f\u5de5\u5177\u670d\u52a1\u5668\uff09\u7684Python\u6846\u67b6\uff0c\u5b83\u901a\u8fc7\u7edf\u4e00\u96c6\u6210\u3001\u91cd\u5851\u591a\u6e90\u5de5\u5177\u4e0e\u6570\u636e\uff0c\u5e76\u63d0\u4f9b\u72b6\u6001\u7ba1\u7406\u3001\u8bbf\u95ee\u63a7\u5236\u4e0e\u53ef\u89c2\u6d4b\u6027\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u5728\u590d\u6742\u573a\u666f\u4e0b\u83b7\u53d6\u53ca\u65f6\u3001\u51c6\u786e\u3001\u76f8\u5173\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\/5fe2b550-6fba-432d-b43b-ff43d6ee31b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c877c69b-92c5-4ef4-b6c1-f4a7c9e6edea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e71e4c5-6ed3-4343-8eaf-f57700920c19.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5e94\u7528\u6846\u67b6<\/span><br \/>\n            <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u72b6\u6001\u8ddf\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n            <span class=\"tag\">Python<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u4ece\u201c\u5de5\u5177\u670d\u52a1\u5668\u201d\u5230\u201c\u4e0a\u4e0b\u6587\u5e94\u7528\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u72b6\u6001\u7ba1\u7406\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u591a\u6e90\u7f16\u6392\u7b49\u89c4\u6a21\u5316\u75db\u70b9\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5177\u4f53\u5347\u7ea7\u5185\u5bb9\u3001\u4e0eLangGraph\u7b49\u7f16\u6392\u5de5\u5177\u7684\u5173\u7cfb\u3001\u72b6\u6001\u5b58\u50a8\u7684\u53ef\u63d2\u62d4\u6027\u3001\u5b57\u6bb5\u7ea7\u8bbf\u95ee\u63a7\u5236\u5b9e\u73b0\uff0c\u4ee5\u53ca\u7aef\u5230\u7aef\u8ffd\u8e2a\u7684\u6700\u4f73\u5b9e\u8df5\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                FastMCP 3.0\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u4e00\u573a\u5bf9MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u751f\u6001\u7684\u201c\u5347\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u654f\u9510\u5730\u6233\u7834\u4e86\u5f53\u524dAI\u5de5\u5177\u96c6\u6210\u7684\u534e\u4e3d\u6ce1\u6cab\uff1a\u534f\u8bae\u5b9e\u73b0\u53ea\u662f\u95e8\u69db\uff0c\u771f\u6b63\u7684\u6218\u573a\u5728\u4e8e**\u4fe1\u606f\u7684\u7cbe\u51c6\u6295\u9001**\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u201c\u4e0a\u4e0b\u6587\u5e94\u7528\u201d\u6846\u67b6\uff0c\u8fd9\u5e76\u975e\u6587\u5b57\u6e38\u620f\uff0c\u800c\u662f\u76f4\u6307Agent\u751f\u6001\u7684\u963f\u514b\u7409\u65af\u4e4b\u8e35\u2014\u2014\u788e\u7247\u5316\u5de5\u5177\u8c03\u7528\u5bfc\u81f4\u7684\u4fe1\u606f\u5b64\u5c9b\u3001\u72b6\u6001\u4e22\u5931\u4e0e\u6743\u9650\u6df7\u4e71\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u63a7\u5236\u529b\u201d\u3002\u901a\u8fc7\u5185\u7f6e\u7684\u72b6\u6001\u8ddf\u8e2a\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u957f\u65f6\u4efb\u52a1\u548c\u7248\u672c\u5316API\uff0c\u5b83\u8bd5\u56fe\u4e3a\u6df7\u4e71\u7684AI\u5de5\u5177\u8c03\u7528\u5efa\u7acb\u79e9\u5e8f\u3002\u8fd9\u76f8\u5f53\u4e8e\u5728\u6570\u636e\u5c42\u4e0e\u6a21\u578b\u5c42\u4e4b\u95f4\uff0c\u63d2\u5165\u4e86\u4e00\u4e2a\u667a\u80fd\u7684\u3001\u53ef\u7f16\u7a0b\u7684\u201c\u4e0a\u4e0b\u6587\u4e2d\u95f4\u4ef6\u201d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u88ab\u52a8\u63d0\u4f9b\u5de5\u5177\uff0c\u800c\u662f\u4e3b\u52a8\u7ba1\u7406\u4fe1\u606f\u6d41\u7684\u5f62\u6001\u3001\u65f6\u5e8f\u4e0e\u6743\u9650\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5b57\u6bb5\u7ea7\u6743\u9650\u201d\u548c\u201c\u7248\u672c\u5316\u5951\u7ea6\u201d\u7684\u63a2\u8ba8\uff0c\u6070\u6070\u63ed\u793a\u4e86\u9ad8\u7aef\u7528\u6237\u5bf9\u751f\u4ea7\u7ea7\u53ef\u63a7\u6027\u7684\u6e34\u6c42\uff0c\u8fd9\u4e5f\u662fFastMCP\u8bd5\u56fe\u6784\u5efa\u7684\u58c1\u5792\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u91ce\u5fc3\u4e5f\u5e26\u6765\u65b0\u7684\u590d\u6742\u6027\u3002\u5f53\u6846\u67b6\u4ece\u201c\u5de5\u5177\u96c6\u6210\u201d\u8fc8\u5411\u201c\u4e0a\u4e0b\u6587\u7f16\u6392\u201d\uff0c\u5b83\u4e0d\u53ef\u907f\u514d\u5730\u4f1a\u4e0eLangGraph\u7b49\u73b0\u6709\u7f16\u6392\u65b9\u6848\u4ea7\u751f\u91cd\u53e0\u4e0e\u7ade\u4e89\u3002\u5b98\u65b9\u56de\u590d\u7684\u201c\u6709\u8da3\u7684\u6784\u5efa\u5757\u201d\u4e4b\u8bf4\u9887\u4e3a\u66a7\u6627\uff0c\u6697\u793a\u5176\u5b9a\u4f4d\u662f\u66f4\u5e95\u5c42\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4f46\u6700\u7ec8\u53ef\u80fd\u4ecd\u9700\u5728\u201c\u6846\u67b6\u201d\u4e0e\u201c\u5e73\u53f0\u201d\u4e4b\u95f4\u505a\u51fa\u6e05\u6670\u6289\u62e9\u3002\u6b64\u5916\uff0c\u5c06\u5982\u6b64\u591a\u7684\u5173\u6ce8\u70b9\uff08\u72b6\u6001\u3001\u6743\u9650\u3001\u89c2\u6d4b\u3001\u7248\u672c\uff09\u7194\u4e8e\u4e00\u7089\uff0c\u5bf9\u5f00\u53d1\u8005\u5fc3\u667a\u548c\u6846\u67b6\u672c\u8eab\u7684\u62bd\u8c61\u8bbe\u8ba1\u662f\u5de8\u5927\u8003\u9a8c\u3002\u5b83\u63d0\u4f9b\u7684\u662f\u4e00\u5957\u5f3a\u5927\u7684\u201c\u5de5\u4e1a\u7ea7\u201d\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5176\u5b66\u4e60\u66f2\u7ebf\u548c\u67b6\u6784\u91cd\u91cf\uff0c\u53ef\u80fd\u8ba9\u53ea\u9700\u201c\u8f7b\u91cf\u7ea7\u5de5\u5177\u6865\u201d\u7684\u7528\u6237\u671b\u800c\u5374\u6b65\u3002FastMCP 3.0\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u63d0\u4f9b\u5f3a\u5927\u63a7\u5236\u529b\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u5176\u6807\u699c\u7684\u201cPythonic\u201d\u7b80\u6d01\uff0c\u907f\u514d\u6210\u4e3a\u65b0\u7684\u590d\u6742\u6027\u6e90\u5934\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\">FastMCP 3.0<\/span>\n                <\/div>\n<div class=\"comment-content\">FastMCP 3.0 is a framework for building smarter AI context apps, not just tool servers. Pull tools and data from anywhere, reshape them, control access, track state, and run long tasks \u2014 with hot reload, versioning, and observability built in for production use.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From <a href=\"https:\/\/www.producthunt.com\/@jlowin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jlowin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jlowin<\/a> :<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.jlowin.dev\/blog\/fastmcp-3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>FastMCP 3.0<\/strong><\/a><strong> <\/strong>is the platform MCP deserves in 2026, built to be as <strong>durable<\/strong> as it is <strong>future-proof<\/strong>:<\/p>\n<blockquote>\n<p>We are moving beyond simple \u201ctool servers.\u201d We are entering the era of <strong>Context Applications<\/strong>\u2014rich, adaptive systems that manage the information flow to agents.<\/p>\n<\/p>\n<p>The real challenge was never implementing the protocol. It\u2019s delivering the right information at the right time. FastMCP 3 is built for that:<\/p>\n<ul>\n<li>\n<p><strong>Source<\/strong> components from anywhere.<\/p>\n<\/li>\n<li>\n<p><strong>Compose<\/strong> and transform them freely.<\/p>\n<\/li>\n<li>\n<p><strong>Personalize<\/strong> what each user sees.<\/p>\n<\/li>\n<li>\n<p><strong>Track<\/strong> state across sessions.<\/p>\n<\/li>\n<li>\n<p><strong>Control<\/strong> access at every level.<\/p>\n<\/li>\n<li>\n<p><strong>Run<\/strong> long operations in the background.<\/p>\n<\/li>\n<li>\n<p><strong>Version<\/strong> your APIs.<\/p>\n<\/li>\n<li>\n<p><strong>Observe<\/strong> everything.<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s time to move fast and make things.<\/p>\n<\/blockquote>\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\/@jlowin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jlowin<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>&nbsp;congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how FastMCP is pushing MCP beyond \u201ctool servers\u201d into real context apps with state, access control, and observability built in.<\/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>We&#8217;ve been adopters of FastMCP since the early days at Noodle Seed! &#8211; Super excited to see the launch of version 3.0! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a>&nbsp;Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Chris, that line about the real challenge being delivering the right info at the right time, not implementing the protocol, is a good reframe. Was there a specific project where you had MCP working technically but the agent still wasn\u2019t getting what it needed when it needed it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a>&nbsp;We see this in practice all the time &#8212; common gotchas are tightly coupled tools (either that need to be called in sequence, or with correlated information) that the agent doesn&#8217;t call correctly. Another is simply having too many tools with too many descriptions; choice paralysis is real. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the &#8220;context applications&#8221; framing &#8211; MCP isn\u2019t hard, <em>relevance<\/em> is.<br \/>Curious what you\u2019ve seen as the biggest source of pain in practice: state across sessions, access control, or debugging\/observability once you have multiple sources in the loop?<br \/>Also &#8211; do you have an opinionated default for tracing tool calls end-to-end (so people don\u2019t live in logs)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitry_petrakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_petrakov<\/a>&nbsp;I think authentication followed by more granular access control has been a major blocker. State across sessions is more of an enabler than blocker; and observability is something we just always want to improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\/@jlowin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jlowin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jlowin<\/a> jlowin \u2014 \u201ccontext applications\u201d (state + ACL + long tasks + observability) is exactly where MCP gets painful at scale: multi-source fan-out + stale context + non-idempotent tool runs.<\/p>\n<p>Best-practice: treat every tool call as a versioned contract (Pydantic schemas + semver), persist state as an event log (so you can replay\/debug), and add distributed tracing with correlation IDs across sources\/steps.<\/p>\n<p><em> Q: is state storage pluggable (Redis\/Postgres) with resumable long-jobs, and do you support per-user ACL down to field-level redaction in composed contexts? \ud83d\udd25<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;state storage is pluggable, yes. The built-in auth hooks are registered at the tool or server level, so applying it at the field level would require leveraging the auth context yourself to modify the result. You could do this either as a custom wrapper for your tools, or a custom middleware. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the shift to stateful context apps over just dumb tool servers. does this replace the need for LangGraph in simpler agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a>&nbsp;Maybe not in this raw form, but I think it&#8217;s an interesting building block that could result in some very interesting server-side orchestration patterns in the near 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you tell a little bit more about what you do in version 3, please? How does it differ from 2?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anton_tishchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_tishchenko<\/a>&nbsp;we have a post that covers all the new features here: <a href=\"https:\/\/www.jlowin.dev\/blog\/fastmcp-3-whats-new\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jlowin.dev\/blog\/fastmcp-3-whats-new<\/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<\/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\/O2DYGO6JXIZZ3F\" class=\"app-title\">Forvibe<\/a><\/p>\n<div class=\"one-liner\">Launch apps without the operational busywork<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">154<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Forvibe\u901a\u8fc7\u81ea\u52a8\u5316\u5e94\u7528\u5546\u5e97\u4e0a\u67b6\u6d41\u7a0b\u4e2d\u7684\u672c\u5730\u5316\u3001\u5546\u5e97\u5217\u8868\u3001\u622a\u56fe\u751f\u6210\u3001\u6cd5\u5f8b\u6587\u6863\u548c\u8ba2\u9605\u5b9a\u4ef7\u7b49\u7e41\u7410\u64cd\u4f5c\uff0c\u89e3\u51b3\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\u5728\u5168\u7403\u5316\u53d1\u5e03\u65f6\u9762\u4e34\u7684\u8fd0\u8425\u8d1f\u62c5\uff0c\u8ba9\u5176\u80fd\u4e13\u6ce8\u4e8e\u4ea7\u54c1\u5f00\u53d1\u672c\u8eab\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\/4564fe74-01f2-4937-9179-4fd1290e9acc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68f5146b-1e9a-4d91-9ac6-3202e5505e0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cec44e40-abec-4b05-bc81-98dd0f7c135c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48cc86f1-1cdb-49fe-9107-77303e83afc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d26288a-7aa6-4cc9-8d9a-6a0142973147.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ddc71ee-62d8-4810-a6a4-496d0530e0d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5e94\u7528\u53d1\u5e03\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u5546\u5e97\u8fd0\u8425<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5316\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u622a\u56fe\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u6cd5\u5f8b\u6587\u6863\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/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\u53d1\u5e03\u7a0e\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\u662f\u5de8\u5927\u89e3\u653e\u3002\u6709\u6548\u5efa\u8bae\u96c6\u4e2d\u5728\u4e0e\u5b98\u65b9\u5546\u5e97API\u7684\u6df1\u5ea6\u96c6\u6210\u3001\u7248\u672c\u7ba1\u7406\u4e0e\u56de\u6eda\u529f\u80fd\u3001\u4ee5\u53ca\u6a21\u677f\u7f16\u8f91\u7075\u6d3b\u6027\u7b49\u9ad8\u7ea7\u8fd0\u8425\u9700\u6c42\u4e0a\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                Forvibe\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u75bc\u75db\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5e94\u7528\u5f00\u53d1\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u8fd0\u8425\u6ce5\u6f6d\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u6280\u672f\u9769\u65b0\uff0c\u800c\u662f\u6d41\u7a0b\u6574\u5408\u4e0e\u81ea\u52a8\u5316\uff0c\u5c06\u5206\u6563\u3001\u91cd\u590d\u3001\u9ad8\u5408\u89c4\u8981\u6c42\u7684\u5e94\u7528\u5546\u5e97\u4e0a\u67b6\u5de5\u4f5c\u4ea7\u54c1\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u5355\u70b9\u529f\u80fd\uff08\u5982AI\u751f\u6210\u622a\u56fe\uff09\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u5f00\u53d1\u5b8c\u6210\u4e0e\u5168\u7403\u4e0a\u67b6\u4e4b\u95f4\u7684\u201c\u53d1\u5e03\u4e2d\u53f0\u201d\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\u6838\u5fc3\u58c1\u5792\u4f9d\u8d56\u4e8e\u4e0eApple\u548cGoogle\u5b98\u65b9API\u7684\u7a33\u5b9a\u6df1\u5ea6\u96c6\u6210\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u9879\u6301\u7eed\u4e14\u8106\u5f31\u7684\u5de5\u7a0b\u3002\u5176\u6b21\uff0c\u5f53\u524d\u529f\u80fd\u66f4\u504f\u5411\u201c\u81ea\u52a8\u5316\u521d\u7248\u53d1\u5e03\u201d\uff0c\u4f46\u7528\u6237\u8bc4\u8bba\u5df2\u89e6\u53ca\u66f4\u6df1\u5c42\u7684\u4f01\u4e1a\u7ea7\u9700\u6c42\uff1a\u7248\u672c\u63a7\u5236\u3001\u5dee\u5f02\u5bf9\u6bd4\u3001\u56de\u6eda\u673a\u5236\u3001\u56e2\u961f\u5ba1\u6279\u6d41\u7a0b\u2014\u2014\u8fd9\u4e9b\u624d\u662f\u201c\u4fdd\u6301\u4e00\u5207\u540c\u6b65\u201d\u548c\u201c\u5b89\u5168\u53d1\u5e03\u201d\u7684\u5173\u952e\uff0c\u4e5f\u662f\u4ece\u5de5\u5177\u5347\u7ea7\u4e3a\u5e73\u53f0\u5fc5\u987b\u8de8\u8d8a\u7684\u95e8\u69db\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u80fd\u9762\u4e34\u4e24\u96be\uff1a\u5bf9\u9884\u7b97\u6700\u654f\u611f\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u662f\u65e9\u671f\u62e5\u8db8\uff0c\u4f46\u4ed6\u4eec\u4ed8\u8d39\u80fd\u529b\u6709\u9650\uff1b\u800c\u771f\u6b63\u9700\u8981\u6b64\u670d\u52a1\u3001\u6709\u4ed8\u8d39\u80fd\u529b\u7684\u4e2d\u5927\u578b\u56e2\u961f\uff0c\u5176\u5bf9\u6d41\u7a0b\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u548c\u5b9a\u5236\u5316\u7684\u8981\u6c42\u4f1a\u6307\u6570\u7ea7\u589e\u957f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6807\u8bed\u4e2d\u7684\u201coperational busywork\u201d\u4e00\u8bcd\u7cbe\u51c6\u5b9a\u4e49\u4e86\u5e02\u573a\uff0c\u4f46\u80fd\u5426\u5c06\u201cbusywork\u201d\u8f6c\u5316\u4e3a\u53ef\u89c4\u6a21\u5316\u7684\u3001\u575a\u5b9e\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5c06\u51b3\u5b9a\u5b83\u6700\u7ec8\u662f\u4e00\u4e2a\u89e3\u51b3\u957f\u5c3e\u75db\u70b9\u7684\u5229\u57fa\u5de5\u5177\uff0c\u8fd8\u662f\u4e00\u4e2a\u91cd\u5851\u5e94\u7528\u53d1\u5e03\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\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\">Forvibe<\/span>\n                <\/div>\n<div class=\"comment-content\">Focus on building your mobile app, not the operational busywork. Forvibe streamlines the entire launch process for App Store and Google Play. We automate localization, store listings, and screenshot generation while handling AI landing pages, legal docs, and global subscription pricing. Don\u2019t let launch friction slow you down. We handle the heavy lifting so you can ship faster, scale globally, and keep your focus on what truly matters: creating a great product.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 this is a huge unlock for indie devs and small teams who want to ship globally without getting buried in app store ops and legal busywork.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;Thank you for your feedback and for understanding our vision!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b,<\/p>\n<p>I\u2019m Berat. I\u2019ve been building and publishing mobile apps for over 8 years. While developing apps is fun, the publishing and launch process is often tedious, time consuming, and repetitive. I built Forvibe to solve exactly this problem.<\/p>\n<p>With Forvibe, you can create a professional app landing page in minutes without worrying about domains or hosting. Manage your in app purchases and subscriptions from a single dashboard, design in app screenshots using 10+ ready made templates, and localize them into multiple languages with ease.<\/p>\n<p>Legal pages like Privacy Policy, Terms of Use, and EULA are handled in one click and published for you. On top of that, Forvibe provides an AI supported customer support inbox, so you don\u2019t need to set up or manage a separate email system. User requests are analyzed and answered automatically.<\/p>\n<p>In short, focus on building your app. Let Forvibe handle everything else.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zekkontro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zekkontro<\/a>&nbsp;Hi Berat, congrats! Can we edit them? including the screenshots? <br \/>btw the coconut tree eye looks smart, haha <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zekkontro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zekkontro<\/a>&nbsp;This is very cool Berat, congrats on the launch. Do you keep a log of the submission files (most app makers only find out at V2 that they need the v1 subs)?<\/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>Automating the \u201claunch tax\u201d (localization, listings, screenshots, legal, pricing) is such an underrated win for mobile devs. The scale pain is keeping everything in sync with App Store Connect \/ Play Console changes + avoiding accidental overwrites; best practsice is sAPI-driven diff + preview, versioned templates, and per-locale approval workflows before push \ud83d\udd25 Are you integrating directly with ASC\/Play APIs for read\/write, and will you add a \u201crelease checklist + rollback\u201d mode (revert metadata\/screenshots per version) for safer launches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;Right now, we\u2019re integrating with the App Store Connect and Play Console APIs and syncing everything so changes are reflected directly in the actual app stores. We don\u2019t have a rollback system in store presence yet, but we\u2019ll definitely add it. That\u2019s honestly a great idea! Thank you for your comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/VULQ7N3EHBOFXW\" class=\"app-title\">Modo<\/a><\/p>\n<div class=\"one-liner\">Turn a hardware idea into a buildable prototype<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Modo\u901a\u8fc7AI\u5c06\u786c\u4ef6\u521b\u610f\u6587\u672c\u63cf\u8ff0\u8f6c\u5316\u4e3a\u53ef\u6784\u5efa\u7684\u539f\u578b\uff0c\u4e3a\u72ec\u7acb\u521b\u5ba2\u548c\u8f6f\u4ef6\u5f00\u53d1\u8005\u89e3\u51b3\u4e86\u4ece\u6982\u5ff5\u5230\u5b9e\u4f53\u539f\u578b\u8fc7\u7a0b\u4e2d\u9009\u578b\u3001\u8bbe\u8ba1\u3001\u7f16\u7a0b\u7684\u7e41\u7410\u4e0e\u4e13\u4e1a\u58c1\u5792\u95ee\u9898\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\/9cf90aa3-e362-4b24-87bf-e4d93008a263.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rSNuKiCkjIg\"><source src=\"https:\/\/youtu.be\/rSNuKiCkjIg\" 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\/1c7664fd-fcc0-489f-82cc-0dcaf3d7221c.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\/fda8d0ae-eeed-4fc5-a1c7-ba0f9d667085.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32f72625-a4c6-47a1-831e-40c9813aeadd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Prototyping<\/span><br \/>\n            <span class=\"tag\">Hardware<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u786c\u4ef6\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">AI\u8bbe\u8ba1\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u521b\u5ba2\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7535\u5b50\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">3D\u6253\u5370<\/span><br \/>\n            <span class=\"tag\">\u56fa\u4ef6\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u9009\u578b<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u7269\u8054\u7f51\u5f00\u53d1<\/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\u666e\u904d\u8d5e\u8d4f\u5176\u57fa\u4e8e\u771f\u5b9e\u5143\u5668\u4ef6\u548c\u89c4\u683c\u4e66\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5b9e\u73b0\u201c\u53ef\u6784\u5efa\u201d\u7684\u5173\u952e\u3002\u6838\u5fc3\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6df1\u5316\u4e8c\u6b21\u7ea6\u675f\u68c0\u67e5\uff08\u516c\u5dee\u5806\u53e0\u3001\u8fde\u63a5\u5668\u95f4\u9699\u3001\u70ed\u8bbe\u8ba1\u3001EMI\uff09\uff1b\u62d3\u5c55\u4f9b\u5e94\u94fe\u4e0e\u5236\u9020\u96c6\u6210\uff08\u5143\u5668\u4ef6\u4f9b\u5e94\u5546\u94fe\u63a5\u30013D\u6253\u5370\u670d\u52a1\uff09\uff1b\u5b8c\u5584\u8f6f\u4ef6\u751f\u6001\u5bfc\u51fa\uff08\u5982KiCad\uff09\uff1b\u4ee5\u53ca\u4fee\u590d\u4ea7\u54c1\u521d\u671f\u5b58\u5728\u7684\u5c11\u91cf\u4ea4\u4e92Bug\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                Modo\u6240\u6807\u699c\u7684\u201c\u4ece\u6587\u672c\u5230\u53ef\u6784\u5efa\u786c\u4ef6\u539f\u578b\u201d\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7ea6\u675f\u201d\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u751f\u6210\u5929\u9a6c\u884c\u7a7a\u7684\u70ab\u9177\u6982\u5ff5\uff0c\u800c\u662f\u5c06LLM\u7684\u80fd\u529b\u4e25\u683c\u9650\u5236\u5728\u771f\u5b9e\u5b58\u5728\u7684\u5143\u5668\u4ef6\u6570\u636e\u5e93\u548c\u89c4\u683c\u4e66\u53c2\u6570\u4e4b\u5185\uff0c\u8fd9\u770b\u4f3c\u9650\u5236\u4e86\u60f3\u8c61\u529b\uff0c\u5b9e\u5219\u6293\u4f4f\u4e86\u786c\u4ef6\u5f00\u53d1\u4ece\u865a\u62df\u8d70\u5411\u7269\u7406\u4e16\u754c\u7684\u547d\u95e8\u2014\u2014\u53ef\u884c\u6027\u3002\u8fd9\u4f7f\u5176\u4e0e\u4f17\u591a\u201cAI\u786c\u4ef6\u201d\u6f14\u793a\u5212\u6e05\u4e86\u754c\u9650\uff0c\u540e\u8005\u5f80\u5f80\u6b62\u6b65\u4e8e\u89c6\u89c9\u6e32\u67d3\u6216\u7406\u60f3\u5316\u6a21\u578b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7684\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u8d44\u6df1\u786c\u4ef6\u5de5\u7a0b\u5e08\u7684\u9690\u6027\u77e5\u8bc6\uff08\u5982\u6839\u636e\u5c3a\u5bf8\u4f30\u7b97\u5916\u58f3\u3001\u6839\u636e\u5f15\u811a\u5b9a\u4e49\u7f16\u5199\u9a71\u52a8\uff09\u7f16\u7801\u4e3a\u53ef\u91cd\u590d\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6548\u7387\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u79cd\u80fd\u529b\u5e73\u6743\u5de5\u5177\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u786c\u4ef6\u521b\u65b0\u7684\u521d\u59cb\u95e8\u69db\u3002\u7136\u800c\uff0c\u6b63\u5982\u8d44\u6df1\u7528\u6237\u654f\u9510\u6307\u51fa\u7684\uff0c\u771f\u6b63\u7684\u201c\u9b54\u9b3c\u7ec6\u8282\u201d\u5728\u4e8e\u516c\u5dee\u3001\u70ed\u7ba1\u7406\u3001EMI\u7b49\u4e8c\u6b21\u7ea6\u675f\uff0c\u8fd9\u4e9b\u56e0\u7d20\u5f80\u5f80\u5728\u7b2c\u4e00\u6b21\u5b9e\u7269\u7ec4\u88c5\u540e\u624d\u66b4\u9732\u3002Modo\u76ee\u524d\u7684\u6210\u529f\uff0c\u662f\u5b9e\u73b0\u4e86\u201c\u4ece0\u52300.8\u201d\u7684\u98de\u8dc3\uff0c\u4f46\u80fd\u5426\u653b\u514b\u8fd9\u4e9b\u9ad8\u9636\u5de5\u7a0b\u6311\u6218\uff0c\u5b9e\u73b0\u201c\u4ece0.8\u52301\u201d\u7684\u8d28\u53d8\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e13\u4e1a\u6865\u6881\u201d\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5546\u4e1a\u6a21\u5f0f\u4e5f\u6697\u85cf\u6f5c\u529b\u3002\u5f53\u524d\u805a\u7126\u4e8e\u539f\u578b\u751f\u6210\uff0c\u4f46\u81ea\u7136\u5ef6\u4f38\u5c06\u662f\u4f9b\u5e94\u94fe\u96c6\u6210\uff08\u5143\u5668\u4ef6\u91c7\u8d2d\u3001PCB\u6253\u6837\u3001\u5916\u58f3\u6253\u5370\uff09\uff0c\u8fd9\u4f7f\u5176\u53ef\u80fd\u6210\u4e3a\u786c\u4ef6\u521b\u4e1a\u7684\u5165\u53e3\u7ea7\u5e73\u53f0\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u786c\u4ef6\u9886\u57df\u6781\u5ea6\u788e\u7247\u5316\uff0c\u957f\u5c3e\u9700\u6c42\u4f17\u591a\uff0c\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\u96be\u4ee5\u517c\u987e\u3002\u82e5\u8fc7\u4e8e\u8ffd\u6c42\u901a\u7528\u6027\uff0c\u53ef\u80fd\u6ca6\u4e3a\u73a9\u5177\uff1b\u82e5\u8fc7\u5ea6\u6df1\u5165\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff0c\u5219\u53ef\u80fd\u5931\u53bb\u5927\u4f17\u5438\u5f15\u529b\u3002\u5982\u4f55\u5728\u8fd9\u6761\u7cbe\u5bc6\u7684\u94a2\u4e1d\u4e0a\u884c\u8d70\uff0c\u5c06\u662f\u5176\u957f\u671f\u53d1\u5c55\u7684\u6838\u5fc3\u8bfe\u9898\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Modo<\/span>\n                <\/div>\n<div class=\"comment-content\">Modo turns a text description into a buildable hardware prototype with validated parts, printable enclosures, firmware scaffolding, and step-by-step assembly instructions.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019ve built hardware projects for years, and the slowest part was always translating an idea into parts, enclosure dimensions, and something I could actually assemble.<\/p>\n<p>Modo started as a way to compress that gap\u2014by constraining generation to real components and using datasheet dimensions to drive enclosure geometry instead of guessing.<\/p>\n<p>It\u2019s early, opinionated, and definitely not perfect yet. I\u2019d love feedback on what you\u2019d try building with it, and where it breaks down.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethans100\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethans100<\/a>&nbsp;This is brilliant Ethan, congrats on the launch. How far does it go component architecture and diagrams? Component suggestions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 turning plain text into a fully buildable hardware prototype with real parts and enclosures is such a wild unlock for indie makers and hardware-curious software devs.\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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Constraining generation to real components and datasheet-driven geometry is exactly the right move \u2014 that\u2019s where most \u201cAI hardware\u201d demos fall apart.<\/p>\n<\/p>\n<p>Curious how you\u2019re thinking about second-order constraints next: tolerances stacking up, connector clearance, thermal considerations, and EMI quirks that usually only show up after the first physical build.<\/p>\n<\/p>\n<p>If you can surface <em>those<\/em> risks early (even heuristically), this could become a serious bridge between software-minded builders and real-world hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! It&#8217;s really impressive, I like the idea. I&#8217;ve experienced some bugs (wasn&#8217;t able to write some followups, the Send button doesn&#8217;t work), however I&#8217;m really impressed with how easy and straightforward the process was.  Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mrfullset\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrfullset<\/a>&nbsp;appreciate it &#8211; not easy, even with LLMs to ensure all the parts fit, cad renders, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mrfullset\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrfullset<\/a>&nbsp;Fixed it. The issue was when you&#8217;re not logged in and in its anonymous build, you couldn&#8217;t modify the chat, but now you can. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 &#8211; super cool! Do you then link your users with relevant hardware builders\/providers? Help on the supply chain side<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a>&nbsp;always open for support &#8211; this is a side project since for my main gig i needed to build a hardware project and i found myself doing all these steps manually. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Constraining generation to real components + driving enclosure geometry off datasheet dimensions (vs \u201cvibes\u201d) is the right way to make AI hardware actually buildable \ud83d\udd25 The scale pain is tolerance stacks + connector\/thermal\/EMI realities that aren\u2019t in the BOM; best practice is parametric CAD (Replicad) with clearance rules, fast-fit test prints, and constraint checks (USB\/headers\/screw bosses) baked into the generator. How are you modeling tolerances\/keepouts per part, and will you add an export to KiCad + a \u201cvendor-available BOM\u201d check (LCSC\/DigiKey) next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Excited to see this product since many hardware founder friends always feel painful to find all parts to make their prototype. Wandering will you considering to connect with some 3d printing shop to allow more room for builders?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the firmware scaffolding is a nice touch. does it write the actual pin definitions for the specific components I pick, or is it just generic boilerplate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a>&nbsp;<strong>Yes, it writes actual pin definitions for your specific components!<\/strong><\/p>\n<p>The system reads your wiring diagram and generates real code. For example, if you&#8217;re building a temperature monitor with a BME280 sensor and OLED display:<\/p>\n<pre><code>\/\/ Pin definitions from YOUR wiring diagram\n#define SDA_PIN 21\n#define SCL_PIN 22\n\n\/\/ I2C addresses from YOUR selected parts\n#define BME280_ADDRESS 0x76\n#define SSD1306_ADDRESS 0x3C\n\n\/\/ Component-specific libraries (not generic!)\n#include &lt;Adafruit_BME280.h&gt;\n#include &lt;Adafruit_SSD1306.h&gt;\n\nAdafruit_BME280 bme;\nAdafruit_SSD1306 display(128, 64, &amp;Wire, -1);\n\nvoid setup() {\n  Wire.begin(SDA_PIN, SCL_PIN);\n  bme.begin(BME280_ADDRESS);\n  display.begin(SSD1306_SWITCHCAPVCC, SSD1306_ADDRESS);\n}\n\nvoid loop() {\n  float temp = bme.readTemperature();\n  display.printf(\"%.1f\u00b0C\", temp);\n  display.display();\n  delay(2000);\n}\n<\/code><\/pre>\n<p>It maps BOM parts \u2192 wiring pins \u2192 working code with the correct libraries and initialization for each component. You could actually flash this and it would work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#8<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/DVXGGKDVNZH7NL\" class=\"app-title\">FiloMail for Android<\/a><\/p>\n<div class=\"one-liner\">AI Gmail client that turns emails into clear tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684Gmail\u5ba2\u6237\u7aef\uff0c\u901a\u8fc7\u667a\u80fd\u6458\u8981\u3001\u4efb\u52a1\u63d0\u53d6\u548c\u81ea\u52a8\u5206\u7c7b\uff0c\u5728\u79fb\u52a8\u529e\u516c\u573a\u666f\u4e0b\u89e3\u51b3\u7528\u6237\u90ae\u7bb1\u4fe1\u606f\u8fc7\u8f7d\u3001\u4efb\u52a1\u7ba1\u7406\u6df7\u4e71\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\/04bc0aae-fa46-47b9-84c6-d930ec7b6a67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc965603-a15b-428e-a6a7-b3b3206d63e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0067aea-afd2-4c39-ae24-09433a1d6505.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b4c8af8-0117-430f-87c4-327ec32ece79.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ee51f82-8613-428b-adb9-caff9cdeb8c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48f03d70-9467-4e8e-b65c-73873846a8e1.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\">Android<\/span><br \/>\n            <span class=\"tag\">Email<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Task Management<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u90ae\u7bb1\u5ba2\u6237\u7aef<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u90ae\u4ef6\u6458\u8981<\/span><br \/>\n            <span class=\"tag\">\u90ae\u4ef6\u4efb\u52a1\u5316<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u6807\u7b7e\u8fc7\u6ee4<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Gmail\u589e\u5f3a<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u6536\u4ef6\u7bb1\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\u80af\u5b9a\u5176\u6838\u5fc3\u7684AI\u6458\u8981\u548c\u4efb\u52a1\u63d0\u53d6\u529f\u80fd\uff0c\u5e76\u5173\u6ce8\u4e0e\u539f\u751fGmail\u66f4\u65b0\u7684\u5dee\u5f02\u3001\u9690\u79c1\u5b89\u5168\uff08\u6570\u636e\u5b58\u50a8\u65b9\u5f0f\uff09\u3001\u4ee5\u53ca\u4efb\u52a1\u80fd\u5426\u4e0e\u5916\u90e8\u65e5\u5386\/\u4efb\u52a1\u5e94\u7528\u53cc\u5411\u540c\u6b65\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u9690\u79c1\u5173\u5207\uff0c\u5e76\u900f\u9732\u4efb\u52a1\u540c\u6b65\u529f\u80fd\u6b63\u5728\u7814\u53d1\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                FiloMail\u7684\u91ce\u5fc3\uff0c\u5e76\u975e\u505a\u4e00\u4e2a\u7b80\u5355\u7684Gmail\u76ae\u80a4\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u51cc\u9a7e\u4e8e\u6536\u4ef6\u7bb1\u4e4b\u4e0a\u7684\u201c\u610f\u56fe\u5c42\u201d\u64cd\u4f5c\u7cfb\u7edf\u3002\u5b83\u5c06\u90ae\u4ef6\u4ece\u6c9f\u901a\u8bb0\u5f55\u91cd\u65b0\u5b9a\u4e49\u4e3a\u5f85\u529e\u4e8b\u9879\u7684\u539f\u6750\u6599\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u4efb\u52a1\u4ee3\u7406\u201d\uff08Task Agent\uff09\u529f\u80fd\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u7684\u5f3a\u5236\u6027\u7ed3\u6784\u5316\u3002\u5b83\u7528AI\u7684\u786e\u5b9a\u6027\uff0c\u5bf9\u6297\u4eba\u7c7b\u6c9f\u901a\u7684\u6a21\u7cca\u6027\uff0c\u98ce\u9669\u4e5f\u6070\u6070\u5728\u6b64\uff1a\u5176\u6458\u8981\u3001\u63d0\u53d6\u7684\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u6df1\u5ea6\uff0c\u51b3\u5b9a\u4e86\u5b83\u662f\u201c\u7701\u5fc3\u201d\u8fd8\u662f\u201c\u6dfb\u4e71\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eSuperhuman\u5728\u201c\u6781\u901f\u201d\u8d5b\u9053\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u6df1\u8015\u201c\u7406\u89e3\u201d\u4e0e\u201c\u884c\u52a8\u201d\u3002\u5176\u201c\u98ce\u9669\u68c0\u6d4b\u201d\u548c\u6697\u793a\u4e2d\u7684\u201c\u8bed\u6c14\u8bc6\u522b\u201d\uff0c\u8bd5\u56fe\u89e6\u53ca\u66f4\u5fae\u5999\u7684\u4eba\u9645\u7ba1\u7406\u5c42\u9762\uff0c\u4f46\u8fd9\u628a\u53cc\u5203\u5251\u5bf9AI\u7684\u4f26\u7406\u5224\u65ad\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\u3002\u76ee\u524d\uff0c\u5176\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u4e0e\u6700\u5927\u7684\u6311\u6218\u90fd\u6307\u5411\u9690\u79c1\uff1a\u5f3a\u8c03\u672c\u5730\u5316\u5904\u7406\u662f\u660e\u667a\u7684\u4fe1\u4efb\u7b79\u7801\uff0c\u4f46\u8fd9\u4e5f\u53ef\u80fd\u9650\u5236\u66f4\u590d\u6742AI\u529f\u80fd\u7684\u5b9e\u73b0\uff08\u5982\u57fa\u4e8e\u7528\u6237\u4e60\u60ef\u7684\u6df1\u5ea6\u4e2a\u6027\u5316\uff09\u3002\u7528\u6237\u5173\u4e8e\u53cc\u5411\u540c\u6b65\u7684\u63d0\u95ee\u76f4\u51fb\u8981\u5bb3\uff1a\u82e5\u4e0d\u80fd\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Google Tasks\uff09\u878d\u5408\uff0c\u5b83\u521b\u9020\u7684\u5c06\u662f\u53c8\u4e00\u4e2a\u6570\u636e\u5b64\u5c9b\uff0c\u53cd\u800c\u589e\u52a0\u7ba1\u7406\u8d1f\u62c5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u611f\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\u3002\u5f53AI\u66ff\u4f60\u51b3\u5b9a\u4ec0\u4e48\u91cd\u8981\u3001\u4ec0\u4e48\u8be5\u505a\u65f6\uff0c\u89e3\u91ca\u6027\uff08\u4e3a\u4f55\u751f\u6210\u6b64\u4efb\u52a1\uff09\u548c\u53ef\u4fee\u6b63\u6027\uff08\u8f7b\u677e\u8c03\u6574AI\u51b3\u7b56\uff09\u5c06\u6bd4\u70ab\u9177\u7684\u6a21\u578b\u672c\u8eab\u66f4\u91cd\u8981\u3002FiloMail\u7684\u6210\u8d25\uff0c\u5c06\u9a8c\u8bc1\u5728\u90ae\u7bb1\u8fd9\u4e2a\u53e4\u8001\u573a\u666f\u4e2d\uff0c\u7528\u6237\u662f\u5426\u613f\u610f\u8ba9\u6e21\u90e8\u5206\u63a7\u5236\u6743\uff0c\u4ee5\u6362\u53d6\u5fc3\u667a\u8d1f\u62c5\u7684\u5207\u5b9e\u51cf\u8f7b\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\">FiloMail for Android<\/span>\n                <\/div>\n<div class=\"comment-content\">A faster way to handle Gmail on Android. Filo summarizes conversations, suggests replies, and turns emails into clear next steps. Define Smart Labels and Smart Filters with short prompts to auto-sort, pin, mute, or label messages. Convert emails into tasks with due dates, priority, and time zone, so you can stay focused.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m one of the builders on <strong>Filo Mail<\/strong> \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019re a small team, and we\u2019ve been using AI to tackle a very human problem: inbox chaos. Email is where life and work show up, and we want Filo to keep things <strong>calm<\/strong>, while still making sure you <strong>don\u2019t miss what matters<\/strong>.<\/p>\n<\/p>\n<p>Filo launched on <strong>iOS<\/strong> first, then we shipped <strong>macOS + Windows<\/strong>. Today we\u2019re finally launching <strong>Android<\/strong>, the last missing piece so you can use Filo across all your devices.<\/p>\n<\/p>\n<p>What Filo does (in a practical way):<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>AI summaries<\/strong> to make long threads readable in seconds<\/p>\n<\/li>\n<li>\n<p><strong>Task Agent<\/strong> (our core): it pulls important events and requests from messy emails and turns them into clear <strong>to-dos<\/strong>, with <strong>real-time progress updates<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Smart Labels<\/strong> to automatically group and organize emails, so the right stuff stands out and the noise fades<\/p>\n<\/li>\n<li>\n<p><strong>Risk \/ \u201cgotcha\u201d detection<\/strong> for emails that feel urgent or suspicious, so you can double-check before acting<\/p>\n<\/li>\n<li>\n<p>A clean Gmail experience that stays fast and simple<\/p>\n<\/li>\n<\/ul>\n<p>On iOS, we\u2019ve gotten a lot of encouraging feedback, and Filo is currently rated <strong>4.8\/5 on the App Store<\/strong>. We\u2019re aiming for Android to reach the same bar, and we\u2019ll iterate quickly. Honestly, we\u2019re trying to move as fast as the models do.<\/p>\n<\/p>\n<p>If you give it a try, we\u2019d love your feedback (good or harsh). We\u2019re building in the open and we want Filo to grow with you.<\/p>\n<\/p>\n<p>What\u2019s the one thing in your inbox that annoys you the most right now?<\/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\/@justin_bao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_bao<\/a>&nbsp;Gmail recently launched a similar update. How does it compare to Gmail&#8217;s update? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@justin_bao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_bao<\/a>&nbsp;congrats on the launch. Does this replace Superhuman? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 gotcha detection is a feature I didnt know I needed until today! We\u2019ve all sent emails in a rush that we later regretted. Can it also detect passive-aggressive tones from clients? Asking for a friend:D Great job on the 4.8 rating on iOS, hope Android hits the same mark!<\/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\">@eugene_chernyak We don\u2019t officially ship a \u201cspicy email detector\u201d yet, but you\u2019re definitely bringing up an interesting point\ud83d\ude06. Appreciate the shoutout, Android is catching up fast.<\/div>\n<div class=\"comment-actions\">\n<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! Gmail efficiency on steroids! AI summaries + smart filters + task management in one app.Absolute must-have!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a>&nbsp;Thank you, Yuki! We are thrilled that you\u2019re enjoying the efficiency boost! \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>Are the data read by the 3rd party, or stored only locally on my computer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Great question, Nika! We prioritize privacy, so we only access your emails directly through the <strong>Gmail API<\/strong>. All data is stored <strong>strictly locally on your computer<\/strong>. We do not sync, read, or store any of your emails on our servers.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cTask Agent\u201d that turns messy Gmail threads into real to-dos (with due dates + time zones) is the kind of AI that actually saves time. The scale pain is trust + privacy as you summarize\/extract across sensitive inboxes; best practice is least-privilege Gmail scopes, local-first indexing, and explainability (link each task back to the exact email snippet + confidence) so users can verify fast \ud83d\udd25 Are tasks derived via deterministic rules + an LLM pass, and can users export\/sync tasks bidirectionally (CalDAV\/Google Tasks) without creating duplicates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;Thanks so much for the support and the thoughtful suggestions! We take user privacy very seriously, and task syncing with other task managers is currently under active research on our side.  \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/UAEETYH75RASVB\" class=\"app-title\">Templated<\/a><\/p>\n<div class=\"one-liner\">Video Rendering &#038; API for Automated Dynamic Videos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Templated\u901a\u8fc7API\u63d0\u4f9b\u81ea\u52a8\u5316\u52a8\u6001\u89c6\u9891\u6e32\u67d3\u670d\u52a1\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u57fa\u4e8e\u6a21\u677f\u6279\u91cf\u751f\u6210MP4\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u5728\u8425\u9500\u3001\u4ea7\u54c1\u6f14\u793a\u7b49\u573a\u666f\u4e2d\u9700\u624b\u52a8\u5236\u4f5c\u6216\u7ef4\u62a4\u590d\u6742\u89c6\u9891\u57fa\u7840\u8bbe\u65bd\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\/bf624c65-b4c9-4897-acd1-9d77d23d842f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8ZMeBcFm56g\"><source src=\"https:\/\/www.youtube.com\/watch?v=8ZMeBcFm56g\" 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\/112a781f-797e-43e8-85fe-29eb3172228b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d23aaa72-ea61-4b78-b9d8-02851f2c45cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46844e0f-814a-4627-8b07-abc4829b8e10.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">API<\/span><br \/>\n            <span class=\"tag\">Marketing automation<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u89c6\u9891\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">API\u6e32\u67d3<\/span><br \/>\n            <span class=\"tag\">\u52a8\u6001\u89c6\u9891\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">\u6279\u91cf\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u4e91\u6e32\u67d3<\/span><br \/>\n            <span class=\"tag\">\u591a\u5a92\u4f53\u5904\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u795d\u8d3a\u5e76\u79f0\u8d5e\u4ea7\u54c1\uff0c\u8ba4\u4e3a\u5176\u5c06\u201c\u8bbe\u8ba1\u4e00\u6b21\uff0c\u968f\u5904\u81ea\u52a8\u5316\u201d\u62d3\u5c55\u81f3\u89c6\u9891\u9886\u57df\u662f\u91cd\u5927\u7a81\u7834\u3002\u4e3b\u8981\u63d0\u95ee\u805a\u7126\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u5982\u540e\u7aef\u5982\u4f55\u5b9e\u73b0\u89c4\u6a21\u5316\u6e32\u67d3\uff08\u662f\u5426\u4f7f\u7528\u65e0\u5934\u6d4f\u89c8\u5668\u6216GPU\u52a0\u901f\uff09\uff0c\u4ee5\u53ca\u662f\u5426\u4f1a\u6dfb\u52a0webhook\u3001\u5c40\u90e8\u91cd\u65b0\u6e32\u67d3\u7b49\u529f\u80fd\u4ee5\u4f18\u5316\u6210\u672c\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                Templated\u6b64\u6b21\u5c06\u4e1a\u52a1\u4ece\u56fe\u50cf\u3001PDF\u81ea\u52a8\u5316\u6a21\u677f\u62d3\u5c55\u81f3\u89c6\u9891\u9886\u57df\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e89\u593a\u201c\u81ea\u52a8\u5316\u5185\u5bb9\u751f\u6210\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\u5e2d\u4f4d\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u2014\u2014\u514d\u9664\u89c6\u9891\u57fa\u7840\u8bbe\u65bd\u4e0e\u624b\u52a8\u7f16\u8f91\u2014\u2014\u76f4\u51fb\u4e2d\u5c0f\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u5728\u521b\u4f5c\u52a8\u6001\u89c6\u9891\u5185\u5bb9\u65f6\u7684\u6838\u5fc3\u6210\u672c\u4e0e\u6280\u80fd\u95e8\u69db\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5e76\u975e\u5728\u4e8e\u201c\u80fd\u5426\u6e32\u67d3\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5982\u4f55\u53ef\u9760\u3001\u7ecf\u6d4e\u4e14\u9ad8\u8d28\u91cf\u5730\u89c4\u6a21\u5316\u6e32\u67d3\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u4e2d\u6280\u672f\u5411\u7684\u63d0\u95ee\u5373\u53ef\u7aa5\u89c1\u5173\u952e\uff1a\u89c4\u6a21\u5316\u6e32\u67d3\u7684\u786e\u5b9a\u6027\u3001\u5b57\u4f53\u4e0e\u65f6\u95f4\u7ebf\u7684\u7cbe\u786e\u6027\u3001\u6210\u672c\u63a7\u5236\uff08\u5982\u5c40\u90e8\u91cd\u6e32\u67d3\uff09\uff0c\u8fd9\u4e9b\u624d\u662f\u4f01\u4e1a\u7ea7\u5ba2\u6237\u7684\u6838\u5fc3\u5173\u5207\u3002\u4ea7\u54c1\u76ee\u524d\u5f3a\u8c03\u7684\u201c\u540c\u4e00\u5de5\u4f5c\u6d41\u201d\u5ef6\u5c55\u6027\u662f\u5176\u4f18\u52bf\uff0c\u4f46\u89c6\u9891\u6e32\u67d3\u5728\u8ba1\u7b97\u590d\u6742\u5ea6\u3001\u4e00\u81f4\u6027\u8981\u6c42\u548c\u7f51\u7edc\u5f00\u9500\u4e0a\u5747\u662f\u6307\u6570\u7ea7\u63d0\u5347\u3002\u82e5\u5176\u5e95\u5c42\u4ec5\u662f\u5bf9\u73b0\u6709\u5f00\u6e90\u65b9\u6848\uff08\u5982FFmpeg\u3001Remotion\uff09\u7684\u7b80\u5355\u5c01\u88c5\uff0c\u5219\u58c1\u5792\u6709\u9650\uff1b\u82e5\u80fd\u6784\u5efa\u5177\u5907\u5bb9\u9519\u3001\u5e27\u7ea7\u7cbe\u786e\u9884\u89c8\u548c\u667a\u80fd\u961f\u5217\u8c03\u5ea6\u7684\u4e13\u5c5e\u6e32\u67d3\u5f15\u64ce\uff0c\u5e76\u5b9e\u73b0\u52a8\u6001\u5185\u5bb9\u7684\u6210\u672c\u4f18\u5316\uff0c\u65b9\u80fd\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u5e02\u573a\uff0c\u89c6\u9891\u81ea\u52a8\u5316\u9700\u6c42\u65fa\u76db\uff0c\u4f46\u591a\u96c6\u4e2d\u4e8e\u7b80\u5355\u526a\u8f91\u4e0e\u5408\u6210\u3002Templated\u5b9a\u4f4d\u201c\u5f00\u53d1\u8005\u53cb\u597d\u7684API\u201d\uff0c\u7b56\u7565\u6b63\u786e\uff0c\u6293\u4f4f\u4e86\u4ea7\u54c1\u5185\u5d4c\u3001\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u8fd9\u4e00\u9ad8\u4ef7\u503c\u573a\u666f\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u6280\u672f\u67b6\u6784\u80fd\u5426\u771f\u6b63\u5151\u73b0\u201c\u5982\u751f\u6210\u56fe\u7247\u4e00\u6837\u7b80\u5355\u201d\u7684\u627f\u8bfa\uff0c\u540c\u65f6\u5904\u7406\u89c6\u9891\u7279\u6709\u7684\u6027\u80fd\u4e0e\u6210\u672c\u602a\u517d\u3002\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u53e0\u52a0\uff0c\u66f4\u662f\u4e00\u573a\u4e25\u5cfb\u7684\u6280\u672f\u5de5\u7a0b\u80fd\u529b\u8003\u9a8c\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Templated<\/span>\n                <\/div>\n<div class=\"comment-content\">Templated now supports Video Rendering via API. Design dynamic video templates once and automatically generate MP4 videos at scale \u2014 using the same workflow you already use for images and PDFs. No video infrastructure, no manual editing. Just templates + automation for social videos, product demos, motion graphics, and personalized content.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Pedro! Really nice 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\/@glauberramos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glauberramos<\/a>&nbsp;<\/p>\n<p>Thanks Glauber!<\/p>\n<\/p>\n<p>Appreciate the support always \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Templated is amazing. I use and recommend. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@caiokaspary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caiokaspary<\/a>&nbsp;<\/p>\n<p>Thanks Caio!<\/p>\n<p>Appreciate the support and all the feedback we gave us along the way.<\/p>\n<\/p>\n<p>\ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 how you\u2019re making \u201cdesign once, automate everywhere\u201d possible for images, video, and PDFs with a developer-friendly API.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks,<a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;!<\/p>\n<p>Automated video rendering open up a lot of new possibilites on what users can do with our tool.<br \/>Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Hunters! \ud83d\udc4b<\/p>\n<p>I\u2019m excited to share something big we\u2019ve been building at Templated: Video Rendering via API.<\/p>\n<p>Until now, Templated helped teams automate images and PDFs using reusable templates. With this launch, those same templates can now generate fully rendered MP4 videos, with animations, transitions, and dynamic content, all programmatically.<\/p>\n<p>The goal is simple: make video automation as straightforward as image generation. No video infrastructure to maintain, no manual editing, just design once and render videos at scale.<\/p>\n<p>We built this for developers and teams who need dynamic video content inside their products, workflows, or marketing systems.<\/p>\n<p>I\u2019d love to hear what you think, answer questions, and learn how you\u2019re handling video today. <\/p>\n<p>Thanks for checking it out! \ud83d\ude4c<\/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\/@templated\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@templated<\/a>&nbsp;Congrats on the launch! <br \/>Templated making video automation as easy as image generation is huge design once, render MP4s at scale, no manual editing. Excited to see how teams use this in products and marketing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\/@templated\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"templated\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@templated<\/a> it&#8217;s awesome product, super useful for 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product, the possibilities are endless. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on this launch guys!! <\/p>\n<p>Quick question, how does the backend handle rendering at scale? Server-side with headless browsers, or something more efficient like GPU acceleration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">amazing tool! Congrats on the launch<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@titxo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@titxo<\/a>&nbsp;<\/p>\n<p>Appreciate the support, man!<\/p>\n<\/p>\n<p>\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Launch! I&#8217;ve been following Templated evolution over the last years and it has been amazing! Definitely one of the best tools in its niche!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nihey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nihey<\/a>&nbsp;<\/p>\n<\/p>\n<p>Thanks Nihey!<\/p>\n<\/p>\n<p>Appreciate the support (and help!) you always give us \ud83e\udef6 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bringing the same \u201cdesign once, render at scale\u201d workflow to MP4s is a huge unlock for product + marketing teams. The scale pain is deterministic rendering + throughput (fonts, timing, transitions) under load; best practice is idempotent rendder jobs with a spec hash, queueiang + autoscaling workers, and frame-accurate preview (same engine) so what you see is what the API outputs \ud83d\udd25 Are you rendering via a headless timeline engine (Remotion\/FFmpeg pipeline?) and will you add webhooks + partial re-rendering (only changed layers) to cut costs for personalization?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;<\/p>\n<p>Thanks, Ryan!<\/p>\n<p>Definitely!<br \/>We&#8217;ve been working hard for a long time to make our tool scalable to support from the indie hacker just starting a new project to Enterprise clients with large volume of automation.<\/p>\n<p>Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/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\/ZC47PY2DZKVQAM\" class=\"app-title\">Portalwith<\/a><\/p>\n<div class=\"one-liner\">Create a secure site client portal with notion database<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Portalwith\u5c06Notion\u5185\u90e8\u6570\u636e\u5e93\u8f6c\u5316\u4e3a\u4e13\u4e1a\u3001\u5b89\u5168\u7684\u5ba2\u6237\u95e8\u6237\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u4f7f\u7528Notion\u534f\u4f5c\u65f6\uff0c\u5bf9\u5916\u5206\u4eab\u4fe1\u606f\u6df7\u4e71\u3001\u4e0d\u4e13\u4e1a\u4e14\u6743\u9650\u7ba1\u7406\u4e0d\u4fbf\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\/51b67bdd-a8ea-4d9c-8e69-4fd9167541e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3676e0f9-fec6-457c-8477-f116d2ea56db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36c33228-cbbe-41e4-8394-e385c4cd93ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93f4ceff-bfde-4f1f-9f31-a8a005d5e3ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c45e363-8ff8-40ae-bef2-0a82e35f8511.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e536b39d-3e05-47b7-9a6a-0a31acb56357.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e668421-4fcb-4b56-9200-2b58683e3455.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\/d69ab8ca-1b84-47fe-b8cd-71eb35f10db2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=5hTdXc2-R_M\"><source src=\"https:\/\/www.youtube.com\/watch?v=5hTdXc2-R_M\" 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\">Marketing<\/span><br \/>\n            <span class=\"tag\">Notion<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Notion\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u95e8\u6237<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u8fc7\u6ee4<\/span><br \/>\n            <span class=\"tag\">\u4eea\u8868\u76d8\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\u80af\u5b9a\u4ea7\u54c1\u5c06\u6df7\u4e71\u7684Notion\u94fe\u63a5\u8f6c\u5316\u4e3a\u4e13\u4e1a\u95e8\u6237\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5ba2\u6237\u89d2\u8272\u6743\u9650\u3001\u8ba4\u8bc1\u65b9\u5f0f\uff08\u9b54\u6cd5\u94fe\u63a5\/OTP\/SSO\uff09\u3001\u884c\u7ea7\u6570\u636e\u5b89\u5168\u5b9e\u73b0\u673a\u5236\u3001\u79fb\u52a8\u7aef\u4f18\u5316\u4ee5\u53ca\u672a\u6765\u529f\u80fd\uff08\u5982\u5ba2\u6237\u7aef\u8bc4\u8bba\uff09\u89c4\u5212\u4e0a\u3002\u5f00\u53d1\u8005\u56de\u590d\u5df2\u652f\u6301\u591a\u79cd\u767b\u5f55\u65b9\u5f0f\u548c\u54cd\u5e94\u5f0f\u8bbe\u8ba1\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Portalwith\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1aNotion\u7684\u201c\u5bf9\u5916\u63a5\u53e3\u201d\u95ee\u9898\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u4f5c\u4e3a\u4e00\u5c42\u7cbe\u5de7\u7684\u201c\u7ffb\u8bd1\u5668\u201d\u548c\u201c\u8fc7\u6ee4\u5668\u201d\u3002\u5b83\u7406\u89e3\u5230\uff0cNotion\u5bf9\u5185\u662f\u5f3a\u5927\u7684\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u4f46\u5176\u539f\u751f\u5206\u4eab\u6a21\u5f0f\u5bf9\u5916\u5374\u66b4\u9732\u4e86\u751f\u4ea7\u8fc7\u7a0b\u7684\u201c\u540e\u53f0\u201d\u2014\u2014\u5185\u90e8\u6ce8\u91ca\u3001\u534a\u6210\u54c1\u3001\u590d\u6742\u5173\u8054\uff0c\u8fd9\u4e9b\u5bf9\u5ba2\u6237\u800c\u8a00\u662f\u4fe1\u606f\u566a\u97f3\u548c\u8ba4\u77e5\u8d1f\u62c5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u806a\u660e\u5730\u505a\u4e86\u4e24\u4ef6\u4e8b\uff1a\u4e00\u662f\u201c\u964d\u7ef4\u201d\uff0c\u901a\u8fc7\u5173\u7cfb\u578b\u6570\u636e\u5e93\u8fc7\u6ee4\uff0c\u5b9e\u73b0\u884c\u7ea7\u5b89\u5168\uff0c\u5c06\u590d\u6742\u7684Notion\u7ed3\u6784\u7b80\u5316\u4e3a\u5ba2\u6237\u6240\u9700\u7684\u5355\u4e00\u89c6\u56fe\uff1b\u4e8c\u662f\u201c\u5347\u7ef4\u201d\uff0c\u901a\u8fc7\u54c1\u724c\u5b9a\u5236\u548c\u754c\u9762\u51c0\u5316\uff0c\u8d4b\u4e88\u5176\u4e13\u4e1a\u95e8\u6237\u7684\u201c\u4ea4\u4ed8\u611f\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06Notion\u4ece\u534f\u4f5c\u540e\u53f0\u91cd\u65b0\u5305\u88c5\u4e3a\u4ea4\u4ed8\u524d\u53f0\uff0c\u6ee1\u8db3\u4e86\u77e5\u8bc6\u578b\u670d\u52a1\u4ece\u4e1a\u8005\uff08\u5982\u987e\u95ee\u3001\u4ee3\u7406\u5546\uff09\u65e2\u60f3\u7ef4\u6301\u9ad8\u6548\u7075\u6d3b\u7684\u5185\u90e8\u534f\u4f5c\uff08Notion\uff09\uff0c\u53c8\u9700\u5448\u73b0\u7b80\u6d01\u53ef\u9760\u5ba2\u6237\u754c\u9762\u7684\u53cc\u91cd\u9700\u6c42\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u5176\u547d\u8fd0\u4e0eNotion\u5e73\u53f0\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u529f\u80fd\u8fb9\u754c\u53d7\u5236\u4e8eNotion API\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5d4c\u5165\u90e8\u4ef6\u3001\u5ba2\u6237\u7aef\u901a\u77e5\u7684\u8be2\u95ee\uff0c\u5df2\u89e6\u53ca\u5176\u4f5c\u4e3a\u201c\u4e2d\u95f4\u5c42\u201d\u7684\u5c40\u9650\u6027\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u5fc5\u987b\u5728\u201c\u6df1\u5ea6\u96c6\u6210Notion\u201d\u4e0e\u201c\u53d1\u5c55\u4e3a\u72ec\u7acb\u5e94\u7528\u5e73\u53f0\u201d\u4e4b\u95f4\u505a\u51fa\u9009\u62e9\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u4f73\u7684\u4ea7\u54c1\u5316\u6848\u4f8b\uff0c\u8bc1\u660e\u4e86\u901a\u8fc7\u7cbe\u51c6\u5b9a\u4e49\u95ee\u9898\u8fb9\u754c\uff08\u4ec5\u505a\u5448\u73b0\u4e0e\u6743\u9650\u8fc7\u6ee4\uff0c\u800c\u975e\u91cd\u6784\u5de5\u4f5c\u6d41\uff09\uff0c\u5e76\u80fd\u5c06\u5355\u4e00\u5e73\u53f0\u4f9d\u8d56\u8f6c\u5316\u4e3a\u6df1\u5ea6\u96c6\u6210\u7684\u4f18\u52bf\uff0c\u540c\u6837\u80fd\u521b\u9020\u663e\u8457\u7528\u6237\u4ef7\u503c\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\">Portalwith<\/span>\n                <\/div>\n<div class=\"comment-content\">Create a beautiful app\/dashboard\/client portal site with Notion. More professional, more customizable, your own branding, no multiple workspaces. You can still focus on your notion workspaces for your team work.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<br \/>Thanks for checking us out!<\/p>\n<p>Portalwith was born from a simple frustration:<br \/><strong>Notion is amazing internally, but sharing it with clients often feels messy and unprofessional.<\/strong><\/p>\n<p>Clients don\u2019t need to see:<\/p>\n<ul>\n<li>\n<p>internal notes<\/p>\n<\/li>\n<li>\n<p>half-finished ideas<\/p>\n<\/li>\n<li>\n<p>complex databases<\/p>\n<\/li>\n<li>\n<p>expensive to scale when inviting many users<\/p>\n<\/li>\n<\/ul>\n<p>They just want clarity.<\/p>\n<p>So Portalwith turns your existing Notion setup into a <strong>clean, client-ready portal<\/strong> with proper structure, visibility control, and a professional feel.<\/p>\n<\/p>\n<p>If you:<\/p>\n<ul>\n<li>\n<p>use Notion for client work<\/p>\n<\/li>\n<li>\n<p>send tasks, project updates, or deliverables<\/p>\n<\/li>\n<li>\n<p>want to look more polished without changing your workflow<\/p>\n<\/li>\n<\/ul>\n<p>\u2026Portalwith is built for you.<\/p>\n<\/p>\n<p>Happy to answer any questions, and I\u2019d really appreciate your feedback \u2764\ufe0f<br \/>Let me know what you\u2019d like to see next.<\/p>\n<p>&#8211; Ryan<\/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\/@distartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@distartin<\/a>&nbsp;Great use case Ryan, congrats on the launch. Can your clients have multiple roles?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@distartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@distartin<\/a>&nbsp;This resonates  clients really only want clarity, not internal chaos. The visibility control angle feels especially important once multiple clients are involved. What\u2019s the biggest feature request you\u2019ve been hearing so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 how this turns messy Notion links into a polished, secure client portal without changing existing workflows.\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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch guys! <\/p>\n<\/p>\n<p>How does client authentication work? Magic links, password logins, or SSO options? What measures ensure row-level security for filtered database views?<\/p>\n<p>Also, do you have any plans for mobile optimization\/responsive portals, embeddable widgets, or deeper features like client-side comments\/notifications?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp; thanks!<\/p>\n<p>1. We support magic links and otp today and sso.<\/p>\n<p>2. For data security, content is filtered via relations to a client database in Notion, that relation is what determines what each client can see, so clients only ever access their own rows.<\/p>\n<p>3. Yes, the portal is fully responsive and optimized for mobile. We intentionally keep the UI simple (Notion-like) but you can still add custom blocks and logic on top.<\/p>\n<p>Let us know if you\u2019d like to try it out&#8230; happy to help<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/NGJVANLHS6RNDG\" class=\"app-title\">RelateDB<\/a><\/p>\n<div class=\"one-liner\">Offline-first database schema designer in your browser<\/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>\u4e00\u6b3e\u79bb\u7ebf\u4f18\u5148\u3001\u6d4f\u89c8\u5668\u5185\u7684\u6570\u636e\u5e93\u67b6\u6784\u8bbe\u8ba1\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5feb\u901f\u3001\u65e0\u6469\u64e6\u5730\u53ef\u89c6\u5316\u8bbe\u8ba1\u6570\u636e\u8868\u5173\u7cfb\uff0c\u5e76\u5bfc\u5165\/\u5bfc\u51faSQL\/DBML\uff0c\u65e0\u9700\u8d26\u6237\u548c\u7f51\u7edc\u8fde\u63a5\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\/5838daba-f1a6-4e85-a66f-ed0db615c007.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/19b7fde521c141779ebeb2f289656a1e\"><source src=\"https:\/\/www.loom.com\/share\/19b7fde521c141779ebeb2f289656a1e\" 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\/cf5b6e70-91dd-4a91-a2f6-11d801593a4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7fcbe9ef-2dd3-4736-ac17-985dd937b494.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd077de3-75f6-40f5-8514-5929fd182173.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7099b8c2-f2ff-45f4-b6c1-146d609ca2c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6570\u636e\u5e93\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u53ef\u89c6\u5316\u5efa\u6a21<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u65e0\u8d26\u6237<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">SQL\/DBML\u5bfc\u5165\u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u67b6\u6784\u8bbe\u8ba1<\/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\u79bb\u7ebf\u3001\u514d\u8d26\u6237\u3001\u65e0\u6469\u64e6\u7684\u6838\u5fc3\u4f53\u9a8c\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5904\u7406\u5927\u578b\u67b6\u6784\u65f6\u7684\u5e03\u5c40\u7a33\u5b9a\u6027\u4e0e\u7248\u672c\u5bf9\u6bd4\u529f\u80fd\uff0c\u4ee5\u53ca\u672a\u6765\u589e\u52a0\u53ea\u8bfb\u5206\u4eab\u94fe\u63a5\u3001\u534f\u4f5c\u548c\u8fc1\u79fb\u5dee\u5f02\u751f\u6210\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002\u521b\u59cb\u4eba\u786e\u8ba4\u6570\u636e\u5b58\u4e8e\u672c\u5730IndexedDB\uff0c\u5e76\u8ba1\u5212\u5f00\u53d1\u7248\u672c\u5feb\u7167\u3001\u5dee\u5f02\u5bf9\u6bd4\u548c\u4e91\u540c\u6b65\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                RelateDB\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u8f7b\u91cf\u3001\u77ac\u65f6\u3001\u9690\u79c1\u81f3\u4e0a\u7684\u6570\u636e\u5e93\u8349\u56fe\u8bbe\u8ba1\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0eLucidchart\u3001dbdiagram.io\u7b49\u5168\u529f\u80fd\u6216\u4e91\u7aef\u534f\u4f5c\u5de5\u5177\u6b63\u9762\u7ade\u4e89\uff0c\u800c\u662f\u56de\u5f52\u4e86\u5f00\u53d1\u8005\u201c\u968f\u624b\u753b\u4e2a\u56fe\u201d\u7684\u672c\u8d28\u9700\u6c42\u2014\u2014\u6253\u5f00\u5373\u7528\u3001\u5173\u95ed\u5373\u8d70\uff0c\u6570\u636e\u5b8c\u5168\u672c\u5730\u3002\u5176\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u548c\u201c\u65e0\u9700\u8d26\u6237\u201d\u7684\u8bbe\u8ba1\uff0c\u4e0d\u4ec5\u662f\u529f\u80fd\u4eae\u70b9\uff0c\u66f4\u662f\u5bf9\u5f53\u4e0b\u5de5\u5177\u666e\u904d\u5b58\u5728\u7684\u201c\u6ce8\u518c\u5899\u201d\u3001\u201c\u529f\u80fd\u8ba2\u9605\u5899\u201d\u548c\u201c\u6570\u636e\u4e0a\u4f20\u7126\u8651\u201d\u7684\u7280\u5229\u53cd\u51fb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6311\u6218\u5e76\u5b58\u3002\u4ef7\u503c\u5728\u4e8e\u5b83\u6781\u81f4\u7b80\u5316\u4e86\u8bbe\u8ba1\u5230SQL\/DBML\u8f93\u51fa\u7684\u201c\u5355\u673a\u5faa\u73af\u201d\uff0c\u6210\u4e3a\u4e86\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u5feb\u901f\u8fed\u4ee3\u7684\u601d\u7ef4\u5ef6\u4f38\u5de5\u5177\u3002\u4f46\u8bc4\u8bba\u4e5f\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u5176\u5929\u82b1\u677f\uff1a\u5f53\u67b6\u6784\u590d\u6742\u5316\uff0c\u7f3a\u4e4f\u7248\u672c\u5dee\u5f02\u3001\u5e03\u5c40\u7a33\u5b9a\u6027\u548c\u534f\u4f5c\u80fd\u529b\uff0c\u4f1a\u4f7f\u5176\u505c\u7559\u5728\u201c\u8349\u56fe\u201d\u9636\u6bb5\uff0c\u96be\u4ee5\u7ba1\u7406\u4e25\u8083\u9879\u76ee\u7684\u6f14\u8fdb\u3002\u521b\u59cb\u4eba\u89c4\u5212\u7684\u7248\u672c\u5feb\u7167\u3001\u5dee\u5f02\u8fc1\u79fb\u548c\u53ea\u8bfb\u5206\u4eab\uff0c\u6b63\u662f\u5411\u201c\u751f\u4ea7\u7ea7\u5de5\u5177\u201d\u8dc3\u8fc1\u7684\u5173\u952e\u3002\u80fd\u5426\u5728\u4fdd\u6301\u6838\u5fc3\u8f7b\u91cf\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u4f18\u96c5\u5730\u89e3\u51b3\u8fd9\u4e9b\u8fdb\u9636\u75db\u70b9\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u6b62\u6b65\u4e8e\u4e00\u4e2a\u4f18\u79c0\u7684\u5c0f\u4f17\u73a9\u5177\uff0c\u8fd8\u662f\u80fd\u6210\u957f\u4e3a\u98a0\u8986\u6570\u636e\u5e93\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u76ee\u524d\u7a7a\u767d\uff0c\u8fd9\u65e2\u662f\u5176\u201c\u65e0\u6469\u64e6\u201d\u627f\u8bfa\u7684\u57fa\u77f3\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u957f\u671f\u53d1\u5c55\u7684\u9690\u5fe7\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\">RelateDB<\/span>\n                <\/div>\n<div class=\"comment-content\">RelateDB is an offline-first, browser-based database schema designer. Model tables and relationships visually, import SQL or DBML, auto-arrange diagrams, and export SQL\/DBML or images. No accounts, no cloud, no limits\u2014everything runs locally in your browser for fast, frictionless schema design.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built RelateDB because most free database diagram tools I tried had friction \u2014 either the UI felt limiting, key features were locked behind paywalls, or simple workflows took too many clicks.<\/p>\n<p>I wanted something fast, offline-first, and frictionless: open the browser, design schemas visually, import\/export SQL or DBML, and move on \u2014 no accounts, no uploads, no artificial limits.<\/p>\n<p>Everything runs locally in your browser, and your data never leaves your machine.<\/p>\n<p>I\u2019d love feedback on usability, missing features<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karthikponnam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karthikponnam<\/a>&nbsp;Love this! <br \/>RelateDB looks like the no-friction, privacy-first database diagram tool we\u2019ve been waiting for fast, offline, and fully in-browser. Excited to try it and see how smooth schema design can be!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how fast, offline-first, and no-account this is, perfect for devs who just want to sketch schemas and export SQL\/DBML without any SaaS friction.<\/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 very cool, I love the design \ud83d\udc40 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congrats on the launch! I like the idea a lot, just out of curiosity how do you generate revenue off of something like this?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Offline-first + no-account + SQL\/DBML import\/export is the exact \u201cjust let me sketch a schema\u201d experience devs want. The scale pain is keeping diagrams stable as schemas grow (auto-layout + diffing) and best practice is a deterministic layout engine + schema version snapshots so changes are reviewable\/undoable \ud83d\udd25 Are you storing state in IndexedDB (with shareable file export), and will you add migration diffs (v1\u2192v2 SQL) + collaborative \u201cshare a read-only link\u201d as next steps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp; Yes, everything is stored locally in IndexedDB today, so it works fully offline and without an account.<\/p>\n<\/p>\n<p>I\u2019m working toward proper schema snapshots + record-level diffs so things like migrations (v1 \u2192 v2 SQL) and undo\/compare become possible. I\u2019ll also add full workspace export\/import for backup and portability.<\/p>\n<\/p>\n<p>Read-only sharing and cloud sync are on the roadmap as well.<\/p>\n<\/p>\n<p>Really appreciate the feedback, this is exactly the direction I want to take 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\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/TE3EG3TCIIDWGT\" class=\"app-title\">Alive<\/a><\/p>\n<div class=\"one-liner\">Silent safety check-ins\u2014making solo living feel seen<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alive\u662f\u4e00\u6b3e\u4e3a\u72ec\u5c45\u8005\u8bbe\u8ba1\u7684\u6781\u7b80\u5b89\u5168\u7b7e\u5230\u5de5\u5177\uff0c\u7528\u6237\u53ea\u9700\u6bcf\u65e5\u4e00\u952e\u7b7e\u5230\uff0c\u82e5\u8d85\u65f6\u6216\u6f0f\u7b7e\u5219\u81ea\u52a8\u5206\u7ea7\u53d1\u9001\u90ae\u4ef6\u8b66\u62a5\u7ed9\u7d27\u6025\u8054\u7cfb\u4eba\uff0c\u5728\u4fdd\u969c\u72ec\u5c45\u8005\u5b89\u5168\u7684\u540c\u65f6\uff0c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u65e5\u5e38\u6253\u6270\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\/89dc341b-93f1-4c80-bae8-92d0d5b3f823.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8cac52c-4882-47c6-8b27-4967b97a54b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfa26e00-c7b9-4a64-a691-754dec604a65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3141ddde-4ff7-4e8b-b99a-f453b639ab39.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\">Privacy<\/span><br \/>\n            <span class=\"tag\">Health<\/span><br \/>\n            <span class=\"tag\">Security<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u72ec\u5c45\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168\u7b7e\u5230<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5e94\u6025\u8b66\u62a5<\/span><br \/>\n            <span class=\"tag\">\u65e0\u5b9a\u4f4d\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u52a0\u5bc6<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u8f85\u52a9<\/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\u8f7b\u91cf\u3001\u9690\u79c1\u53cb\u597d\u7684\u8bbe\u8ba1\u7406\u5ff5\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\u589e\u52a0\u901a\u77e5\u6e20\u9053\uff08\u5982\u77ed\u4fe1\u3001Telegram\uff09\u3001\u6269\u5c55\u8bbe\u5907\u652f\u6301\uff08\u624b\u8868\u3001\u5c0f\u7ec4\u4ef6\uff09\u4ee5\u53ca\u4f18\u5316\u8bef\u62a5\u5904\u7406\u673a\u5236\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u8be2\u95ee\u5173\u4e8e\u9ed8\u8ba4\u8bbe\u7f6e\u3001\u5f02\u5e38\u89c4\u5219\u7b49\u5177\u4f53\u53cd\u9988\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Alive\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5999\u800c\u771f\u5b9e\u7684\u9700\u6c42\u7f1d\u9699\uff1a\u5728\u8fc7\u5ea6\u8fde\u63a5\uff08\u793e\u4ea4\/\u4f4d\u7f6e\u8ffd\u8e2a\uff09\u4e0e\u5b8c\u5168\u5b64\u7acb\u4e4b\u95f4\uff0c\u4e3a\u72ec\u5c45\u8005\u63d0\u4f9b\u4e00\u5c42\u201c\u9690\u5f62\u5b89\u5168\u7f51\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5b89\u5168\u611f\u201d\u8fd9\u4e00\u60c5\u611f\u9700\u6c42\u7684\u7cbe\u51c6\u89e3\u6784\u2014\u2014\u5b83\u7528\u6781\u7b80\u7684\u4ea4\u4e92\uff08\u6bcf\u65e5\u4e00\u952e\uff09\u548c\u4e25\u683c\u7684\u6570\u636e\u9650\u5236\uff08\u65e0\u5b9a\u4f4d\u3001\u65e0\u767b\u5f55\u3001\u52a0\u5bc6\uff09\uff0c\u5c06\u4ea7\u54c1\u5b58\u5728\u611f\u538b\u5230\u6700\u4f4e\uff0c\u6070\u6070\u662f\u4e3a\u4e86\u6362\u53d6\u7528\u6237\u6700\u9ad8\u7684\u4fe1\u4efb\u611f\uff1a\u8fd9\u5de5\u5177\u4e0d\u4f1a\u7aa5\u63a2\u6211\u7684\u751f\u6d3b\uff0c\u53ea\u5728\u6211\u201c\u6d88\u5931\u201d\u65f6\u66ff\u6211\u547c\u558a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6a21\u5f0f\u4e5f\u6697\u542b\u6311\u6218\u3002\u9996\u5148\uff0c\u5176\u6709\u6548\u6027\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u517b\u6210\u201c\u6bcf\u65e5\u7b7e\u5230\u201d\u8fd9\u4e00\u65b0\u4e60\u60ef\uff0c\u8fd9\u672c\u8eab\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\uff1b\u6f0f\u7b7e\u6216\u624b\u673a\u6ca1\u7535\u5bfc\u81f4\u7684\u201c\u8bef\u62a5\u201d\u53ef\u80fd\u6d88\u8017\u7d27\u6025\u8054\u7cfb\u4eba\u7684\u4fe1\u4efb\uff0c\u800c\u4fe1\u4efb\u662f\u6b64\u7c7b\u4ea7\u54c1\u7684\u751f\u547d\u7ebf\u3002\u5176\u6b21\uff0c\u76ee\u524d\u4ec5\u4f9d\u8d56\u90ae\u4ef6\u901a\u77e5\uff0c\u5728\u7d27\u6025\u60c5\u51b5\u4e0b\u7684\u89e6\u8fbe\u7387\u548c\u65f6\u6548\u6027\u5b58\u7591\uff0c\u8fd9\u6216\u8bb8\u662f\u7528\u6237\u5f3a\u70c8\u8981\u6c42\u589e\u52a0SMS\u7b49\u6e20\u9053\u7684\u539f\u56e0\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u53ef\u6301\u7eed\u6027\u5c1a\u4e0d\u6e05\u6670\uff0c\u4f5c\u4e3a\u514d\u8d39\u5de5\u5177\uff0c\u5982\u4f55\u5e73\u8861\u8fd0\u8425\u6210\u672c\u4e0e\u9690\u79c1\u627f\u8bfa\u5c06\u662f\u957f\u671f\u8003\u9a8c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cAlive\u5356\u7684\u662f\u4e00\u79cd\u201c\u5b89\u5fc3\u7684\u53ef\u80fd\u6027\u201d\u3002\u5b83\u4e0d\u50cf\u4f20\u7edf\u5b89\u9632\u4ea7\u54c1\u90a3\u6837\u8bd5\u56fe\u638c\u63a7\u5168\u5c40\uff0c\u800c\u662f\u627f\u8ba4\u72ec\u5c45\u751f\u6d3b\u4e2d\u7684\u4e0d\u53ef\u63a7\uff0c\u5e76\u7528\u6700\u4f4e\u6210\u672c\u8bbe\u7f6e\u4e86\u4e00\u4e2a\u5b89\u5168\u5e95\u7ebf\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u5ea6\u514b\u5236\u201d\u4e0e\u201c\u5173\u952e\u65f6\u523b\u53ef\u9760\u201d\u8fd9\u4e00\u5bf9\u77db\u76fe\u4e2d\uff0c\u627e\u5230\u5e76\u7ef4\u6301\u90a3\u4e2a\u5b8c\u7f8e\u7684\u5e73\u8861\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Alive<\/span>\n                <\/div>\n<div class=\"comment-content\">Alive is a lightweight safety status tool for people living alone. Unlike location\/social tracking, it\u2019s almost invisible: set a check-in timer and tap once daily; if time runs out or check-ins are missed, it auto emails tiered alerts to your emergency contacts. It\u2019s instant to start (no sign-up), no location, minimal permissions, no irrelevant data. Contacts and logs are encrypted. Customize period, grace, reminder cadence, and quiet hours. Silent when you\u2019re fine, loud when you\u2019re not.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how lightweight and privacy-respecting this is for solo living safety, feels like the right balance of \u201calways there, never intrusive.<\/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\">Hi everyone, I\u2019m the maker of Alive. Today we\u2019re launching a \u201csilent safety check-in\u201d tool: set a check-in timer and complete it with a single tap each day; if time runs out or you miss consecutive check-ins, it will automatically email your emergency contacts\u2014based on your tiered settings\u2014with your recent status and a preset message. There\u2019s no sign-up, no location tracking, minimal permissions, and your contacts and check-in logs are encrypted in storage and in transit. We want to strike a balance between being seen and being interrupted, adding an invisible layer of protection when living alone.<\/p>\n<p>We\u2019d love your feedback:<\/p>\n<p>Are the default check-in interval and grace period sensible? How do the reminder cadence and quiet hours feel?<br \/>\nShould we add more notification channels (e.g., SMS\/Telegram) or support more devices (watch, widgets, shortcuts)?<br \/>\nWhat other \u201canomaly\u201d rules would you like to define?<br \/>\nPlease leave questions, critiques, and suggestions in the comments\u2014we\u2019ll respond promptly. And thank you for sharing it with someone who might need it. We sincerely hope it will always sit quietly on your phone, but speak up for you when it matters most.<\/p>\n<p>P.S. To celebrate the launch, we\u2019re giving away 10 free redemption codes. Comment below or DM to get one\u2014first come, first served.<\/p>\n<p>H7KLJ76F9JMW<br \/>\nA6HMPRKEYRE7<br \/>\nPPERRKTRYNEH<br \/>\nEANK733RPFY4<br \/>\nLFYNN679NFFY<br \/>\nN69M9KFX3PFY<br \/>\nPHEAYLFKM9F7<br \/>\nPHJYXFN47X4W<br \/>\nKJMTJNAF67AJ<br \/>\nTTHHFATHEXP7<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dison_wei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dison_wei<\/a>&nbsp;Congrats on the launch this is a very calm, intentional UI. The circular check-in state and soft gradients immediately communicate safety without urgency, which fits the product philosophy really well.<\/p>\n<p>From a UX perspective, I like how the flow reads visually from \u201cstatus \u2192 configuration \u2192 contacts.\u201d<br \/>One thing I\u2019m curious about: how do users confirm at a glance that everything is correctly set up? A subtle \u201call good\u201d or confidence indicator could really reinforce trust without adding noise.<\/p>\n<p>Overall, the restraint here is impressive hard to design something that feels present but not intrusive. Great work \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dison_wei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dison_wei<\/a>&nbsp;The \u201csilent until it matters\u201d idea is thoughtful. In real life, what\u2019s the most common false alarm scenario you\u2019ve seen so far, travel, routine changes, phone battery issues, and how easy is it for users to recover trust after one accidental alert goes out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That sounds quite useful! Any plans to make a version for android ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The app is simple yet very useful \ud83d\ude42 <br \/>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Omg this app is brilliant ahahahah<\/p>\n<p>How are you handling the tiered alerts and encryption of contacts\/logs\u2014client-side only, or with a secure server?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>thanks! are the notifications only via email? if yes, are you guys considering adding other channels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! This lowkey reminds me of the Chinese app, &#8216;Are you dead?&#8217; You should definitely provide SMS notifications and an option to opt for automated calls that go out to emergency contacts <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/4PVIR6L4PUYHNF\" class=\"app-title\">Art Network<\/a><\/p>\n<div class=\"one-liner\">A social network for the art community<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Art Network\u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u827a\u672f\u793e\u533a\u7684\u793e\u4ea4\u7f51\u7edc\uff0c\u4e3a\u827a\u672f\u5bb6\u548c\u6536\u85cf\u5bb6\u63d0\u4f9b\u6309\u65f6\u95f4\u987a\u5e8f\u6392\u5217\u7684\u3001\u65e0\u7b97\u6cd5\u5e72\u6270\u7684\u4fe1\u606f\u6d41\uff0c\u65e8\u5728\u89e3\u51b3\u827a\u672f\u5bb6\u5728Instagram\u7b49\u4e3b\u6d41\u793e\u4ea4\u5e73\u53f0\u4e0a\u56e0\u5e7f\u544a\u3001\u7b97\u6cd5\u538b\u529b\u53ca\u5185\u5bb9\u6df7\u6742\u800c\u96be\u4ee5\u6301\u7eed\u3001\u4e13\u6ce8\u5730\u5206\u4eab\u4f5c\u54c1\u4e0e\u521b\u4f5c\u8fc7\u7a0b\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\/a11e156f-131a-4bba-8ed2-25a5c43aeca2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09ea708d-19a0-4277-8dc7-3ffb7b1c3ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c688c770-4c66-4186-bcbd-0632e699d672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e207f7ae-17ee-418a-9ef2-a8d83ddef3e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42b34be2-ad4d-4c87-b4b5-a69d24d368b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/403173d0-66a6-4bb5-9cc5-87d33c5cf363.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\">Android<\/span><br \/>\n            <span class=\"tag\">Art<\/span><br \/>\n            <span class=\"tag\">Social Network<\/span><br \/>\n            <span class=\"tag\">Community<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u827a\u672f\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n            <span class=\"tag\">\u827a\u672f\u5bb6\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u6536\u85cf\u5bb6\u793e\u533a<\/span><br \/>\n            <span class=\"tag\">\u65e0\u7b97\u6cd5\u4fe1\u606f\u6d41<\/span><br \/>\n            <span class=\"tag\">\u6309\u65f6\u95f4\u5e8f\u5c55\u793a<\/span><br \/>\n            <span class=\"tag\">\u827a\u672f\u521b\u4f5c\u5206\u4eab<\/span><br \/>\n            <span class=\"tag\">\u827a\u672f\u6536\u85cf\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u884c\u4e1a\u5782\u76f4\u793e\u533a<\/span><br \/>\n            <span class=\"tag\">\u53cd\u7b97\u6cd5\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u6df1\u5ea6\u8fde\u63a5<\/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\u80af\u5b9a\u5176\u201c\u53cd\u7b97\u6cd5\u201d\u7acb\u573a\u548c\u7b80\u6d01\u7406\u5ff5\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u827a\u672f\u54c1\u6eaf\u6e90\u4e0e\u7248\u6743\u4fdd\u62a4\u673a\u5236\uff08\u5982\u7b7e\u540d\u4e0a\u4f20\u3001\u6c34\u5370\uff09\uff1b2. \u5a92\u4f53\u5b58\u50a8\u4e0e\u4e0b\u8f7d\/\u8f6c\u53d1\u6743\u9650\u63a7\u5236\uff1b3. \u5e0c\u671b\u589e\u52a0\u201c\u5c55\u89c8\/\u6536\u85cf\u201d\u96c6\u529f\u80fd\uff0c\u4ee5\u4fbf\u4f5c\u54c1\u6c47\u603b\u6210\u65f6\u95f4\u7ebf\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u901a\u8fc7\u5173\u8054\u5de5\u5177StudioArchive\u5904\u7406\u6df1\u5ea6\u6587\u6863\uff0c\u5e76\u5f3a\u8c03\u5c06\u5ba1\u614e\u63a2\u7d22\u4fe1\u4efb\u4f53\u7cfb\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Art Network\u7684\u63a8\u51fa\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u9762\u6298\u5c04\u51fa\u5f53\u524d\u5185\u5bb9\u5e73\u53f0\u751f\u6001\u5f02\u5316\u7684\u955c\u5b50\u3002\u5b83\u7cbe\u51c6\u5730\u72d9\u51fb\u4e86Instagram\u7b49\u6cdb\u793e\u4ea4\u5e73\u53f0\u7684\u201c\u4e03\u5bf8\u201d\uff1a\u7b97\u6cd5\u9ed1\u7bb1\u3001\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u5546\u4e1a\u53d8\u73b0\u5bf9\u4e13\u4e1a\u5185\u5bb9\u751f\u4ea7\u8005\u7684\u7cfb\u7edf\u6027\u6392\u6324\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u7b97\u6cd5\u3001\u6309\u65f6\u95f4\u5e8f\u201d\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u79cd\u4ef7\u503c\u5ba3\u8a00\u2014\u2014\u5c06\u201c\u53ef\u89c1\u6027\u201d\u7684\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u8bd5\u56fe\u91cd\u5efa\u4e00\u79cd\u57fa\u4e8e\u65f6\u95f4\u7ebf\u4fe1\u4efb\u7684\u3001\u53ef\u9884\u671f\u7684\u793e\u4ea4\u5951\u7ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u6b64\u3002\u5728\u827a\u672f\u8fd9\u4e2a\u9ad8\u5ea6\u4f9d\u8d56\u89c6\u89c9\u4fe1\u7528\u4e0e\u7a00\u7f3a\u6027\u7684\u9886\u57df\uff0c\u5e73\u53f0\u7684\u6838\u5fc3\u77db\u76fe\u5c06\u4ece\u201c\u5982\u4f55\u5206\u53d1\u201d\u8f6c\u5411\u201c\u5982\u4f55\u786e\u6743\u201d\u4e0e\u201c\u5982\u4f55\u6784\u5efa\u53ef\u4fe1\u73af\u5883\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6eaf\u6e90\u3001\u7248\u6743\u63a7\u5236\u4e0e\u4f5c\u54c1\u96c6\u7ba1\u7406\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u827a\u672f\u793e\u4ea4\u7684\u547d\u95e8\uff1a\u5b83\u4e0d\u4ec5\u662f\u4fe1\u606f\u6d41\uff0c\u66f4\u662f\u8d44\u4ea7\u4e0e\u58f0\u8a89\u7684\u6d41\u901a\u8fc7\u7a0b\u3002Art Network\u8bd5\u56fe\u901a\u8fc7\u4e0e\u81ea\u5bb6\u6587\u6863\u5de5\u5177\u96c6\u6210\u6765\u8fc2\u56de\u89e3\u51b3\uff0c\u4f46\u8fd9\u66b4\u9732\u4e86\u5176\u6218\u7565\u5b9a\u4f4d\u7684\u6a21\u7cca\u6027\u2014\u2014\u5b83\u7a76\u7adf\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u793e\u4ea4\u573a\uff0c\u8fd8\u662f\u4e00\u4e2a\u4e25\u8083\u7684\u827a\u672f\u8d44\u4ea7\u7ba1\u7406\u751f\u6001\u7684\u5165\u53e3\uff1f\u82e5\u9009\u62e9\u540e\u8005\uff0c\u5c06\u4e0d\u53ef\u907f\u514d\u5730\u8e0f\u5165\u201c\u9a8c\u8bc1\u201d\u6df1\u6c34\u533a\uff0c\u4e0e\u201c\u4fdd\u6301\u5b81\u9759\u201d\u7684\u521d\u5fc3\u4ea7\u751f\u5f20\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u201c\u53cd\u75c5\u6bd2\u5f0f\u4f20\u64ad\u201d\u7684\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u8fc7\u6ee4\u4e86\u566a\u97f3\uff0c\u4e5f\u53ef\u80fd\u8fc7\u6ee4\u4e86\u7f51\u7edc\u6548\u5e94\u6240\u9700\u7684\u5fc5\u8981\u6d41\u52a8\u6027\u3002\u5728\u827a\u672f\u8fd9\u4e2a\u5c0f\u4f17\u3001\u9ad8\u95e8\u69db\u7684\u9886\u57df\uff0c\u5982\u4f55\u5728\u4e0d\u4f9d\u8d56\u7b97\u6cd5\u63a8\u8350\u7684\u60c5\u51b5\u4e0b\uff0c\u89e3\u51b3\u65b0\u827a\u672f\u5bb6\u7684\u201c\u51b7\u542f\u52a8\u201d\u95ee\u9898\uff0c\u5c06\u662f\u5176\u589e\u957f\u7684\u5173\u952e\u74f6\u9888\u3002\u672c\u8d28\u4e0a\uff0cArt Network\u662f\u5728\u7528\u53e4\u5178\u4e92\u8054\u7f51\u7684\u201c\u535a\u5ba2+\u8ba2\u9605\u201d\u601d\u7ef4\uff0c\u5bf9\u6297\u5f53\u4e0b\u5e73\u53f0\u7ecf\u6d4e\u7684\u6d41\u91cf\u903b\u8f91\u3002\u5b83\u7684\u5b9e\u9a8c\u610f\u4e49\u5927\u4e8e\u5546\u4e1a\u91ce\u5fc3\uff0c\u5176\u6210\u8d25\u5c06\u9a8c\u8bc1\uff1a\u5728\u9ad8\u5ea6\u6210\u719f\u7684\u5e73\u53f0\u65f6\u4ee3\uff0c\u4e00\u4e2a\u62d2\u7edd\u201c\u4f18\u5316\u4e92\u52a8\u201d\u7684\u5782\u76f4\u793e\u533a\uff0c\u80fd\u5426\u4f9d\u9760\u5bf9\u4e13\u4e1a\u5c0a\u4e25\u7684\u56de\u5f52\uff0c\u8d62\u5f97\u4e00\u7fa4\u6838\u5fc3\u7528\u6237\u7684\u6301\u4e45\u9a7b\u7559\u3002\u8fd9\u6761\u8def\u6ce8\u5b9a\u5b64\u72ec\uff0c\u4f46\u82e5\u8d70\u901a\uff0c\u5176\u63d0\u4f9b\u7684\u8303\u5f0f\u6216\u8bb8\u80fd\u6ea2\u51fa\u827a\u672f\u9886\u57df\uff0c\u542f\u53d1\u5176\u4ed6\u88ab\u7b97\u6cd5\u4e0e\u5546\u4e1a\u5316\u88f9\u631f\u7684\u4e13\u4e1a\u793e\u7fa4\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\">Art Network<\/span>\n                <\/div>\n<div class=\"comment-content\">ArtNetwork is a social network focused on artists and collectors. Artists share studio updates, exhibitions, and new work directly with the people who follow them. Collectors and curators can follow artists and stay up to date through a simple, chronological feed \u2014 no algorithms, no engagement tricks. ArtNetwork is designed for long-term visibility and meaningful connection, not virality.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Adam, the maker of ArtNetwork.io, StudioArchive.io, ArtCollection.io, and ArtMaster.io.<\/p>\n<p>Art Network came out of building tools for artists and collectors and realizing that most existing social platforms\u2014Instagram in particular\u2014are no longer especially friendly to artists. Between constant ads, an ever-changing mix of formats, algorithmic pressure, and the blending of personal and professional life, it\u2019s become difficult to simply share work, process, and updates in a focused, sustainable way.<\/p>\n<p>Most platforms optimize for reach and engagement. We wanted to optimize for long-term practice and followership.<\/p>\n<p>Art Network is intentionally quieter: chronological posts, fewer distractions, and a space where artists can share real updates and collectors can actually keep up without noise.<\/p>\n<p>Would love feedback from artists, collectors, curators, and anyone thinking about how creative communities should work online. Happy to answer questions.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A chronological, no-algorithms feed for artists\/collectors is a refreshing \u201canti-engagement-tricks\u201d stance. The scale pain is trust + provenance (original work, editions) while keeping it calm; best practice is signed uploads + EXIF preservation, optional watermarking, and lightweight verification (studio\/venue links) without turning into KYC. How are you handling media storage\/rights controls (who can download\/repost), and do you plan \u201ccollections\/exhibitions\u201d as first-class objects so posts can roll up into a clean portfolio timeline?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a>&nbsp;Really appreciate this perspective. The chronological, no-algorithm feed is very intentional. A lot of the art community feels platforms like Instagram broke discovery when they moved away from chronology. If an artist I follow releases a print, I want to know <em>when it\u2019s released<\/em> \u2014 not when it happens to rank in an algorithm.<\/p>\n<\/p>\n<p>We\u2019ll continue to explore provenance and trust thoughtfully, without turning the platform into a verification or engagement game.<\/p>\n<\/p>\n<p>For artists who want deeper documentation, ArtNetwork integrates with <a href=\"http:\/\/StudioArchive.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">StudioArchive.io<\/a>, which acts as a system of record for works, editions, dimensions, and exhibition history. Posts can reference documented works without forcing heavy verification upfront.<\/p>\n<\/p>\n<p>Thanks again for the thoughtful comment \u2014 this kind of feedback is exactly why we built this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this idea&#8230; jumping in to give it a try today \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great! I love the idea of free algoritms for art work, that way you can really connect just because of your work and pieces. Congrats, keep working on it.<\/p>\n<p>a few things to improve, some issues on profile view creating a post. Just take a look and fix it, I would love start posting here, please let me know when its ready. See you there<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4ad4c49-73ce-4470-a46b-4562743a47d4.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<\/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\/LQ6KHGE4VXMJOH\" class=\"app-title\">The People Net<\/a><\/p>\n<div class=\"one-liner\">Turn your resume into a personal site<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u5c06\u7b80\u5386\u5feb\u901f\u8f6c\u5316\u4e3a\u4e2a\u4eba\u7ad9\u70b9\u7684\u5de5\u5177\uff0c\u5728\u4e00\u5206\u949f\u5185\u89e3\u51b3\u6c42\u804c\u8005\u4e0e\u521b\u4f5c\u8005\u642d\u5efa\u4e2a\u4eba\u5c55\u793a\u95e8\u6237\u7684\u7e41\u7410\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\/9c2ee694-9ab7-4188-88f2-59c7487f67bd.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\/c9dae125-4a77-4f0b-a56e-93ec09b5e2a2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PJhySJrejO4\"><source src=\"https:\/\/youtu.be\/PJhySJrejO4\" 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\">Website Builder<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Career<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u7b80\u5386\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4eba\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u6c42\u804c\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u5efa\u7ad9<\/span><br \/>\n            <span class=\"tag\">\u4f5c\u54c1\u96c6\u5c55\u793a<\/span><br \/>\n            <span class=\"tag\">\u5728\u7ebf\u8eab\u4efd<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\u64cd\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5feb\u901f\u3001\u7b80\u6d01\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5c24\u5176\u9002\u5408\u6c42\u804c\u8005\u548c\u6015\u9ebb\u70e6\u7684\u521b\u4f5c\u8005\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u57df\u540d\u81ea\u5b9a\u4e49\u3001\u7f51\u7ad9\u53ef\u5b9a\u5236\u5316\u7a0b\u5ea6\u4ee5\u53ca\u6570\u636e\u9690\u79c1\uff08\u6570\u636e\u5b58\u50a8\u3001\u4e8c\u6b21\u5229\u7528\u4e0e\u4e00\u952e\u5220\u9664\uff09\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u652f\u6301\u81ea\u5b9a\u4e49\u5e76\u6b63\u5b8c\u5584\u57df\u540d\u670d\u52a1\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                The People Net \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u6301\u7eed\u5b58\u5728\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u90a3\u4e9b\u9700\u8981\u7ebf\u4e0a\u804c\u4e1a\u8eab\u4efd\u5374\u754f\u60e7\u4f20\u7edf\u5efa\u7ad9\u590d\u6742\u6027\u7684\u7fa4\u4f53\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u5206\u949f\u751f\u6210\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u672c\u8d28\u662f\u5c06\u7ed3\u6784\u5316\u7684\u7b80\u5386\u6570\u636e\u81ea\u52a8\u6620\u5c04\u4e3a\u6807\u51c6\u5316\u7f51\u9875\u6a21\u677f\uff0c\u6280\u672f\u95e8\u69db\u4e0d\u9ad8\uff0c\u4f46\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u662f\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u7684\u662f\u4e00\u79cd\u201c\u7cbe\u81f4\u7684\u7b80\u964b\u201d\u3002\u5b83\u7528\u6781\u901f\u548c\u6613\u7528\u6027\u5438\u5f15\u521d\u671f\u7528\u6237\uff0c\u4f46\u8bc4\u8bba\u4e2d\u5173\u4e8e\u57df\u540d\u7ed1\u5b9a\u548c\u6df1\u5ea6\u5b9a\u5236\u7684\u7591\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u4e2a\u4eba\u7f51\u7ad9\u201d\u7684\u77ed\u677f\u2014\u2014\u771f\u6b63\u7684\u4e2a\u4eba\u54c1\u724c\u9700\u8981\u72ec\u7279\u6027\u548c\u63a7\u5236\u6743\u3002\u82e5\u4e0d\u80fd\u5e73\u6ed1\u8fc7\u6e21\u5230\u652f\u6301\u81ea\u5b9a\u4e49\u57df\u540d\u3001\u66f4\u7075\u6d3b\u7684\u7248\u5f0f\u4e0e\u8bbe\u8ba1\uff0c\u7528\u6237\u6781\u6613\u5728\u804c\u4e1a\u8fdb\u9636\u540e\u6d41\u5931\u81f3\u66f4\u4e13\u4e1a\u7684\u5e73\u53f0\u3002\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u5feb\u901f\u201d\u53ef\u80fd\u6210\u4e3a\u5929\u82b1\u677f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u7280\u5229\u7684\u70b9\u5728\u4e8e\u6570\u636e\u4e0e\u9690\u79c1\u3002\u90a3\u6761\u96f6\u8d5e\u5374\u76f4\u6307\u6838\u5fc3\u7684\u8bc4\u8bba\uff0c\u8d28\u95ee\u6570\u636e\u4f7f\u7528\u4e0e\u4e00\u952e\u5220\u9664\uff0c\u63ed\u793a\u4e86\u6b64\u7c7b\u5de5\u5177\u6f5c\u5728\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5728GDPR\u7b49\u6cd5\u89c4\u4e0b\uff0c\u7b80\u5386\u6570\u636e\u9ad8\u5ea6\u654f\u611f\uff0c\u201c\u4e00\u952e\u5220\u9664\u201d\u4e0d\u5e94\u662f\u529f\u80fd\uff0c\u800c\u5e94\u662f\u6cd5\u5f8b\u5408\u89c4\u7684\u5e95\u7ebf\u3002\u5e73\u53f0\u82e5\u4e0d\u80fd\u6e05\u6670\u3001\u524d\u7f6e\u5730\u9610\u660e\u5176\u6570\u636e\u653f\u7b56\uff0c\u4efb\u4f55\u4fbf\u5229\u6027\u90fd\u5c06\u5efa\u7acb\u5728\u8106\u5f31\u7684\u4fe1\u4efb\u4e4b\u4e0a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u56e0\u6b64\uff0cThe People Net \u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u4e0a\u8f66\u201d\u4f53\u9a8c\u3002\u5b83\u80fd\u5426\u4ece\u201c\u7b80\u5386\u8f6c\u6362\u5668\u201d\u5347\u7ea7\u4e3a\u53ef\u6301\u7eed\u7684\u201c\u4e2a\u4eba\u6570\u5b57\u8eab\u4efd\u4e2d\u67a2\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u5f00\u653e\u8db3\u591f\u7684\u6269\u5c55\u6027\u4e0e\u7ed9\u4e88\u7528\u6237\u5b8c\u5168\u7684\u6570\u636e\u81ea\u4e3b\u6743\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u4e34\u65f6\u9a7f\u7ad9\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\">The People Net<\/span>\n                <\/div>\n<div class=\"comment-content\">Turn your resume into a personal site in less than a minute!<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you:<\/p>\n<ul>\n<li>\n<p>have always wanted to make a personal site but never got around to it <\/p>\n<\/li>\n<li>\n<p>are looking for new roles and want your professional \/ creative work to stand out<\/p>\n<\/li>\n<li>\n<p>think your family pet deserves their own personal site (<a href=\"https:\/\/meow.thepeoplenet.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/meow.thepeoplenet.com\/<\/a>)<\/p>\n<\/li>\n<\/ul>\n<p>Try <a href=\"https:\/\/thepeoplenet.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">People Net<\/a>, we&#8217;ve made it easy to make a personal site in less than a minute, with easy-to-edit fields to make adding new things to your site really easy! <\/p>\n<p>Let us know what you think \ud83d\ude42<\/p>\n<p><a href=\"https:\/\/thepeoplenet.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/thepeoplenet.com\/<\/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\/@jeremy_suh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeremy_suh<\/a>&nbsp;Great idea Jeremy! loving this \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how fast this makes it to go from plain resume to a clean personal site, perfect for job hunters and builders who don\u2019t want to wrestle with a website builder.\u200b<\/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>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>This is cool!<\/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>Love the background music in your demo video \ud83d\ude01 <\/p>\n<\/p>\n<p>How does it work on the DNS side? Should I connect my own domain, server, database or is it somehow integrated to the platform? <\/p>\n<\/p>\n<p>Another question: is the website customizable? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a>&nbsp;website is customizable! u can prompt it however you&#8217;d like. <\/p>\n<\/p>\n<p>On the DNS side we&#8217;re working to make it so you can connect your own domain or pick\/buy one directly from in our site! We think picking a domain should be just as easy as picking a username. <\/p>\n<\/p>\n<p>Thanks for checking us out! 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Concentration\uff01Is users&#8217; resume data subject to storage or utilization for secondary purposes? Does the platform support the one-click complete deletion of data and the immediate offline of user websites at the user\u2019s discretion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/UP3W3D6GFIIFFC\" class=\"app-title\">Fix My Agent (FMA)<\/a><\/p>\n<div class=\"one-liner\">See what breaks your AI agent and fix it automatically<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">40<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u81ea\u52a8\u8bca\u65ad\u3001\u4fee\u590d\u5e76\u9a8c\u8bc1AI\u667a\u80fd\u4f53\uff08\u5982\u8bed\u97f3\u548c\u804a\u5929\u4ee3\u7406\uff09\u751f\u4ea7\u73af\u5883\u6545\u969c\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u5f00\u53d1\u56e2\u961f\u5c06\u957f\u8fbe\u6570\u5468\u7684\u8c03\u8bd5\u4f18\u5316\u5de5\u4f5c\u7f29\u77ed\u81f3\u51e0\u5c0f\u65f6\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\/3a067d81-ede3-4899-bb14-449fc15f65d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b2691a7-4e33-4759-86f3-c4263ac5a2ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5213c98-db60-4ec6-8ac1-d4be73bac324.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41b95ed4-6747-4ea9-90c0-aaf97b161867.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcb3c040-ba7b-4fb2-9aaf-89be76d90a55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2238e799-d559-43ea-906d-027361a7e2d7.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\/bf3556b3-c396-46ba-b629-664a88c52be7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lva98R1MCNg\"><source src=\"https:\/\/youtu.be\/lva98R1MCNg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Tech<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53\u8c03\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u4fee\u590d<\/span><br \/>\n            <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u6027\u80fd\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6a21\u62df\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u5e76\u884c\u8bc4\u4f30<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u8fd0\u7ef4<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">LLM<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u80fd\u5927\u5e45\u7f29\u77ed\u4f18\u5316\u65f6\u95f4\u3001\u5b9e\u73b0\u5e76\u884c\u6d4b\u8bd5\u548c\u907f\u514d\u610f\u5916\u7834\u574f\u3002\u521b\u59cb\u4eba\u56de\u590d\u9610\u660e\u5176\u6838\u5fc3\u6280\u672f\u662f\u901a\u8fc7\u6a21\u62df\u6570\u5343\u771f\u5b9e\u573a\u666f\u8fdb\u884c\u8bca\u65ad\u4e0e\u4fee\u590d\u3002\u4e3b\u8981\u8be2\u95ee\u96c6\u4e2d\u5728\u6545\u969c\u8ffd\u8e2a\u662f\u57fa\u4e8e\u89c2\u6d4b\u6570\u636e\u8fd8\u662f\u6a21\u62df\uff0c\u4ee5\u53ca\u662f\u5426\u5305\u542b\u8d28\u91cf\u8bc4\u4f30\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                Fix My Agent \u5207\u5165\u4e86\u4e00\u4e2a\u6e05\u6670\u4e14\u6b63\u53d8\u5f97\u65e5\u76ca\u68d8\u624b\u7684\u75db\u70b9\uff1aAI\u667a\u80fd\u4f53\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u590d\u6742\u8c03\u8bd5\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u505c\u7559\u5728\u89c2\u6d4b\uff08Observability\uff09\u5c42\u9762\uff0c\u800c\u662f\u8bd5\u56fe\u6784\u5efa\u4ece\u201c\u53d1\u73b0\u95ee\u9898\u201d\u5230\u201c\u9a8c\u8bc1\u4fee\u590d\u201d\u7684\u81ea\u52a8\u5316\u95ed\u73af\u3002\u8fd9\u76f4\u6307\u5f53\u524dAI\u5de5\u7a0b\u5316\u7684\u6838\u5fc3\u74f6\u9888\u2014\u2014\u8bc4\u4f30\uff08Evals\uff09\u80fd\u544a\u8bc9\u4f60\u8868\u73b0\u5dee\u4e86\uff0c\u4f46\u65e0\u6cd5\u7ed9\u51fa\u660e\u786e\u7684\u4fee\u590d\u8def\u5f84\uff0c\u5bfc\u81f4\u5de5\u7a0b\u5e08\u9677\u5165\u8017\u65f6\u3001\u57fa\u4e8e\u76f4\u89c9\u7684\u8bd5\u9519\u5faa\u73af\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u903b\u8f91\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u6a21\u62df\u201d\u548c\u201c\u5e76\u884c\u201d\u3002\u901a\u8fc7\u751f\u6210\u5927\u91cf\u57df\u7279\u5b9a\u573a\u666f\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\uff0c\u8bd5\u56fe\u7cfb\u7edf\u6027\u5730\u5b9a\u4f4d\u6545\u969c\u6839\u56e0\uff08\u63d0\u793a\u3001\u6d41\u7a0b\u6216\u6a21\u578b\u914d\u7f6e\uff09\uff0c\u800c\u975e\u4f9d\u8d56\u7a00\u7f3a\u4e14\u53ef\u80fd\u654f\u611f\u7684\u751f\u4ea7\u65e5\u5fd7\u3002\u540c\u65f6\u63d0\u4f9b\u5e76\u884c\u6d4b\u8bd5\u591a\u79cd\u4fee\u590d\u65b9\u6848\u7684\u80fd\u529b\uff0c\u5c06\u4f20\u7edf\u7684\u7ebf\u6027\u8fed\u4ee3\u53d8\u4e3a\u53ef\u6bd4\u8f83\u7684\u5bf9\u7167\u5b9e\u9a8c\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6548\u7387\u63d0\u5347\uff0c\u66f4\u662f\u4e00\u79cd\u65b9\u6cd5\u8bba\u8f6c\u53d8\uff0c\u8ba9\u4f18\u5316\u51b3\u7b56\u4ece\u201c\u731c\u6d4b\u201d\u8f6c\u5411\u201c\u6570\u636e\u9a71\u52a8\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u6a21\u62df\u201d\u7684\u4fdd\u771f\u5ea6\u51b3\u5b9a\u4e86\u5de5\u5177\u7684\u4e0a\u9650\u3002\u80fd\u5426\u751f\u6210\u8db3\u591f\u771f\u5b9e\u3001\u8986\u76d6\u957f\u5c3e\u60c5\u51b5\u7684\u7528\u6237\u4ea4\u4e92\uff0c\u662f\u8bca\u65ad\u51c6\u786e\u6027\u7684\u524d\u63d0\u3002\u5176\u6b21\uff0c\u81ea\u52a8\u751f\u6210\u7684\u4fee\u590d\u5efa\u8bae\uff08\u5c24\u5176\u662f\u63d0\u793a\u5c42\u9762\uff09\u7684\u53ef\u9760\u6027\u548c\u53ef\u89e3\u91ca\u6027\u81f3\u5173\u91cd\u8981\u3002\u7528\u6237\u6700\u7ec8\u201c\u4fe1\u4efb\u201d\u5e76\u91c7\u7eb3\u54ea\u4e2a\u7248\u672c\uff0c\u4e0d\u4ec5\u9700\u8981\u770b\u5230\u6307\u6807\u63d0\u5347\uff0c\u66f4\u9700\u8981\u7406\u89e3\u201c\u4e3a\u4ec0\u4e48\u201d\u2014\u2014\u5de5\u5177\u5728\u63d0\u4f9b\u201c\u5dee\u5f02\u5bf9\u6bd4\u201d\u65f6\uff0c\u662f\u5426\u4e5f\u80fd\u63d0\u4f9b\u6e05\u6670\u7684\u5f52\u56e0\uff1f\u6700\u540e\uff0c\u5b83\u5c06\u7ade\u4e89\u4ece\u201c\u89c2\u6d4b\u201d\u9886\u57df\u5ef6\u4f38\u81f3\u201c\u81ea\u52a8\u5316\u4f18\u5316\u201d\u8fd9\u4e00\u66f4\u524d\u6cbf\u7684\u6218\u573a\uff0c\u9700\u8981\u9762\u5bf9\u7684\u662f\u4f01\u4e1a\u7ea7\u5ba2\u6237\u5bf9\u6d41\u7a0b\u53ef\u63a7\u6027\u3001\u5b89\u5168\u6027\u548c\u96c6\u6210\u6df1\u5ea6\u7684\u4e25\u82db\u8981\u6c42\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cFix My Agent \u5c55\u73b0\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u8fdb\u5316\u65b9\u5411\uff1a\u5c06AI\u5e94\u7528\u4e8eAI\u81ea\u8eab\u7684\u8fd0\u7ef4\u4e0e\u63d0\u5347\uff0c\u63a8\u52a8\u667a\u80fd\u4f53\u5f00\u53d1\u4ece\u201c\u624b\u5de5\u4e1a\u201d\u8d70\u5411\u201c\u5de5\u7a0b\u5316\u201d\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5728\u590d\u6742\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u5176\u201c\u6a21\u62df-\u8bca\u65ad-\u4fee\u590d\u201d\u5faa\u73af\u7684\u7a33\u5065\u6027\u4e0e\u6df1\u5ea6\uff0c\u80fd\u5426\u771f\u6b63\u5151\u73b0\u201c\u51e0\u5206\u949f\u53d6\u4ee3\u6570\u5468\u201d\u7684\u627f\u8bfa\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u63d0\u4f9b\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u8bd5\u9519\u754c\u9762\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\">Fix My Agent (FMA)<\/span>\n                <\/div>\n<div class=\"comment-content\">Diagnose \u2192 Fix \u2192 Compare \u2192 Ship When AI agents fail in prod, debugging is manual and slow. Evals show what broke, but not why or how to fix it. Teams spend weeks on root causes, testing prompts sequentially, swapping models &#038; configs one at a time. Fix My Agent auto-detects why your AI agents fail (system + prompt level), suggests fixes, lets you implement in one click, compare results parallely, and ship the best version. Get the most optimized agent in minutes, not weeks.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>I&#8217;m Nikhil, Founder of Future AGI. Excited to launch Fix My Agent for voice ai and chat agent builders.<\/p>\n<\/p>\n<p><strong>Quick context on why we built this:<\/strong><\/p>\n<p>Debugging AI agents is painful. But here&#8217;s what&#8217;s worse- even when you know what&#8217;s broken, implementing fixes is a grind. You tweak prompts, adjust configs, swap models, re-test. Fix one thing, break another. Weeks pass. AI teams still cannot answer- <strong>Why the agent is failing\u2026 and what should we change first?<\/strong><\/p>\n<p>All this because there\u2019s no reliable bridge from <strong>\u201cagent failed\u201d \u2192 \u201chere\u2019s the fix (and proof)\u201d<\/strong>.<\/p>\n<p>We didn&#8217;t want to build another tool that just shows you what&#8217;s wrong. We wanted a system that <strong>diagnoses, fixes, and validates<\/strong> &#8211; automatically. That\u2019s the gap FixMyAgent is built to close.<\/p>\n<\/p>\n<h3><strong>How it helps?<\/strong><\/h3>\n<p>If you\u2019re building support agents for&nbsp; booking, claims, onboarding, sales, fintech workflows or anywhere an agent has to survive real users and messy conversations, FixMyAgent helps you diagnose root causes automatically, generating targeted fixes (system + prompt level). Test in parallel. Ship with confidence.<\/p>\n<p><strong>Under the hood (the tech behind)-<\/strong><\/p>\n<ol>\n<li>\n<p>It simulates thousands of real-world scenarios for your agent.&nbsp;<\/p>\n<\/li>\n<li>\n<p>Run domain-specific evals (via our Turing model) to pinpoint where the agentic flow breaks,&nbsp;<\/p>\n<\/li>\n<li>\n<p>Iterates automatically &#8211; test \u2192 fix \u2192 evaluate, until the eval scores meet the bar you set.&nbsp;<\/p>\n<\/li>\n<li>\n<p>You stay in control: review diffs, compare outcomes, and ship what you trust.<\/p>\n<\/li>\n<\/ol>\n<p>Reducing weeks of debugging to a few hours. Been testing this in beta, now live for all.<\/p>\n<\/p>\n<h3><strong>Why we\u2019re confident it works (IMPACT metrics)<\/strong><\/h3>\n<p>Internally, we\u2019ve analyzed <strong>500+ agent optimization sessions<\/strong>.<br \/>What used to take teams <strong>15+ hours<\/strong> of manual diagnosis now takes <strong>minutes<\/strong>, and what used to be <strong>weeks of one-by-one testing<\/strong> becomes a <strong>parallel run<\/strong> you can review and ship in a few hours.<\/p>\n<\/p>\n<h3><strong>A few things we cared about (a lot)<\/strong><\/h3>\n<ul>\n<li>\n<p>Works with <strong>any LLM<\/strong> (OpenAI \/ Anthropic \/ open-source)<\/p>\n<\/li>\n<li>\n<p>Works with <strong>any framework<\/strong> (LangChain \/ LlamaIndex \/ CrewAI \/ custom)<\/p>\n<\/li>\n<li>\n<p>Suggests <strong>prompt + infra fixes <\/strong>and auto-implement fixes at prompt level<\/p>\n<\/li>\n<li>\n<p>You can see <strong>diff-based changes + projected improvement<\/strong> before shipping<\/p>\n<\/li>\n<\/ul>\n<p><strong>Built for: <\/strong>AI\/ML engineers, Prompt engineers &amp; AI Product managers shipping voice and chat agents<\/p>\n<p>If you\u2019re building agents, I\u2019d genuinely love your blunt feedback:<br \/><strong>What part of the fix loop hurts most for you today? Diagnosis? Choosing the lever? Proving the improvement?<\/strong><\/p>\n<\/p>\n<p>Try FixMyAgent today \u2192&nbsp;<\/p>\n<p><a href=\"https:\/\/colab.research.google.com\/drive\/1coKuywSKyDXwDg7eyiN5Q2aevModjKUo?usp=sharing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>Colab<\/em><\/a><em> | <\/em><a href=\"https:\/\/docs.futureagi.com\/product\/simulation\/how-to\/fix-my-agent?utm_source=21producthunt&amp;utm_medium=producthunt&amp;utm_campaign=product_hunt_launch#fix-my-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>Docs<\/em><\/a><em> | <\/em><a href=\"https:\/\/app.futureagi.com\/dashboard\/simulate\/agent-definitions?utm_source=21producthunt&amp;utm_medium=LinkedIn&amp;utm_campaign=product_hunt_launch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>Try for free<\/em><\/a><\/p>\n<p>Appreciate the upvote, but even more, the real feedback. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>18<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhilpareek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhilpareek<\/a>&nbsp;Hi Nikil, this is brilliant. Congrats on the launch. Is the tracking from observability\/telemetry or simulation (thousands of rw scenarios)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikhilpareek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhilpareek<\/a>&nbsp;congrats on the launch. Does it also do the quality evals? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>now optimizing your agents is a matter of minutes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using this internally for a while, and it\u2019s been the most reliable way we\u2019ve found to fix agents without accidentally breaking other parts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The parallel trials are the real unlock&#8230;..you can test a bunch of fixes side-by-side and pick the winner.<\/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>Worked on the optimisation side of Fix My Agent \u2014 transforming simulation metrics into targeted fixes so your AI agents improve automatically rather than by trial-and-error. Really excited to see how folks use it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Agent debugging shouldn\u2019t be trial-and-error anymore.<br \/>This turns intuition into measurable fixes you can actually trust.<\/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>We have the full package, Generate, Simulate, Evaluate and Optimize. This is one of the key feature we launched to help optimize your agents. <\/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>Fix My Agent turns simulation results into clear steps to optimize your agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of the goto solutions, can&#8217;t get all the features except one place anywhere else. I can see the issues of my agent and also optimize the prompts in one click. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 would be huge for support\/booking\/claims agents where a small failure rate becomes a huge escalations volume. Getting baseline quality up before launch is underrated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Evals and observability are great, but teams get stuck at dashboards. This closes the loop from evaluation data to actionable fixes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>When an AI agent fails, I usually end up guessing whether it\u2019s the prompt, the flow, or the model. Having a tool that simulates real scenarios and shows which changes actually improve things would make that process much clearer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/XV75AYBEWLYE7E\" class=\"app-title\">Bind<\/a><\/p>\n<div class=\"one-liner\">AI-powered contracts for small businesses in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">31<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5408\u540c\u5e73\u53f0\uff0c\u5141\u8bb8\u5c0f\u4f01\u4e1a\u4e3b\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\uff0c\u7531AI\u5728\u6570\u79d2\u5185\u751f\u6210\u5b9a\u5236\u5316\u5408\u540c\uff0c\u5e76\u5b8c\u6210\u7535\u5b50\u7b7e\u540d\u4e0e\u7ba1\u7406\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u65b9\u5f0f\u6a21\u677f\u50f5\u5316\u3001\u5b9a\u5236\u8017\u65f6\u4e14\u7f3a\u4e4f\u6cd5\u5f8b\u4fdd\u969c\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\/098031c6-6f5c-4bc5-a94f-955bafb0e14e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/febb3a79-3b40-41eb-b128-fd07f6a02454.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3ce5515-869d-47f3-93fe-686866e6b5e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/582d6651-1126-4ae1-a42d-aafd55c6cb3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80392007-896e-48c0-9142-e88637ffc467.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\/7ea7c1c4-b6cb-4551-aa0f-bdc2121294cf.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/1aef2084cfe04fd49ce847d0912a5a76\"><source src=\"https:\/\/www.loom.com\/share\/1aef2084cfe04fd49ce847d0912a5a76\" 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\">Legal<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5408\u540c\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u7535\u5b50\u7b7e\u540d<\/span><br \/>\n            <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u6cd5\u52a1<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u5408\u7ea6\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u6cd5\u5f8b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8eab\u4efd\u9a8c\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u5408\u540c\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4eb2\u81ea\u4ecb\u7ecd\u4ea7\u54c1\u5f00\u53d1\u521d\u8877\u4e0e\u6838\u5fc3\u4f18\u52bf\uff08AI\u751f\u6210\u3001\u8eab\u4efd\u9a8c\u8bc1\uff09\u3002\u53e6\u4e00\u8054\u5408\u521b\u59cb\u4eba\u5f81\u96c6\u7528\u6237\u53cd\u9988\uff0c\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u5f53\u524d\u4e1a\u52a1\u4e2d\u5408\u540c\u6700\u96be\u7684\u90e8\u5206\u662f\u4ec0\u4e48\uff1f\u6a21\u677f\u662f\u5426\u8db3\u591f\uff1f\u76ee\u524d\u8bc4\u8bba\u4ee5\u4ea7\u54c1\u4ecb\u7ecd\u548c\u9f13\u52b1\u4e3a\u4e3b\uff0c\u5c1a\u65e0\u5177\u4f53\u529f\u80fd\u53cd\u9988\u6216\u6279\u8bc4\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                Bind\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u75db\u611f\u5f3a\u70c8\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u4e3a\u6ca1\u6709\u6cd5\u52a1\u56e2\u961f\u7684\u4e2d\u5c0f\u4f01\u4e1a\u63d0\u4f9b\u201c\u591f\u7528\u4e14\u667a\u80fd\u201d\u7684\u5408\u540c\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u201cAI+\u6a21\u677f\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u5408\u540c\u8d77\u8349\u7684\u4ea4\u4e92\u903b\u8f91\u2014\u2014\u4ece\u201c\u5728\u56fa\u5b9a\u5b57\u6bb5\u4e2d\u586b\u7a7a\u201d\u53d8\u4e3a\u201c\u7528\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u751f\u6210\u201d\u3002\u8fd9\u964d\u4f4e\u4e86\u4e13\u4e1a\u58c1\u5792\uff0c\u4f46\u5176\u6838\u5fc3\u6311\u6218\u4e0e\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5ba3\u79f0\u201c\u4f18\u4e8e\u5927\u591a\u6570\u5f8b\u5e08\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u5371\u9669\u7684\u5e02\u573a\u8bdd\u672f\u3002AI\u5728\u5408\u540c\u8d77\u8349\u4e0a\u7684\u771f\u6b63\u80fd\u529b\u662f\u201c\u6548\u7387\u201d\u548c\u201c\u67e5\u6f0f\u201d\uff0c\u800c\u975e\u201c\u66ff\u4ee3\u4e13\u4e1a\u5224\u65ad\u201d\u3002\u5b83\u80fd\u5feb\u901f\u751f\u6210\u7ed3\u6784\u5b8c\u5907\u7684\u521d\u7a3f\uff0c\u5e76\u63d0\u793a\u7528\u6237\u53ef\u80fd\u5ffd\u7565\u7684\u7ec6\u8282\uff0c\u4f46\u5bf9\u4e8e\u590d\u6742\u6761\u6b3e\u7684\u98ce\u9669\u535a\u5f08\u3001\u884c\u4e1a\u7279\u6b8a\u60ef\u4f8b\u53ca\u6700\u65b0\u53f8\u6cd5\u5b9e\u8df5\u7684\u7406\u89e3\uff0c\u76ee\u524d\u4ecd\u65e0\u6cd5\u4e0e\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f8b\u5e08\u76f8\u6bd4\u3002\u5176\u201c\u5408\u6cd5\u652f\u6301\u201d\u7684\u6839\u57fa\u662f\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u4e0e\u8986\u76d6\u5ea6\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u6295\u5165\u4e0e\u9a8c\u8bc1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u53e6\u4e00\u4e2a\u4eae\u70b9\u662f\u96c6\u6210Stripe ID\u7b49\u8eab\u4efd\u9a8c\u8bc1\uff0c\u76f4\u6307\u7535\u5b50\u7b7e\u540d\u9886\u57df\u7684\u6b3a\u8bc8\u75db\u70b9\uff0c\u589e\u52a0\u4e86\u4ea7\u54c1\u7684\u53ef\u4fe1\u5ea6\u4e0e\u5b9e\u7528\u6027\u3002\u7136\u800c\uff0c\u4f5c\u4e3a\u521d\u521b\u4ea7\u54c1\uff0c\u5176\u9762\u4e34\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5982\u4f55\u5e73\u8861\u201c\u7b80\u5355\u6613\u7528\u201d\u4e0e\u201c\u5408\u540c\u7684\u4e25\u8c28\u6027\u201d\uff1f\u5982\u4f55\u5efa\u7acb\u7528\u6237\u5bf9AI\u751f\u6210\u5408\u540c\u7684\u6cd5\u5f8b\u6548\u529b\u7684\u4fe1\u4efb\uff1f\u4ee5\u53ca\uff0c\u5982\u4f55\u5e94\u5bf9\u4e0d\u540c\u884c\u4e1a\u3001\u4e0d\u540c\u6cd5\u57df\u4e0b\u5408\u540c\u89c4\u8303\u7684\u5de8\u5927\u5dee\u5f02\uff1f\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cBind\u662f\u4e00\u4e2a\u6781\u5177\u6f5c\u529b\u7684\u6548\u7387\u5de5\u5177\uff0c\u5176\u65b9\u5411\u6b63\u786e\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u9002\u7528\u4e8e\u6807\u51c6\u5316\u7684\u7b80\u5355\u5408\u540c\u573a\u666f\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8eAI\u6a21\u578b\u5728\u5782\u76f4\u9886\u57df\u7684\u6df1\u8015\u7a0b\u5ea6\u3001\u6cd5\u5f8b\u5408\u89c4\u7684\u4e25\u8c28\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u8ba9\u4e2d\u5c0f\u5546\u5bb6\u771f\u6b63\u201c\u653e\u5fc3\u201d\u7684\u751f\u6001\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u5feb\u6377\u201d\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Bind<\/span>\n                <\/div>\n<div class=\"comment-content\">Bind, the ultimate contract platform for small businesses. Describe what you need in plain English, and our AI drafts a custom contract in seconds (better than most lawyers). Send for e-signature, track status, and store everything, all in one place. No templates to hunt down. No lawyers needed for simple contracts. No enterprise pricing. Perfect for: Real estate agents, freelancers, small business owners, consultants, and anyone who needs contracts but doesn&#8217;t have a legal team.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<br \/>My name is Caleb, and I\u2019m the founder and lead developer of <a href=\"https:\/\/www.signwithbind.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Bind<\/strong><\/a>.<\/p>\n<p>I come from a sales background, and I repeatedly ran into the same issues with existing e-sign platforms: missing or rigid templates, fraud from people signing on behalf of others, and way too much time spent dragging and dropping fields instead of actually getting deals done.<\/p>\n<p>So about four months ago, I decided to build the tool I always wished existed.<\/p>\n<p><strong>Bind\u2019s biggest advantage:<\/strong> you can turn a simple prompt into a fully structured, legally backed contract. Our AI doesn\u2019t just fill in blanks\u2014it actively asks the questions you <em>didn\u2019t<\/em> think to ask, then builds a more complete and durable agreement from start to finish. It even embeds the signature boxes for you!<\/p>\n<p>On top of that, Bind adds stronger trust to e-signing by verifying identities through <strong>Stripe ID and SSN verification<\/strong>, helping ensure the person signing is actually who they claim to be.<\/p>\n<p>Bind is built from the ground up using multiple specialized AI models to remove friction, reduce risk, and make contracts faster and smarter\u2014without adding complexity.<\/p>\n<p>This is <strong>not the final version<\/strong>. I\u2019m actively building and shipping new features, and Product Hunt feedback will directly shape where Bind goes next.<\/p>\n<p>As a thank you to the PH community, you can use <strong>PH50FOR3<\/strong> to get <strong>50% off for 3 months<\/strong>.<\/p>\n<p>I\u2019d love to hear your thoughts, questions, or feature ideas \ud83d\ude4c<br \/>Thank you all \u2014 Caleb<\/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\/@caleb_wickers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caleb_wickers<\/a>&nbsp;keep up the good work with this amazing product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! I\u2019m one of the founders of SignWithBind.<\/p>\n<p>We built SignWithBind because small businesses struggle with contracts, drafting takes too long, templates miss details, and most CLM tools are built for enterprises, not SMBs.<\/p>\n<p>With SignWithBind, you can describe your agreement in plain English, let AI generate a complete contract, send it for e-signature, and manage everything in one clean dashboard no legal background or complex setup required.<\/p>\n<p>We\u2019d love your feedback:<br \/>\n\u2022 What\u2019s the hardest part of contracts in your business today?<br \/>\n\u2022 Are templates enough, or do you usually need customization?<\/p>\n<p>Thanks for checking us out, excited to hear your thoughts!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/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\/KEPY74RUXCIC7O\" class=\"app-title\">QRiety<\/a><\/p>\n<div class=\"one-liner\">Dynamic QR Codes with real-time tracking &#038; analytics<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QRiety\u662f\u4e00\u6b3e\u63d0\u4f9b\u5b9e\u65f6\u8ffd\u8e2a\u4e0e\u5206\u6790\u529f\u80fd\u7684\u52a8\u6001\u4e8c\u7ef4\u7801\u751f\u6210\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u9759\u6001\u4e8c\u7ef4\u7801\u65e0\u6cd5\u66f4\u65b0\u3001\u96be\u4ee5\u8861\u91cf\u7ebf\u4e0b\u8425\u9500\u6548\u679c\u7684\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u5e02\u573a\u8425\u9500\u3001\u6d3b\u52a8\u3001\u4ea7\u54c1\u5305\u88c5\u7b49\u591a\u79cd\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\/4b705191-9d28-4fe2-a8ef-b3eaa88edc68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb63ab17-470e-4559-8fd5-bd0fe72a9704.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b3e6a8c-15b4-474a-bdb8-d74401a766ea.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\/d4c4e1ee-723a-4729-b58c-af6ff27f6c25.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Ddh73JGHxus\"><source src=\"https:\/\/www.youtube.com\/watch?v=Ddh73JGHxus\" 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\">Web App<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u52a8\u6001\u4e8c\u7ef4\u7801<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u4eea\u8868\u76d8<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u6279\u91cf\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7ebf\u4e0b\u8f6c\u5316\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u7531\u5f00\u53d1\u8005\u53d1\u5e03\u7684\u53d1\u5e03\u8bc4\u8bba\uff0c\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u80cc\u666f\u4e0e\u6838\u5fc3\u4ef7\u503c\uff0c\u65e8\u5728\u5f15\u5bfc\u8ba8\u8bba\u3002\u5c1a\u65e0\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3001\u95ee\u9898\u6216\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                QRiety\u5207\u5165\u7684\u662f\u4e00\u4e2a\u770b\u4f3c\u9648\u65e7\u4f46\u75db\u70b9\u660e\u786e\u7684\u8d5b\u9053\u2014\u2014\u4e8c\u7ef4\u7801\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u201c\u52a8\u6001\u66f4\u65b0\u201d\u4e0e\u201c\u5b9e\u65f6\u5206\u6790\u201d\u529f\u80fd\uff0c\u76f4\u6307\u4f20\u7edf\u9759\u6001\u4e8c\u7ef4\u7801\u5728\u8425\u9500\u6d3b\u52a8\u4e2d\u7684\u81f4\u547d\u7f3a\u9677\uff1a\u4e00\u65e6\u5370\u5237\u5373\u6210\u5b9a\u5c40\uff0c\u7ebf\u4e0b\u6d41\u91cf\u5982\u540c\u9ed1\u7bb1\u3002\u8fd9\u786e\u5b9e\u6293\u4f4f\u4e86\u8425\u9500\u4eba\u5458\u5728\u8861\u91cf\u7ebf\u4e0b\u8f6c\u5316\u3001\u4f18\u5316\u6d3b\u52a8\u6548\u679c\u65f6\u7684\u771f\u5b9e\u9700\u6c42\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u4e0e\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u5176\u771f\u6b63\u5356\u70b9\u5e76\u975e\u751f\u6210\u4e8c\u7ef4\u7801\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8fde\u63a5\u7ebf\u4e0b\u4e0e\u7ebf\u4e0a\u6570\u636e\u7684\u201c\u76d1\u63a7\u201d\u4e0e\u201c\u8c03\u63a7\u201d\u4e2d\u67a2\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u7cbe\u7ec6\u8bc4\u4f30\u7ebf\u4e0b\u5e7f\u544a\u3001\u5c55\u4f1a\u3001\u4ea7\u54c1\u5305\u88c5\u5f15\u6d41\u6548\u679c\u7684\u4f01\u4e1a\u5177\u6709\u5b9e\u7528\u610f\u4e49\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5e02\u573a\u65e9\u5df2\u4e0d\u4e4f\u540c\u7c7b\u52a8\u6001\u4e8c\u7ef4\u7801\u670d\u52a1\uff0cQRiety\u9700\u5728\u5206\u6790\u6df1\u5ea6\u3001\u6570\u636e\u51c6\u786e\u6027\u3001\u66f4\u65b0\u901f\u5ea6\u6216\u5b9a\u4ef7\u7b56\u7565\u4e0a\u5efa\u7acb\u5dee\u5f02\u5316\u58c1\u5792\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u4ec5\u6709\u7684\u5f00\u53d1\u8005\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u5c1a\u5904\u4e8e\u5e02\u573a\u9a8c\u8bc1\u521d\u671f\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u53cd\u9988\u662f\u6700\u5927\u9690\u5fe7\u3002\u7528\u6237\u662f\u5426\u4f1a\u4e3a\u201c\u5206\u6790\u201d\u529f\u80fd\u6301\u7eed\u4ed8\u8d39\uff1f\u5176\u6570\u636e\u80fd\u5426\u4e0e\u73b0\u6709\u8425\u9500\u6808\uff08\u5982CRM\u3001Google Analytics\uff09\u65e0\u7f1d\u96c6\u6210\uff1f\u5176\u201c\u514d\u8d39\u5f00\u59cb\u201d\u6a21\u5f0f\u5982\u4f55\u5b9e\u73b0\u53ef\u6301\u7eed\u589e\u957f\uff1f\u8fd9\u4e9b\u90fd\u662f\u5f85\u89e3\u4e4b\u9898\u3002\u672c\u8d28\u4e0a\uff0cQRiety\u662f\u5728\u5c06\u7ebf\u4e0a\u8425\u9500\u7684\u201c\u53ef\u8ffd\u8e2a\u3001\u53ef\u4f18\u5316\u201d\u903b\u8f91\u590d\u5236\u5230\u7ebf\u4e0b\u573a\u666f\uff0c\u4f46\u5b83\u7684\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u8bf4\u670d\u5e02\u573a\uff0c\u4e3a\u201c\u7ebf\u4e0b\u6570\u636e\u6d1e\u5bdf\u201d\u8fd9\u4e00\u66fe\u7ecf\u6a21\u7cca\u7684\u6982\u5ff5\u6301\u7eed\u4e70\u5355\u3002\u5728\u4e8c\u7ef4\u7801\u5df2\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u7684\u4eca\u5929\uff0c\u5176\u524d\u666f\u5728\u4e8e\u80fd\u5426\u4ece\u5de5\u5177\u5347\u7ea7\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u8425\u9500\u6570\u636e\u5206\u6790\u8282\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">QRiety<\/span>\n                <\/div>\n<div class=\"comment-content\">Create professional, dynamic QR codes with real-time tracking and comprehensive analytics. QRiety offers: \u2713 Dynamic QR codes that can be updated anytime \u2713 Detailed real-time tracking (scans, locations, devices) \u2713 Comprehensive analytics dashboards \u2713 Customizable designs for your brand \u2713 Bulk creation for larger campaigns \u2713 API integration for developers Perfect for marketing, events, product packaging, and more. Start for free!<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello everyone and Product Hunt! \ud83d\udc4b<\/p>\n<p>Launching QRiety &#8211; dynamic QR codes with real-time tracking!<\/p>\n<p>**The Problem:** Traditional QR codes are static and untrackable. Once printed, you&#8217;re stuck with wherever they point.<\/p>\n<p>**Our Solution:**<br \/>\n\u2728 Dynamic codes you can update anytime<br \/>\n\ud83d\udcca Detailed analytics (scans, locations, devices)<br \/>\n\ud83c\udfa8 Customizable designs<br \/>\n\u26a1 Free to start, unlimited scans<\/p>\n<p>We built this after seeing marketers struggle to measure offline campaigns. Every QR code should tell you what&#8217;s working.<\/p>\n<p>Try it free: <a href=\"https:\/\/qriety.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/qriety.com\/<\/a><\/p>\n<p>What use cases would you use dynamic QR codes for? Would love your feedback! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/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\/LPUGR3QSTGFVKZ\" class=\"app-title\">Lovable Templates<\/a><\/p>\n<div class=\"one-liner\">Free Lovable templates made by experts @ Zeroqode<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u5957\u7531\u65e0\u4ee3\u7801\u4e13\u5bb6\u5236\u4f5c\u7684\u514d\u8d39\u3001\u53ef\u5b8c\u5168\u81ea\u5b9a\u4e49\u548c\u590d\u7528\u7684\u5e94\u7528\u6a21\u677f\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u642d\u5efa\u4eea\u8868\u76d8\u3001CRM\u3001\u5206\u6790\u5de5\u5177\u548c\u5185\u90e8\u5e94\u7528\uff0c\u89e3\u51b3\u4ece\u96f6\u542f\u52a8\u9879\u76ee\u8017\u65f6\u8d39\u529b\u3001\u7ed3\u6784\u8bbe\u8ba1\u56f0\u96be\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\/96da16ff-002b-4742-b587-01efff7dd536.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=hOaGY7jR8iw\"><source src=\"https:\/\/www.youtube.com\/watch?v=hOaGY7jR8iw\" 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\/d7c243dd-0bd8-4e6d-8ac8-3d998f7afad3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bbe1dc3-2f13-4b3b-8754-2cc43d08d9e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/175f9e91-7a90-4e2b-b1b3-f9faeedba0ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0cddbf7-7825-47c4-9f8b-c824aaa99fad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a16bf4ba-7627-4c1e-a7da-2e1d5fd12253.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81f4052d-0a45-4290-9317-d8468d79cbbc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Vibe coding<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n            <span class=\"tag\">\u4eea\u8868\u76d8\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">CRM\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">\u5185\u90e8\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u53ef\u590d\u7528<\/span><br \/>\n            <span class=\"tag\">Zeroqode<\/span><br \/>\n            <span class=\"tag\">Lovable\u5e73\u53f0<\/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>\u53d1\u5e03\u65b9\u5f3a\u8c03\u6a21\u677f\u662f\u529f\u80fd\u5b8c\u6574\u7684\u8d77\u70b9\uff0c\u975e\u9759\u6001\u6f14\u793a\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u8df3\u8fc7\u201c\u7a7a\u767d\u753b\u5e03\u201d\u3002\u7528\u6237\u53cd\u9988\u8ba4\u53ef\u6a21\u677f\u80fd\u52a0\u901f\u5f00\u53d1\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u4e3a\u6210\u719f\u56e2\u961f\u63d0\u4f9b\u575a\u5b9e\u57fa\u7840\u7684\u4ef7\u503c\u3002\u76ee\u524d\u8bc4\u8bba\u4ee5\u795d\u8d3a\u548c\u4ea7\u54c1\u8bf4\u660e\u4e3a\u4e3b\uff0c\u6682\u672a\u53d1\u73b0\u5177\u4f53\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                \u5728\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801\u5e73\u53f0\u7ade\u4e89\u767d\u70ed\u5316\u7684\u5f53\u4e0b\uff0cZeroqode\u6b64\u4e3e\u5b9e\u4e3a\u4e00\u6b21\u7cbe\u51c6\u7684\u751f\u6001\u4f4d\u5361\u4f4d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u514d\u8d39\u6a21\u677f\u201d\u8fd9\u4e00\u8868\u5c42\u5671\u5934\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u4e13\u5bb6\u7ea7\u7684\u6700\u4f73\u5b9e\u8df5\u5c01\u88c5\uff0c\u964d\u4f4e\u9ad8\u9636\u7528\u6237\u7684\u4f7f\u7528\u6469\u64e6\u548c\u8ba4\u77e5\u8d1f\u62c5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Lovable\u4f5c\u4e3a\u540e\u53d1\u5e73\u53f0\uff0c\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u662f\u5982\u4f55\u8ba9\u6f5c\u5728\u7528\u6237\u2014\u2014\u5c24\u5176\u662f\u5177\u5907\u590d\u6742\u9700\u6c42\u7684\u4f01\u4e1a\u7528\u6237\u2014\u2014\u76f8\u4fe1\u5176\u80fd\u529b\u8fb9\u754c\u3002Zeroqode\u7684\u6a21\u677f\u5e93\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u5957\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u201c\u53ef\u884c\u6027\u8bf4\u660e\u4e66\u201d\u548c\u201c\u67b6\u6784\u793a\u8303\u201d\u3002\u5b83\u5c06\u62bd\u8c61\u7684\u5e73\u53f0\u80fd\u529b\u8f6c\u5316\u4e3a\u5177\u4f53\u3001\u53ef\u62c6\u5378\u7684\u5de5\u7a0b\u5b9e\u4f8b\uff0c\u5982\u7ed3\u6784\u5316\u7684\u6570\u636e\u5173\u7cfb\u3001\u5b89\u5168\u7684\u6743\u9650\u903b\u8f91\u548c\u53ef\u6269\u5c55\u7684\u6d41\u7a0b\u8bbe\u8ba1\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u65e0\u4ee3\u7801\u9886\u57df\u957f\u671f\u5b58\u5728\u7684\u201c\u73a9\u5177\u201d\u8d28\u7591\uff0c\u65e8\u5728\u8bc1\u660e\u5728Lovable\u4e0a\u6784\u5efa\u201c\u771f\u5b9e\u3001\u7ed3\u6784\u5316\u3001\u5b89\u5168\u201d\u7684\u751f\u4ea7\u7ea7\u5e94\u7528\u662f\u53ef\u80fd\u7684\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6df1\u5c42\u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u6a21\u677f\u5316\u53ef\u80fd\u5bfc\u5411\u5e94\u7528\u7684\u540c\u8d28\u5316\uff0c\u5e76\u6697\u793a\u5e73\u53f0\u81ea\u8eab\u7684\u7075\u6d3b\u6027\u5b58\u5728\u9690\u5f62\u5929\u82b1\u677f\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u540e\u7eed\u80fd\u5426\u5f62\u6210\u6d3b\u8dc3\u7684Remix\u6587\u5316\uff0c\u8ba9\u6a21\u677f\u6210\u4e3a\u521b\u65b0\u7684\u8df3\u677f\u800c\u975e\u5929\u82b1\u677f\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u5e73\u53f0\u7684\u91cd\u8981\u751f\u6001\u4f19\u4f34\uff0cZeroqode\u7684\u6a21\u677f\u6218\u7565\u4e5f\u4f7f\u5176\u4e0eLovable\u5e73\u53f0\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u4e00\u8363\u4ff1\u8363\u3002\u5f53\u524d22\u7968\u7684\u5173\u6ce8\u5ea6\u7565\u663e\u5e73\u6de1\uff0c\u53cd\u6620\u51fa\u4ea7\u54c1\u53ef\u80fd\u5c1a\u672a\u7834\u5708\uff0c\u6216\u5e73\u53f0\u672c\u8eab\u751f\u6001\u4ecd\u5904\u65e9\u671f\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u8fd9\u4e9b\u6a21\u677f\u80fd\u5426\u5438\u5f15\u8db3\u591f\u591a\u7684\u4e13\u4e1a\u7528\u6237\u8fdb\u884c\u590d\u6742\u5b9a\u5236\uff0c\u5e76\u53cd\u54fa\u51fa\u66f4\u5177\u8bf4\u670d\u529b\u7684\u6210\u529f\u6848\u4f8b\uff0c\u4ece\u800c\u5b8c\u6210\u4ece\u201c\u5f00\u53d1\u52a0\u901f\u5668\u201d\u5230\u201c\u751f\u6001\u50ac\u5316\u5242\u201d\u7684\u8dc3\u8fc1\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\">Lovable Templates<\/span>\n                <\/div>\n<div class=\"comment-content\">A collection of free Lovable templates by Zeroqode to help you build dashboards, CRMs, analytics tools, and internal apps faster. Each template is fully customizable and open for remix, making it easy to adapt for real projects, prototypes, or production-ready apps.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 awesome to see a seasoned no-code team doubling down on Lovable templates to help founders skip the blank canvas and get to real apps faster.\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! It\u2019s always exciting to see how much faster teams move when they start from a solid foundation instead of a blank canvas. That\u2019s exactly what we aimed for with this collection.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, Product Hunters! \ud83d\udc4b<\/p>\n<p>Over the past months, we\u2019ve been spending a lot of time exploring Lovable and experimenting with what\u2019s actually possible to build on top of it \u2014 not just demos, but real, structured and secure apps that make sense in practice.<\/p>\n<p>Today we\u2019re excited to share a collection of free Lovable templates by Zeroqode. These templates are not locked demos or static mockups \u2014 they\u2019re fully functional starting points you can remix, customize, and use for your own projects.<\/p>\n<p>Inside the collection you\u2019ll find ready-made foundations for dashboards, CRMs, analytics tools, booking flows, content tools, and internal apps. The goal is simple: help you skip the blank canvas, understand how things are structured, and move faster from idea to a working app.<\/p>\n<p>All templates are completely free, open for remix, and built the same way we\u2019d structure projects for real clients \u2014 clean logic, practical flows, and room to grow.<br \/>\nWe\u2019d love to hear what you think, how you plan to use them, or what templates you\u2019d like to see next. <\/p>\n<p>Drop your questions or feedback below \u2014 we\u2019ll be around all day.<\/p>\n<p>Much love,<br \/>\nLevon<br \/>\nFounder @ Zeroqode \ud83d\udc99<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UQ6UVUK3EUZDHD\" class=\"app-title\">Deskie \u2013 Frames &#038; Decor for Your Screen<\/a><\/p>\n<div class=\"one-liner\">Your screen looks lonely. I can fix that \ud83d\ude42<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u5728\u7535\u8111\u5c4f\u5e55\u4e0a\u76f4\u63a5\u653e\u7f6e\u76f8\u6846\u548c\u5c0f\u88c5\u9970\u54c1\u7684\u684c\u9762\u7f8e\u5316\u5de5\u5177\uff0c\u4e3a\u8fdc\u7a0b\u529e\u516c\u8005\u8425\u9020\u4e86\u6e29\u99a8\u3001\u4e2a\u6027\u5316\u7684\u865a\u62df\u5de5\u4f5c\u89d2\u843d\uff0c\u7f13\u89e3\u4e86\u957f\u671f\u9762\u5bf9\u51b0\u51b7\u5c4f\u5e55\u7684\u5b64\u72ec\u611f\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\/419a0f2e-f6e7-4df5-8bee-e164ef88d956.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd5feb1a-0117-4bd7-a354-7ba8dfcf1440.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91cadb26-e4f5-49e8-a753-f806e5286a92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d7b1d0f-be40-42a0-805e-46fc627608a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66b99f38-25b4-4616-876f-26a9686baab1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5a7b91f-f5f4-498f-afa6-0e7df0a44b7e.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\/eeec683d-95e8-48db-9120-d735b2e798f1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bBGD9hLp0Bc?si=IlBm9EUjjhFGtpu1\"><source src=\"https:\/\/youtu.be\/bBGD9hLp0Bc?si=IlBm9EUjjhFGtpu1\" 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\">Chrome Extensions<\/span><br \/>\n            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span><br \/>\n            <span class=\"tag\">Design<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n            <span class=\"tag\">\u5c4f\u5e55\u88c5\u9970<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u751f\u6d3b<\/span><br \/>\n            <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u5316\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u975e\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u865a\u62df\u684c\u9762<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u8425\u9020\u6e29\u99a8\u611f\u7684\u7406\u5ff5\u548c\u4ea7\u54c1\u521d\u8877\u3002\u5f00\u53d1\u8005\u5f3a\u8c03\u4ea7\u54c1\u5b8c\u5168\u514d\u8d39\u3001\u975e\u8425\u5229\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u529f\u80fd\u5b9e\u73b0\u65b9\u5f0f\uff08\u662f\u9884\u5236\u7d20\u6750\u8fd8\u662f\u81ea\u5b9a\u4e49\u521b\u5efa\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u76ee\u524d\u4e3a\u9884\u5236\u7d20\u6750\uff0c\u4f46\u613f\u610f\u6839\u636e\u7528\u6237\u9700\u6c42\u6dfb\u52a0\u81ea\u5b9a\u4e49\u5185\u5bb9\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                Deskie\u5448\u73b0\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u53cd\u8d8b\u52bf\u6837\u672c\uff1a\u5728\u6548\u7387\u5de5\u5177\u4e0e\u6570\u636e\u8ffd\u8e2a\u6cdb\u6ee5\u7684\u65f6\u4ee3\uff0c\u5b83\u523b\u610f\u5f3a\u8c03\u201c\u975e\u751f\u4ea7\u529b\u201d\u3001\u201c\u5b89\u9759\u201d\u4e0e\u201c\u65e0\u7f6a\u6076\u611f\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u6355\u6349\u5e76\u8bd5\u56fe\u7597\u6108\u4e00\u79cd\u6570\u5b57\u65f6\u4ee3\u7684\u65b0\u578b\u60c5\u611f\u75db\u70b9\u2014\u2014\u8fdc\u7a0b\u529e\u516c\u5e26\u6765\u7684\u7269\u7406\u7a7a\u95f4\u7f3a\u5931\u4e0e\u60c5\u611f\u8fde\u63a5\u758f\u79bb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u5c06\u201c\u5de5\u4f4d\u4e2a\u6027\u5316\u201d\u8fd9\u4e00\u7ebf\u4e0b\u884c\u4e3a\u8fdb\u884c\u6570\u5b57\u5316\u8f6c\u8bd1\uff0c\u8ba9WFH\uff08\u5c45\u5bb6\u529e\u516c\uff09\u7528\u6237\u4e5f\u80fd\u901a\u8fc7\u4f4e\u6210\u672c\u7684\u865a\u62df\u88c5\u9970\uff0c\u6784\u5efa\u5f52\u5c5e\u611f\u4e0e\u60c5\u611f\u951a\u70b9\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cYour screen looks lonely\u201d\u76f4\u6307\u6838\u5fc3\uff1a\u5c4f\u5e55\u4e0d\u4ec5\u662f\u5de5\u4f5c\u754c\u9762\uff0c\u66f4\u662f\u957f\u671f\u76f8\u4f34\u7684\u73af\u5883\uff0c\u800c\u201c\u5b64\u72ec\u201d\u9700\u8981\u88ab\u6cbb\u6108\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u6570\u5b57\u6170\u85c9\u578b\u201d\u4ea7\u54c1\uff0c\u5176\u7ade\u4e89\u529b\u5728\u4e8e\u6781\u81f4\u7684\u8f7b\u91cf\u4e0e\u7eaf\u7cb9\uff08\u65e0\u8d26\u53f7\u3001\u65e0\u4ed8\u8d39\u5899\uff09\uff0c\u8fd9\u4e0e\u5176\u8bd5\u56fe\u4f20\u9012\u7684\u65e0\u538b\u529b\u3001\u6e29\u6696\u611f\u9ad8\u5ea6\u81ea\u6d3d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u5f53\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u8fd9\u4e9b\u9759\u6001\u7684\u865a\u62df\u76f8\u6846\u4e0e\u88c5\u9970\u54c1\uff0c\u80fd\u5426\u6301\u7eed\u63d0\u4f9b\u8db3\u591f\u7684\u60c5\u611f\u4ef7\u503c\uff0c\u5bf9\u6297\u7528\u6237\u4e60\u60ef\u6027\u5ffd\u7565\u201c\u684c\u9762\u80cc\u666f\u201d\u7684\u5929\u7136\u60ef\u6027\uff1f\u5176\u201c\u5b8c\u5168\u514d\u8d39\u4e0e\u975e\u8425\u5229\u201d\u7684\u5ba3\u8a00\uff0c\u65e2\u662f\u5438\u5f15\u65e9\u671f\u7528\u6237\u7684\u5229\u5668\uff0c\u4e5f\u5f7b\u5e95\u653e\u5f03\u4e86\u5546\u4e1a\u53ef\u6301\u7eed\u6027\uff0c\u53ef\u80fd\u610f\u5473\u7740\u529f\u80fd\u8fed\u4ee3\u4e0e\u751f\u6001\u6269\u5c55\u7684\u52a8\u529b\u4e0d\u8db3\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5145\u6ee1\u60c5\u6000\u7684\u7cbe\u81f4\u201c\u6570\u5b57\u5c0f\u5de5\u827a\u54c1\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u53ef\u8fdb\u5316\u7684\u4ea7\u54c1\u3002\u5b83\u6210\u529f\u5730\u63d0\u51fa\u4e86\u4e00\u4e2a\u5173\u4e8e\u6570\u5b57\u73af\u5883\u60c5\u611f\u5316\u8bbe\u8ba1\u7684\u91cd\u8981\u547d\u9898\uff0c\u4f46\u89e3\u7b54\u8fd9\u4e2a\u547d\u9898\u7684\u6df1\u5ea6\u4e0e\u6301\u4e45\u529b\uff0c\u4ecd\u6709\u5f85\u89c2\u5bdf\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Deskie \u2013 Frames &#038; Decor for Your Screen<\/span>\n                <\/div>\n<div class=\"comment-content\">Deskie lets you place photo frames and small decor items directly on your screen, like a real work desk. It\u2019s not a productivity tool, tracker, or widget overload. It\u2019s intentionally quiet. You drag in photos of people or moments that matter, decorate your screen lightly, and keep a sense of warmth while working long hours. No accounts, no paywalls, no guilt-driven features. Just a personal nook for your screen :3<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hello guys!<\/p>\n<\/p>\n<p>this is my first Product Hunt launch and this is Deskie &#8211; A tool to keep ur loved ones framed on ur screen\/ add charms to ur boring white screen<\/p>\n<\/p>\n<p>(watch the 40s demo video i insist its adorable!)<\/p>\n<\/p>\n<p>this is completely non profit and free! i just wanted to spread love and joy with this one. i see all my friends decorating their office cubicles, making it their own but i don\u2019t have one since i wfh, so i made this and now i share it with u:)<\/p>\n<\/p>\n<p>feel free to drop recommendations for charms if u need any.<\/p>\n<\/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>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 your first Product Hunt launch, Abhijith! <\/p>\n<p>Recreating that cozy, desk-side feeling for people working from home is such a thoughtful idea. Also +1 on the demo video. \ud83d\ude02 <\/p>\n<p>I can already think of a few friends who\u2019d absolutely love this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@npmitaart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@npmitaart<\/a>&nbsp;Thank you Giodo! Haha yes and The idea is completely non profit too \ud83d\ude42 I won&#8217;t charge anybody a dime for this, just spreading love and light with this one!<\/p>\n<\/p>\n<p>omg yea? u must send it to them then I insist. If you guys need me to add custom frames\/charms lmk. U can dm me on @abhidoes <\/p>\n<\/p>\n<p>I appreciate you commenting!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! Do I build everything in the app or do you have prebuilt stuff or templates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a>&nbsp;thanks daniele! everything is prebuilt (watch the 40s demo video it\u2019s fun)<\/p>\n<\/p>\n<p>if u want me to add any charms or frames let me know i\u2019ll add them anytime \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<\/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\/EE6CQEYRKFECQJ\" class=\"app-title\">Phinder<\/a><\/p>\n<div class=\"one-liner\">Tinder for Product Hunt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">19<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Phinder\u5c06Product Hunt\u7684\u65b0\u54c1\u5217\u8868\u8f6c\u5316\u4e3a\u53ef\u5feb\u901f\u6ed1\u52a8\u7684\u4fe1\u606f\u6d41\uff0c\u8ba9\u7528\u6237\u5728\u788e\u7247\u5316\u65f6\u95f4\u4e2d\u9ad8\u6548\u3001\u6709\u8da3\u5730\u53d1\u73b0\u6bcf\u65e5\u4ea7\u54c1\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6d4f\u89c8\u65b9\u5f0f\u6548\u7387\u4f4e\u4e0b\u4e14\u67af\u71e5\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\/2b93f93f-0a63-4723-8812-48525610bc45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e254610f-5f29-4dc1-a010-51a399e4e797.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Product Hunt<\/span><br \/>\n            <span class=\"tag\">Maker Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u6d41\u6d4f\u89c8<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u8d26\u6237\u4f7f\u7528<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u8da3\u5473\u5316\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u6bcf\u65e5\u7cbe\u9009<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u521b\u610f\u5de7\u5999\u4e14\u6709\u8da3\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u5f3a\u70c8\u5e0c\u671b\u63a8\u51fa\u79fb\u52a8\u5e94\u7528\u7248\u672c\uff1b\u6709\u7528\u6237\u5bf9\u4ea7\u54c1\u540d\u79f0\u4ea7\u751f\u8bef\u89e3\uff0c\u671f\u5f85\u5176\u80fd\u771f\u6b63\u6210\u4e3a\u201c\u8fde\u63a5\u4ea7\u54c1\u730e\u624b\u201d\u7684\u793e\u4ea4\u5de5\u5177\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u79fb\u52a8\u5316\u9762\u4e34\u7684API\u6743\u9650\u9650\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                Phinder\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7528\u6700\u8f7b\u91cf\u7684\u65b9\u5f0f\u2014\u2014\u4e00\u4e2a\u57fa\u4e8e\u6d4f\u89c8\u5668\u7684\u3001\u65e0\u9700\u767b\u5f55\u7684\u4ea4\u4e92\u5c42\u2014\u2014\u8bd5\u56fe\u4f18\u5316\u4e00\u4e2a\u5df2\u6210\u719f\u7684\u5185\u5bb9\u5e73\u53f0\u4f53\u9a8c\u3002\u5176\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u7528\u6237\u6ce8\u610f\u529b\u548c\u884c\u4e3a\u6a21\u5f0f\u7684\u7cbe\u51c6\u6d1e\u5bdf\uff1a\u5b83\u5c06\u201c\u6d4f\u89c8\u201d\u8fd9\u4e00\u88ab\u52a8\u884c\u4e3a\uff0c\u901a\u8fc7\u201c\u6ed1\u52a8\u9009\u62e9\u201d\u673a\u5236\u8f6c\u53d8\u4e3a\u5e26\u6709\u6e38\u620f\u5316\u548c\u638c\u63a7\u611f\u7684\u4e3b\u52a8\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5951\u5408\u4e86\u5f53\u4e0b\u7528\u6237\u7a00\u7f3a\u7684\u8010\u5fc3\u548c\u51b3\u7b56\u75b2\u52b3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u9996\u5148\uff0c\u5b83\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u53ea\u8bfb\u201d\u7684\u4ea4\u4e92\u5916\u58f3\uff0c\u65e0\u6cd5\u4e0eProduct Hunt\u751f\u6001\uff08\u5982\u6536\u85cf\u3001\u8bc4\u8bba\u3001\u5173\u6ce8\u53d1\u5e03\u8005\uff09\u6df1\u5ea6\u6574\u5408\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u957f\u671f\u7c98\u6027\uff0c\u6b63\u5982\u5f00\u53d1\u8005\u6240\u8a00\uff0cAPI\u6743\u9650\u662f\u786c\u4f24\u3002\u5176\u6b21\uff0c\u201cTinder for X\u201d\u7684\u8303\u5f0f\u867d\u80fd\u5feb\u901f\u5efa\u7acb\u8ba4\u77e5\uff0c\u4f46\u4e5f\u5bb9\u6613\u8ba9\u7528\u6237\u4ea7\u751f\u201c\u793e\u4ea4\u5339\u914d\u201d\u7684\u9519\u8bef\u671f\u5f85\uff0c\u8bc4\u8bba\u4e2d\u7684\u8bef\u89e3\u5373\u662f\u8bc1\u660e\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u6982\u5ff5\u4f20\u64ad\u4e2d\u7684\u8ba4\u77e5\u98ce\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u6df1\u5c42\u770b\uff0cPhinder\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u4f53\u9a8c\u539f\u578b\u201d\uff0c\u5b83\u9a8c\u8bc1\u4e86\u5e02\u573a\u5bf9\u66f4\u9ad8\u6548\u3001\u66f4\u6109\u60a6\u4ea7\u54c1\u53d1\u73b0\u65b9\u5f0f\u7684\u9700\u6c42\u3002\u4f46\u5176\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6709\u7528\u7684\u5de5\u5177\u201d\u3002\u53ef\u80fd\u7684\u8def\u5f84\u662f\u8d85\u8d8a\u5bf9\u5355\u4e00\u5e73\u53f0\u7684\u754c\u9762\u4f18\u5316\uff0c\u805a\u5408\u591a\u6e90\u4fe1\u606f\uff0c\u6216\u5f15\u5165\u4e2a\u6027\u5316\u8fc7\u6ee4\u673a\u5236\u3002\u5426\u5219\uff0c\u5176\u65b0\u9c9c\u611f\u892a\u53bb\u540e\uff0c\u5f88\u53ef\u80fd\u6ca6\u4e3a\u4e00\u6b21\u6027\u7684\u6548\u7387\u5671\u5934\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u53cd\u800c\u6620\u886c\u51fa\u4e3b\u6d41\u5185\u5bb9\u5e73\u53f0\u5728\u4fe1\u606f\u5448\u73b0\u4ea4\u4e92\u4e0a\u591a\u5e74\u6765\u7684\u505c\u6ede\u4e0e\u4fdd\u5b88\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\">Phinder<\/span>\n                <\/div>\n<div class=\"comment-content\">Phinder turns Product Hunt into a fast, fun swipe deck. Like, skip, or superlike launches, then review your daily history whenever you want. Your swipe history lives only in your browser, so you can explore freely without creating an account.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a dating app for nerds and tech addicts like me \ud83d\ude02 this is genius. I want a mobile app! <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a>&nbsp;exactly! \ud83e\udd23 I&#8217;d love to turn this into a mobile app, but for it to make sense, I would need to get write permissions from the API, and <a href=\"https:\/\/www.producthunt.com\/@producthunt\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@producthunt<\/a> doesn&#8217;t give that I think \ud83d\ude2d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Hi Product Hunt! \ud83d\ude80<\/p>\n<p>I&#8217;m Guilherme Campos, and I built Phinder to make daily product discovery feel fast and fun. Instead of skimming long lists, you can swipe right to like, left to skip, or star a superlike, then revisit everything in your daily history. <\/p>\n<p>Your swipe history stays local in your browser, so you can try it instantly without signing up. I would love feedback on the swipe flow and what would make this even more useful for your daily Product Hunt routine \ud83d\ude03<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guilherme_campos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guilherme_campos<\/a>&nbsp;uh&#8230;so I upvoted before i understood what this was \ud83d\ude42 I thought it was tinder for PH hunters.(Chris, Kevin, Garry etc)&#8230;&#8230;Please add that.  The rest of the product is cool also. Congrats on the launch, still upvoted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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    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