{"id":59,"date":"2025-12-04T10:28:16","date_gmt":"2025-12-04T02:28:16","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/04\/2025-12-02\/"},"modified":"2025-12-04T10:28:16","modified_gmt":"2025-12-04T02:28:16","slug":"2025-12-02","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/04\/2025-12-02\/","title":{"rendered":"PH\u70ed\u699c | 2025-12-02"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-02<\/title><\/p>\n<style>\n        \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n        :root {\n            --ph-orange: #FF6154;\n            --text-main: #21293C;\n            --text-secondary: #4B587C;\n            --bg-ai: #F7F7F9;\n            --border-color: #E6E6E6;\n        }<\/p>\n<p>        body {\n            font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n            color: var(--text-main);\n            background-color: #ffffff;\n            line-height: 1.6;\n            margin: 0;\n            padding: 20px;\n        }<\/p>\n<p>        .container {\n            max-width: 800px;\n            margin: 0 auto;\n        }<\/p>\n<p>        \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n        .app-card {\n            border-bottom: 1px solid var(--border-color);\n            padding-bottom: 40px;\n            margin-bottom: 40px;\n        }<\/p>\n<p>        \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n        .app-header {\n            display: flex;\n            align-items: flex-start;\n            gap: 16px;\n            margin-bottom: 20px;\n        }<\/p>\n<p>        .rank {\n            font-size: 24px;\n            font-weight: 300;\n            color: #999;\n            min-width: 30px;\n            padding-top: 4px;\n        }<\/p>\n<p>        .title-group {\n            flex: 1;\n        }<\/p>\n<p>        .app-title {\n            font-size: 24px;\n            font-weight: 800;\n            margin: 0 0 4px 0;\n            color: var(--text-main);\n            text-decoration: none;\n            display: inline-block;\n        }<\/p>\n<p>        .app-title:hover {\n            color: var(--ph-orange);\n            text-decoration: underline;\n        }<\/p>\n<p>        .vote-btn {\n            display: flex;\n            flex-direction: column;\n            align-items: center;\n            justify-content: center;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 8px 12px;\n            background: #fff;\n            min-width: 60px;\n            box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n        }<\/p>\n<p>        .vote-arrow {\n            color: var(--ph-orange);\n            font-size: 14px;\n            margin-bottom: -2px;\n        }<\/p>\n<p>        .vote-count {\n            font-weight: 600;\n            font-size: 14px;\n        }<\/p>\n<p>        \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n        .media-gallery {\n            display: flex;\n            gap: 16px;\n            overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n            padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n            scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n            -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n            margin-bottom: 20px;<\/p>\n<p>            \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n            scrollbar-width: thin;\n            scrollbar-color: #ddd transparent;\n        }<\/p>\n<p>        \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n        .media-gallery::-webkit-scrollbar {\n            height: 6px;\n        }\n        .media-gallery::-webkit-scrollbar-track {\n            background: transparent;\n        }\n        .media-gallery::-webkit-scrollbar-thumb {\n            background-color: #eee;\n            border-radius: 10px;\n        }<\/p>\n<p>        .media-item-wrapper {\n            flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n            width: 80%;     \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n            max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n            aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p>            position: relative;\n            border-radius: 12px;\n            overflow: hidden;\n            border: 1px solid rgba(0,0,0,0.08);\n            background-color: #f5f5f5;\n            scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n        }<\/p>\n<p>        .media-content {\n            width: 100%;\n            height: 100%;\n            object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n            display: block;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n        video.media-content {\n            background-color: #000;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n        .media-gallery.single-item .media-item-wrapper {\n            width: 100%;\n            max-width: 100%;\n        }<\/p>\n<p>        \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n        .one-liner {\n            font-size: 18px;\n            color: var(--text-secondary);\n            margin-bottom: 12px;\n            font-weight: 500;\n        }<\/p>\n<p>        .tags-container {\n            display: flex;\n            flex-wrap: wrap;\n            gap: 8px;\n            margin-bottom: 24px;\n        }<\/p>\n<p>        .tag {\n            font-size: 12px;\n            color: var(--text-secondary);\n            background-color: #F2F2F2;\n            padding: 4px 10px;\n            border-radius: 20px;\n            font-weight: 600;\n            text-transform: uppercase;\n        }<\/p>\n<p>        \/* --- 4. AI \u6458\u8981\u533a --- *\/\n        .ai-section {\n            background-color: var(--bg-ai);\n            border-radius: 12px;\n            padding: 20px;\n            margin-bottom: 20px;\n            border-left: 4px solid var(--ph-orange);\n        }<\/p>\n<p>        .ai-title {\n            font-size: 14px;\n            font-weight: 700;\n            color: var(--text-main);\n            margin: 0 0 12px 0;\n            display: flex;\n            align-items: center;\n            gap: 6px;\n        }<\/p>\n<p>        .ai-content {\n            font-size: 15px;\n            color: #333;\n            margin-bottom: 0;\n            line-height: 1.7;\n        }<\/p>\n<p>        \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n        .reviews-section {\n            margin-top: 10px;\n        }<\/p>\n<p>        .review-item {\n            display: flex;\n            gap: 10px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .review-avatar {\n            font-size: 18px;\n            margin-top: 2px;\n            min-width: 24px;\n        }<\/p>\n<p>        .review-bubble {\n            background: #fff;\n            border: 1px solid var(--border-color);\n            padding: 8px 12px;\n            border-radius: 0 12px 12px 12px;\n            color: var(--text-secondary);\n            line-height: 1.5;\n        }<\/p>\n<p>        .review-author {\n            font-weight: 700;\n            color: var(--text-main);\n            margin-right: 4px;\n            font-style: normal;\n        }<\/p>\n<p>        .comments-section {\n            margin-top: 30px;\n            border-top: 1px solid var(--border-color);\n            padding-top: 20px;\n        }<\/p>\n<p>        .comments-toggle {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 12px 20px;\n            cursor: pointer;\n            display: flex;\n            justify-content: space-between;\n            align-items: center;\n            width: 100%;\n            font-size: 14px;\n            font-weight: 600;\n            color: var(--text-main);\n            transition: all 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle:hover {\n            background-color: #e9ecef;\n        }<\/p>\n<p>        .comments-toggle .toggle-arrow {\n            font-size: 18px;\n            transition: transform 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle.open .toggle-arrow {\n            transform: rotate(180deg);\n        }<\/p>\n<p>        .comments-container {\n            max-height: 0;\n            overflow: hidden;\n            transition: max-height 0.5s ease;\n            margin-top: 15px;\n        }<\/p>\n<p>        .comments-container.open {\n            max-height: 800px;\n            overflow: auto;\n        }<\/p>\n<p>        .comment-item {\n            background-color: #fff;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 16px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .comment-header {\n            display: flex;\n            justify-content: space-between;\n            align-items: flex-start;\n            margin-bottom: 8px;\n        }<\/p>\n<p>        .comment-author {\n            font-weight: 600;\n            color: var(--text-main);\n            margin-right: 8px;\n        }<\/p>\n<p>        .comment-content {\n            color: var(--text-secondary);\n            line-height: 1.5;\n            margin-bottom: 10px;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        .comment-content p {\n            margin: 0;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n       .emoji {\n            display: inline;\n            max-width: 15px;\n            overflow-wrap: normal;\n        }<\/p>\n<p>        .comment-actions {\n            display: flex;\n            align-items: center;\n            gap: 16px;\n            font-size: 12px;\n            color: var(--text-secondary);\n        }<\/p>\n<p>        .comment-vote {\n            display: flex;\n            align-items: center;\n            gap: 4px;\n            cursor: pointer;\n        }<\/p>\n<p>        .comment-replies {\n            margin-top: 12px;\n            margin-left: 20px;\n            padding-left: 12px;\n            border-left: 2px solid var(--border-color);\n        }<\/p>\n<p>        .reply-item {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 6px;\n            padding: 12px;\n            margin-bottom: 8px;\n            font-size: 13px;\n        }<\/p>\n<p>        .reply-content {\n            color: var(--text-secondary);\n            line-height: 1.4;\n            margin-bottom: 6px;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }<\/p>\n<p>        \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n        .modal {\n            display: none;\n            position: fixed;\n            z-index: 1000;\n            left: 0;\n            top: 0;\n            width: 100%;\n            height: 100%;\n            background-color: rgba(0, 0, 0, 0.9);\n            overflow: auto;\n            transition: opacity 0.3s ease;\n        }<\/p>\n<p>        .modal-content {\n            display: block;\n            max-width: 90%;\n            max-height: 90vh;\n            margin: 5vh auto;\n            object-fit: contain;\n            animation: zoom 0.3s;\n        }<\/p>\n<p>        @keyframes zoom {\n            from {transform: scale(0.8); opacity: 0;}\n            to {transform: scale(1); opacity: 1;}\n        }<\/p>\n<p>        .close {\n            position: absolute;\n            top: 20px;\n            right: 35px;\n            color: #fff;\n            font-size: 40px;\n            font-weight: bold;\n            transition: 0.3s;\n            cursor: pointer;\n            \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n            padding: 10px;\n            line-height: 1;\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        .close:hover,\n        .close:focus {\n            color: #bbb;\n            text-decoration: none;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n        .video-overlay {\n            position: absolute;\n            top: 0;\n            left: 0;\n            width: 100%;\n            height: 100%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            background-color: rgba(0, 0, 0, 0.2);\n            opacity: 0;\n            transition: opacity 0.3s ease;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            touch-action: manipulation;\n            cursor: pointer;\n        }<\/p>\n<p>        .media-item-wrapper:hover .video-overlay {\n            opacity: 1;\n        }<\/p>\n<p>        \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n        .media-item-wrapper:active .video-overlay {\n            opacity: 0.8;\n        }<\/p>\n<p>        .play-icon {\n            width: 80px;\n            height: 80px;\n            background-color: rgba(255, 255, 255, 0.9);\n            border-radius: 50%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            color: var(--ph-orange);\n            font-size: 24px;\n            font-weight: bold;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2025-12-02<\/h1>\n<p>    <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/33NYUNJNLWBESM\" class=\"app-title\">X-Design 2.0<\/a><\/p>\n<div class=\"one-liner\">Your creative AI agent for generating branded assets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">485<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u5b9e\u4f53\u5e97\u4e3b\u3001\u521b\u59cb\u4eba\u548c\u81ea\u7531\u804c\u4e1a\u8005\u7684AI\u54c1\u724c\u8bbe\u8ba1\u4ee3\u7406\uff0c\u80fd\u5728\u51e0\u5206\u949f\u5185\u4ece\u6982\u5ff5\u751f\u6210\u5b8c\u6574\u7684\u54c1\u724c\u89c6\u89c9\u8bc6\u522b\u7cfb\u7edf\uff0c\u5e76\u76f4\u63a5\u8f93\u51fa\u53ef\u7528\u4e8e\u7ebf\u4e0a\u7ebf\u4e0b\u573a\u666f\u7684\u5370\u5237\u7ea7\u7d20\u6750\uff0c\u89e3\u51b3\u4e86\u5c0f\u54c1\u724c\u521b\u5efa\u548c\u5e94\u7528\u7edf\u4e00\u89c6\u89c9\u5f62\u8c61\u65f6\u6d41\u7a0b\u6162\u3001\u6210\u672c\u9ad8\u3001\u64cd\u4f5c\u590d\u6742\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\/ea3a3a74-784c-4054-b974-fa74fa321333.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/241bb347-e226-448e-b64b-67553c4935a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0765c05f-7d08-4148-928a-991a8b07d554.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62074dd8-f735-4eac-bf24-88ff66a51a4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4bbafa3-89c3-4417-abda-42c80ac331be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d97e7d6-e450-482f-807d-31904157b899.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\/610eeae7-bb3c-421b-a9ad-9efaf7190d2a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7WL1JEDf-8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=7WL1JEDf-8g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Branding<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u89c6\u89c9\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u4f53\u5e97\u7269\u6599<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">SVG\u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u5de5\u5177\u5305<\/span><br \/>\n            <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a<\/span><br \/>\n            <span class=\"tag\">\u5e73\u9762\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u5370\u5237\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\u8bc4\u4ef7\u5176\u4e13\u4e1a\u8f93\u51fa\u8d28\u91cf\u3001\u6d41\u7545\u5de5\u4f5c\u6d41\u53ca\u5bf9\u5b9e\u4f53\u5e97\u7269\u6599\uff08\u62db\u724c\u3001\u5305\u88c5\uff09\u548c\u53ef\u7f16\u8f91\u77e2\u91cf\u683c\u5f0f\uff08SVG\uff09\u7684\u652f\u6301\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u589e\u52a0\u8425\u9500\u6d3b\u52a8\u7269\u6599\u652f\u6301\u3001\u671f\u5f85\u66f4\u6df1\u5ea6\u7f16\u8f91\u529f\u80fd\u3001\u8be2\u95eePSD\/CDR\u683c\u5f0f\u5bfc\u51fa\u53ef\u80fd\uff0c\u4ee5\u53ca\u597d\u5947\u8349\u56fe\u8f93\u5165\u529f\u80fd\u7684\u5177\u4f53\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                X-Design 2.0\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2aAI logo\u751f\u6210\u5668\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u4e2d\u5c0f\u5fae\u54c1\u724c\u7684\u201c\u81ea\u52a8\u5316\u54c1\u724c\u603b\u76d1\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5728\u7ebf\u8bbe\u8ba1\u5e73\u53f0\u5ffd\u89c6\u7684\u5939\u7f1d\u5e02\u573a\uff1a\u7ebf\u4e0b\u5b9e\u4f53\u7a7a\u95f4\u7684\u54c1\u724c\u5316\u9700\u6c42\u3002\u4ea7\u54c1\u5c06AI\u7684\u751f\u6210\u80fd\u529b\u4e0e\u4e00\u5957\u201c\u54c1\u724c\u89c4\u5219\u5f15\u64ce\u201d\uff08Brand Kit\uff09\u7ed1\u5b9a\uff0c\u786e\u4fdd\u4ecelogo\u5230\u83dc\u5355\u3001\u6d77\u62a5\u7684\u89c6\u89c9\u4e00\u81f4\u6027\uff0c\u8fd9\u76f4\u51fb\u4e86\u5c0f\u5546\u5bb6\u6700\u5934\u75bc\u7684\u201c\u788e\u7247\u5316\u201d\u75db\u70b9\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\u5b9a\u4f4d\u4ecb\u4e8e\u4e13\u4e1a\u8bbe\u8ba1\u8f6f\u4ef6\uff08\u5982Adobe\u7cfb\u5217\uff09\u4e0e\u8f7b\u91cf\u7ea7\u6a21\u7248\u5de5\u5177\uff08\u5982Canva\uff09\u4e4b\u95f4\uff0c\u8fd9\u79cd\u201c\u4e2d\u95f4\u8def\u7ebf\u201d\u9700\u8981\u6781\u9ad8\u7684\u4ea7\u54c1\u5b9a\u4e49\u80fd\u529b\uff1a\u5bf9\u4e13\u4e1a\u4eba\u58eb\uff0c\u5176\u7f16\u8f91\u6df1\u5ea6\u53ef\u80fd\u4e0d\u8db3\uff1b\u5bf9\u5c0f\u767d\u7528\u6237\uff0c\u5176\u54c1\u724c\u7cfb\u7edf\u7684\u6982\u5ff5\u53c8\u6709\u7406\u89e3\u95e8\u69db\u3002\u4ece\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u5982\u4f55\u7f16\u8f91\u201d\u3001\u201c\u662f\u5426\u652f\u6301PSD\u201d\u7b49\u63d0\u95ee\uff0c\u5df2\u66b4\u9732\u51fa\u7528\u6237\u5bf9\u5176\u5728\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4e2d\u5b9a\u4f4d\u7684\u6a21\u7cca\u3002\u5176\u6b21\uff0c\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u4ece\u8349\u56fe\u5f00\u59cb\u201d\u529f\u80fd\uff0c\u5728\u5b98\u65b9\u56de\u590d\u4e2d\u5b9e\u5219\u8bed\u7109\u4e0d\u8be6\uff0c\u6697\u793a\u8be5\u529f\u80fd\u53ef\u80fd\u5c1a\u4e0d\u6210\u719f\uff0c\u8fd9\u4e0e\u5176\u5ba3\u4f20\u7684\u201c\u8d77\u70b9\u201d\u5b58\u5728\u843d\u5dee\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5c06\u201c\u54c1\u724c\u7cfb\u7edf\u201d\u8fd9\u4e00\u62bd\u8c61\u6982\u5ff5\uff0c\u8f6c\u5316\u4e3a\u8fde\u5496\u5561\u5e97\u8001\u677f\u90fd\u80fd\u65e0\u75db\u7406\u89e3\u548c\u64cd\u4f5c\u7684\u5177\u4f53\u52a8\u4f5c\u3002\u5b83\u4e0d\u662f\u5728\u5356AI\u4f5c\u56fe\uff0c\u800c\u662f\u5728\u552e\u5356\u201c\u54c1\u724c\u4e00\u81f4\u6027\u201d\u7684\u7701\u5fc3\u4e0e\u786e\u4fe1\u3002\u82e5\u80fd\u6301\u7eed\u6df1\u5316\u5bf9\u5b9e\u4f53\u5546\u4e1a\u573a\u666f\uff08\u5982\u7279\u5b9a\u5c3a\u5bf8\u7684\u62db\u724c\u3001\u5408\u89c4\u7684\u5305\u88c5\u6807\u7b7e\uff09\u7684\u6df1\u5ea6\u652f\u6301\uff0c\u5e76\u5efa\u7acb\u4e0e\u5370\u5237\u4ea7\u4e1a\u94fe\u7684\u4fbf\u6377\u8fde\u63a5\uff0c\u5b83\u6709\u671b\u4ece\u4e00\u4e2a\u6709\u8da3\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u8fc8\u51fa\u4e86\u6b63\u786e\u4e14\u7280\u5229\u7684\u7b2c\u4e00\u6b65\uff0c\u4f46\u6700\u8270\u96be\u7684\u5de5\u7a0b\u2014\u2014\u5728\u7075\u6d3b\u6027\u4e0e\u89c4\u8303\u6027\u3001\u6613\u7528\u6027\u4e0e\u4e13\u4e1a\u6027\u4e4b\u95f4\u627e\u5230\u5b8c\u7f8e\u5e73\u8861\u2014\u2014\u624d\u521a\u521a\u5f00\u59cb\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">X-Design 2.0<\/span>\n                <\/div>\n<div class=\"comment-content\">Create logos, brand kits, and guidelines in minutes with an AI agent that generates concepts, refines visuals, and exports editable assets (JPG, SVG, PNG). Built for founders, freelancers, and teams who need fast iterations, consistent output, and brand systems ready for both online and real-world use.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, we\u2019re excited to finally share <strong>X-Design 2.0<\/strong> with you.<\/p>\n<\/p>\n<p>This project started from a simple observation:<br \/>many small businesses and local shops care deeply about their brand, but building a consistent identity and applying it across real-world touchpoints is still slow, expensive, and confusing. Most tools focus on online content, but very few help store owners design what they actually need for the physical world.<\/p>\n<\/p>\n<p>With X-Design 2.0, we wanted to create something different.<br \/>You can start with an idea, a name, or even a rough sketch. X-Design helps you turn it into a complete visual identity, then applies it to posters, menus, signage, packaging, and other store-ready materials. Everything stays consistent as you update or expand your brand.<\/p>\n<\/p>\n<p>This release is a big shift from our earlier version, not just new features, but a new direction for the product.<br \/>Our goal is simple: <strong>make branding accessible, practical, and ready to use from day one.<\/strong><\/p>\n<\/p>\n<p>Thank you for checking out X-Design 2.0.<br \/>We\u2019d love to hear your thoughts, your use cases, or anything you wish branding tools could do better. We\u2019re here all day and excited to chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>22<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mona_xx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mona_xx<\/a>&nbsp;Congrats on shipping this! I love the mission of helping store owners bridging the gap between digital and physical identity. What is the most creative use case you\u2019ve seen during your beta testing?\ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mona_xx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mona_xx<\/a>&nbsp;amazing initiative!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats <a href=\"https:\/\/www.producthunt.com\/@mona_xx\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mona_xx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mona_xx<\/a> <a href=\"https:\/\/www.producthunt.com\/@yuncheng\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yuncheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuncheng<\/a> <a href=\"https:\/\/www.producthunt.com\/@tony_hsieh2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tony_hsieh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tony_hsieh2<\/a> \ud83c\udfa8<br \/>keeping all assets aligned as the brand evolves is something most SMBs struggle with!<\/p>\n<p>are there plans to support marketing campaigns too (flyers, promo cards, event signage)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a>&nbsp;<\/p>\n<p>Thank you for the congrats and the great question!<\/p>\n<\/p>\n<p><em>Yes<\/em>, we absolutely have plans to expand beyond the initial focus. Support for marketing campaign materials like <strong>flyers, promo cards, and event signage<\/strong> is high on our roadmap. We want to be the single source of truth for a brand&#8217;s visual identity across <em>all<\/em> touchpoints.<\/p>\n<\/p>\n<p>What type of campaign asset do you find is the most time-consuming to keep consistent right now? Let&#8217;s discuss! \ud83d\udcac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>7<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a>&nbsp;Thanks! Keeping assets aligned is a big challenge for many SMBs. X-Design uses a Brand Kit to apply your logo, colors, and fonts automatically across new materials. It already supports posters, menus, flyers, product photos, and social visuals, and promo cards and event signage are on our roadmap.<\/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\">@tony_hsieh2 Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi 49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Tony here, maker of <strong>X-Design 2.0<\/strong>. Thanks so much for checking us out today.<\/p>\n<p>We built this because creating a brand from scratch is still way too slow and too expensive for most founders and small teams. We wanted an AI agent that doesn\u2019t just \u201cgenerate a logo,\u201d but actually works like a mini brand designer \u2014 exploring concepts, refining visuals, and exporting real, editable assets you can create right away.<\/p>\n<\/p>\n<p>With 2.0, you can generate full brand kits and guidelines in minutes: <strong>consistent colors, typography, logo variations, and ready-to-use assets.<\/strong> If you\u2019re a founder, freelancer, or early-stage team, I\u2019d love to hear how it fits into your workflow. Your feedback really helps us shape the next iterations.<\/p>\n<p>Thanks for all the support today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tony_hsieh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tony_hsieh2<\/a>&nbsp;My logo was ready in 10 minutes!! Great app! Congrats!<br \/>I\u2019d love to see the ability to edit the text and maybe add more tools like moving objects.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abd5f280-892b-4280-9fcd-13bab71b924f.jpeg?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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\">@tetiana_hryshmanovska Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi:49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m one of the makers on the team, and seeing this version come to life has been a really meaningful journey for us. Over the past few months, we spent a lot of time talking to small shop owners, visiting caf\u00e9s, boutiques and local stores. Almost everyone shared the same frustration: they care about their brand, but turning that into real materials is complicated, slow and often too expensive.<\/p>\n<\/p>\n<p>That\u2019s the reason we decided to rebuild the product. With this release, we wanted to make it possible for someone to take a simple idea and turn it into a full identity they can actually use in their space. Watching X-Design create a logo, build a brand kit and instantly apply it to menus, posters and packaging has been incredibly rewarding.<\/p>\n<\/p>\n<p>If you\u2019re running a small business or know someone who is building a brand from the ground up, we\u2019d love to hear your thoughts. Your feedback will help us keep improving X-Design and make it even more useful for real-world branding work.<\/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\/@yuncheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuncheng<\/a>&nbsp;Seem very practical and useful, i dont see why you can&#8217;t succeed on this software.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 results feel super crisp and professional, and the whole flow seems incredibly smooth. Big congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a>&nbsp;Thank you so much! We\u2019ve put a lot of love into making both the results and the workflow feel smooth and polished. Really appreciate you being here with us on launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Time to upgrade my product logo! Cant believe X Design could nail it! How customizable could I get out of 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<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;That&#8217;s absolutely thrilling to hear! We love that X Design could nail your logo upgrade. \ud83e\udd73<\/p>\n<p>When it comes to customization, you can get incredibly flexible! Our goal was to give you full control. You have the power to fine-tune all the key elements\u2014<strong>colors, fonts, layouts, and all underlying assets<\/strong>\u2014to match your brand perfectly.<\/p>\n<p>Is there a specific detail or feature you&#8217;re looking to push the boundaries on? We&#8217;d love to hear what kind of unique look you&#8217;re trying to achieve! \ud83d\udc47<\/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>Dig the signage and packaging it generated bit, finally something for real world shops not just web stuff.<\/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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a>&nbsp;<strong>Exactly! That was the goal.<\/strong> We firmly believe real-world retail shouldn&#8217;t be an afterthought. What aspect of the physical output\u2014signage or packaging\u2014do you think will be most transformative for brands using the tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool. Do you export PSD and CDR files as well?<br \/>I&#8217;m curious from a printing perspective. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;That&#8217;s a very practical question, and one we love hearing, especially from the printing perspective! \ud83d\udda8\ufe0f<\/p>\n<\/p>\n<p>Currently, X-Design 2.0 primarily focuses on producing high-quality, production-ready vector and raster files: <strong>SVG (for scalable vector needs), high-res PNG, and JPG.<\/strong><\/p>\n<\/p>\n<p>We chose <strong>SVG<\/strong> specifically because it&#8217;s the most flexible open standard for large-scale printing and web assets, often preferred over proprietary formats like CDR.<\/p>\n<\/p>\n<p>We don&#8217;t currently export native <strong>PSD<\/strong> or <strong>CDR<\/strong> files, but since we generate clean vector paths (in the SVG), most professional design software (like Adobe Illustrator or CorelDRAW) can import the SVG and edit the paths easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looks extremely useful! Especially that it can create SVG which is vital for offline business because they require the assets at much bigger scale. I am curious how do you maintain the consistency across the whole set?<\/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\/@jin_shang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jin_shang1<\/a>&nbsp;Thank you! We are glad you find it useful. For consistency, X-Design stores your logo, colors, fonts, and style preferences in a saved Brand Kit. Whenever you create new materials such as posters, menus, flyers, or product photos, our AI Agent automatically applies the same settings so everything stays aligned, even at larger scales like SVGs.<\/p>\n<p>If you want, you can try uploading a design and see how the Brand Kit ensures a cohesive look across all outputs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jin_shang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jin_shang1<\/a>&nbsp;That&#8217;s a fantastic point about the importance of <strong>SVG for large-scale offline business assets<\/strong>\u2014we built it specifically for that professional need!<\/p>\n<p>And that&#8217;s a sharp question about consistency. Maintaining consistency across a whole set is a core function of the tool.<\/p>\n<p>We achieve this through two main mechanisms:<\/p>\n<ol>\n<li>\n<p><strong>AI Style Locking:<\/strong> Once you approve an initial design concept (color palette, typography, primary layout, and core visual style), the AI locks those parameters. Subsequent asset generations use the original seed and style rules to ensure visual alignment.<\/p>\n<\/li>\n<li>\n<p><strong>Brand Kit Rules:<\/strong> The tool builds a central &#8220;Brand Kit&#8221; around your chosen elements. Every asset, from logos to social media graphics, is rendered using the exact same hex codes, font weights, and spacing rules defined in that kit, enforced by the AI.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jin_shang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jin_shang1<\/a>&nbsp;yes even i was curious<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks incredibly useful. Finally, a tool that supports SVG and considers the actual printing needs of a business. Congrats to the whole team on the release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats with the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@je_suis_yaroslav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@je_suis_yaroslav<\/a>&nbsp;Thank you so much! We really appreciate the support! \ud83c\udf89<\/p>\n<p>We&#8217;re thrilled to finally share X-Design 2.0 with the community.<\/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>The attention to export formats is what truly sets this apart for the pro workflow. Too many AI art tools leave you with a nice-looking raster file (JPG\/PNG) that\u2019s useless for scaling or printing. The fact that X-Design 2.0 generates editable SVG and produces assets ready for both online and real-world use is huge. It saves the step of having to rebuild the AI output in professional design software. Massive time-saver in the actual production phase. 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\/@janette_szeto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janette_szeto<\/a>&nbsp;The <strong>professional workflow and print-readiness<\/strong> were a massive focus for the 2.0 release. We know that a beautiful JPG isn&#8217;t enough when you&#8217;re actually sending assets to a printer or needing a scalable logo. The native <strong>SVG output<\/strong> is exactly what turns X-Design from a fun generator into a true <strong>production tool<\/strong>.<\/p>\n<p>Are there any other specific vector elements or export parameters you feel are crucial for your day-to-day print needs that you&#8217;d like to see added? We&#8217;re always looking to refine that professional workflow! \ud83d\udcac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool. Was your ProductHunt video done with your own tool? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a>&nbsp;<em>Yes<\/em>, it was done entirely with our own tool. We really wanted to showcase what it&#8217;s capable of right out of the gate.<\/p>\n<p>What part of the video caught your attention the most, and what kind of videos are you looking forward to creating with it? I&#8217;m excited to hear your thoughts! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love this!<\/p>\n<\/p>\n<p>Does this work if i start with a rough sketch? super curious for my side hustle branding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@knox_landry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@knox_landry<\/a>&nbsp;Thank you! And yes, you can absolutely start with a rough sketch. Our AI can interpret simple outlines or hand-drawn ideas and turn them into polished brand concepts.<\/p>\n<p>If you want, feel free to share an example of your sketch style, and I can tell you exactly how well it would work for your side-hustle branding!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@knox_landry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@knox_landry<\/a>&nbsp;That is a brilliant question! We love hearing how this can help with side hustle branding.<\/p>\n<p>Currently, X-Design works best when you start with <strong>clear parameters<\/strong> (like text prompts, color palettes, and reference images for style).<\/p>\n<p><em>However<\/em>, the ability to translate a <strong>rough sketch into a refined concept<\/strong> is a feature we are actively exploring and highly prioritize! We know how often great ideas start on a napkin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@knox_landry Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi:49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This tool was really fun to use! Many AI tools these days use a credit billing system, which I don&#8217;t find very intuitive. How do I know if I have enough credits for my branding needs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@viviwng Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi:49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 concept. X-Design feels accessible even for non-designers. Curious how customizable the elements are when working on more detailed layouts<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/x-design\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"x-design\" target=\"_blank\" rel=\"noopener\">@X-Design<\/a> Congrats on the launch! AI for branded assets is huge for teams managing multiple brands. <\/p>\n<p>The signage and packaging examples look solid. How does X-Design handle brand consistency across different asset types? <\/p>\n<p>Are teams using custom brand guidelines or templates to maintain their visual identity? Curious about the learning curve for non designers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@vimal_polara2 Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi:49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 super helpful for founders who aren\u2019t designers. How well does it handle different lighting or product textures?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations X-Design team! <\/p>\n<p>I just spent 15 minutes having an absolute blast with X-Design 2.0, and I&#8217;m genuinely impressed.<\/p>\n<p>As someone with ZERO branding experience, I was nervous about creating a visual identity for CloudWise (my AWS cost optimization tool launching here soon!). But X-Design made it feel effortless and actually fun.<\/p>\n<p>In just 15 minutes, I created:<\/p>\n<p>&#8211; CloudWise logo + variants (SVG, PNG, JPG)<\/p>\n<p>&#8211; Complete brand kit (colors, typography, guidelines)<\/p>\n<p>&#8211; Social media assets ready for distribution<\/p>\n<p>&#8211; Everything consistent and professional<\/p>\n<p>The UX is so smooth and intuitive that I didn&#8217;t want to stop! The AI suggestions were spot-on, and the Brand Kit feature is a game-changer for maintaining consistency.<\/p>\n<p>I have a few questions for the team:<\/p>\n<p>1. <strong>SVG export quality:<\/strong> I noticed the SVG exports are crisp and scalable. Do you support exporting individual logo elements separately (icon, wordmark, etc.) for maximum flexibility?<\/p>\n<p>2. <strong>Brand evolution:<\/strong> As CloudWise grows, I&#8217;ll likely need to refine the brand. Does X-Design support versioning or iterating on an existing Brand Kit without starting from scratch?<\/p>\n<p>3. <strong>Tech startup focus:<\/strong> Most examples I see are for physical businesses (caf\u00e9s, boutiques). Do you have specific features or templates optimized for SaaS\/tech startups launching on Product Hunt?<\/p>\n<p>4. <strong>Integration potential:<\/strong> Are there plans to integrate with tools like Figma or Canva for further customization, or is X-Design designed to be a complete end-to-end solution?<\/p>\n<p>This is exactly what early-stage founders need. Can&#8217;t wait to use these assets for CloudWise&#8217;s launch! <\/p>\n<p>Upvoted and following!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rickwise Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi:49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks SO good! If I already had rough designs created from Nano Banana Pro, would it be able to upscale them and create usable assets based off of these? Would love to have Vectors of the assets I had generated for my upcoming Mac app<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mona_xx\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mona_xx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mona_xx<\/a> <a href=\"https:\/\/www.producthunt.com\/@yuncheng\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yuncheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuncheng<\/a> <a href=\"https:\/\/www.producthunt.com\/@tony_hsieh2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tony_hsieh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tony_hsieh2<\/a> X-Design is a really cool product. I love your design concept, i love your UX flow. the prompt box never leaving me even while I&#8217;m scrolling, that&#8217;s a very nice initiative. Will you guys be looking into being able to create cool animations for branding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congratulations on your launch, I am for sure going to be using this for Sheplang branding. Can I ask how did you guys create those amazing demos ? @tony_hsieh2 @mona_xx @yuncheng<\/div>\n<div class=\"comment-actions\">\n<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\/@goldensheepai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goldensheepai<\/a>&nbsp;<\/p>\n<p>&nbsp;That&#8217;s fantastic to hear! We are thrilled that X-Design 2.0 will be part of the Sheplang branding\u2014we can&#8217;t wait to see what you create! \ud83c\udf89<\/p>\n<p>That&#8217;s a great question about the demos! To answer directly: the key demos were created <strong>entirely within X-Design 2.0 itself.<\/strong><\/p>\n<p>We used the tool&#8217;s core functions\u2014the AI concept generation, the brand kit refinement features, and the SVG export\u2014to ensure the demos were a true, accurate showcase of the final output quality and workflow speed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great job! In my opinion : too many options\/services offered so the menu is busy. What happens in my brain when I try to read menu items : AI bla bla &#8211; AI bla bla. Maybe your niche should be a little bit 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@francis_william_rheaume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francis_william_rheaume<\/a>&nbsp;<\/p>\n<p>That is incredibly valuable feedback! Thank you for the blunt, honest assessment\u2014that&#8217;s exactly what we need to hear. \ud83d\ude4f<\/p>\n<\/p>\n<p>You hit on a potential point of friction: <strong>&#8220;too many options\/services offered so the menu is busy.&#8221;<\/strong> We focused on comprehensive features, but you&#8217;re right, that can lead to feature bloat and confusion about the core value.<\/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>Congrats on the launch! The ability to start from something as small as a sketch and turn it into a full identity feels incredibly approachable. What inspired the shift in direction from the earlier version?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a>&nbsp;That&#8217;s a fantastic compliment, thank you! Making the branding process <strong>approachable<\/strong> was a huge priority for us, and the idea of translating a rough sketch into a full identity is something we are actively striving for! (Though currently, we rely on clear input, that sketch feature is coming!)<\/p>\n<\/p>\n<p>The shift in direction for X-Design 2.0 was inspired by one key realization: <strong>Founders don&#8217;t need <em>more<\/em> art; they need <em>production-ready assets<\/em> and <em>consistency<\/em>.<\/strong><\/p>\n<\/p>\n<p>We moved from being a generator (Version 1.0) to being a complete <strong>Brand System Agent<\/strong> (Version 2.0) that focuses on guaranteed consistency, scalable output (SVG), and integrated refinement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 could see how our tool could pair nicely with what X-Design offers to enhance workflow and user experience, so I\u2019ll go take a closer look at their launch now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesjacksonleachatx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjacksonleachatx<\/a>&nbsp;That&#8217;s excellent to hear, James! We appreciate you taking the time to explore X-Design 2.0.<\/p>\n<p>We&#8217;re big believers in the power of <strong>synergistic workflows<\/strong> in the creator space. We designed our API and output formats (especially the clean SVG) with seamless integration in mind.<\/p>\n<p>What kind of unique workflow enhancement are you imagining between our tools? I&#8217;d love to learn more about your product! \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>Love this product, particularly the AI process that helps you effectively use a model like nano-banana to create amazing branding. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexander_gifford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_gifford<\/a>&nbsp;That is fantastic to hear! We love that the AI process\u2014and specifically its ability to integrate and leverage unique stylistic models like &#8216;nano-banana&#8217;\u2014is resonating so strongly. It&#8217;s truly where the magic happens! \u2728<\/p>\n<\/p>\n<p>We believe the combination of a powerful model with an intelligent workflow is the key to creating <strong>amazing branding<\/strong> efficiently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@alexander_gifford Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi:49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The shift toward physical-world brand materials is excellent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Thank you so much! We appreciate the congrats! \ud83c\udf89<\/p>\n<\/p>\n<p>We truly believe that brand systems need to work just as well on a physical banner as they do on an Instagram feed, so we&#8217;re glad the focus on <strong>physical-world brand materials<\/strong> resonated with 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>This is very helpful to small business, most of them don&#8217;t have an in house designer, so outsourcing design tasks to freelancers often makes it difficult to maintain consistent branding.<\/p>\n<\/p>\n<p>I can foresee its success in the short future! Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cheng_ju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cheng_ju1<\/a>&nbsp;That is a perfectly articulated summary of the exact problem we set out to solve! Thank you for the insightful feedback and the good luck wishes! \ud83d\ude4f<\/p>\n<p>You are absolutely right: relying on outsourced freelancers, especially for small businesses, is where <strong>brand consistency<\/strong> most often breaks down. Our goal is to make X-Design 2.0 the &#8220;in-house designer&#8221; that enforces the brand system 24\/7.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@cheng_ju1 Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested.  message me on zangi:49_4234_0277<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful! Congrats on 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\/@ruvik_milkis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruvik_milkis<\/a>&nbsp;Thank you so much! We&#8217;re glad you find X-Design 2.0 useful, and we really appreciate the congrats! \ud83c\udf89<\/p>\n<p>We focused heavily on making the workflow smooth and the output professional.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a>&nbsp;Thank you, really appreciate your support! We\u2019re excited to see what everyone creates with X-Design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/45WLYVOOWDDCLM\" class=\"app-title\">Stickerbox<\/a><\/p>\n<div class=\"one-liner\">Kid-safe, AI-powered voice-to-sticker printer<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">398<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u8bed\u97f3\u6307\u4ee4\u548cAI\u56fe\u50cf\u751f\u6210\u6280\u672f\uff0c\u5c06\u513f\u7ae5\u5929\u9a6c\u884c\u7a7a\u7684\u60f3\u6cd5\u5373\u65f6\u8f6c\u5316\u4e3a\u5b9e\u4f53\u8d34\u7eb8\u7684\u6253\u5370\u673a\uff0c\u5728\u5bb6\u5ead\u5a31\u4e50\u4e0e\u4eb2\u5b50\u4e92\u52a8\u573a\u666f\u4e2d\uff0c\u5b89\u5168\u5730\u5c06\u5b69\u5b50\u7684\u521b\u9020\u529b\u4ece\u6570\u5b57\u4e16\u754c\u5e26\u5165\u73b0\u5b9e\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u73a9\u5177\u521b\u9020\u529b\u8868\u8fbe\u53d7\u9650\u3001\u5c4f\u5e55\u65f6\u95f4\u8fc7\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d62231d-1677-42f4-9862-5d745849a001.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4886923a-df7d-4d50-b769-b7614475d141.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3395cff6-530b-44a4-8818-baea65d1de3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c17b93e9-7e31-4d87-9215-e4cd2207c866.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3af2b98f-4237-4845-ae96-86587f658046.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3b27715-bc97-4f9c-8a30-3007ace5c84a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92084e2c-343e-4e68-8003-79feebf2ce7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8444b844-67d0-41bb-b2c9-7a2903f26037.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6f5a394-9237-4353-a342-ec8fb9cb918d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4668c5a-fa80-4d8b-a8a9-f0803717e450.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\/e129bcba-eae2-4891-8afd-3ebbe48e1997.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WxN-MqM_RKI\"><source src=\"https:\/\/www.youtube.com\/watch?v=WxN-MqM_RKI\" 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\">Kids<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Toys<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u513f\u7ae5AI\u73a9\u5177<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u4f53\u8d34\u7eb8\u6253\u5370\u673a<\/span><br \/>\n            <span class=\"tag\">\u521b\u5ba2\u6559\u80b2<\/span><br \/>\n            <span class=\"tag\">\u751f\u6210\u5f0fAI\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u65e0\u5c4f\u4e92\u52a8<\/span><br \/>\n            <span class=\"tag\">\u4eb2\u5b50\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u70ed\u654f\u6253\u5370<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168AI<\/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\u6709\u8da3\u3001\u795e\u5947\u4e14\u6709\u76ca\u4e8e\u6fc0\u53d1\u521b\u9020\u529b\u3001\u8f85\u52a9\u8bed\u8a00\u5b66\u4e60\u53ca\u6fc0\u52b1\u5b69\u5b50\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u89d2\u8272\u56fa\u5b9a\u529f\u80fd\u4ee5\u521b\u4f5c\u8fde\u8d2f\u6545\u4e8b\u3001\u671f\u5f85\u8f6f\u4ef6\u66f4\u65b0\uff08\u5982\u91cd\u5370\u3001\u81ea\u5b9a\u4e49\u89d2\u8272\uff09\uff0c\u4ee5\u53ca\u5c3d\u5feb\u5f00\u653e\u66f4\u591a\u56fd\u5bb6\uff08\u5982\u52a0\u62ff\u5927\uff09\u7684\u914d\u9001\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                Stickerbox \u5de7\u5999\u5730\u5728\u4e00\u4e2a\u654f\u611f\u9886\u57df\u2014\u2014\u513f\u7ae5AI\u5e94\u7528\u2014\u2014\u5b8c\u6210\u4e86\u4e00\u6b21\u9ad8\u98ce\u9669\u5374\u663e\u5f97\u9887\u4e3a\u4f18\u96c5\u7684\u843d\u5730\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u754c\u9762\u201d\u7684\u6781\u81f4\u7b80\u5316\u4e0e\u201c\u8f93\u51fa\u201d\u7684\u523b\u610f\u5b9e\u4f53\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u901a\u8fc7\u201c\u8bed\u97f3\u8f93\u5165-AI\u751f\u6210-\u70ed\u654f\u6253\u5370\u201d\u7684\u95ed\u73af\uff0c\u5c06\u590d\u6742\u7684\u751f\u6210\u5f0fAI\u6280\u672f\u5c01\u88c5\u6210\u4e00\u4e2a\u201c\u8bb8\u613f\u76d2\u201d\u822c\u7684\u9b54\u6cd5\u9053\u5177\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u53bb\u79d1\u6280\u611f\u201d\u7684\u5305\u88c5\uff0c\u8ba9AI\u4f5c\u4e3a\u9690\u5f62\u7684\u5f15\u64ce\uff0c\u800c\u975e\u88ab\u51dd\u89c6\u7684\u7126\u70b9\u3002\u6b63\u5982\u521b\u59cb\u4eba\u6240\u8a00\uff0c\u201c\u2018AI\u2019\u6d88\u5931\u5728\u8bbe\u5907\u7684\u9b54\u529b\u4e4b\u540e\u201d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u54f2\u5b66\u9ad8\u660e\u5730\u89c4\u907f\u4e86\u513f\u7ae5\u4f7f\u7528\u590d\u6742AI\u5de5\u5177\u65f6\u7684\u8ba4\u77e5\u8d1f\u62c5\u4e0e\u6f5c\u5728\u98ce\u9669\uff0c\u5c06\u4e92\u52a8\u91cd\u5fc3\u7262\u7262\u9501\u5b9a\u5728\u201c\u60f3\u8c61\u529b-\u5b9e\u4f53\u7269\u201d\u7684\u5373\u65f6\u8f6c\u5316\u6240\u5e26\u6765\u7684\u60ca\u559c\u4e0e\u638c\u63a7\u611f\u4e0a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u957f\u671f\u4ef7\u503c\u5c06\u4f53\u73b0\u5728\u201c\u5b89\u5168\u201d\u4e0e\u201c\u751f\u6001\u201d\u4e24\u4e2a\u5c42\u9762\u3002\u76ee\u524d\u770b\u6765\uff0c\u5176\u201c\u5b89\u5168\u201d\u4e3b\u8981\u4f53\u73b0\u5728\u4ea4\u4e92\u5f62\u5f0f\u7684\u5c01\u95ed\u6027\uff08\u7eaf\u8bed\u97f3\u3001\u65e0\u5f00\u653e\u7f51\u7edc\u6d4f\u89c8\uff09\uff0c\u4f46AI\u751f\u6210\u5185\u5bb9\u672c\u8eab\u7684\u4e0d\u53ef\u63a7\u6027\u4ecd\u662f\u60ac\u9876\u4e4b\u5251\uff0c\u9700\u6301\u7eed\u7684\u5185\u5bb9\u8fc7\u6ee4\u4e0e\u4f26\u7406\u628a\u5173\u3002\u5728\u201c\u751f\u6001\u201d\u5c42\u9762\uff0c\u5355\u6b21\u6253\u5370\u7684\u65b0\u9c9c\u611f\u80fd\u5426\u6301\u7eed\uff1f\u8bc4\u8bba\u4e2d\u7528\u6237\u63d0\u51fa\u7684\u201c\u56fa\u5b9a\u89d2\u8272\u521b\u4f5c\u6545\u4e8b\u201d\u7684\u9700\u6c42\uff0c\u6070\u6070\u70b9\u660e\u4e86\u4ece\u201c\u5355\u70b9\u60ca\u559c\u201d\u5230\u201c\u7cfb\u7edf\u6027\u521b\u9020\u201d\u7684\u5173\u952e\u8dc3\u8fc1\u3002\u4ea7\u54c1\u82e5\u4ec5\u505c\u7559\u5728\u968f\u673a\u8d34\u7eb8\u751f\u6210\u5668\uff0c\u6050\u5c06\u6ca6\u4e3a\u4e00\u65f6\u65b0\u5947\uff1b\u82e5\u80fd\u56f4\u7ed5\u6253\u5370\u51fa\u7684\u8d34\u7eb8\u6784\u5efa\u53d9\u4e8b\u3001\u5206\u4eab\u751a\u81f3\u8f7b\u793e\u4ea4\u573a\u666f\uff0c\u5219\u53ef\u80fd\u4ece\u73a9\u5177\u5347\u7ea7\u4e3a\u4e00\u4e2a\u72ec\u7279\u7684\u513f\u7ae5\u521b\u610f\u5e73\u53f0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cStickerbox\u4e3aAI to C\u786c\u4ef6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u53c2\u8003\u4ef7\u503c\u7684\u8303\u672c\uff1a\u5728\u6280\u672f\u55a7\u56a3\u4e2d\u56de\u5f52\u7528\u6237\u6700\u672c\u771f\u7684\u9700\u6c42\uff08\u5c06\u60f3\u6cd5\u53d8\u6210\u5b9e\u7269\uff09\uff0c\u5e76\u7528\u6700\u8d28\u6734\u7684\u5f62\u5f0f\uff08\u8d34\u7eb8\uff09\u627f\u8f7d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u201c\u6709\u5f62\u7684AI\u4ea4\u4e92\u201d\u5728\u5a31\u4e50\u6559\u80b2\u5e02\u573a\u7a76\u7adf\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u5229\u57fa\uff0c\u8fd8\u662f\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\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\">Stickerbox<\/span>\n                <\/div>\n<div class=\"comment-content\">The first voice-powered, AI creative tool that instantly transforms any idea into a sticker that you can color, share and collect! Kids say \u201ca ghost riding a skateboard\u201d and a few seconds later they are holding that ghost as a real sticker. It turns kid&#8217;s wild ideas into physical art they can color, stick, and share with friends.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt &#8211; <a href=\"https:\/\/www.producthunt.com\/@robert_whitney\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_whitney<\/a> and <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a> here, creators of Stickerbox.<\/p>\n<\/p>\n<p><a href=\"https:\/\/stickerbox.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Order now to get your free refill pack!<\/strong><\/a><\/p>\n<\/p>\n<p><strong>If AI were built for kids, what would it look like?<\/strong><\/p>\n<\/p>\n<p>We immediately focused on kids\u2019 incredible creativity. We wanted to let them combine the power of their ideas with AI tools, but we needed to make sure we did it safely and in the right way.<\/p>\n<\/p>\n<p>Enter Stickerbox, a voice powered sticker printer. By combining AI image generation with thermal sticker printing, we instantly turn their wildest ideas into <strong>real physical stickers<\/strong> they can color, stick, and share.<\/p>\n<\/p>\n<p><strong>What surprised us most is how the \u201cAI\u201d disappears behind the magic of the device.<\/strong><\/p>\n<p>A ghost on a skateboard, a dragon doing its taxes, their dog as a superhero, that moment when the printer finishes and they are holding their own idea as a real sticker, that&#8217;s magic.<\/p>\n<\/p>\n<p><strong>Stickerbox is our attempt to make modern AI kid-safe, playful, and tangible. <\/strong>We\u2019d love to hear what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>20<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_whitney\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_whitney<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a>&nbsp;Congrats on your launch! It&#8217;s really super easy and interesting. No need to understand more and more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ajustrun this is fun way especially to target young parents on which involving introductory of AI benefits in this way of adoption. Good job!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@robert_whitney\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_whitney<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a>&nbsp;This is an amazing tool for kids! I\u2019m sure you\u2019ll have a lot of happy users. Congrats and upvotes from me!<br \/>Many years ago I would\u2019ve bought something like this for myself at school, I\u2019d be thrilled to make tons of Sailor Moon stickers \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was fortunate to have <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a>  send me a Stickerbox so I could play around with one ahead of launch \u2014 and<strong> <em>man is this thing fun!<\/em><\/strong><em> <\/em><\/p>\n<\/p>\n<p>Once you get it online, you simply conjure up some image in my your mind and then say it out loud \u2014 the Stickerbox takes what you said and then prints a black and white sticker that you can color in with the provided colored-pencils. So fun! \ud83d\udd8d\ufe0f<\/p>\n<\/p>\n<p>I&#8217;m shocked at how much AI you can get away with in a child&#8217;s toy \u2014 and it shows that if we lean into the mystery and creativity of generative AI (with appropriate guardrails, OFC), you can create something delightful and engaging and that gives kids a way to express themselves, rather than turning them into mindless thumbs scrolling the infinite feed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I had watched this super cool video on LinkedIn (shared by Jason Fried) <\/p>\n<p>Good luck for the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@k_j1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k_j1<\/a>&nbsp;Thanks so much. Excited to be sharing with the PH community!<\/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>My new favorite thing as a parent. A big thank you to <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a> for sending me a unit to test and I&#8217;m not lying that it felt like Christmas. My daughter wakes up every morning now asking if she can use <a href=\"https:\/\/www.producthunt.com\/products\/stickerbox\" target=\"_blank\" rel=\"noopener\">@Stickerbox<\/a> and it&#8217;s become a great motivator to finish her homework or chores. <\/p>\n<p>Stickerbox has helped her improve her English (we&#8217;re living in Japan), explore her creativity, and most importantly, help her with her focus. <\/p>\n<p>Read my full review: <a href=\"https:\/\/www.producthunt.com\/p\/general\/stickerbox-review-a-kids-safe-ai-box-is-my-daughters-favorite-new-toy\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/p\/general\/stickerbox-review-a-kids-safe-ai-box-is-my-daughters-favorite-new-toy<\/a><\/p>\n<p>Congrats to the whole team and very excited to see how Stickerbox evolves.<\/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>Love how it turns wild voice ideas into real stickers kids can color n stick everywhere, might grab one for my little daughter.<\/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>I love this one! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Thanks Nika!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been loving Stickerbox and curious if you have any software updates planned?<\/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\/@jasontoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasontoff<\/a>&nbsp;Yes! We will be continually pushing out software updates to both the Stickerbox and the parent companion app. Reprinting your favorite stickers, creating your own reusable characters and much more to come. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>We love our StickerBox&#8230; it&#8217;s become a daily obsession for our three year old. Congrats on building something amazing. <\/p>\n<\/p>\n<p>We would love to be able to fix characters across multiple stickers to create stories!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kids (and big kids \ud83d\ude04) get to say something wild like \u2018a cloud-surfing unicorn with sunglasses\u2019 and a few seconds later hold it in sticker form! That\u2019s pure magic. \ud83e\udd84\u2728 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the kind of tech that actually feels wholesome. Turning imagination into something they can hold? Beautiful.<\/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>Wow! Really amazing idea. Nice use of AI.<br \/>Kids are gonna love it!<\/p>\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>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>As a parent, this looks like something my kid would absolutely love. Is it easy for children to use on their own?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looks like the ultimate holiday gift! transforming &#8216;wild ideas&#8217; into immediate stickers is such a fun hook. Can&#8217;t wait to see what kids create with 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was thinking about building this! I print a sticker for my daughter&#8217;s lunch every day using one of the little bluetooth sticker label printers. My only feedback is &#8211; Ship to Canada!  <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a> Can I work out a one-off deal for you to send me one haha?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bought! My kid is going to love 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing idea! We need more AI projects for kids\u2014the potential is huge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hi <a href=\"https:\/\/www.producthunt.com\/@robert_whitney\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robert_whitney\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_whitney<\/a> and <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a> , I couldn&#8217;t find a definition or meaning online for the term &#8220;Internet Browning&#8221;. Is that a real term, or a typo?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e11e3288-90ea-4728-ac85-05c6e625d1d1.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting toy for my kids! not so often to see hardware on PH but it is great launch! Would you offer prompt templates for hottest stickers lol?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beautiful product, beautiful video you made for it!<\/p>\n<p>I have instantly wondered about the number of stickers in the pack: 180 is perhaps even more than enough. Anyway, the logistics of sticker packs should be way simpler than devices.<\/p>\n<p>Got one question, though: <br \/>What if the reality doesn&#8217;t align with a child&#8217;s imagination of &#8220;AI magic&#8221;? Is there a chance of disappointment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/stickerbox\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"stickerbox\" target=\"_blank\" rel=\"noopener\">@Stickerbox<\/a> Kid safe AI voice to sticker is brilliant! The parenting angle makes total sense. How are you handling the AI content moderation to keep things appropriate for kids? <\/p>\n<p>Are parents able to customize what types of stickers can be generated? <\/p>\n<p>This could be great for creative expression without screen time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy customer of Stickerbox! (and also early investor, so got the early version) My 4-year-old daughter loves creating and coloring her stickers. She now has a book collection of them! It also works in both English and Mandarin &#8211; even with her toddler-ish accent. Super excited to see the launch <a href=\"https:\/\/www.producthunt.com\/@ajustrun\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ajustrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajustrun<\/a> <a href=\"https:\/\/www.producthunt.com\/@robert_whitney\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robert_whitney\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_whitney<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;m interested to know if the AI is running on the device, or if a cloud connection is necessary for it to operate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How the hell does it not run out of API 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<\/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\/UWH47LV74VCLD7\" class=\"app-title\">Aha 2.0<\/a><\/p>\n<div class=\"one-liner\">AI employee that runs influencer marketing from start to end<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">395<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411AI\u516c\u53f8\u7684\u5168\u6d41\u7a0bAI\u5458\u5de5\uff0c\u4ece\u5339\u914d\u3001\u89e6\u8fbe\u3001\u8c08\u5224\u5230\u5408\u540c\u3001\u5185\u5bb9\u5ba1\u6838\u4e0e\u7ee9\u6548\u8ffd\u8e2a\uff0c\u4e00\u7ad9\u5f0f\u89e3\u51b3\u7f51\u7ea2\u8425\u9500\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u6df7\u4e71\u3001\u4f4e\u6548\u4e0e\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\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\/2af0ca4b-6b85-45be-a0c9-326b8dcc4dd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81472d55-597d-4d3e-9472-70bc2290747a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/612c10c0-3044-4de6-9528-9a1e795432ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23c999ea-9cd6-4e09-89f0-c1554c613336.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41cdfb12-ac76-4f29-8fd8-2b397c201601.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e16d0766-3945-418b-8472-4d314ad770b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07471ddf-0b20-445c-b46b-5c273a558b66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0938f924-80af-42ac-8d07-e9a896a1236b.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\/e2961bb3-8882-4592-9566-2655ccb8a63d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_7qxwRAFqSI\"><source src=\"https:\/\/youtu.be\/_7qxwRAFqSI\" 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\">Branding<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Influencer marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u7f51\u7ea2\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">AI\u5458\u5de5<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500SaaS<\/span><br \/>\n            <span class=\"tag\">B2B\u8425\u9500\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f71\u54cd\u529b\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u6d41\u7a0b\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n            <span class=\"tag\">\u7ee9\u6548\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u5408\u540c\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/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\u201cAI\u5458\u5de5\u201d\u6982\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u8282\u7701\u65f6\u95f4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5339\u914d\u7b97\u6cd5\u7684\u5177\u4f53\u903b\u8f91\u3001\u6548\u679c\u8861\u91cf\u6307\u6807\u3001\u8c08\u5224\u7684\u81ea\u52a8\u5316\u7a0b\u5ea6\u3001\u662f\u5426\u652f\u6301\u591a\u8bed\u8a00\u6d3b\u52a8\u53ca\u514d\u8d39\u8bd5\u7528\u3002\u521b\u59cb\u4eba\u56de\u590d\u8be6\u7ec6\uff0c\u5c55\u793a\u4e86\u7b97\u6cd5\u5347\u7ea7\u3001\u53cd\u6b3a\u8bc8\u7cfb\u7edf\u548c\u591a\u8bed\u8a00\u652f\u6301\u7b49\u6838\u5fc3\u4f18\u52bf\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                Aha 2.0\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u7f51\u7ea2\u6570\u636e\u5e93\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u201c\u6267\u884c\u5c42\u201d\u7684\u66ff\u4ee3\u8005\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u6548\u7387\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u7f51\u7ea2\u8425\u9500\u8fd9\u4e00\u9ad8\u5ea6\u975e\u6807\u3001\u4f9d\u8d56\u4eba\u9645\u6c9f\u901a\u7684\u201c\u827a\u672f\u201d\uff0c\u5c01\u88c5\u6210\u4e00\u4e2a\u53ef\u9884\u6d4b\u3001\u53ef\u89c4\u6a21\u5316\u4ea4\u4ed8\u7684\u201c\u5de5\u7a0b\u5316\u201d\u6d41\u7a0b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u76f4\u51fb\u884c\u4e1a\u6700\u6df1\u7684\u6096\u8bba\uff1a\u4ef7\u503c\u516c\u8ba4\uff0c\u4f46\u6267\u884c\u6df7\u6c8c\u3002\u901a\u8fc7AI\u63a5\u7ba1\u4ece\u5bfb\u627e\u5230\u8ffd\u8e2a\u7684\u5168\u94fe\u8def\uff0c\u5b83\u65e8\u5728\u5c06\u54c1\u724c\u65b9\u89d2\u8272\u4ece\u201c\u75b2\u4e8e\u5954\u547d\u7684\u534f\u8c03\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u5173\u952e\u8282\u70b9\u7684\u5ba1\u6279\u8005\u201d\u3002\u5176\u5ba3\u79f0\u7684\u57fa\u4e8e300+\u54c1\u724c\u5b9e\u6218\u6570\u636e\u4f18\u5316\u7684\u7b97\u6cd5\u3001\u591a\u5c42\u53cd\u6b3a\u8bc8\u7cfb\u7edf\u53ca\u201c\u540e\u4ed8\u8d39\u201d\u6a21\u5f0f\uff0c\u5171\u540c\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u964d\u4f4e\u51b3\u7b56\u98ce\u9669\u201d\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\u8fd9\u5c24\u5176\u5bf9\u5bfb\u6c42\u5feb\u901f\u89c4\u6a21\u5316\u7684AI\u516c\u53f8\u5177\u6709\u5438\u5f15\u529b\uff0c\u56e0\u4e3a\u5b83\u4eec\u5f80\u5f80\u7f3a\u4e4f\u6210\u719f\u7684\u8425\u9500\u56e2\u961f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6f5c\u5728\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201cAI\u8c08\u5224\u201d\u7684\u8fb9\u754c\u6a21\u7cca\uff0c\u5728\u6d89\u53ca\u590d\u6742\u6743\u76ca\u7684\u5546\u4e1a\u8c08\u5224\u4e2d\uff0cAI\u80fd\u5426\u771f\u6b63\u66ff\u4ee3\u4eba\u7684\u5224\u65ad\u4e0e\u535a\u5f08\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5c06\u6210\u529f\u6848\u4f8b\u96c6\u4e2d\u4e8e\u201cAI\u516c\u53f8\u201d\u8fd9\u4e00\u5782\u76f4\u9886\u57df\uff0c\u867d\u6709\u5229\u4e8e\u65e9\u671f\u5b9a\u4f4d\uff0c\u4f46\u4e5f\u53ef\u80fd\u66b4\u9732\u5176\u7b97\u6cd5\u5728\u66f4\u5e7f\u6cdb\u6d88\u8d39\u54c1\u724c\u9886\u57df\u7684\u9002\u914d\u6027\u5c1a\u672a\u5f97\u5230\u9a8c\u8bc1\u3002\u6700\u540e\uff0c\u62d2\u7edd\u63d0\u4f9b\u4f20\u7edf\u514d\u8d39\u8bd5\u7528\uff0c\u867d\u4ee5\u201c\u6d89\u53ca\u771f\u5b9e\u6210\u672c\u201d\u4e3a\u7531\uff0c\u4f46\u4e5f\u53ef\u80fd\u62ac\u9ad8\u5c1d\u9c9c\u95e8\u69db\uff0c\u5c06\u5ba2\u6237\u9501\u5b9a\u5728\u5df2\u51b3\u5fc3\u6295\u5165\u7684\u4e2d\u5927\u578b\u6d3b\u52a8\u4e0a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cAha\u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u54c1\u724c\u65b9\u613f\u610f\u4e3a\u4e86\u6d41\u7a0b\u7684\u786e\u5b9a\u6027\u548c\u65f6\u95f4\u8282\u7701\uff0c\u8ba9\u6e21\u4e00\u90e8\u5206\u5bf9\u201c\u5173\u7cfb\u201d\u548c\u201c\u76f4\u89c9\u201d\u7684\u63a7\u5236\u6743\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u5728\u590d\u6742\u4eba\u9645\u4ea4\u4e92\u4e2d\u8868\u73b0\u7684\u201c\u53ef\u9760\u5ea6\u201d\u4e0e\u201c\u4eba\u6027\u5316\u201d\u7684\u5e73\u8861\uff0c\u80fd\u5426\u771f\u6b63\u8d85\u8d8a\u4eba\u7c7b\u6267\u884c\u8005\u7684\u5e73\u5747\u6c34\u5e73\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\">Aha 2.0<\/span>\n                <\/div>\n<div class=\"comment-content\">Built for AI companies. Aha handles matching, outreach, negotiation, contracts, content review, follow-ups, and performance tracking. All you do is review and approve, just like a boss. Shaped by real campaigns with 300+ global brands, Aha 2.0 delivers a safer, more reliable way to work with influencers.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\ude80 I\u2019m Kay, founder of Aha.<\/strong><\/p>\n<p>I\u2019ve spent the past seven years deeply involved in influencer marketing, and I know just how painful it can be. For a long time, I watched teams struggle with the same challenges my own team faced. It took weeks just to find influencers, pricing was pure guesswork, follow-ups often went late into the night, and content still had to be reviewed manually across multiple tools.Everyone says influencer marketing works, but very few are willing to admit that the execution is chaotic, slow, repetitive, and completely dependent on people.<\/p>\n<p><strong>That reality is why we created Aha. Today, we\u2019re excited to introduce Aha 2.0.<\/strong><\/p>\n<p>It built for AI companies that want to gain exposure, and scale through influencer marketing without the usual chaos. It acts like your 24\/7 AI employee that runs influencer marketing from start to end: finding creators, outreach, negotiation, contracts, content reviews, follow-ups, and performance tracking.<\/p>\n<p>You decide. Aha executes.<\/p>\n<p>\ud83d\udcb0<strong>Pricing is simple<\/strong>: Top up first. Only pay after influencer delivered. Refunds available.<\/p>\n<p>Aha 2.0 means a lot to us. If you try it out or share feedback, we\u2019d truly appreciate it. Thank you for being here \ud83d\ude4f\u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a>&nbsp;<strong>Great focus on AI companies!<\/strong> Is there a specific niche\/size of creator the platform excels at finding?<\/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\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a>&nbsp;Huge congrats on the launch of Aha 2.0, Kay! \ud83d\ude80 Having an AI handle the chaotic side of influencer marketing sounds like a game-changer for scaling teams. I&#8217;m curious, does the AI handle negotiations based on a set budget range, or do we need to approve each price point 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a>&nbsp;Love the concept. It\u2019s always tough for brands to measure influencer performance and real ROI. What metrics does this tool provide to show whether an influencer is actually an effective partner? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch\u2014love the concept of an AI-powered influencer marketing \u201cteam\u201d working 24\/7.<\/p>\n<p>From a clarity &amp; conversion lens: when a brand manager opens Aha for the first time, what\u2019s the single belief you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can launch an influencer campaign faster than ever before.\u201d<br \/>Or:<br \/>\u2022 \u201cI no longer need to manage dozens of creator relationships manually.\u201d<br \/>Because in growth tools like this, the biggest barrier often isn\u2019t feature count\u2014it\u2019s belief.<br \/>Curious how you\u2019re framing that for first-time users.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a>&nbsp;<\/p>\n<p>Great question \ud83c\udf89 and I\u2019m really glad to reply!!<\/p>\n<p>The core belief we want users to form in the first few seconds is: \u201cAha is your 24\/7  influencer-marketing employee that runs the entire process from start to end.\u201d<\/p>\n<\/p>\n<p>Once you see it as an employee, everything becomes clear. It means you no longer need to be stuck doing all the painful, repetitive work yourself.<\/p>\n<p>No more spending days finding the right influencers.<\/p>\n<p>No more manually emailing people one by one.<\/p>\n<p>No more endless back-and-forth.<\/p>\n<p>No more chasing influencer contracts and approvals.<\/p>\n<\/p>\n<p><strong>Scaling quickly is more of a result. When efficiency improves, you naturally end up working with more influencers in less time.<\/strong><\/p>\n<\/p>\n<p>What stays in your control are the key checkpoints: setting up a campaign, confirming the ready-to-collaborate list, and reviewing content. You only spend time on the decisions that truly matter, and Aha takes care of everything else.<\/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><strong>Hi! I\u2019m Francis, CPO of Aha.<\/strong><\/p>\n<p>Aha 2.0 comes with several upgrades shaped by working with more than 300 global brands. We focused on making the entire experience smoother and more reliable.&nbsp;<\/p>\n<p><strong>Algorithm &amp; data upgrades<\/strong><\/p>\n<ul>\n<li>\n<p>Across 300 real brand campaigns, CPM dropped 23% vs March.<\/p>\n<\/li>\n<li>\n<p>Vetted, high-quality influencers increased from 2M to 5M<\/p>\n<\/li>\n<\/ul>\n<p><strong>Outreach efficiency<\/strong><\/p>\n<ul>\n<li>\n<p>2\u00d7 higher acceptance rate at larger outreach volume<\/p>\n<\/li>\n<li>\n<p>AI-generated personalized messages and automatic reply classification<\/p>\n<\/li>\n<li>\n<p>Multilingual localization for efficient global collaboration<\/p>\n<\/li>\n<\/ul>\n<p><strong>Trust &amp; delivery<\/strong><\/p>\n<ul>\n<li>\n<p>Creator credit system &amp; delivery scoring for long-term quality assurance<\/p>\n<\/li>\n<li>\n<p>100% refund protection for non-delivery, fake data, or low-quality content<\/p>\n<\/li>\n<li>\n<p>Enhanced verification for outreach domain authenticity<\/p>\n<\/li>\n<li>\n<p>Multi-layer anti-fraud system ensuring data integrity and reliable delivery<\/p>\n<\/li>\n<\/ul>\n<p><strong>And there\u2019s much more in this release, all built toward one goal\uff1amaking influencer collaboration faster, safer, and more reliable.&nbsp;<\/strong><\/p>\n<p>Would love for you to give it a try and share any feedback \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who runs lots of small campaigns, I really appreciate tools that simplify the chaos. It doing matching, outreach, contracts and tracking for me feels like next-level support. I&#8217;d love to try this and see how much work it really saves.<\/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\/@sukumar_sukumar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sukumar_sukumar1<\/a>&nbsp;Thanks for the love! Welcome to sign up on our website and try it out. If you have any questions, you can also book a demo. Our team is always here 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like something I personally needed months ago. Managing influencers manually drains so much time and the back-and-forth always slows me down. An AI that handles everything while I just review like a boss sounds unbelievably helpful. I&#8217;m genuinely curious to test this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_jack4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_jack4<\/a>&nbsp;Thanks so much for sharing this! We\u2019ve been through that same pain ourselves, and that\u2019s exactly why we built Aha to handle all the back-and-forth and manual coordination. If you\u2019re curious to see how different the flow feels, you can book a demo on our website and we\u2019ll walk you through it step by step \ud83c\udf7b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;m honestly impressed by how it handles influencer campaigns fromstart to finish. As someone who usually juggles outreach and negotiations myself, having an AI employee take over the messy parts feels like a dream. I&#8217;d love to try this flow and see the difference.<\/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\/@robert_smith52\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_smith52<\/a>&nbsp;Wow, thank you soooo much! That means a lot to us. If you\u2019d like to give it a try, you can book a demo on our website. Our team will walk you through everything step by step \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have landed two campaigns with Aha, and the number and quality of KOLs are very high, and the recommendations are also very accurate. Expect AHA 2.0<\/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\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a>&nbsp;Really appreciate you sharing this. Hope you\u2019ll love Aha 2.0 even more \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@luvian_yu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"luvian_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luvian_yu<\/a> and team! Great hunt <a href=\"https:\/\/www.producthunt.com\/@zaczuo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> !<\/p>\n<p>\u0421an Aha support multi-language campaigns or is it primarily English-focused for 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>Thanks <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a>&nbsp;. Yes, Aha fully supports multi-language, global campaigns. <\/p>\n<p>Aha works across 140+ countries and languages. When you create a campaign, you can simply choose the target country and language.<\/p>\n<p>The AI also handles localized communication, so outreach and negotiation can happen in each creator\u2019s native language, no manual translation needed.<\/p>\n<p>So whether you&#8217;re running campaigns in English, Spanish, Korean, Japanese, German, or across mixed regions, Aha can manage and execute it from start to end.<\/p>\n<p>Happy to share more if you\u2019re exploring global markets!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lately I\u2019ve started to see some Reddit posts that are unobviously written by AI and are liked by AI accounts. They (very gently!) promote some of their stuff by giving some valuable information as well. The key point is that people notice that and despite AI agents itself upvote such posts as hell, real people hate it when notice that something is off and it looks promote-y and fishy.<\/p>\n<\/p>\n<p>How do you solve this problem in your 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a>&nbsp;<\/p>\n<p>Great question \ud83d\udc4d <\/p>\n<p>Honestly, this is one of the biggest problems in the influencer space. There\u2019s a huge amount of noise out there: promo accounts, fake engagement rings, bought followers\u2026 all of it makes the data feel unreliable.<\/p>\n<\/p>\n<p>That\u2019s exactly why we built a multi-layer filtering pipeline inside Aha. Before a influencer even has the chance to be recommended, we\u2019ve already removed the obvious bad actors through blacklists and behavior checks. Then we filter out content with unnatural engagement patterns. And right before a influencer joins a campaign, we run one more real-time check to make sure their recent data still looks healthy.<\/p>\n<\/p>\n<p>Influencer who fail these checks either get down-ranked or removed completely, so what you see in Aha is the cleaner, more trustworthy side of the ecosystem. That\u2019s also why the recommendations tend to feel \u201creal\u201d instead of spammy or AI-generated.<\/p>\n<\/p>\n<p>For us, the entire goal is simple: only let brands work with influencers who are authentic, consistent, and actually deliver. Everything else we actively filter 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>I need some tools to facilitate my kol marketing. Is there a free trial?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a>&nbsp;<\/p>\n<p>Thanks for asking!<\/p>\n<p>Aha isn\u2019t a single-step tool. It helps you run influencer campaigns from start to end. Since a live campaign involves real creators and real collaboration costs, it\u2019s difficult for us to offer a traditional free trial.<\/p>\n<p>If you\u2019d like to get a clear sense of how it works, welcome to book a demo on our website. Our team would be happy to show you everything step by step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Extremely painful to source, outreach and arrange influencers for my content marketing &#8211; Aha saves me! Will you display reviews and leaderboard of those influencers in future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;<\/p>\n<p>Thanks! <\/p>\n<p>Totally feel you. Doing influencer marketing the traditional way is truly painful. That\u2019s exactly why we built Aha \u2014 to let AI take care of the dirty work so people can focus on real decision-making and the things that actually matter.<\/p>\n<\/p>\n<p>Right now we already have an influencer scoring system based on past delivery performance. We also show best-price benchmarks, audience insights, and estimated CPC\/CPM. All of this makes it much easier for brands to choose the influencers they ultimately want to work with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting! How does Aha choose which influencers match a brand or campaign is it based on niche, engagement, or location?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a>&nbsp;<strong>Great question!<\/strong><\/p>\n<p>Matching on Aha happens in two steps. The first step is setting up your campaign. You need to define your product\u2019s core value, your target audience, and the markets you want to reach. Then ,Aha has a clear brief of what your campaign requires.<\/p>\n<p>The second step is powered by Aha\u2019s LLM based matching system. It does not rely on tags or historical clicks. Instead, it allows AI to work like a marketing expert by analyzing a influencer\u2019s content, audience profile, niche, region, and many other factors. Through multiple rounds of recall, coarse ranking and fine ranking, Aha identifies the influencers who are the best fit for your brand and campaign.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Aha is an excellent product. I&#8217;ve been using it for a long time, and our company&#8217;s external KOL collaborations are almost entirely through Aha. It&#8217;s very reliable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 have personally singed from my two accounts but never got any deals \ud83e\udd72 pls let me know where i am wrong ( btw i signed from X accounts)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I haven\u2019t tried it yet, but looks very promising. I spent the last few weeks trying to find influencers to work with, and it\u2019s such a pain. Good luck guys!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">\ud83e\udd0c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A great tool to manage your influencer campaign! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a>&nbsp;Thanks soooo much, hope you enjoy it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Aha identify and rank influencers for a campaign?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;<\/p>\n<p>Happy to explain!<\/p>\n<p>Matching on Aha starts with your campaign setup. You define your product\u2019s selling points, your target audience, the markets you want to reach, the platforms you want influencers from, your budget, and so on. Once everything is set, Aha can begin the matching process.<\/p>\n<\/p>\n<p>The matching doesn\u2019t rely on surface tags like \u201cAI\u201d or \u201ctools\u201d . Instead,  AI works more like a marketing expert that understands both your product and the influencers.<\/p>\n<ul>\n<li>\n<p>In the recall stage, it looks at your product category and target audience and pulls a broad group of influencers who align with that profile.<\/p>\n<\/li>\n<li>\n<p>In the coarse-ranking stage, it filters that group based on influencer activity, your target regions, content performance, and whether their behavior looks healthy and trustworthy. This helps ensure the influencers are real, active, and suitable for collaboration.<\/p>\n<\/li>\n<li>\n<p>In the fine-ranking stage, it checks deeper promotional fit, such as audience overlap and content-theme alignment with your product.<\/p>\n<\/li>\n<\/ul>\n<p>The final output is a high-confidence list with matching scores, giving you influencers who truly fit your brand and campaign.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Managing influencers from end to end is no small thing.<\/p>\n<p>One question though,<br \/>what happens when a situation gets emotional or requires human judgment?<\/p>\n<p>Does Aha have a way to handle those cases differently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hee323\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hee323<\/a>&nbsp;<\/p>\n<p>Hah, great question!<br \/>In the influencer outreach step, Aha uses intent detection and automated replies. Based on the influencer\u2019s wording and tone, Aha takes different actions. For example:<\/p>\n<ul>\n<li>\n<p>If an influencer agrees to collaborate, Aha guides them into the platform to complete the acceptance and content delivery process.<\/p>\n<\/li>\n<li>\n<p>If an influencer has questions, Aha pulls from our continuously updated knowledge base of common questions and responds automatically.<\/p>\n<\/li>\n<li>\n<p>When a situation becomes complex or unclear, such as emotional conversations or anything that requires human judgment as you mentioned, Aha flags it and turns it over to our operations team for manual handling.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/EVCMHTUHOIK63O\" class=\"app-title\">Mistral 3<\/a><\/p>\n<div class=\"one-liner\">A family of frontier open-source multimodal models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">332<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mistral 3\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u524d\u6cbf\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u4ece\u8f7b\u91cf\u5230\u9876\u7ea7\u7684\u591a\u79cd\u89c4\u683c\u9009\u62e9\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u8ffd\u6c42\u9ad8\u6027\u80fdAI\u65f6\u9762\u4e34\u7684\u6210\u672c\u63a7\u5236\u3001\u90e8\u7f72\u7075\u6d3b\u6027\u548c\u5546\u4e1a\u6388\u6743\u987e\u8651\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5eb67b80-9a60-4278-853a-8c5129f8bd90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef38635a-d464-4daf-a961-92339c6b0f66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9283c704-2ef6-4ab2-a6b0-3a9d5ea78506.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d7f72c0-84cc-461a-885d-b73a5cba97b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70f6924c-501c-4b75-8d5a-f2b835927df6.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\">Open Source<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u7ea7\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">Apache 2.0\u8bb8\u53ef<\/span><br \/>\n            <span class=\"tag\">\u6027\u80fd\u6210\u672c\u6bd4<\/span><br \/>\n            <span class=\"tag\">\u524d\u6cbf\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5f00\u6e90\u4ef7\u503c\u4e0e\u8f7b\u91cf\u5316\u90e8\u7f72\u4f18\u52bf\uff0c\u5e76\u5173\u6ce8\u4e0e\u7ade\u54c1\u7684\u6027\u80fd\u5bf9\u6bd4\uff08\u5982\u903b\u8f91\u3001\u4ee3\u7801\u80fd\u529b\uff09\u3002\u6838\u5fc3\u5efa\u8bae\u805a\u7126\u4e8e\uff1a\u660e\u786e\u5411\u5f00\u53d1\u8005\u4f20\u9012\u201c\u4f4e\u6210\u672c\u90e8\u7f72\u9876\u5c16\u6a21\u578b\u201d\u7684\u6838\u5fc3\u4fe1\u5ff5\uff0c\u4ee5\u53ca\u5398\u6e05\u6700\u80fd\u53d7\u76ca\u7684\u76ee\u6807\u884c\u4e1a\u548c\u5e02\u573a\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                Mistral 3\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u98de\u8dc3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u751f\u6001\u5361\u4f4d\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u5355\u7eaf\u6307\u5411\u53c2\u6570\u89c4\u6a21\u7684\u519b\u5907\u7ade\u8d5b\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u5bb6\u65cf\u5316\u201d\u4ea7\u54c1\u77e9\u9635\uff0c\u7cfb\u7edf\u6027\u62c6\u89e3\u4e86\u5f00\u6e90\u6a21\u578b\u843d\u5730\u7684\u73b0\u5b9e\u67b7\u9501\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5c42\u9762\uff0c\u5b83\u73a9\u4e86\u4e00\u624b\u7cbe\u660e\u7684\u201c\u7ec4\u5408\u62f3\u201d\uff1a\u7528Apache 2.0\u8bb8\u53ef\u8bc1\u63d0\u4f9b\u6beb\u65e0\u6cd5\u5f8b\u540e\u987e\u4e4b\u5fe7\u7684\u5546\u4e1a\u81ea\u7531\uff0c\u752814B\u5230675B\u53c2\u6570\u7684\u5bbd\u8c31\u7cfb\u8986\u76d6\u4ece\u6d4f\u89c8\u5668\u8fb9\u7f18\u8ba1\u7b97\u5230\u4e91\u7aef\u5927\u89c4\u6a21\u670d\u52a1\u7684\u5168\u573a\u666f\uff0c\u518d\u7528\u201c\u6027\u80fd\u6210\u672c\u6bd4\u201d\u8fd9\u4e00\u76f4\u767d\u4e3b\u5f20\uff0c\u76f4\u63a5\u523a\u75db\u4e86\u90a3\u4e9b\u53d7\u56f0\u4e8e\u5929\u4ef7\u63a8\u7406\u6210\u672c\u7684\u52a1\u5b9e\u5f00\u53d1\u8005\u3002\u8fd9\u6807\u5fd7\u7740\u5f00\u6e90AI\u7684\u7ade\u4e89\u91cd\u5fc3\uff0c\u6b63\u4ece\u201c\u7eb8\u9762\u57fa\u51c6\u201d\u8f6c\u5411\u201c\u7efc\u5408\u62e5\u6709\u6210\u672c\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u53cd\u9988\u63ed\u793a\u4e86\u5176\u5149\u6655\u4e0b\u7684\u6697\u89d2\u3002\u6709\u7528\u6237\u6307\u51fa\u5176\u65d7\u8230\u6a21\u578bMistral Large 3\u5728\u903b\u8f91\u3001\u4ee3\u7801\u7b49\u786c\u6838\u4efb\u52a1\u4e0a\u4ecd\u7a0d\u900a\u4e8e\u5982DeepSeek\u7b49\u7ade\u54c1\u3002\u8fd9\u66b4\u9732\u51fa\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5728\u201c\u524d\u6cbf\u201d\u5ba3\u79f0\u4e0e\u201c\u6700\u4f73\u6210\u672c\u6bd4\u201d\u4e4b\u95f4\uff0c\u5b58\u5728\u9700\u8981\u6743\u8861\u7684\u5f20\u529b\u3002\u7528\u6237\u8d5e\u626c\u5176\u591a\u8bed\u8a00\u548c\u8f7b\u91cf\u5316\u4f18\u52bf\uff0c\u6070\u6070\u8bf4\u660e\u5176\u5e02\u573a\u7a81\u7834\u53e3\u53ef\u80fd\u5e76\u975e\u5728\u5168\u9762\u78be\u538b\u95ed\u6e90\u6a21\u578b\uff0c\u800c\u662f\u5728\u7279\u5b9a\u4f18\u52bf\u573a\u666f\uff08\u5982\u6b27\u6d32\u591a\u8bed\u8a00\u73af\u5883\u3001\u8fb9\u7f18 multimodal \u5e94\u7528\uff09\u6784\u5efa\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u7280\u5229\u7684\u6d1e\u5bdf\u6765\u81ea\u90a3\u6761\u5173\u4e8e\u201c\u4fe1\u5ff5\u201d\u7684\u8bc4\u8bba\u3002\u5b83\u76f4\u6307\u5f53\u4e0b\u5f00\u6e90\u6a21\u578b\u63a8\u5e7f\u7684\u6838\u5fc3\u969c\u788d\uff1a\u8bf4\u670d\u529b\u3002Mistral\u9700\u8981\u56de\u7b54\u7684\uff0c\u5df2\u4e0d\u4ec5\u662f\u201c\u6211\u6027\u80fd\u591a\u597d\u201d\uff0c\u66f4\u662f\u201c\u4f60\u4e3a\u4f55\u6562\u7528\u6211\u66ff\u4ee3\u73b0\u6709\u65b9\u6848\u201d\u3002\u662f\u5c06\u201c\u4f01\u4e1a\u7ea7\u63a7\u5236\u529b\u201d\u8fd8\u662f\u201c\u65e0\u75db\u90e8\u7f72\u201d\u4f5c\u4e3a\u9996\u8981\u4fe1\u606f\u94a9\u5b50\uff0c\u51b3\u5b9a\u4e86\u5176\u5438\u5f15\u7684\u662f\u4fdd\u5b88\u7684\u5927\u578b\u673a\u6784\u8fd8\u662f\u6fc0\u8fdb\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u3002Mistral 3\u63d0\u4f9b\u4e86\u51fa\u8272\u7684\u6280\u672f\u9009\u9879\uff0c\u4f46\u5176\u5e02\u573a\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4e3a\u4e0d\u540c\u7ec6\u5206\u7528\u6237\u94f8\u9020\u90a3\u628a\u6253\u5f00\u201c\u4fe1\u5ff5\u4e4b\u95e8\u201d\u7684\u94a5\u5319\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\">Mistral 3<\/span>\n                <\/div>\n<div class=\"comment-content\">Mistral 3 includes three state-of-the-art small, dense models (14B, 8B, and 3B) and Mistral Large 3 \u2013 our most capable model to date \u2013 a sparse mixture-of-experts trained with 41B active and 675B total parameters. All models are released under the Apache 2.0 license. The Ministral models represent the best performance-to-cost ratio in their category. At the same time, Mistral Large 3 joins the ranks of frontier instruction-fine-tuned open-source models.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Im really impressed with GPT OSS 120B in Antigravity. Its suppose to be level with gpt5 etc. And its possible to run on mac studio, with the highest specs etc. So future look good for local Agentic LLM&#8217;s. would love to compare this to the GPT OSS model. A local cursor IDE would be huge. Its kind of sad that coding is pay to play at the moment. I spend 100$ a day in coding. It&#8217;s wild.<\/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>Impressive launch\u2014especially how Mistral 7B pushes the boundaries of open models while remaining lightweight and efficient.<\/p>\n<p>From a clarity &amp; onboarding lens: when a dev or product team opens Mistral 7B for the first time, <strong>what\u2019s the single belief you want them to adopt in the first 10-15 seconds<\/strong>?<br \/>\u2022 \u201cI can deploy a best-in-class model without massive compute or bespoke infrastructure.\u201d<br \/>Or:<br \/>\u2022 \u201cThis open model gives me enterprise-grade performance with full control.\u201d<br \/>Because with foundational models, the biggest barrier isn\u2019t parameters\u2014it\u2019s belief.<br \/>Curious how you\u2019re framing that for first-time users and what the \u201caha moment\u201d looks like in your product journey.<\/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 personally tried Mistral 3 Large when it came out yesterday and think it&#8217;s a good model in terms of multilanguage and multimodality (as even the smaller models with less params can run purely in browser and confidently detect objects correctly &#8211; so kudos for that). But the Mistral 3 Large itself still seems to need a bit more power as in my own evaluations it still lags a bit behind the new deepseek 3.2 in logical thinking, coding and math tasks. But yeah, for users in european countries needing a multilingual assistant it&#8217;s still the best in that scenario<\/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>Which industries or applications do you think will benefit most from these open models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Wow it sounds amazing! Congrats on the launch. Just for curiosity, who is your target market?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/3WYRBS4ERUNAI6\" class=\"app-title\">ZapDigits<\/a><\/p>\n<div class=\"one-liner\">Quickly build client-ready marketing dashboards <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">303<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ZapDigits\u662f\u4e00\u6b3e\u4e00\u4f53\u5316\u8425\u9500\u4eea\u8868\u76d8\uff0c\u901a\u8fc7\u4e00\u952e\u8fde\u63a5Meta Ads\u3001Google Ads\u7b4920\u591a\u4e2a\u6570\u636e\u6e90\uff0c\u4e3a\u8425\u9500\u56e2\u961f\u548c\u673a\u6784\u89e3\u51b3\u4e86\u8de8\u5e73\u53f0\u6570\u636e\u5206\u6563\u3001\u624b\u52a8\u62a5\u544a\u8017\u65f6\u4f4e\u6548\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u6574\u5408\u4e0e\u5ba2\u6237\u5171\u4eab\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\/a9c9d756-7b00-48eb-81e2-d72ccd92bb33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2f99e58-6775-4513-b5bd-e1b42c510f62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb5d89fc-2e49-4b4b-be0a-4c80f2893f52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c6a20f5-4a4c-48c8-9284-c675a5170c55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1af13ab-f7fe-48d0-8c6b-e863b9c04564.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d476723-a1bd-40ca-bfc9-8469113aff90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47c778b7-a056-4084-b58c-3482fe2713e1.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\/9aa9110b-0644-4721-a8f2-81f9def4246e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=z0iovyKM7Ng\"><source src=\"https:\/\/www.youtube.com\/watch?v=z0iovyKM7Ng\" 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\">Marketing<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8425\u9500\u4eea\u8868\u76d8<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u770b\u677f<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u673a\u6784\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n            <span class=\"tag\">\u767d\u6807\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u6570\u636e\u5206\u6563\u3001\u8282\u7701\u62a5\u544a\u65f6\u95f4\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u201c\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\u201d\u3002\u4e3b\u8981\u8be2\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u589e\u52a0\u66f4\u591a\u6570\u636e\u6e90\u96c6\u6210\uff08\u5982LinkedIn Ads\u3001HubSpot\uff09\uff1b2. \u6df1\u5316\u767d\u6807\u548c\u4eea\u8868\u76d8\u6a21\u677f\u7684\u81ea\u5b9a\u4e49\u529f\u80fd\uff1b3. \u660e\u786e\u591a\u5ba2\u6237\u7ba1\u7406\u3001\u6570\u636e\u6e90\u6570\u91cf\u9650\u5236\u7b49\u7ec6\u8282\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u5e76\u900f\u9732\u4e86\u76f8\u5173\u8def\u7ebf\u56fe\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                ZapDigits\u5207\u5165\u7684\u662f\u4e00\u4e2a\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u8d5b\u9053\u2014\u2014\u8425\u9500\u6570\u636e\u6574\u5408\u4e0e\u53ef\u89c6\u5316\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u952e\u8fde\u63a5\u201d\u548c\u201c\u5b9e\u65f6\u6570\u636e\u201d\u5e76\u975e\u6280\u672f\u58c1\u5792\uff0c\u4f17\u591a\u7ade\u54c1\u65e9\u5df2\u5b9e\u73b0\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u6280\u672f\u72ec\u521b\u6027\uff0c\u800c\u5728\u4e8e\u5176\u7cbe\u51c6\u7684\u5b9a\u4f4d\u548c\u573a\u666f\u5316\u5c01\u88c5\uff1a\u5b83\u660e\u786e\u670d\u52a1\u4e8e\u8425\u9500\u673a\u6784\u548c\u521d\u521b\u516c\u53f8\uff0c\u76f4\u6307\u5176\u201c\u4e3a\u5ba2\u6237\u5236\u4f5c\u62a5\u544a\u201d\u8fd9\u4e00\u9ad8\u9891\u3001\u9ad8\u8017\u65f6\u3001\u4f4e\u6ee1\u610f\u5ea6\u7684\u6838\u5fc3\u573a\u666f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u5e76\u975e\u57fa\u7840\u8fde\u63a5\u80fd\u529b\uff0c\u800c\u662f\u201c\u767d\u6807\u5b9a\u5236\u201d\u3001\u201c\u591a\u5ba2\u6237\u89c6\u56fe\u201d\u548c\u201c\u6a21\u677f\u590d\u7528\u201d\u8fd9\u4e9b\u9ad8\u5ea6\u8d34\u5408\u673a\u6784\u4e1a\u52a1\u9700\u6c42\u7684\u7279\u6027\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u7684\u6f5c\u5728\u62a4\u57ce\u6cb3\uff1a\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u6570\u636e\u8fde\u63a5\u5668\uff0c\u6df1\u5316\u4e3a\u5d4c\u5165\u673a\u6784\u5de5\u4f5c\u6d41\u3001\u63d0\u5347\u5176\u670d\u52a1\u4ea4\u4ed8\u6548\u7387\u548c\u4e13\u4e1a\u5f62\u8c61\u7684\u201c\u5ba2\u6237\u62a5\u544a\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u56e2\u961f\u5728\u56de\u590d\u4e2d\u786e\u8ba4\u4e86\u767d\u6807\u529f\u80fd\uff0c\u5e76\u8ba1\u5212\u8ba9\u7528\u6237\u4fdd\u5b58\u81ea\u5b9a\u4e49\u6a21\u677f\uff0c\u8fd9\u662f\u6b63\u786e\u7684\u65b9\u5411\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u91cd\u5ea6\u4f9d\u8d56\u7b2c\u4e09\u65b9\u5e73\u53f0API\uff0c\u5728\u6570\u636e\u83b7\u53d6\u7a33\u5b9a\u6027\u3001\u6210\u672c\u4ee5\u53ca\u5e94\u5bf9Google\u7b49\u5de8\u5934\u653f\u7b56\u53d8\u66f4\u65f6\u5b58\u5728\u8106\u5f31\u6027\u3002\u5176\u6b21\uff0c\u5728\u529f\u80fd\u4e0a\u4e0e\u66f4\u901a\u7528\u7684BI\u5de5\u5177\uff08\u5982Power BI, Looker Studio\uff09\u4ee5\u53ca\u5782\u76f4\u7ade\u54c1\u5b58\u5728\u91cd\u53e0\uff0c\u9700\u6301\u7eed\u8bc1\u660e\u5176\u9488\u5bf9\u8425\u9500\u673a\u6784\u573a\u666f\u7684\u4f53\u9a8c\u548c\u6548\u7387\u4f18\u52bf\u8fdc\u8d85\u901a\u7528\u65b9\u6848\u3002\u6700\u540e\uff0c\u201cAll-in-one\u201d\u7684\u53e3\u53f7\u610f\u5473\u7740\u65e0\u5c3d\u7684\u96c6\u6210\u9700\u6c42\uff0c\u5f00\u53d1\u8d44\u6e90\u5c06\u88ab\u6301\u7eed\u7275\u5f15\uff0c\u9700\u8b66\u60d5\u9677\u5165\u529f\u80fd\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\u3001\u5927\u5ba2\u6237\u5b9a\u5236\u4e0e\u4ea7\u54c1\u6807\u51c6\u5316\u4e4b\u95f4\u7684\u62c9\u626f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cZapDigits\u82e5\u80fd\u5728\u6ee1\u8db3\u673a\u6784\u54c1\u724c\u5316\u3001\u6279\u91cf\u5316\u5ba2\u6237\u62a5\u544a\u7ba1\u7406\u9700\u6c42\u4e0a\u505a\u5230\u6781\u81f4\uff0c\u5e76\u6784\u5efa\u56f4\u7ed5\u201c\u5ba2\u6237\u534f\u4f5c\u201d\uff08\u5982\u8bc4\u8bba\u3001\u4efb\u52a1\u6307\u6d3e\uff09\u7684\u8f7b\u91cf\u7ea7\u5de5\u4f5c\u6d41\uff0c\u5219\u6709\u673a\u4f1a\u4ece\u4e00\u4e2a\u4e0d\u9519\u7684\u4eea\u8868\u76d8\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u8425\u9500\u670d\u52a1\u673a\u6784\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5ba2\u6237\u6570\u636e\u95e8\u6237\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u201c\u96c6\u6210\u6570\u91cf\u201d\u7684\u519b\u5907\u7ade\u8d5b\u4e4b\u5916\uff0c\u6784\u5efa\u66f4\u6df1\u5c42\u6b21\u7684\u3001\u96be\u4ee5\u88ab\u7b80\u5355\u590d\u5236\u7684\u4e1a\u52a1\u6d41\u7a0b\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\">ZapDigits<\/span>\n                <\/div>\n<div class=\"comment-content\">ZapDigits is the all-in-one marketing dashboard built for Agencies, Startups, and founders. Connect your Meta Ads, Google Ads, GA4, Search Console, CallRail, Google Sheets, and 20+ other tools with a single click, and instantly see all your data in real time. No more scattered spreadsheets, last-minute reporting. ZapDigits brings all your marketing metrics together in one place. Share interactive dashboards with your team or clients, track tasks, and make smarter decisions faster.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters!,<\/p>\n<p>We built ZapDigits for agencies and marketing teams who spend hours every week pulling marketing data from different platforms just to keep clients updated. <\/p>\n<p>With ZapDigits, you can connect Meta Ads, Google Ads, GA4, Search Console, CallRail, Sheets, and 20+ other tools with a single click\u2014and see all your marketing metrics in real time.<\/p>\n<p>No more scattered spreadsheets, last-minute reporting, or manual updates. Dashboards update automatically and can be shared instantly with clients. We\u2019re thrilled to help agencies save time and focus on growth.<\/p>\n<p>Would love to hear what you all think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a>&nbsp;Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You already have a <em>#1 product of the day<\/em> badge on your website. Feels like you are getting another badge.<br \/>Time to make space for another \ud83d\ude42 <\/p>\n<p>Jokes apart, you have a good product. Keep going!<\/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>Haha <a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;going for another one brother. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Love ZapDigits, I can consolidate everything I need into one dashboard and not have 10 different tabs open. The team are very active and continuously updating the platform.<\/p>\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@malithmcrdev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> <a href=\"https:\/\/www.producthunt.com\/@mandy_ms\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mandy_ms\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mandy_ms<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Thank you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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>Thanks, Umar!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the Product Hunt launch! \ud83d\ude80<\/p>\n<p>We&#8217;ve been using Zapdigits for a couple of months now and love the new UI\/UX and the many data sources being added. I highly recommend it if you&#8217;re looking for an all-in-one dashboard that includes analytics, custom reporting, API, and much more.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@sam_jesani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_jesani<\/a>&nbsp;. Appreciate your support from the start. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Interesting tbh, because i am a technical person this will definitely help me with the commercial side!! Thankss<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@jaber23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaber23<\/a>&nbsp;. Let us know what you think about the product! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woah, All in one suite dashboard. Love it. Looking forward to explore the complete dashboard!<\/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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a>&nbsp;Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real pain for agencies. Manual reporting is such a time-killer. Great launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Handy dashboard! Congrats on launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@ruvik_milkis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruvik_milkis<\/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\">Congrats.. amazing product .. will be testing this one \ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks Marios, Let us know what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This tool streamlines marketing analytics for teams that lack the bandwidth to build custom data pipelines, turning fragmented metrics into a cohesive, usable resource.<\/p>\n<p>Do you plan to add integrations with additional marketing tools (e.g., LinkedIn Ads, HubSpot CRM) to expand coverage? Also, will agencies have white-labeling options to customize dashboards with their brand identity (logos, color schemes) for client-facing use?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey Nann, Yes we have LinkedIn Ads and bunch of other data sources in our roadmap: <a href=\"https:\/\/www.zapdigits.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.zapdigits.com\/roadmap<\/a><\/p>\n<\/p>\n<p>Yes, agencies can already customize their dashboard with they own branding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 one <a href=\"https:\/\/www.producthunt.com\/@malithmcrdev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Pulling Meta, GA4, CallRail, Sheets, and everything else into one place makes daily work a lot easier. how do you handle custom views when an agency wants to share dashboards with different clients?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@ciril_raj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ciril_raj<\/a>&nbsp;, we have multi client feature. You can create as many as clients possible and switch easily with any client.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not a marketing expert, but this looks beginner-friendly enough for me to try.<\/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>Hey<a href=\"https:\/\/www.producthunt.com\/@minsoo_park\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minsoo_park<\/a>&nbsp;, Yes our goal is to simplify as much as possible<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/zapdigits\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"zapdigits\" target=\"_blank\" rel=\"noopener\">@ZapDigits<\/a> Client ready dashboards without spreadsheet chaos is exactly what agencies need. The real time aspect is key for client reporting. <\/p>\n<p>How customizable are the dashboard templates? Can users white label these for their clients? <\/p>\n<p>Curious about data source integrations beyond the usual analytics platforms.<\/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>Hey Vimal,<\/p>\n<p>Currently we have limited templates but our plan is to let user save any dashboard as a template so they can re-use the same dashboard for other clients. This will rollout soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super impressive how fast everything updates. Are there any limits on the number of data sources?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@suvinlee_trav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suvinlee_trav<\/a>&nbsp;, Thanks you for the support.  For the Agency plan there is no limits for data sources. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Juggling data across a bunch of different marketing platforms has always been a pain, so it really feels like you\u2019re tackling the right problem here. And being able to just share dashboards with clients? That\u2019s honestly a pretty awesome touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@zi_woo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zi_woo<\/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\">Love the fact that you built in a Kanban &#8211; no more needing to switch apps while I\u2019m working through marketing activities. Well done!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you for the support<a href=\"https:\/\/www.producthunt.com\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/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>Hey Malith <a href=\"https:\/\/www.producthunt.com\/@malithmcrdev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> ,<\/p>\n<p>Congrats on the launch of ZapDigits! It looks like an excellent solution for agencies to save time and streamline reporting.<\/p>\n<p>How\u2019s the response been so far? Curious to know what kind of marketing goals or strategies you&#8217;re focusing on to spread the word about ZapDigits! Would love to hear more about your approach.&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey Muhammad,<\/p>\n<p>Thank you for the support. Things are going well so far, and I\u2019m currently putting a strong focus on outbound.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Real-time dashboards without the usual spreadsheet chaos sound like a huge win for busy agency teams. Which integration ended up being the most requested?<\/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>Hey Viktor, Meta ads were the most used and requested one. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! <br \/>This is much needed. Bouncing between multiple reports and spreadsheets is a pain<\/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>Thanks<a href=\"https:\/\/www.producthunt.com\/@bryce_york_ag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bryce_york_ag<\/a>&nbsp;. I totally agree! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi everyone! <\/p>\n<p>It&#8217;s been really fun working on our product and making it better and better. So many exciting new features have been added since our last launch:<br \/>New data sources, dashboard sharing for easy reporting, automated emails, custom branding options, template dashboards to get started, Google Sheets and datasets, website analytics + SEO, task management&#8230; <\/p>\n<p>We have many more plans for ZapDigits and hope some of you will be along for the ride. Feel free to visit our website and check out our product (we have a free trial). We would love to hear your thoughts! <\/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>Let&#8217;s goo <a href=\"https:\/\/www.producthunt.com\/@mandy_ms\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mandy_ms<\/a>&nbsp; !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 project! Have you considered adding an AI-driven insights feature? For example, I recently had a case in my startup: traffic from China and Singapore suddenly spiked. At first, I thought someone had written about us there, but I didn\u2019t have time to investigate. A week later, I brought in a marketer who said it was bots, as all users spent 0 seconds on the site. Then I involved a DevOps engineer, and it turned out they were bots disguised as Apple and Microsoft bots, bypassing Cloudflare protection. A lot of time and money was wasted, although AI could have made this conclusion instantly, on day one.<\/p>\n<p>I think such insights should appear in every analytics service. It makes things much easier, especially for those who don\u2019t want to dive deep.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey Mykyta, This is such a clear problem to solve. We were not planing to add this but now you gave me the idea. Thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 could see how our tool could streamline user engagement by integrating Zapdigits\u2019 verification flow, and I\u2019m definitely going to take a closer look at their launch to see how we can make this work together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Sounds amazing James. Feel free to reach out to me on LinkedIn or Twitter.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 $2 entry point. Get something. It speaks volumes<\/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<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;Hi Saul! Indeed, we are currently running a Black Friday deal offering great discounts and deals on our regular pricing (especially when selecting yearly billing). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#6<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/O6EG2JBRN4AXVQ\" class=\"app-title\">Once UI 1.5<\/a><\/p>\n<div class=\"one-liner\">Open-source designs for interactive + animated interactions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">297<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u63d0\u4f9b\u5f00\u6e90\u3001\u53ef\u4ea4\u4e92\u52a8\u753bUI\u7ec4\u4ef6\u7684\u5de5\u5177\u5305\uff0c\u901a\u8fc7\u5185\u7f6e\u5929\u6c14\u3001\u7c92\u5b50\u7b49\u89c6\u89c9\u7279\u6548\u548c\u5b9e\u65f6\u6570\u636e\u56fe\u8868\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u754c\u9762\u7f3a\u4e4f\u8868\u73b0\u529b\u4e0e\u4e2a\u6027\u3001\u52a8\u6548\u5f00\u53d1\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b762eeea-7d37-4d65-b42a-00d605b2d4e0.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div 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<\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">User Experience<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5f00\u6e90UI\u5de5\u5177\u5305<\/span><br \/>\n            <span class=\"tag\">\u4ea4\u4e92\u5f0f\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u52a8\u753b\u7279\u6548<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n            <span class=\"tag\">Next.js<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u60c5\u7eea\u5316\u754c\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\u666e\u904d\u8d5e\u8d4f\u5176\u7f8e\u5b66\u4e0e\u8868\u73b0\u529b\uff0c\u8ba4\u4e3a\u5b83\u5c06\u754c\u9762\u63d0\u5347\u4e3a\u201c\u4f53\u9a8c\u201d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0eVibe Coding\u7b49AI\u5de5\u5177\u7684\u96c6\u6210\u6f5c\u529b\u3001\u5bf9WordPress\u7b49\u975e\u4ee3\u7801\u5e73\u53f0\u7684\u517c\u5bb9\u6027\u3001\u8de8\u6846\u67b6\u6027\u80fd\u4e0e\u54cd\u5e94\u5f0f\u4f18\u5316\u3001\u5f00\u53d1\u4e2d\u6700\u96be\u6784\u5efa\u7684\u90e8\u5206\uff08MatrixFx\uff09\uff0c\u4ee5\u53ca\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\uff08\u662f\u201c\u66f4\u5feb\u4ea4\u4ed8\u201d\u8fd8\u662f\u201c\u8bbe\u8ba1-\u5f00\u53d1\u5bf9\u9f50\u201d\uff09\u7684\u7cbe\u51c6\u4f20\u8fbe\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                Once UI 1.5\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u7ec4\u4ef6\u5e93\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u8bbe\u8ba1\u7cfb\u7edf\u957f\u671f\u5ffd\u89c6\u7684\u7f1d\u9699\uff1a**\u201c\u60c5\u7eea\u201d\u4e0e\u201c\u751f\u547d\u529b\u201d\u7684\u5de5\u7a0b\u5316\u5b9e\u73b0**\u3002\u5f53Ant Design\u3001Material UI\u81f4\u529b\u4e8e\u89e3\u51b3\u4e00\u81f4\u6027\u3001\u53ef\u7528\u6027\u4e0e\u6548\u7387\u65f6\uff0cOnce UI\u5219\u8bd5\u56fe\u56de\u7b54\uff1a\u5728\u529f\u80fd\u4e4b\u4e0a\uff0c\u5982\u4f55\u8ba9\u6570\u5b57\u754c\u9762\u62e5\u6709\u547c\u5438\u3001\u6c1b\u56f4\u4e0e\u72ec\u7279\u7684\u54c1\u724c\u4eba\u683c\uff1f\u5176\u63d0\u4f9b\u7684\u5929\u6c14\u3001\u7c92\u5b50\u3001\u77e9\u9635\u7c92\u5b50\u7b49\u201c\u60c5\u7eea\u5316\u7279\u6548\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4ee5\u5f80\u9ad8\u6210\u672c\u3001\u9ad8\u5b9a\u5236\u5316\u7684\u9ad8\u7ea7\u89c6\u89c9\u52a8\u6548\uff0c\u5c01\u88c5\u6210\u4e86\u53ef\u88ab\u666e\u901a\u5f00\u53d1\u8005\u201c\u51e0\u884c\u4ee3\u7801\u201d\u8c03\u7528\u7684\u516c\u5171\u54c1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c**\u201c\u8868\u73b0\u529b\u201d\u4e0e\u201c\u6027\u80fd\/\u53ef\u8bbf\u95ee\u6027\u201d\u5b58\u5728\u5929\u7136\u5f20\u529b**\u3002\u8bc4\u8bba\u4e2d\u63d0\u53caMatrixFx\u7ec4\u4ef6\u9700\u8981\u201c\u6781\u5176\u8c28\u614e\u7684\u4f18\u5316\u201d\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5c06\u590d\u6742\u753b\u5e03\u52a8\u753b\u666e\u53ca\u5316\u6240\u4f34\u968f\u7684\u6280\u672f\u98ce\u9669\u2014\u2014\u5b83\u53ef\u80fd\u6210\u4e3a\u786c\u4ef6\u7684\u8d1f\u62c5\uff0c\u4e5f\u53ef\u80fd\u5bf9\u65e0\u969c\u788d\u8bbf\u95ee\u9020\u6210\u969c\u788d\u3002\u5176\u6b21\uff0c\u5176\u5b9a\u4f4d\u770b\u4f3c\u805a\u7126\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u201d\uff0c\u4f46\u8bc4\u8bba\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u5173\u4e8eWebflow\u3001Figma\u3001\u56e2\u961f\u5bf9\u9f50\u7684\u7591\u95ee\uff0c\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u5176\u5b9e\u9645\u5e94\u7528\u573a\u666f\u7684\u56f0\u60d1\u3002\u5b98\u65b9\u56de\u590d\u5766\u627f\u4e3b\u8981\u7528\u6237\u662f\u201c\u4ece\u6a21\u677f\u6216\u590d\u5236\u7c98\u8d34\u5757\u5f00\u59cb\u201d\u7684\u72ec\u7acb\u5f00\u53d1\u8005\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u73b0\u9636\u6bb5\u66f4\u63a5\u8fd1\u4e00\u4e2a**\u9ad8\u5ba1\u7f8e\u3001\u9ad8\u8868\u73b0\u529b\u7684\u201c\u539f\u578b\u5f3a\u5316\u5de5\u5177\u201d\u6216\u201c\u7cbe\u54c1\u542f\u52a8\u6a21\u677f\u201d**\uff0c\u800c\u975e\u4f01\u4e1a\u7ea7\u7684\u8bbe\u8ba1\u7cfb\u7edf\u57fa\u7840\u8bbe\u65bd\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740\u524d\u7aefUI\u5de5\u5177\u5f00\u59cb\u4ece\u201c\u529f\u80fd\u4e0e\u6548\u7387\u201d\u7ade\u4e89\uff0c\u5411\u201c\u8868\u73b0\u529b\u4e0e\u60c5\u611f\u5316\u201d\u7ade\u4e89\u6f14\u8fdb\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e3b\u6d41\u7cfb\u7edf\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e00\u79cd**\u98ce\u683c\u5316\u8865\u5145**\uff0c\u5e76\u8bd5\u56fe\u8bc1\u660e\uff1a\u4ee3\u7801\u7684\u201c\u827a\u672f\u6027\u8868\u8fbe\u201d\u540c\u6837\u53ef\u4ee5\u62e5\u6709\u5de5\u7a0b\u5316\u7684\u8303\u5f0f\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u7ef4\u6301\u72ec\u7279\u7f8e\u5b66\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u7a33\u5065\u7684\u6027\u80fd\u8fb9\u754c\u4e0e\u6e05\u6670\u7684\u4f7f\u7528\u573a\u666f\u8ba4\u77e5\uff0c\u907f\u514d\u6ca6\u4e3a\u534e\u800c\u4e0d\u5b9e\u7684\u201c\u6280\u672f\u5947\u89c2\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\">Once UI 1.5<\/span>\n                <\/div>\n<div class=\"comment-content\">Once UI 1.5 is about bringing wonder back to UI engineering. We\u2019re introducing new visual effects \u2014 weather, particles, matrix-style dots \u2014 all drop-in and usable in just a few lines of code. You also get a new generation of chart types built for live data and real-time dashboards. Only in Once UI. A toolkit for indie builders who want their product to feel alive, expressive, and unmistakably theirs.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Thanks for stopping by.<\/p>\n<p>Once UI 1.5 grew out of the same curiosity that drives <a href=\"https:\/\/designengineers.club\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/designengineers.club<\/a> \u2014 experiments in motion, mood, and how interfaces feel, not just how they look.<\/p>\n<p>This update is our step toward more expressive, living interfaces: weather systems, particle fields, new forms of charts for real-time data.<\/p>\n<p>Ask me anything \u2014 happy to share the thinking behind it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>11<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lorant_one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lorant_one<\/a>&nbsp;Awesome update man, love 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=\"reply-item\">\n<div class=\"reply-content\">@lorant_one Awesome, helpful<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lorant_one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lorant_one<\/a>&nbsp;It looks so stylish! Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Love how 1.5 continues the core Once UI philosophy &#8211; interfaces with mood, motion, and personality.<\/p>\n<p>The weather + particle effects unlock so many expressive use-cases, especially paired with the new real-time data charts.<\/p>\n<p>Proud to be contributing. Every update feels like we\u2019re bending code into something living. <\/p>\n<\/p>\n<p>Once UI is the first toolkit that actually <em>feels<\/em> like art. \u2728<\/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\/@aryantechie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryantechie<\/a>&nbsp;The weather effects, the particles, the motion primitives\u2026 They\u2019re the kind of details that turn an interface into an experience, not just a layout.<\/p>\n<p>I\u2019m glad we get to build this together. We\u2019re not just shipping features \u2014 we\u2019re shaping a new way to express ideas through code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love what you\u2019re doing with Once UI. How does Vibe Coding (MCP) integrate with Once UI? Can I use it to auto-generate UI components directly from design tokens?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a>&nbsp;Vibe Coding works really nicely with Once UI because you can point the MCP server to the documentation (<a href=\"https:\/\/docs.once-ui.com\/vibe-coding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">guide here<\/a>).<\/p>\n<p>If you\u2019re starting from one of our templates (portfolio, ecommerce, landing page, dashboard), the model gets strong context about the design system structure \u2014 spacing, tokens, components, naming, conventions, etc.<\/p>\n<p>From there, you can:<\/p>\n<ul>\n<li>\n<p>ask the agent to scaffold new UI using Once UI components,<\/p>\n<\/li>\n<li>\n<p>generate pages that follow the design tokens,<\/p>\n<\/li>\n<li>\n<p>refactor or extend existing components,<\/p>\n<\/li>\n<li>\n<p>or use our copy-paste blocks as building primitives for new screens.<\/p>\n<\/li>\n<\/ul>\n<p>The more Once UI code you have in your repo, the better agents understand the patterns \u2014 and the more accurate the generated components become!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>5<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful; it would be interesting to see how it performs in real time! Congratulations on the launch!<\/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\/@ruvik_milkis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruvik_milkis<\/a>&nbsp;Thank you &#8211; you can check some examples on the <a href=\"https:\/\/once-ui.com\/hub\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Once UI Hub<\/a>, and many amazing apps are about to be released in the upcoming months, so stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\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.. big fan of design systems.. \ud83d\ude80\ud83d\ude80<\/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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a>&nbsp;Thanks! Hope you&#8217;ll like Once UI&#8217;s unique approach to simplifying design and development \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\">This looks super nice &#8211; as an absolute beginner when it comes to all this stuff, can one use Once UI to create beautiful elements for their Squarespace\/Wordpress site?<\/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\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a>&nbsp;Once UI is built on top of Next.js, so it&#8217;s unfortunately not compatible with WordPress or SquareSpace, but we have simple, easy-to-use templates to get you started, such as <a href=\"https:\/\/once-ui.com\/products\/magic-portfolio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Magic Portfolio<\/a> \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\">@lorant_one that sounds great! Thanks for the reply \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like a great alternative to doing it manually! I&#8217;m excited to have these for our UI<\/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\/@thecarguy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thecarguy<\/a>&nbsp;Happy to hear! Let me know how the integration 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>Love the update! Which part of UI 1.5 was the hardest to build, the weather system or the particle fields?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Appreciate it! I would say it was the MatrixFx, a canvas based component that can be customized with props (density, strength, colors, flicker, etc.) &#8211; it&#8217;s really heavy and required very careful optimization to provide a smooth visual effect while being easy on the hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch\u2014Once UI for Figma nails a key productivity gap for design teams. From a clarity\/hook perspective: when a product team lands on your page for the first time, what\u2019s the one statement you want them to believe in the first 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u2018Design teams ship 2-3x faster with one UI system.\u2019<br \/>or<br \/>\u2022 \u2018Your design + dev stay perfectly aligned from day one.\u2019<br \/>Because in UI systems the difference between \u201cwe built many components\u201d and \u201cyou get an aligned team\u201d often kills product adoption. Curious how you\u2019re phrasing that moment for Once UI.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a>&nbsp;Thank you! Most of our users are indie builders who rarely start in Figma, but prefer to kickstart with either templates or copy-paste blocks, so I would say it&#8217;s &#8220;Ship production code faster&#8221;. That said, we have a very nice, polished and free Figma library that can help product teams with alignment, design prototyping and collaboration. It&#8217;s just not the most common use case among our community members, so we put less emphasis on this aspect on the landing page \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>his toolkit empowers indie builders to elevate their product\u2019s UI personality without sacrificing development efficiency.<\/p>\n<p>Do you plan to expand compatibility with additional frontend frameworks (e.g., React Native) to enable these components in mobile apps? Also, will there be pre-built UI templates that combine these animated effects with common layout patterns (e.g., SaaS onboarding flows)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lorant_one\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lorant_one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lorant_one<\/a> Open source interactive designs are valuable for the community! Animated interactions can be tricky to get right. <\/p>\n<p>How do these designs perform across different frameworks? Are they optimized for Framer, Webflow, or code first implementations? <\/p>\n<p>Would love to see how these handle responsive behavior.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could pair nicely with what Once UI offers, and I\u2019ll go take a closer look at their launch to explore how this might streamline our interface needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jamesjacksonleachatx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjacksonleachatx<\/a>&nbsp;Sounds neat, what are you building? If you have any question abour our product, I&#8217;m always happy to answer!<\/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>Cool! We use React as the main frontend framework. Very useful, 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats! looks nice. QQ &#8211; does it support webflow and other types of implementation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/NLGL56CEOVSVHV\" class=\"app-title\">TrueFoundry AI Gateway<\/a><\/p>\n<div class=\"one-liner\">Connect, observe &#038; control LLMs, MCPs, Guardrails &#038; Prompts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">291<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TrueFoundry AI Gateway \u662f\u4e00\u4e2a\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684AI\u63a7\u5236\u5e73\u9762\uff0c\u901a\u8fc7\u7edf\u4e00\u8fde\u63a5\u3001\u76d1\u63a7\u548c\u7ba1\u7406LLM\u3001MCP\u3001\u62a4\u680f\u53ca\u63d0\u793a\u8bcd\u7b49\u7ec4\u4ef6\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u89c4\u6a21\u5316\u90e8\u7f72AI\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u6cbb\u7406\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u6210\u672c\u63a7\u5236\u548c\u5408\u89c4\u6027\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9575236-cbfc-4d7c-9ce6-a0a0199c0060.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52450d98-ed2c-422e-ac3a-49aa932380dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a52ce65-6cbe-42d5-8271-ddbd10dc2184.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3807d89f-b611-4a95-aef1-69e1d418564a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b53185e9-0769-427f-a89a-5e790119c58c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/876bc5b8-e53c-4e7c-be9e-43111713cd45.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\/2951fc07-81af-45d0-8fe5-f818311afb6a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8FsHo7xoTr4\"><source src=\"https:\/\/youtu.be\/8FsHo7xoTr4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">API<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f51\u5173<\/span><br \/>\n            <span class=\"tag\">\u63a7\u5236\u5e73\u9762<\/span><br \/>\n            <span class=\"tag\">LLM\u8fd0\u7ef4<\/span><br \/>\n            <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n            <span class=\"tag\">\u6210\u672c\u6cbb\u7406<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7406\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">\u5408\u89c4\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">MCP\u7ba1\u7406<\/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\u666e\u904d\u8ba4\u53ef\u5176\u4f5c\u4e3a\u7edf\u4e00\u63a7\u5236\u5e73\u9762\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u4e0e\u5f00\u6e90\u65b9\u6848\uff08\u5982LiteLLM\uff09\u7684\u5dee\u5f02\u5316\u3001\u5177\u4f53\u529f\u80fd\u7ec6\u8282\uff08\u5982\u94fe\u8def\u8ffd\u8e2a\u3001\u6545\u969c\u8f6c\u79fb\u3001\u6570\u636e\u5408\u89c4\uff09\u3001\u96c6\u6210\u4fbf\u6377\u6027\u4ee5\u53ca\u751f\u4ea7\u73af\u5883\u9a8c\u8bc1\u3002\u4e3b\u8981\u63d0\u95ee\u6d89\u53ca\u7ade\u54c1\u5bf9\u6bd4\u3001\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\u548c\u90e8\u7f72\u8ba1\u5212\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                TrueFoundry AI Gateway \u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201cLLM\u8def\u7531\u5c42\u201d\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524d\u4f01\u4e1aAI\u89c4\u6a21\u5316\u90e8\u7f72\u4e2d\u6700\u9690\u79d8\u7684\u75db\u5904\uff1a\u4ece\u539f\u578b\u5230\u751f\u4ea7\u8fc7\u7a0b\u4e2d\uff0c\u56e0\u7ec4\u4ef6\u6fc0\u589e\u800c\u5931\u63a7\u7684\u201c\u80f6\u6c34\u4ee3\u7801\u201d\u5730\u72f1\u3002\u4ea7\u54c1\u5c06\u6a21\u578b\u3001MCP\u3001\u62a4\u680f\u7b49\u79bb\u6563\u7ec4\u4ef6\u62bd\u8c61\u4e3a\u53ef\u7edf\u4e00\u6cbb\u7406\u7684\u8981\u7d20\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u805a\u5408\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u5177\u5907\u5f3a\u5236\u7ea6\u675f\u529b\u7684\u201c\u63a7\u5236\u5e73\u9762\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u4e0eOpenRouter\u3001LiteLLM\u7b49\u4ee5\u6a21\u578b\u63a5\u5165\u548c\u6210\u672c\u4f18\u5316\u4e3a\u4e3b\u7684\u5de5\u5177\u5212\u6e05\u4e86\u754c\u9650\u3002\u540e\u8005\u662f\u201c\u8fde\u63a5\u5668\u201d\uff0c\u800cTrueFoundry\u610f\u5728\u6210\u4e3a\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u5b83\u901a\u8fc7\u5185\u7f6e\u7684\u7ec6\u7c92\u5ea6\u8ffd\u8e2a\u3001\u57fa\u4e8e\u89c4\u5219\u7684\u6210\u672c\u4e0e\u5185\u5bb9\u7ba1\u63a7\u3001\u4ee5\u53ca\u590d\u6742\u7684\u6570\u636e\u9a7b\u7559\u7b56\u7565\uff0c\u5c06\u539f\u672c\u6563\u843d\u5728\u5404\u5904\u7684\u8fd0\u7ef4\u3001\u5b89\u5168\u3001\u5408\u89c4\u8d23\u4efb\u6536\u5f52\u5e73\u53f0\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u4f01\u4e1a\u5e73\u53f0\u56e2\u961f\u7684\u7ec8\u6781\u8bc9\u6c42\uff1a\u5728\u8d4b\u4e88\u4e1a\u52a1\u56e2\u961fAI\u521b\u65b0\u81ea\u7531\u7684\u540c\u65f6\uff0c\u7262\u7262\u63e1\u4f4f\u6cbb\u7406\u7684\u7f30\u7ef3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u5df2\u88ab10\u4f59\u5bb6\u8d22\u5bcc500\u5f3a\u7528\u4e8e\u6570\u5343\u4ee3\u7406\u201d\u662f\u5173\u952e\u80cc\u4e66\u3002\u8fd9\u8bc1\u660e\u5176\u89e3\u51b3\u7684\u4e0d\u662f\u81c6\u60f3\u95ee\u9898\uff0c\u800c\u662f\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u6d8c\u73b0\u51fa\u7684\u3001\u5173\u4e8e\u5ba1\u8ba1\u3001\u8eab\u4efd\u3001\u6570\u636e\u4e3b\u6743\u7684\u521a\u6027\u9700\u6c42\u3002\u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u5728\u5f00\u53d1\u8005\u4e60\u60ef\u4f7f\u7528\u8f7b\u91cf\u3001\u5f00\u6e90\u5de5\u5177\u8fdb\u884c\u65e9\u671f\u63a2\u7d22\u7684\u751f\u6001\u4e2d\uff0c\u5982\u4f55\u8bc1\u660e\u5f15\u5165\u4e00\u4e2a\u91cd\u91cf\u7ea7\u63a7\u5236\u5e73\u9762\u7684\u957f\u671fROI\uff1f\u5176\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u5f3a\u5927\u7ba1\u63a7\u201d\u4e0e\u201c\u5f00\u53d1\u8005\u4f53\u9a8c\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\uff0c\u907f\u514d\u56e0\u8fc7\u5ea6\u590d\u6742\u800c\u906d\u4e00\u7ebf\u5f00\u53d1\u8005\u62b5\u89e6\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u8349\u521b\u56e2\u961f\uff0c\u800c\u662f\u90a3\u4e9bAI\u5e94\u7528\u5df2\u6df1\u5165\u4e1a\u52a1\u808c\u7406\u3001\u75db\u611f\u5f3a\u70c8\u7684\u6210\u719f\u4f01\u4e1a\uff0c\u8fd9\u662f\u4e00\u573a\u9488\u5bf9\u4f01\u4e1aAI\u201c\u6df1\u6c34\u533a\u201d\u7684\u7cbe\u51c6\u5361\u4f4d\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\">TrueFoundry AI Gateway<\/span>\n                <\/div>\n<div class=\"comment-content\">TrueFoundry\u2019s AI Gateway is the production-ready, control plane to experiment with, monitor and govern your agents. Experiment with connecting all agent components together (Models, MCP, Guardrails, Prompts &#038; Agents) in the playground. Maintain complete visibility over responses with traces and health metrics. Govern by setting up rules\/limits on request volumes, cost, response content (Guardrails) and more. Being used in production for 1000s of agents by multiple F100 companies!<\/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, Anuraag here, co-founder at TrueFoundry \ud83d\udc4b<\/p>\n<p>When we first thought about a \u201cgateway\u201d, we imagined a simple <strong>LLM routing layer<\/strong> in front of models. Pick a model, send traffic, switch if needed. Easy\u2026 or so we thought.<\/p>\n<p>Once teams started putting agents and MCPs into production, we realised the hard stuff wasn\u2019t just about routing. It is:<\/p>\n<ul>\n<li>\n<p>Different <strong>MCP auth<\/strong> flows for every internal system.<\/p>\n<\/li>\n<li>\n<p><strong>Traces &amp; logs<\/strong> that break once you chain models, tools, and agents<\/p>\n<\/li>\n<li>\n<p><strong>Data residency<\/strong> and \u201cthis data must stay in this region\u201d rules,<\/p>\n<\/li>\n<li>\n<p><strong>Security<\/strong> asking \u201cwho called what, when, with which payload?\u201d,<\/p>\n<\/li>\n<li>\n<p>Product teams need to <strong>swap models<\/strong> without rewriting everything.<\/p>\n<\/li>\n<\/ul>\n<p>So the \u201crouter\u201d slowly turned into a proper <strong>control plane<\/strong> that sits between your apps, LLMs, and MCPs &#8211; making sure traffic is reliable, auditable, compliant, and still fast for developers to ship on.<\/p>\n<p>Today, <strong>TrueFoundry\u2019s AI Gateway sits at the center of production traffic across 10+ Fortune 500s<\/strong>, powering their internal copilots and agents while platform teams use it to keep costs, safety, and observability under control &#8211; rather than maintaining a pile of custom glue code.<\/p>\n<\/p>\n<p>\ud83d\udd17 <strong>Sign Up Link:<\/strong> <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Please try and give us feedback!<\/a> \ud83d\ude4f<br \/>\ud83c\udf81 <strong>Launch perk:<\/strong> 3\u2011month free trial for the PH community<\/p>\n<p>If you\u2019re wrestling with MCP auth, logging, or data policies, drop your setup in the comments &#8211; curious to see how you are wiring your stack today!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>133<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@agutgutia<br \/>\nSuper insightful breakdown. It\u2019s wild how a \u2018simple router\u2019 turns into a full-blown control plane once you hit real prod complexity. Excited to try this out!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a>&nbsp;Love it. Identity is the new control plane for agentic AI. this gateway is glueing all components in a seamless way for enterprise 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>That\u2019s a strong value proposition. A unified control plane with real governance, cost controls, and full traceability is exactly what most teams lack when scaling agents past prototypes. The fact that it\u2019s already running thousands of agents in production for F100 companies adds real credibility.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>49<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a>&nbsp;We\u2019re incredibly excited about the future of AI gateways &#8211; one unified control plane that seamlessly manages models, MCPs, and agents. We believe this will become one of the most critical layers of modern AI infrastructure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>31<\/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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a>&nbsp;Absolutely \u2014 that\u2019s what makes it stand out. Most teams can hack together prototypes, but scaling to reliable, governed, cost-efficient agent operations is where everything usually falls apart. Having a unified control plane with built-in governance, observability, and cost management solves the exact gap enterprises struggle with. And the fact that it\u2019s already battle-tested with thousands of agents in production for F100 companies really reinforces that it\u2019s not just theory \u2014 it\u2019s proven<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It seems useful from security and monitoring perspective, the fact that we get detailed traces could help. I wonder what all gets traced here?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>48<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shrey_shrivastava\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrey_shrivastava<\/a>&nbsp;We provide very detailed traces with LLM, MCP, Guardrails, etc invocation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>39<\/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\/@shrey_shrivastava\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrey_shrivastava<\/a>&nbsp; Basically, AI Gateway is the entry point to all components like &#8211; models, MCPs, Guardrails &amp; Prompts and all of those get traced here. Some examples, <\/p>\n<ul>\n<li>\n<p>If a request went to the LLM, ended up invoking an MCP server, and then implement a guardrail &#8211; you will see all of them logged in the traces. <\/p>\n<\/li>\n<li>\n<p>You get to see your prompts, completions, tool call results, latency, time to first token etc. <\/p>\n<\/li>\n<li>\n<p>If one of your model fallback or rate-limiting rules got applied &#8211; that also gets captured in the traces and these will also be flagged separately. <\/p>\n<\/li>\n<\/ul>\n<p>Besides these, you can also monitor aggregate metrics at request level, MCP level, guardrail level where you can observe costs, error rates, overall latency and you can dissect these by users, models, or any custom metadata as well. <\/p>\n<p>Please provide feedback if you ideally wanted something else to be logged \/ traced that we are not covering here. One of the major goal of this launch with us is to collect feedback on the product! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>15<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Who is your main competitor and how does <strong>TrueFoundry AI Gateway <\/strong>differentiate itself from them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>38<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danagoston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danagoston<\/a>&nbsp;For competitors, we usually encounter incumbent API gateways or internal, in-house gateway solutions. They start out simple but quickly become complex to build and maintain &#8211; especially when it comes to data residency, advanced configurations, and overall time to market. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>49<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 launch!  The AI Gateway brings all the moving parts of agents into a single, production-ready control plane. As someone building Swytchcode for API workflows, I love seeing infra like this push the ecosystem forward. <\/p>\n<\/p>\n<p>Excited to see this climb the charts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>36<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Thank you for your support! Swytchcode and Truefoundry are both critical pieces of infrastructure for today&#8217;s time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>26<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work on the launch!<\/p>\n<p>Curious\u2026how seamless is it to integrate existing internal copilots or agents without modifying their current workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>28<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_muzammil_kt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_muzammil_kt<\/a>&nbsp;integrates seamlessly with any copilot or agent &#8211;  anything built on OpenAI compatible endpoints &#8211; without requiring changes to your existing workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool! Quick question \u2014 how does fallback actually work under the hood? Does the gateway retry with a secondary model automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>26<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavesh_patel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavesh_patel1<\/a>&nbsp;You need to enable routing config for enabling fallback.&nbsp; If a model fails with a non-retriable error (401, 403, 5xx) &#8211; we fallback to the fallback models. If there is a spike in errors in the model, we mark that model unhealthy and it is sent to &#8220;cooldown&#8221; mode for 5 minutes.<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bhavesh_patel1 nice<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 have used OpenRouter, LiteLLM, Vercel AI Gateway, how is it better than those? Just trying to understand, specifically from a developer perspective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>24<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamshnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamshnik<\/a>&nbsp;OpenRouter allows you to talk to different models without signing up on different providers. Vercel AI gateway works similarily for models.<br \/>Truefoundry and LiteLLM are AI gateways where user brings their own keys and this can be self-hosted within the enterprise. We also provide complete observability by default, load-balancing, rate-limiting configs that can automatically switch your application when a model provider is down. It also adds a prompt management layer where in the gateway itself can substitute the prompt for you, making your client side code very small. It also enables you to talk to multiple MCP servers with a single token &#8211; so that as a developer you don&#8217;t need to worry about implementing token management<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>24<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 like a good platform for the AI governance. One api key, one endpoint, multiple models, consistent logs + metrics. This saves so much mental overhead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>20<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raveena_venugopal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raveena_venugopal<\/a>&nbsp;That mental overhead you mentioned is exactly what kept coming up in our conversations with teams. The moment you go from \u201cone model in dev\u201d to \u201cmultiple models + environments + guardrails + logs,\u201d everything suddenly feels scattered and hard to govern.<\/p>\n<p>We wanted the Gateway to feel like <em>turning chaos into one clean control panel<\/em>:<\/p>\n<ul>\n<li>\n<p>One API key and endpoint &#8211; no more juggling provider SDKs<\/p>\n<\/li>\n<li>\n<p>Unified logs + metrics &#8211; finally compare behaviour across models<\/p>\n<\/li>\n<li>\n<p>Central governance \u2192 permissions, cost controls, guardrails all in one place<\/p>\n<\/li>\n<\/ul>\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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, this looks really well thought out!<\/p>\n<p>I\u2019m curious about your approach to regional data rules &#8211; can customers control where data at rest is stored so it complies with local regulations (EU, US-only, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>19<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhruv_bhardwaj1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_bhardwaj1<\/a>&nbsp;Totally! You can attach your own storage bucket in that particular region to ensure your data compliance needs are met.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dhruv_bhardwaj1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_bhardwaj1<\/a>&nbsp; Yes, you can configure the destination where you data at rest is stored. You could also have our Gateway run on-prem where even your data-at-motion can be within your VPC and fully in control on which region you want to spin up your Gateway in. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, an AI Gateway that brings order to the LLM chaos! Love the unified API access and critical cost controls like semantic caching. Congrats <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> and TrueFoundry team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>19<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitijdixit9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitijdixit9<\/a>&nbsp;Really appreciate it! A lot of teams are using the Gateway for <strong>cost visibility, deep observability and monitoring, and consolidated billing<\/strong> &#8211; all the things that get painful once you scale LLM usage. Glad the value resonates!<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid. What could be the inherent advantage though against setting up something like LiteLLM which I believe is open source?<\/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\/@vysakh_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vysakh_t<\/a>&nbsp;Great question! LiteLLM is awesome for getting started, but teams quickly outgrow it as they scale.<\/p>\n<p>What we focus on is everything needed for <strong>production-grade, enterprise AI<\/strong>:<\/p>\n<ul>\n<li>\n<p><strong>Multi-region + low-latency routing<\/strong> and <strong>data residency guarantees<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Deep observability<\/strong> \u2014 per-tool\/per-model traces, guardrail logs, cost metrics, MCP-level telemetry<\/p>\n<\/li>\n<li>\n<p><strong>Enterprise-grade auth<\/strong> (OAuth2, DCR, , RBAC) and <strong>secure MCP server management<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Reliability features<\/strong> like automatic failover, fallback routing, and rate-limiting by model\/team\/user<\/p>\n<\/li>\n<li>\n<p><strong>Support + SLAs<\/strong> that large enterprises require when AI becomes mission-critical<\/p>\n<\/li>\n<\/ul>\n<p>LiteLLM is great for experimentation \u2014 TrueFoundry is built for <strong>operating AI at scale<\/strong> across many teams, regions, tools, and compliance environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>20<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid. We\u2019re building agentic workflows at Evatar, so I\u2019m definitely curious to see how your Gateway handles guardrails and multi-model routing in real production. When are you planning to open it up for broader access?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tima_fey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tima_fey<\/a>&nbsp;Thanks! Definitely a lot of synergies here. Gateway is a very critical piece while putting agentic flows in production. We are opening up next week \ud83d\ude42<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the lunch. Best wishes for the team TrueFoundry<\/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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a>&nbsp;Thanks for your support! Would love for the team to try out the product post launch.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>13<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt Community, Nikunj &#8211; cofounder &amp; CEO. <\/p>\n<\/p>\n<p>Today&#8217;s launch is super close to my heart, not just as a product but as a package of learnings we have been fortunate to accumulate working with Enterprises. Those who have been building at cutting edge, and have shown the courage to reverse decision they previously believed to be correct. Best illustrated through an example of a real customer conversation with timelines. <\/p>\n<\/p>\n<p>June 2024: Customer (building a scaled use case): &#8220;We will never use Gateway. It lies on the critical path of the request and is such a thin layer that we will own this part ourselves. Model inferencing, GPU management is a different story&#8221;. <\/p>\n<\/p>\n<p>Sep 2024: Customer (As Sonnet, o1 were getting launched): &#8220;These APIs keep changing, models keep getting outdated &#8211; Gateway is becoming a pain to maintain&#8221;<\/p>\n<\/p>\n<p>Nov 2024: Customer (As other teams started to ask for inferencing): &#8220;Its one thing to support one use case through the Gateway but as we are becoming a platform, now we need a lot more visibility and control layer&#8221;. <\/p>\n<\/p>\n<p>Feb 2025: Customer (As the gateway went down and they started losing $6k \/ second): ! <\/p>\n<\/p>\n<p>May 2025: Customer (As MCPs started becoming popular): &#8220;Its becoming impossible to catch up with the market, scale the Gateway reliably, and add the right controls for satisfying varying requirements from different teams. <a href=\"https:\/\/www.producthunt.com\/@nikunj_bajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nikunj_bajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunj_bajaj<\/a>  are you all continuing to build the Gateway?&#8221; <\/p>\n<\/p>\n<p>May 2025: Nikunj: yes, we are. <\/p>\n<\/p>\n<p>June 2025:  Customer: Started migrating prod traffic to TrueFoundry AI Gateway. <\/p>\n<p>July 2025: Customer: Observability, governance controls became a critical part of their workflow. <\/p>\n<p>Oct 2025: Customer: First MCP driven application launched to prod. <\/p>\n<\/p>\n<p>Nov 2025: Customer (over a dinner): I remember having a conversation with you about 1.5 years back thinking we will run our own Gateway. Glad we shifted \ud83d\ude42 <\/p>\n<\/p>\n<p>We have learnt so much in terms of how to build the right design on our AI Gateway, access controls, authentication \/ authorization and making it compatible with existing Enterprise stacks on MCP Gateway, very difficult data residency requirements, how certain guardrails don&#8217;t &#8220;just work&#8221; etc. etc. <\/p>\n<\/p>\n<p>And this launch marks the joint success of our collaboration with many other early adopters of TrueFoundry who have helped us build and shape our AI Gateway. Cheers to our customers. <\/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>Congrats on the launch. Having a unified OpenAI compatible endpoint across all LLM providers is a game changer for devs!<\/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\/@dheerajmundhra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dheerajmundhra<\/a>&nbsp;Thanks for the support! Do try it out here <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/ai-gateway<\/a> and share feedback!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exciting stuff! Can you please share the roadmap? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akshay_siroya1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_siroya1<\/a>&nbsp;We\u2019ve published our public roadmap to give the community full visibility into what we\u2019re building across the AI Gateway, MCP ecosystem, and Agent platform.Please find it here &#8211; <a href=\"https:\/\/www.truefoundry.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/roadmap<\/a>. Our focus is on <strong>agent registry, <\/strong>OpenAPI-to-MCP conversion, A2A protocols in the next coming months. <\/p>\n<p>If you have ideas, feedback, or features you\u2019d love to see, please drop them in &#8211; your input directly shapes what we prioritize next.<\/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>Really cool work! Excited to see its growth!! What is the most common Guardrail rule F100 companies use to prevent unexpected agent recursion or tool-call looping?<\/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\/@swecha_sanjay07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swecha_sanjay07<\/a>&nbsp;thanks! The most common pattern we see to prevent recursion or tool-call loops is simply setting limits on how many times an agent is allowed to invoke tools within a single run.<\/p>\n<p>Most teams start with straightforward guardrails like:<\/p>\n<ul>\n<li>\n<p>max tool-call depth (e.g., don\u2019t allow a tool to trigger another tool more than N levels deep)<\/p>\n<\/li>\n<li>\n<p>max tool-call count per request (stop execution once a threshold is hit)<\/p>\n<\/li>\n<\/ul>\n<p>These guardrails catch almost all accidental loops without needing anything more complex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As an ML engineer who\u2019s built and deployed multiple LLM systems in production \u2014 LangGraph agents, RAG pipelines, and fairly involved evaluation\/observability layers \u2014 the hardest part has always been the <em>infrastructure glue<\/em>:<\/p>\n<\/p>\n<ul>\n<li>\n<p>managing multiple model providers<\/p>\n<\/li>\n<li>\n<p>keeping logs and tracing consistent<\/p>\n<\/li>\n<li>\n<p>tracking costs<\/p>\n<\/li>\n<li>\n<p>maintaining prompt versions without breaking apps<\/p>\n<\/li>\n<\/ul>\n<p>What I like about TrueFoundry\u2019s AI Gateway is that it actually solves these operational headaches cleanly. The unified API, multi-provider routing, centralised logging, cost\/latency tracking, RBAC, and prompt versioning remove a huge amount of engineering effort that teams usually end up duct-taping together. It\u2019s the kind of layer you wish existed when you\u2019re trying to scale LLM usage across different teams and use-cases.<\/p>\n<p>Really excited to see this launch \u2014 it fills a very real gap in the modern AI stack.<\/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\/@aditi_gupta35\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditi_gupta35<\/a>&nbsp;Thank you so much &#8211; you articulated the pain better than we could. The goal of the Gateway was exactly this: remove the hidden ops burden around providers,MCPs, logs, costs, and prompt versions so teams can actually focus on building.<\/p>\n<p>Really glad it resonates with someone who\u2019s lived these problems firsthand!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of the strongest interpretations of the MCP standard I\u2019ve seen yet.<\/p>\n<p>While most implementations simply expose tools, you\u2019ve built a managed layer that agents can reliably operate through. With secure tool access, permissioning, and consistent interfaces, this has the potential to become a solid backbone for enterprise-scale agent ecosystems. Really looking forward to seeing where the roadmap goes from here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nitesh_shakya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_shakya<\/a>&nbsp;<\/p>\n<p>You\u2019ve captured exactly what we\u2019re aiming for. Most MCP integrations today stop at exposing tools, but real enterprise agent systems need <strong>a governed, reliable, and observable execution layer<\/strong>. That\u2019s why we\u2019re investing heavily in:<\/p>\n<ul>\n<li>\n<p><strong>Secure tool access + permissioning<\/strong>, so agents only invoke the capabilities they\u2019re allowed to.<\/p>\n<\/li>\n<li>\n<p><strong>Enforcing guardrails, logs, metrics, and auditability by default<\/strong>, which becomes critical once multiple agents start chaining actions.<\/p>\n<\/li>\n<li>\n<p><strong>A shared backbone for agent-to-agent communication (A2A)<\/strong> &#8211; something we\u2019re excited to expand on in the roadmap.<\/p>\n<\/li>\n<\/ul>\n<p>As teams move toward production-grade agent ecosystems, having this stable foundation becomes the difference between a cool demo and a system you can actually trust in operations.<\/p>\n<p>We\u2019re thrilled to keep pushing the roadmap forward &#8211; especially around agent registry, A2A protocol, semantic caching, and guardrails for MCP servers. Really appreciate the thoughtful note \ud83d\ude4f Sharing our public roadmap here as well &#8211; <a href=\"https:\/\/www.truefoundry.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/roadmap<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congratulations on the launch Anuraag! <\/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\/@fatima_rizwan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatima_rizwan<\/a>&nbsp;Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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\">Interesting solution, especially the prompt management system! that&#8217;s something hard to find and that works properly<\/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\">@seantiffonnet Thanks Sean! Yes we have seen it to significantly add to the usability and speed of delivery of GenAI applications. Do try it out and give us some feedback!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a>  and the <a href=\"https:\/\/www.producthunt.com\/products\/truefoundry-ai-gateway\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"truefoundry-ai-gateway\" target=\"_blank\" rel=\"noopener\">@TrueFoundry AI Gateway<\/a> team! I am looking forward to trying this out. It is very timely. Does it include a RAG repository or any integrations with vector databases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_ep1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_ep1<\/a>&nbsp;Yes &#8211; we do support RAG out of the box. However, this is not included in AI Gateway offering.The product includes RAG templates and integrates with any vector database, so you can plug in retrieval workflows without changing your existing setup.<\/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 you can create an agent and connect it in your app and change models dynamically? <\/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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a>&nbsp; Yeah, models can be connected and agents can be developed through the Gateway. Currently, we don&#8217;t change models dynamically but that feature is in the works.  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 developer experience look really clean! One API key, one endpoint, and access to multiply models with consistent logging is exactly the simplicity terms need. I&#8217;m curious about latency &#8211; what kind of over head should teams expect when routing through the gateway with guardrails enabled? Excited to check this our!.<\/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>Do you plan to expand support for regional LLM providers to cater to teams with data residency requirements? Also, will the platform include pre-built guardrail templates (e.g., for PII redaction, content moderation) to accelerate compliance setup?<\/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\/@movieflow_nann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@movieflow_nann<\/a>&nbsp;We already support regional LLM providers, and teams can choose region-specific storage accounts to meet data-residency requirements. We also integrate with pre-built guardrails (PII redaction, moderation, etc.), and you can plug in your own policies as well \u2014 so compliance setups are usually fast to configure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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. This is bound to accelerate development in the agentic AI sector. Do you think your differentiation factor will remain monetizable as the market saturates and there is greater polarization towards a few key providers, diminishing the need for a complex monitoring system?<\/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\/@anubiifox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubiifox<\/a>&nbsp;Thank you! Our view is that even with consolidation among a few major providers, teams are increasingly using multiple models \u2014 smaller open-source ones for cost-efficient tasks, larger ones for reasoning, and specialized models for image, audio, or structured extraction. That fragmentation actually <em>increases<\/em> the need for a unified gateway + tracing layer.<\/p>\n<p>On top of that, features like end-to-end tracing, fallback orchestration, and safety\/guardrails tend to become more valuable as systems grow more complex, not less. So we see differentiation coming from helping teams manage that multi-model reality rather than just monitoring a single provider.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 launch. Congrats!<\/p>\n<p>One question: how do you see the Gateway influencing collaboration between ML and platform teams? Does it reduce friction around deployment and oversight, or does it introduce a new coordination layer they need to align on?<\/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\/@aakanksha_saini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakanksha_saini<\/a>&nbsp;Thanks for this question!<\/p>\n<p>We have seen the gateway significantly reduce the friction between the DevOps and development teams. <\/p>\n<p><strong>The DevOps and Admin teams<\/strong> add Models and MCPs and set rules around rate limits, costs, response quality, fallbacks, etc. In production, they can easily monitor performance and usage.<\/p>\n<p><strong>The Developers<\/strong> can then see all approved models and MCPs in the Gateway registries, invoke them through a unified API, experiment with them in the playground, and view traces to track performance and debug their applications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This could be a real game changer, since people often neglect the problem of Query \/ Userbase bottleneck, with this we maybe able to scale and optimize the cost associated with hosting large language models<\/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\/@itsarunstark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsarunstark<\/a>&nbsp;Very correctly said, Arun!<\/p>\n<p>The gateway starts by providing visibility into costs: You can track and control costs across open and closed-source LLMs and MCP Tool calls. It also helps to optimize these costs via semantic caching. <\/p>\n<p>We also have advanced features for cost management on our roadmap, like agent memory management, context compression, and more. <br \/>Check out our roadmap here: <a href=\"https:\/\/www.truefoundry.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/roadmap<\/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<\/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\/XHUEXI67NVAXFM\" class=\"app-title\">Fellow 5.0<\/a><\/p>\n<div class=\"one-liner\">Botless AI meeting notes with MCP and Zapier workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">246<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fellow 5.0\u662f\u4e00\u6b3eAI\u4f1a\u8bae\u7b14\u8bb0\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u4f9b\u65e0\u673a\u5668\u4eba\uff08botless\uff09\u5f55\u97f3\u3001\u81ea\u5b9a\u4e49AI\u603b\u7ed3\u6a21\u677f\u4ee5\u53ca\u4e0eZapier\u7b49\u5de5\u4f5c\u6d41\u96c6\u6210\uff0c\u5728\u4fdd\u969c\u9690\u79c1\u548c\u63a7\u5236\u6743\u7684\u540c\u65f6\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u8de8\u5e73\u53f0\u4f1a\u8bae\u8bb0\u5f55\u3001\u4fe1\u606f\u6574\u5408\u4e0e\u81ea\u52a8\u5316\u8ddf\u8fdb\u65b9\u9762\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37be89f1-2b03-4e19-bd0a-be504a561cbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f12287fe-6659-4ca7-94e7-74a03d8ed394.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb752f54-9cc0-43ab-977b-b2c134790fc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25a3b5c8-9959-4de4-b3a0-c036501df3e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3694ba71-6692-4459-a4a7-ce6ac9d21db7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b68bcc4-d782-458c-bc0c-40f2fbce09d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/334b5c51-881e-412b-931b-c4cb1e77447d.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\">Notes<\/span><br \/>\n            <span class=\"tag\">Meetings<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u96c6\u6210\u5e73\u53f0<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u65e0\u673a\u5668\u4eba\u5f55\u97f3\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u63d0\u5347\u4e86\u9690\u79c1\u6027\u548c\u4f1a\u8bae\u4f53\u9a8c\u3002\u5bf9\u66f4\u7b80\u6d01\u7684\u754c\u9762\u548cZapier\u81ea\u52a8\u5316\u96c6\u6210\u8868\u793a\u671f\u5f85\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5177\u4f53\u6280\u672f\u5b9e\u73b0\uff08\u5982\u5982\u4f55\u8bc6\u522bZoom\u4f1a\u8bae\uff09\u4ee5\u53ca\u4e0e\u5185\u7f6e\u4f1a\u8bae\u52a9\u624b\u7684\u5dee\u5f02\u3002\u6709\u8bc4\u8bba\u5efa\u8bae\u4ea7\u54c1\u5e94\u66f4\u6e05\u6670\u4f20\u8fbe\u5176\u5e26\u6765\u7684\u6838\u5fc3\u4fe1\u5ff5\u8f6c\u53d8\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                Fellow 5.0\u7684\u8fed\u4ee3\uff0c\u8868\u9762\u4e0a\u662f\u529f\u80fd\u5806\u780c\u2014\u2014\u65e0\u673a\u5668\u4eba\u5f55\u97f3\u3001\u754c\u9762\u4f18\u5316\u3001\u6a21\u677f\u4e0e\u96c6\u6210\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5361\u4f4d\uff1a\u5728AI\u4f1a\u8bae\u7b14\u8bb0\u7ea2\u6d77\u4e2d\uff0c\u4e3b\u6253\u201c\u63a7\u5236\u6743\u201d\u4e0e\u201c\u7075\u6d3b\u6027\u201d\u7684\u5dee\u5f02\u5316\u53d9\u4e8b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u5bf9\u4f01\u4e1a\u91c7\u8d2d\u4e0e\u90e8\u7f72\u6838\u5fc3\u75db\u70b9\u7684\u654f\u9510\u6355\u6349\u3002\u9690\u79c1\u4e0e\u5408\u89c4\u662f\u9ad8\u7ba1\u7684\u5fc3\u5934\u523a\uff0c\u201c\u65e0\u673a\u5668\u4eba\u201d\u6a21\u5f0f\u76f4\u63a5\u6d88\u9664\u4e86AI\u201c\u9690\u5f62\u53c2\u4e0e\u8005\u201d\u5e26\u6765\u7684\u5fc3\u7406\u4e0e\u7ba1\u7406\u8d1f\u62c5\u3002MCP\u670d\u52a1\u5668\u4e0e\u4e30\u5bcc\u7684API\u63a5\u5165\uff0c\u5219\u5c06\u4ea7\u54c1\u4ece\u201c\u8bb0\u5f55\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201c\u4f1a\u8bae\u6570\u636e\u4e2d\u67a2\u201d\uff0c\u8ba9\u4f01\u4e1a\u80fd\u5b89\u5168\u5730\u5c06\u4f1a\u8bae\u6570\u636e\u6ce8\u5165\u73b0\u6709AI\u5de5\u5177\u94fe\u4e0e\u4e1a\u52a1\u7cfb\u7edf\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u8bb0\u5f55\u51c6\u786e\u7387\u63d0\u5347\u66f4\u5177\u6218\u7565\u9ecf\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e0eZoom\u7b49\u5185\u7f6e\u529f\u80fd\u5dee\u5f02\u201d\u7684\u7591\u95ee\uff0c\u63ed\u793a\u4e86\u5176\u9762\u4e34\u7684\u539f\u751f\u5e73\u53f0\u529f\u80fd\u4fb5\u8680\u98ce\u9669\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u6b63\u4ece\u201c\u66f4\u597d\u7528\u7684\u7b14\u8bb0\u201d\u8f6c\u5411\u201c\u66f4\u5b89\u5168\u7684\u6570\u636e\u7ba1\u9053\u4e0e\u6d41\u7a0b\u89e6\u53d1\u5668\u201d\uff0c\u4f46\u8fd9\u4e00\u5b9a\u4f4d\u662f\u5426\u8db3\u591f\u950b\u5229\u5230\u7a7f\u900f\u5e02\u573a\uff1f\u6b63\u5982\u4e00\u6761\u7280\u5229\u8bc4\u8bba\u6240\u6307\uff0c\u7528\u6237\u9700\u8981\u7684\u6216\u8bb8\u4e0d\u662f\u4e00\u4e2a\u529f\u80fd\u6e05\u5355\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u77ac\u95f4\u611f\u77e5\u7684\u201c\u4fe1\u5ff5\u201d\u2014\u2014\u76f8\u4fe1\u6b64\u5de5\u5177\u80fd\u6839\u672c\u6539\u53d8\u4f1a\u8bae\u4ea7\u51fa\u3002Fellow 5.0\u5728\u5de5\u7a0b\u4e0a\u6784\u5efa\u4e86\u575a\u5b9e\u7684\u6570\u636e\u6865\u6881\uff0c\u4f46\u5728\u5851\u9020\u8fd9\u79cd\u51b3\u5b9a\u6027\u7528\u6237\u4f53\u9a8c\u548c\u60c5\u611f\u5171\u9e23\u4e0a\uff0c\u4ecd\u9700\u4e00\u573a\u66f4\u5f7b\u5e95\u7684\u201c\u8ba4\u77e5\u53d1\u5e03\u4f1a\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\">Fellow 5.0<\/span>\n                <\/div>\n<div class=\"comment-content\">Fellow 5.0 gives you the flexibility, privacy, and control over how you capture and leverage your meetings. It offers the flexibility of bot and botless recording, the control of custom AI recaps, and the connected intelligence of the MCP Server, all under the same secure and compliant framework.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>Hey Product Hunt community! Excited to share what we have been building at Fellow.<\/p>\n<\/p>\n<p>Fellow 5.0 redefines how you capture and leverage meeting data. It\u2019s built for teams that care about security, accuracy, flexibility, and control over how their information flows.<\/p>\n<\/p>\n<p>What\u2019s new:<\/p>\n<\/p>\n<p>\u2022&nbsp;<strong>Botless recording:&nbsp;<\/strong>capture conversations without a bot, while maintaining your organization\u2019s governance standards&nbsp;<\/p>\n<\/p>\n<p>\u2022&nbsp;<strong>A cleaner, faster interface<\/strong>&nbsp;that makes it easier and faster to gather meeting insights&nbsp;<\/p>\n<\/p>\n<p>\u2022&nbsp;<strong>Custom AI note templates<\/strong>&nbsp;so every team can standardize how their meeting recaps look, from interviews to sales calls&nbsp;<\/p>\n<\/p>\n<p>\u2022&nbsp;<strong>Connect your AI tools:<\/strong>&nbsp;now ChatGPT, Claude, Cursor, and others can securely reference your meeting data&nbsp;<\/p>\n<\/p>\n<p>\u2022&nbsp;<strong>Smarter Zapier workflows<\/strong>&nbsp;so your recaps can trigger downstream automation instantly&nbsp;<\/p>\n<\/p>\n<p>\u2022<strong>&nbsp;Richer API acces<\/strong>s with transcripts, recaps, metadata, and AI notes available for custom integrations<\/p>\n<\/p>\n<p>Join us live to see everything in action today:&nbsp;<a href=\"https:\/\/fellow.ai\/live\/fellow-5-0-launchHope\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fellow.ai\/live\/fellow-5-0-launch <\/a><\/p>\n<\/p>\n<p>Hope to see you at the launch event &#8211; we\u2019ll be answering all your questions live!<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>16<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks so neat, really solid!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>Congrats on the 5.0 launch! \ud83c\udf89 As an analyst, privacy is usually the biggest blocker for us adopting AI meeting tools. The 'botless' recording option is a huge UX win\u2014it always feels a bit awkward having bots clutter up the participant list. Good luck today!<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bam! Congrats team Fellow, making my every day meetings so much more valuable and organized<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you for all your support<a href=\"https:\/\/www.producthunt.com\/@chris_arsenault\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chris_arsenault<\/a>&nbsp;! We hope you enjoy this new version of Fellow and all the new features \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pretty dope release. the botless recording is a nice addition to an already premium platform. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jameshicks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jameshicks<\/a>&nbsp;Thanks James!! Supporting Fellow since day 1 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 this launch! The cleaner interface alone sounds like it\u2019ll save so much time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;! We&#8217;re excited to hear how you like it once you&#8217;ve tried 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I enjoy most about it is how it respects my workflow. I don&#8217;t always want a meeting bot showing up, so the botless option feels refreshing. Pairing it with Zapier helps me keep every follow-up automated while staying in control of the whole process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve been wanting a cleaner way to manage meeting notes and it finally feels like something that matches the way I work. Botless recording is perfect for me and the Zapier automation keeps everything organized without needing extra tools or complicated setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who cares about privacy, the botless recording in it fits perfectly into how I run meetings. I like feeling in charge of what gets captured. The AI recaps and Zapier workflows also make follow-ups easier for me without adding extra steps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Fantastic launch, Fellow\u2014love how you\u2019re making meetings more than just \u201canother calendar slot.\u201d<\/p>\n<p>From a clarity &amp; conversion lens: when a manager or team member opens Fellow for the first time, what\u2019s the <em>single belief<\/em> you want them to leave with in their first 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u201cMy meetings will finally lead to clear actions.\u201d<br \/>Or:<br \/>\u2022 \u201cOur team will spend less time recovering from meetings and more time doing meaningful work.\u201d<br \/>Because in team productivity tools, the biggest adoption barrier often isn\u2019t missing features\u2014it\u2019s whether users believe the tool will change <em>how they feel about work<\/em>.<br \/>Curious how you\u2019re shaping that first emotional win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 href=\"https:\/\/www.producthunt.com\/@aydin_mirzaee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aydin_mirzaee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aydin_mirzaee<\/a> congrats on the launch! Looks great and love the focus on better triggering for downstream workflows. We&#8217;re actually launching tomorrow with a Slack agent that automatically extracts feature requests from customer calls and lets you review and file them to Jira right from Slack. Could be an interesting integration or use case for that downstream workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 really like the privacy and control settings of fellow. Just curious &#8211; whats the difference in functions compared to other meeting assistant build in those meeting apps like Zoom 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>, glad to hear you appreciate the privacy and control settings in Fellow. A benefit of Fellow is that with our flexible recording options (bot &amp; botless), you can record your meetings no matter where they happen, whether that&#8217;s on a conferencing platform, an ad-hoc meeting in a huddle, or an in-person meeting. This means not only is all of your meeting data in one place to be able to extract insights, action items, and decisions, but it also means that in a single platform, you can set up your workspace controls across all meetings. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it recognize to Zoom meetings? Is it a desktop app and a Chrome extension? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> , for desktop botless recording, we detect when your mic is being used for a meeting, and then Fellow pops up a notification giving you the option to record. <\/p>\n<p>For Zoom Native Capture, you&#8217;ll need to connect our Zoom integration. Once you&#8217;ve set that up you&#8217;ll see the option in Fellow to record with Zoom. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you\u2019ve been watching us build Fellow over the years, you know we don\u2019t do things halfway. But looking back at where we started and where we are today with Fellow 5.0? I\u2019m honestly blown away.<\/p>\n<\/p>\n<p>We\u2019ve come so far, and I am excited to show you what the team has been working on. <\/p>\n<\/p>\n<p>Join us for a live product launch event today and get a front-row seat to how we&#8217;re redefining meetings: <a href=\"https:\/\/fellow.ai\/live\/fellow-5-0-launch?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fellow.ai\/live\/fellow-5-0-launch?ref=producthunt<\/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<\/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\/E5YEYZCKLDM5GR\" class=\"app-title\">Runway Gen-4.5<\/a><\/p>\n<div class=\"one-liner\">A new frontier for video generation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">245<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Runway Gen-4.5\u662f\u4e00\u6b3e\u9876\u5c16\u7684AI\u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u5353\u8d8a\u7684\u8fd0\u52a8\u8d28\u91cf\u3001\u7cbe\u51c6\u7684\u63d0\u793a\u8bcd\u9075\u5faa\u548c\u771f\u5b9e\u7684\u7269\u7406\u6a21\u62df\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u8425\u9500\u4eba\u5458\u548c\u7535\u5f71\u5236\u4f5c\u4eba\u89e3\u51b3\u4e86\u4ece\u590d\u6742\u521b\u610f\u6784\u601d\u5230\u9ad8\u8d28\u91cf\u89c6\u9891\u5feb\u901f\u3001\u9ad8\u6548\u4ea7\u51fa\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\/a958c4b3-787d-4dff-be70-5e38072402b2.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\/3b9785f4-ec42-422d-ba52-7cde49925cfb.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eae8aff5-fb02-4ba4-9033-b7bbff1eea38.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4069046e-876d-4a4a-b454-0a71d81e39ac.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49a85787-5913-4ded-970b-50e7d1723b8a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6af8fa34-cd66-4eba-80bd-aa230ed0abe4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fb145e0-bc27-46d0-984e-58af9aece54b.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\/4cd8e1b3-9528-4d19-8e67-e059584958fe.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/50907905-9611-4859-95d8-3c92efd55710.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ei2PsDpPbB4\"><source src=\"https:\/\/www.youtube.com\/watch?v=ei2PsDpPbB4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Photo &#038; Video<\/span><br \/>\n            <span class=\"tag\">Video Art<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u6587\u751f\u89c6\u9891<\/span><br \/>\n            <span class=\"tag\">SOTA\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u8fd0\u52a8\u8d28\u91cf<\/span><br \/>\n            <span class=\"tag\">\u7269\u7406\u6a21\u62df<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u591a\u6b65\u6307\u4ee4<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u751f\u6210<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u60ca\u53f9\u5176\u89c6\u9891\u771f\u5b9e\u611f\u548c\u8d28\u91cf\u8dc3\u5347\uff0c\u8ba4\u4e3a\u5df2\u8fbe\u5230\u201c\u7535\u5f71\u7ea7\u201d\u3002\u6709\u6548\u8bc4\u8bba\u5173\u6ce8\uff1a1. \u80fd\u5426\u652f\u6301\u591a\u56fe\u4e0a\u4f20\uff1b2. \u5bf9\u65b0\u624b\u662f\u5426\u53cb\u597d\uff1b3. \u4e0e\u65e7\u7248\u76f8\u6bd4\u5728\u4e00\u81f4\u6027\u3001\u957f\u89c6\u9891\u751f\u6210\u53ca\u6e32\u67d3\u901f\u5ea6\u4e0a\u7684\u5177\u4f53\u6539\u8fdb\uff1b4. \u4e0e\u5176\u4ed6\u521b\u610f\u5de5\u5177\u96c6\u6210\u7684\u53ef\u80fd\u6027\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Runway Gen-4.5\u767b\u9876\u8bc4\u6d4b\u699c\uff0c\u5176\u5ba3\u4f20\u7684\u201c\u8fd0\u52a8\u8d28\u91cf\u201d\u4e0e\u201c\u7269\u7406\u6a21\u62df\u201d\u63d0\u5347\uff0c\u770b\u4f3c\u662f\u6280\u672f\u53c2\u6570\u7684\u80dc\u5229\uff0c\u5b9e\u5219\u662f\u4e00\u573a\u9488\u5bf9\u201c\u53ef\u7528\u6027\u201d\u7684\u7cbe\u51c6\u7a81\u56f4\u3002\u6b64\u524dAI\u89c6\u9891\u5e38\u88ab\u8bdf\u75c5\u4e3a\u201c\u7cbe\u7f8e\u4f46\u968f\u673a\u201d\u7684\u52a8\u56fe\u751f\u6210\u5668\uff0c\u800cGen-4.5\u5bf9\u590d\u6742\u591a\u6b65\u6307\u4ee4\u7684\u7406\u89e3\uff0c\u610f\u5473\u7740\u5b83\u5f00\u59cb\u5c1d\u8bd5\u7406\u89e3\u201c\u5bfc\u6f14\u610f\u56fe\u201d\uff0c\u5c06\u751f\u6210\u903b\u8f91\u4ece\u201c\u662f\u4ec0\u4e48\u201d\u8f6c\u5411\u4e86\u201c\u5982\u4f55\u8fd0\u955c\u4e0e\u53d9\u4e8b\u201d\u3002\u8fd9\u662f\u4ece\u6280\u672f\u70ab\u6280\u8fc8\u5411\u5b9e\u7528\u5de5\u5177\u7684\u5173\u952e\u4e00\u6b65\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8000\u773c\u6210\u7ee9\u5355\u80cc\u540e\uff0c\u9690\u5fe7\u4f9d\u7136\u6e05\u6670\u3002\u7528\u6237\u5173\u4e8e\u201c\u591a\u56fe\u4e0a\u4f20\u201d\u7684\u8bc9\u6c42\uff0c\u66b4\u9732\u51fa\u5176\u5728\u8fde\u8d2f\u53d9\u4e8b\u548c\u89d2\u8272\u4e00\u81f4\u6027\u4e0a\u53ef\u80fd\u4ecd\u5b58\u77ed\u677f\u2014\u2014\u8fd9\u6b63\u662f\u957f\u89c6\u9891\u521b\u4f5c\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u5bf9\u8c61\u6052\u5b58\u201d\u95ee\u9898\uff0c\u66f4\u662fAI\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u6838\u5fc3\u6311\u6218\uff0c\u5173\u4e4e\u903b\u8f91\u4e0e\u5e38\u8bc6\u3002Runway\u5766\u8bda\u5c40\u9650\u6027\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u4e5f\u5212\u6e05\u4e86\u5f53\u524d\u80fd\u529b\u7684\u8fb9\u754c\uff1a\u5b83\u6216\u8bb8\u662f\u7edd\u4f73\u7684\u521b\u610f\u706b\u82b1\u53d1\u751f\u5668\u3001\u60ca\u8273\u7684\u77ed\u7247\u548c\u89c6\u89c9\u7279\u6548\u5de5\u5177\uff0c\u4f46\u8ddd\u79bb\u9a71\u52a8\u201c\u5b8c\u6574\u7535\u5f71\u201d\u7684\u5de5\u4e1a\u5316\u6d41\u6c34\u7ebf\uff0c\u4ecd\u6709\u672c\u8d28\u5dee\u8ddd\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u53d6\u4ee3\u4f20\u7edf\u5236\u4f5c\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u201c\u521b\u4f5c\u539f\u578b\u201d\u7684\u901f\u5ea6\u4e0e\u6210\u672c\u3002\u5b83\u8ba9\u5355\u4eba\u521b\u4f5c\u8005\u62e5\u6709\u4e86\u5feb\u901f\u53ef\u89c6\u5316\u590d\u6742\u6982\u5ff5\u7684\u80fd\u529b\uff0c\u6781\u5927\u5730\u538b\u7f29\u4e86\u4ece\u7075\u611f\u5230\u521d\u6b65\u89c6\u89c9\u5448\u73b0\u7684\u5468\u671f\u3002\u8fd9\u573a\u7ade\u8d5b\u5df2\u4e0d\u4ec5\u662f\u6a21\u578b\u5206\u6570\u7684\u6500\u6bd4\uff0c\u66f4\u662f\u5bf9\u521b\u610f\u5de5\u4f5c\u6d41\u6e17\u900f\u6df1\u5ea6\u7684\u8f83\u91cf\u3002Runway Gen-4.5\u5de9\u56fa\u4e86\u5176\u6280\u672f\u9886\u5148\u6027\uff0c\u4f46\u4e0b\u4e00\u9636\u6bb5\u7684\u80dc\u8d1f\u624b\uff0c\u5c06\u5728\u4e8e\u5982\u4f55\u5c06\u8fd9\u79cd\u201c\u751f\u6210\u80fd\u529b\u201d\u65e0\u7f1d\u3001\u53ef\u63a7\u5730\u5d4c\u5165\u4ece\u811a\u672c\u5230\u6210\u7247\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\uff0c\u5e76\u771f\u6b63\u89e3\u51b3\u201c\u4e00\u81f4\u6027\u201d\u8fd9\u4e00\u4ea7\u4e1a\u7ea7\u96be\u9898\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Runway Gen-4.5<\/span>\n                <\/div>\n<div class=\"comment-content\">Runway Gen-4.5 is the new top-rated video model (1,247 Elo). It delivers SOTA motion quality, precise prompt adherence, and realistic physics\u2014without sacrificing speed.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! <\/p>\n<p>Runway is back at it with Gen-4.5. The competition in the AI video space has been getting pretty intense lately, and we can definitely expect even more coming soon.<\/p>\n<p>It\u2019s now hitting #1 on the Artificial Analysis leaderboard (1,247 Elo score), but beyond the rankings, a few things stood out to me:<\/p>\n<ul>\n<li>\n<p>Complex Instructions: It handles multi-step prompts (like specific camera moves + timing) much better now, rather than just generating a random pretty clip.<\/p>\n<\/li>\n<li>\n<p>Physics: They\u2019ve focused heavily on realistic weight and momentum.<\/p>\n<\/li>\n<li>\n<p>Transparency: I really appreciate that Runway is open about the current limitations, like object permanence issues.<\/p>\n<\/li>\n<\/ul>\n<p>Also, they shared a <a href=\"https:\/\/x.com\/runwayml\/status\/1995493450179813864\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">short clip<\/a> showing the evolution from Gen-1 to Gen-4.5. It\u2019s wild to see the difference. It really shows how time flies and how far the boundaries of our imagination have been pushed in just two years. \ud83e\udd2f<\/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>It looks cool, maybe I missed it, but would be better if I could upload more than just one image. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Maybe I&#8217;ll create a full movie and premiere it in a theater. It&#8217;s that realistic. \ud83d\ude42<br \/>Really 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>This looks huge. I\u2019ve been following the evolution of AI video closely, and each step has been exciting but not quite enough for real use in my own projects. Gen-4.5 seems like a different tier completely, especially with the motion realism and speed improvements. I\u2019m genuinely excited to dive in, try some ambitious shots, and see how it holds up in real creative scenarios. Lots of ideas brewing already.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The video quality is excellent! I\u2019m looking forward to being able to make entire movies using AI. That would be really 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m not very technical, but the results look amazing. Is it easy for beginners to get good clips?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/runwayml\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"runwayml\" target=\"_blank\" rel=\"noopener\">@RunwayML<\/a> The AI video space is moving fast! Gen 4.5 improvements must be significant.<\/p>\n<p>How does this compare to the previous version in terms of consistency and control?<\/p>\n<p>Are creators finding it better for longer form content or still best for short clips?<\/p>\n<p>Curious about the rendering time improvements.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 could see how our tool could elevate its creative storytelling by pairing with Runway\u2019s AI video generation, so I\u2019m definitely going to check out their launch and explore how this can work together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/SDUNZKJDLRVQP4\" class=\"app-title\">Hyvor Post<\/a><\/p>\n<div class=\"one-liner\">Simple, privacy-first newsletter platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">218<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4ee5\u9690\u79c1\u4e3a\u5148\u3001\u65e0\u8ffd\u8e2a\u7684\u7b80\u6613\u65b0\u95fb\u901a\u8baf\u5e73\u53f0\uff0c\u4e3a\u6ce8\u91cd\u7528\u6237\u9690\u79c1\u7684\u5185\u5bb9\u521b\u4f5c\u8005\u63d0\u4f9b\u4e86\u65e0\u9700\u76d1\u63a7\u8bfb\u8005\u884c\u4e3a\u3001\u4e13\u6ce8\u4e8e\u5185\u5bb9\u5206\u53d1\u7684\u90ae\u4ef6\u8425\u9500\u89e3\u51b3\u65b9\u6848\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\/96bdfebc-038e-41fd-974f-ebd844d3469a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ce93fb4-e63c-4f65-9b55-4595e32910af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbb15c94-59aa-4eb1-9a89-841f7448f725.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad1e856c-71e8-46a8-94b1-2966a46fef13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Newsletters<\/span><br \/>\n            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Email Marketing<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u65b0\u95fb\u901a\u8baf\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u65e0\u6570\u636e\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u5206\u53d1<\/span><br \/>\n            <span class=\"tag\">\u5408\u89c4\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u6210\u672c<\/span><br \/>\n            <span class=\"tag\">\u81ea\u5b9a\u4e49\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u7b80\u6d01\u6613\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\u9690\u79c1\u4f18\u5148\u7406\u5ff5\u4e0e\u7b80\u6d01\u6027\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u90ae\u4ef6\u8bbe\u8ba1\u7f16\u8f91\u5668\u7684\u6613\u7528\u6027\u4e0e\u6a21\u677f\u4e30\u5bcc\u5ea6\uff1b\u5e73\u53f0\u662f\u5426\u63d0\u4f9b\u4efb\u4f55\u66ff\u4ee3\u6027\u6570\u636e\u6307\u6807\uff1b\u90ae\u4ef6\u9001\u8fbe\u7387\uff08\u5982\u662f\u5426\u8fdb\u5165Gmail\u6536\u4ef6\u7bb1\uff09\uff1b\u4ee5\u53ca\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\uff08\u662f\u535a\u5ba2\u793e\u533a\u8fd8\u662f\u65b0\u95fb\u901a\u8baf\u5de5\u5177\uff09\u7684\u6e05\u6670\u5ea6\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Hyvor Post \u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u77db\u76fe\u70b9\uff1a\u5728\u6570\u636e\u76d1\u63a7\u6210\u4e3a\u6807\u914d\u7684\u90ae\u4ef6\u8425\u9500\u9886\u57df\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u6253\u51fa\u201c\u65e0\u8ffd\u8e2a\u201d\u724c\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u7f3a\u5931\uff0c\u800c\u662f\u4e00\u79cd\u4ef7\u503c\u89c2\u4ea7\u54c1\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u505a\u4e86\u4ec0\u4e48\u201d\uff0c\u800c\u5728\u4e8e\u201c\u575a\u51b3\u4e0d\u505a\u4ec0\u4e48\u201d\u2014\u2014\u5b83\u653e\u5f03\u4e86\u4ee5\u8bfb\u8005\u884c\u4e3a\u6570\u636e\u4f5c\u4e3a\u6838\u5fc3\u4ea7\u54c1\u4e43\u81f3\u76c8\u5229\u57fa\u7840\u7684\u884c\u4e1a\u6f5c\u89c4\u5219\uff0c\u8bd5\u56fe\u5c06\u4f26\u7406\u9009\u62e9\u8f6c\u5316\u4e3a\u5546\u4e1a\u5356\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u81ea\u6211\u9609\u5272\u201d\u5f0f\u7684\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u8ffd\u6c42\u7eaf\u51c0\u521b\u4f5c\u3001\u670d\u52a1\u9ad8\u9690\u79c1\u610f\u8bc6\u53d7\u4f17\uff08\u5982\u7279\u5b9a\u9886\u57df\u4e13\u5bb6\u3001\u975e\u8425\u5229\u7ec4\u7ec7\uff09\u7684\u521b\u4f5c\u8005\uff0c\u5b83\u662f\u5f3a\u6709\u529b\u7684\u4fe1\u4efb\u72b6\u3002\u4f46\u5e73\u53f0\u4e5f\u4e3b\u52a8\u5265\u79bb\u4e86\u73b0\u4ee3\u8425\u9500\u4f9d\u8d56\u7684\u201c\u8bc1\u636e\u94fe\u201d\uff0c\u4f7f\u5f97\u6548\u679c\u8861\u91cf\u56de\u5f52\u5230\u6700\u539f\u59cb\u7684\u8ba2\u9605\u589e\u957f\u4e0e\u8f6c\u5316\u7387\u7b49\u540e\u7aef\u6307\u6807\u3002\u8fd9\u5c06\u5bf9\u521b\u4f5c\u8005\u7684\u5185\u5bb9\u8d28\u91cf\u4e0e\u5f15\u6d41\u80fd\u529b\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\uff0c\u672c\u8d28\u4e0a\u7b5b\u9009\u51fa\u4e86\u4e00\u6279\u7279\u5b9a\u7528\u6237\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u5e76\u975e\u7406\u5ff5\uff0c\u800c\u662f\u843d\u5730\u3002\u7528\u6237\u8ffd\u95ee\u8bbe\u8ba1\u81ea\u5b9a\u4e49\u3001\u9001\u8fbe\u7387\u7b49\u5b9e\u9645\u95ee\u9898\uff0c\u66b4\u9732\u51fa\u201c\u9690\u79c1\u4f18\u5148\u201d\u4e4b\u5916\uff0c\u5b83\u4ecd\u5fc5\u987b\u662f\u4e00\u6b3e\u597d\u7528\u7684\u5de5\u5177\u3002\u66f4\u5173\u952e\u7684\u7075\u9b42\u62f7\u95ee\u6765\u81ea\u5bf9\u5176\u6838\u5fc3\u53d9\u4e8b\u7684\u8d28\u7591\uff1a\u5b83\u7a76\u7adf\u662f\u4e00\u4e2a\u66ff\u4ee3Substack\u7684\u51fa\u7248\u5e73\u53f0\uff0c\u8fd8\u662f\u4e00\u4e2a\u793e\u533a\u8bc4\u8bba\u7cfb\u7edf\u7684\u5ef6\u4f38\uff1f\u5b9a\u4f4d\u6a21\u7cca\u53ef\u80fd\u5bfc\u81f4\u5176\u5728\u4e24\u4e2a\u6210\u719f\u5e02\u573a\u4e2d\u5747\u96be\u4ee5\u5f62\u6210\u7a7f\u900f\u529b\u3002\u82e5\u4e0d\u80fd\u5c06\u9690\u79c1\u4f18\u52bf\u65e0\u7f1d\u5d4c\u5165\u5230\u6781\u81f4\u6d41\u7545\u7684\u6838\u5fc3\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5b83\u53ef\u80fd\u4ec5\u80fd\u5438\u5f15\u4e00\u5c0f\u90e8\u5206\u201c\u7406\u5ff5\u4fe1\u5f92\u201d\uff0c\u800c\u96be\u4ee5\u64bc\u52a8\u4e3b\u6d41\u5e02\u573a\u5bf9\u6570\u636e\u6d1e\u5bdf\u7684\u4f9d\u8d56\u60ef\u6027\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u51cf\u6cd5\u201d\u505a\u5f97\u8db3\u591f\u4f18\u96c5\uff0c\u8ba9\u7528\u6237\u611f\u89c9\u4e0d\u662f\u201c\u5931\u53bb\u201d\uff0c\u800c\u662f\u201c\u89e3\u8131\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\">Hyvor Post<\/span>\n                <\/div>\n<div class=\"comment-content\">Hyvor Post is a simple, privacy-first newsletter platform. No Tracking. Just Ideas, Delivered.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch. You could have a better email design editor that will give a boost. Best wishes to the Hyvor team.<\/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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a>&nbsp;Thank you, and appreciate your feedback! You can completely customise your email design with Twig.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/212b7d4d-7bb0-42ae-86e7-f05e0fe7d905.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hyvor Post is a privacy-first newsletter platform that respects both creators and subscribers by completely eliminating tracking and data collection. Unlike traditional platforms that monitor opens, clicks, and reader behavior, Hyvor Post focuses purely on content delivery, enabling ethical email marketing.<\/p>\n<p>Key features:<br \/>\n&#8211; Zero Tracking: No opens, clicks, or location monitoring.<br \/>\n&#8211; Simple Interface: Focus on writing quality content, not navigating complexity.<br \/>\n&#8211; Compliance: Built-in features (like double opt-in) for easy compliance.<br \/>\n&#8211; Full Customization: Customizable email design, free subdomain, and archive sites.<br \/>\n&#8211; Team Collaboration: Collaborate with your team members to manage newsletters, subscribers, and campaigns efficiently.<br \/>\n&#8211; Multiple lists management: Create multiple lists to organize your subscribers. Ex: Monthly, Weekly, etc.<br \/>\n&#8211; Migration assistance: Our team can help you migrate from other platforms easily.<br \/>\n&#8211; Low cost<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ishini_avindya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishini_avindya<\/a>&nbsp;Congrats, privacy-first email is rare when most platforms treat subscriber data as the product.<\/p>\n<p>How does Hyvor Post handle analytics for creators, do you provide any metrics at all, or is it completely blind on delivery and engagement?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you also offer the customisation of the newsletter layout? (I mean the UI site of the email.)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Hello! We allow changing the email design. The archive site (where your sends are listed) automatically adapts to these changes.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61cace46-cc86-48fa-a5c4-dcd91a73c380.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ooh nice this looks very clean. Great stuff <a href=\"https:\/\/www.producthunt.com\/products\/hyvor-post-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"hyvor-post-2\" target=\"_blank\" rel=\"noopener\">@Hyvor Post<\/a> 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\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a>&nbsp;Thank you very much Ansh!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Two launches in a single day. Great job. <\/p>\n<p>You have wonderful tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Thank you very much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. What about deliverability? Does it land in Gmail\u2019s inbox or Promotions tab?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ishini_avindya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ishini_avindya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishini_avindya<\/a> Privacy first newsletters are refreshing! The customization question from Nika is spot on. How much design control do users have over email layouts? <\/p>\n<p>Can brands maintain their visual identity without coding? <\/p>\n<p>Open source is a strong differentiator in the newsletter space dominated by closed platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Multiple lists and team collaboration without the usual data collection is a smart mix for growing newsletters. Do you plan to add any tools to help creators migrate their existing designs or layouts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How customizable is the visual email design? Are templates included?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Emails are fully customizable. First, there are basic options to change colors, border, etc. for non-technical users. At this moment, we do not plan to have multiple themes\/templates. Then, there&#8217;s code customizations for technical users (<a href=\"https:\/\/post.hyvor.com\/docs\/design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/post.hyvor.com\/docs\/design<\/a>). Templates are based on Twig. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch\u2014a hybrid between a blog and a comment community is a strong niche. From a clarity\/messaging perspective, when a creator lands on Hyvor Post 2 for the first time, what\u2019s the one belief you want them to walk away with in 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u2018I can build and monetize my audience just here.\u2019<br \/>or<br \/>\u2022 \u2018My content and community live under one roof.\u2019<br \/>Because in dual-value tools the biggest risk is confusion: users wonder <strong>which problem it solves first<\/strong>. Curious how you\u2019re framing that story for Hyvor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/PCM3PPY66TQIME\" class=\"app-title\">DeepSeek-V3.2<\/a><\/p>\n<div class=\"one-liner\">Reasoning-first models built for agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">193<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DeepSeek-V3.2\u662f\u4e00\u6b3e\u4ee5\u63a8\u7406\u4f18\u5148\u7684AI\u6a21\u578b\uff0c\u4e13\u4e3a\u667a\u80fd\u4f53\uff08Agent\uff09\u6784\u5efa\u800c\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5f3a\u5927\u7684\u591a\u6b65\u63a8\u7406\u548c\u590d\u6742\u4efb\u52a1\u89c4\u5212\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u81ea\u52a8\u5316\u7cfb\u7edf\u548c\u5904\u7406\u590d\u6742\u903b\u8f91\u4efb\u52a1\u65f6\u9762\u4e34\u7684\u667a\u80fd\u6df1\u5ea6\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\/a993cf45-e976-4599-b9d8-9af5966690a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb934c37-3da1-4a3f-8017-8f4ca0ecf8bd.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\/59eca389-66a8-468c-8ef5-9a7daad1e937.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\/199cead6-979e-465c-8d77-af1c0eff2474.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\/e56cac0c-27f2-46fd-bba9-9db4091e12f3.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\">Open Source<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u63a8\u7406\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u591a\u6b65\u4efb\u52a1\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u8c03\u7528\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u590d\u6742\u95ee\u9898\u6c42\u89e3<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u5b66\u672f\u7ade\u8d5b\u7ea7\u63a8\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>\u53d1\u5e03\u8005\u70ed\u60c5\u4ecb\u7ecd\u4e86V3.2\u548cV3.2-Speciale\u4e24\u6b3e\u6a21\u578b\u7684\u7a81\u7834\u6027\u80fd\u529b\uff0c\u5f3a\u8c03\u5176\u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u9ec4\u91d1\u7ea7\u8868\u73b0\u548c\u9762\u5411\u667a\u80fd\u4f53\u7684\u4f18\u5316\u8bbe\u8ba1\u3002\u552f\u4e00\u7528\u6237\u8bc4\u8bba\u5219\u8d28\u7591\u57fa\u51c6\u6d4b\u8bd5\u7684\u5b8c\u6574\u6027\uff0c\u6697\u793a\u5e94\u4e0eClaude Opus 4.5\u8fdb\u884c\u5bf9\u6bd4\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u6027\u80fd\u5ba3\u4f20\u7684\u53ef\u6bd4\u6027\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                DeepSeek\u6b64\u6b21\u53d1\u5e03\u7684\u6838\u5fc3\u53d9\u4e8b\u662f\u201c\u63a8\u7406\u4f18\u5148\u201d\u548c\u201c\u667a\u80fd\u4f53\u4e13\u7528\u201d\uff0c\u8fd9\u76f4\u63a5\u5207\u5165\u4e86\u5f53\u524dAI\u5e94\u7528\u4ece\u901a\u7528\u5bf9\u8bdd\u5411\u5782\u76f4\u5316\u3001\u81ea\u52a8\u5316\u53d1\u5c55\u7684\u5173\u952e\u8f6c\u6298\u70b9\u3002V3.2-Speciale\u5728IMO\u3001IOI\u7b49\u9876\u7ea7\u7ade\u8d5b\u95ee\u9898\u4e0a\u7684\u201c\u9ec4\u91d1\u7ea7\u8868\u73b0\u201d\u5ba3\u4f20\u6781\u5177\u51b2\u51fb\u529b\uff0c\u8bd5\u56fe\u5728\u201c\u6700\u5f3a\u5927\u8111\u201d\u7684\u7ef4\u5ea6\u4e0a\u5efa\u7acb\u6280\u672f\u54c1\u724c\u9ad8\u5ea6\u3002\u7136\u800c\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u5176\u5b9a\u4f4d\u7684\u5fae\u5999\u4e4b\u5904\uff1a\u4e00\u4e2a\u5728\u9ad8\u5ea6\u7ed3\u6784\u5316\u3001\u5c01\u95ed\u6027\u5b66\u672f\u95ee\u9898\u4e0a\u8868\u73b0\u5353\u8d8a\u7684\u6a21\u578b\uff0c\u5176\u80fd\u529b\u80fd\u5426\u5e73\u6ed1\u8fc1\u79fb\u81f3\u5f00\u653e\u57df\u3001\u9ad8\u4e0d\u786e\u5b9a\u6027\u7684\u771f\u5b9e\u5546\u4e1a\u573a\u666f\uff1f\u8fd9\u9700\u8981\u6253\u4e00\u4e2a\u95ee\u53f7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aGPT-5\u7ea7\u6a21\u578b\u201d\u7684\u5ba3\u79f0\uff0c\u800c\u5728\u4e8e\u4e24\u70b9\uff1a\u7b2c\u4e00\uff0c\u660e\u786e\u5c06\u201c\u601d\u8003\u6a21\u5f0f\u201d\u6df1\u5ea6\u96c6\u6210\u5230\u5de5\u5177\u8c03\u7528\u6d41\u7a0b\u4e2d\uff0c\u8fd9\u53ef\u80fd\u662f\u6784\u5efa\u53ef\u9760\u667a\u80fd\u4f53\u7684\u57fa\u7840\u8bbe\u65bd\u7ea7\u6539\u8fdb\u3002\u7b2c\u4e8c\uff0c\u575a\u6301\u5f00\u6e90\u5e76\u914d\u5957\u53d1\u5e03\u5305\u542b1800+\u73af\u5883\u7684\u8bad\u7ec3\u7ba1\u9053\uff0c\u8fd9\u964d\u4f4e\u4e86\u9ad8\u7ea7\u667a\u80fd\u4f53\u7684\u5f00\u53d1\u95e8\u69db\uff0c\u8bd5\u56fe\u6784\u5efa\u5f00\u53d1\u8005\u751f\u6001\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u201cSpeciale\u201d\u7248\u672c\u4ec5\u901a\u8fc7\u4e34\u65f6API\u63d0\u4f9b\uff0c\u66f4\u50cf\u662f\u4e00\u6b21\u5927\u89c4\u6a21\u6280\u672f\u8def\u6f14\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u57fa\u51c6\u6d4b\u8bd5\u7684\u8d28\u7591\u867d\u7b80\u77ed\uff0c\u5374\u5c16\u9510\u5730\u6307\u51fa\u4e86\u884c\u4e1a\u901a\u75c5\uff1a\u9009\u62e9\u6027\u5bf9\u6bd4\u3002\u82e5\u60f3\u771f\u6b63\u6210\u4e3a\u201c\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u57fa\u7840\u6a21\u578b\u201d\uff0cDeepSeek\u9700\u8981\u5728\u66f4\u900f\u660e\u3001\u66f4\u5168\u9762\u7684\u8bc4\u4f30\u6846\u67b6\u4e0b\u8bc1\u660e\u5176\u9c81\u68d2\u6027\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5c55\u793a\u5728\u7279\u5b9a\u8c1c\u9898\u4e0a\u7684\u60ca\u4eba\u89e3\u51b3\u80fd\u529b\u3002\u5176\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\uff0c\u5c06\u662f\u5f00\u53d1\u8005\u5728\u590d\u6742\u3001\u6df7\u4e71\u7684\u771f\u5b9e\u4e16\u754c\u4e2d\u6784\u5efa\u7684\u667a\u80fd\u4f53\uff0c\u80fd\u5426\u7a33\u5b9a\u3001\u53ef\u9760\u5730\u5de5\u4f5c\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">DeepSeek-V3.2<\/span>\n                <\/div>\n<div class=\"comment-content\">We\u2019re on a journey to advance and democratize artificial intelligence through open source and open science.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Hunters, I am excited to hunt DeepSeek-V3.2 &amp; V3.2-Speciale! \ud83d\udd25<\/strong><\/p>\n<p>DeepSeek just dropped two powerful reasoning-first models built especially for agents \u2014 and they are seriously impressive.<\/p>\n<\/p>\n<h3>\ud83d\ude80 <strong>What\u2019s new?<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>DeepSeek-V3.2<\/strong>: The official successor to V3.2-Exp \u2014 your new daily-driver with GPT-5-level capability.<\/p>\n<\/li>\n<li>\n<p><strong>DeepSeek-V3.2-Speciale<\/strong>: A max-reasoning beast that rivals Gemini-3.0-Pro. API-only for now.<\/p>\n<\/li>\n<\/ul>\n<h3>\ud83e\udde0 <strong>World-Class Reasoning<\/strong><\/h3>\n<ul>\n<li>\n<p>V3.2-Speciale hits <strong>gold-level performance<\/strong> across <strong>IMO, CMO, ICPC World Finals &amp; IOI 2025<\/strong>.<\/p>\n<\/li>\n<li>\n<p>Designed for deep reasoning, long-chain planning &amp; complex multi-step tasks.<\/p>\n<\/li>\n<\/ul>\n<h3>\ud83e\udd16 <strong>Thinking in Tool-Use<\/strong><\/h3>\n<ul>\n<li>\n<p>New agent-training pipeline with <strong>1,800+ environments<\/strong> &amp; <strong>85k+ complex instructions<\/strong>.<\/p>\n<\/li>\n<li>\n<p>DeepSeek-V3.2 integrates \u201cthinking mode\u201d directly into tool-use \u2014 powerful for builders.<\/p>\n<\/li>\n<\/ul>\n<h3>\ud83d\udcbb <strong>API Highlights<\/strong><\/h3>\n<ul>\n<li>\n<p>Same usage as V3.2-Exp.<\/p>\n<\/li>\n<li>\n<p>Speciale served via a temporary endpoint until <strong>Dec 15, 2025<\/strong>.<\/p>\n<\/li>\n<li>\n<p>Same pricing, but uses more tokens due to advanced reasoning.<\/p>\n<\/li>\n<\/ul>\n<h3>\ud83d\udee0 <strong>Open-Source Release<\/strong><\/h3>\n<p>Both models are fully available on Hugging Face for developers to tinker with.<\/p>\n<p>If you\u2019re building agents, automation, or reasoning-heavy systems \u2014 this update is a game-changer. Happy to answer any questions! \ud83d\ude80\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=\"comment-item\">\n<div class=\"comment-content\">Claude opus 4.5 needs to be in these benchmarks<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/TZIC5XBP5WTAXP\" class=\"app-title\">beLow<\/a><\/p>\n<div class=\"one-liner\">Inline insights with C\/C++ that shows CPU, memory, energy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">180<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>beLow\u662f\u4e00\u6b3e\u901a\u8fc7AI\u81ea\u52a8\u5206\u6790\u5e76\u4f18\u5316C\/C++\u5d4c\u5165\u5f0f\u4ee3\u7801\u6027\u80fd\u7684\u5de5\u5177\uff0c\u5728\u6c7d\u8f66\u3001\u822a\u7a7a\u822a\u5929\u3001\u673a\u5668\u4eba\u7b49\u5bf9\u6027\u80fd\u8981\u6c42\u82db\u523b\u7684\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u81ea\u52a8\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u3001\u751f\u6210\u786c\u4ef6\u611f\u77e5\u7684\u4f18\u5316\u4ee3\u7801\uff0c\u4ece\u800c\u5927\u5e45\u524a\u51cf\u624b\u52a8\u8c03\u4f18\u65f6\u95f4\uff0c\u63d0\u5347\u6267\u884c\u6548\u7387\u5e76\u964d\u4f4e\u80fd\u8017\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\/a148fa65-00f6-425c-b425-221093e01372.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5859b6bf-4805-4bc4-bc67-6d50d93751ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fce97f58-05b3-4198-9f40-0a17492a40ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/101cfd70-1418-4d6b-947a-8ae600b8e96a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dba333c9-53de-4d21-9541-e1af2abbc834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47342b89-c8b0-4680-aa17-b34f6f1530b8.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\/10d46e11-0f3b-4862-9f44-51f5ba1188c0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1hmwkfmcceM\"><source src=\"https:\/\/www.youtube.com\/watch?v=1hmwkfmcceM\" 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>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5d4c\u5165\u5f0f\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7801\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6027\u80fd\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">C\/C++<\/span><br \/>\n            <span class=\"tag\">\u786c\u4ef6\u611f\u77e5<\/span><br \/>\n            <span class=\"tag\">\u80fd\u8017\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u9759\u6001\u52a8\u6001\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u624b\u52a8\u4f18\u5316\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u5173\u6ce8\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\uff08\u662f\u201c\u83b7\u5f97\u53ef\u8861\u91cf\u7684\u6027\u80fd\u63d0\u5347\u201d\u8fd8\u662f\u201c\u5de5\u5177\u771f\u6b63\u7406\u89e3\u6211\u7684\u786c\u4ef6\u6808\u201d\uff09\u3002\u56e2\u961f\u56de\u590d\u5f3a\u8c03\u5176\u81ea\u52a8\u5316\u4e0e\u786c\u4ef6\u611f\u77e5\u80fd\u529b\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u591a\u5e73\u53f0\u652f\u6301\uff08\u5df2\u652f\u6301\u591a\u79cd\u67b6\u6784\uff09\u548c\u5185\u5b58\u6cc4\u6f0f\u68c0\u6d4b\u7b49\u6269\u5c55\u529f\u80fd\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                beLow\u7684\u4eae\u76f8\uff0c\u770b\u4f3c\u662fAI\u4ee3\u7801\u751f\u6210\u6d6a\u6f6e\u5728\u5d4c\u5165\u5f0f\u8fd9\u4e00\u201c\u786c\u6838\u201d\u9886\u57df\u7684\u81ea\u7136\u5ef6\u4f38\uff0c\u5b9e\u5219\u7cbe\u51c6\u5730\u523a\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u771f\u7a7a\u5730\u5e26\uff1a\u5728\u786c\u4ef6\u8d44\u6e90\u6781\u7aef\u53d7\u9650\u3001\u6027\u80fd\u4e0e\u529f\u8017\u9531\u94e2\u5fc5\u8f83\u7684\u5d4c\u5165\u5f0f\u5f00\u53d1\u4e2d\uff0c\u901a\u7528AI\u4ee3\u7801\u52a9\u624b\u5f80\u5f80\u56e0\u7f3a\u4e4f\u5bf9\u5177\u4f53\u786c\u4ef6\u5fae\u67b6\u6784\u3001\u5185\u5b58\u65f6\u5e8f\u3001\u6307\u4ee4\u96c6\u7279\u6027\u7684\u6df1\u523b\u7406\u89e3\u800c\u663e\u5f97\u9694\u9774\u6414\u75d2\uff0c\u751a\u81f3\u53ef\u80fd\u751f\u6210\u770b\u4f3c\u6b63\u786e\u5b9e\u5219\u4f4e\u6548\u6216\u4e0d\u53ef\u9760\u7684\u4ee3\u7801\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u201c\u5177\u4f53\u4ee3\u7801\u201d\u5230\u201c\u5177\u4f53\u786c\u4ef6\u201d\u7684\u95ed\u73af\u5206\u6790\u4f18\u5316\u7ba1\u9053\u3002\u901a\u8fc7\u7ed3\u5408\u9759\u6001\u5206\u6790\u4e0e\u5728\u76ee\u6807\u786c\u4ef6\u4e0a\u7684\u52a8\u6001\u5256\u6790\uff08\u6d4b\u91cfCPU\u5468\u671f\u3001\u5185\u5b58\u6a21\u5f0f\uff09\uff0c\u5b83\u8ba9AI\u7684\u4f18\u5316\u5efa\u8bae\u5efa\u7acb\u5728\u771f\u5b9e\u7684\u3001\u53ef\u91cf\u5316\u7684\u786c\u4ef6\u884c\u4e3a\u6570\u636e\u4e4b\u4e0a\uff0c\u800c\u975e\u6cdb\u5316\u7684\u7f16\u7a0b\u6a21\u5f0f\u3002\u8fd9\u89e3\u51b3\u4e86\u5d4c\u5165\u5f0f\u5f00\u53d1\u6700\u6838\u5fc3\u7684\u4fe1\u4efb\u95ee\u9898\u2014\u2014\u5f00\u53d1\u8005\u9700\u8981\u786e\u4fe1\u4f18\u5316\u5efa\u8bae\u662f\u57fa\u4e8e\u5176\u82af\u7247\u7684\u7f13\u5b58\u884c\u5927\u5c0f\u3001\u6d41\u6c34\u7ebf\u7279\u6027\uff0c\u800c\u975e\u6559\u79d1\u4e66\u7406\u8bba\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6210\u529f\u7684\u5173\u952e\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u95ed\u73af\u7684\u6df1\u5ea6\u4e0e\u53ef\u9760\u6027\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7406\u89e3\u6211\u7684\u786c\u4ef6\u6808\u201d\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\u3002\u5de5\u5177\u80fd\u5426\u771f\u6b63\u8986\u76d6\u4e0d\u540cMCU\u5382\u5546\u3001\u4e0d\u540c\u578b\u53f7\u95f4\u7ec6\u5fae\u5374\u5173\u952e\u7684\u5dee\u5f02\uff1f\u4f18\u5316\u5efa\u8bae\u5728\u8ffd\u6c42\u5cf0\u503c\u6027\u80fd\u65f6\uff0c\u662f\u5426\u4f1a\u727a\u7272\u4ee3\u7801\u7684\u786e\u5b9a\u6027\u6216\u5b9e\u65f6\u6027\uff1f\u8fd9\u4e9b\u662f\u5d4c\u5165\u5f0f\u9886\u57df\u7684\u751f\u6b7b\u7ebf\u3002\u6b64\u5916\uff0c\u5c06\u590d\u6742\u7684\u786c\u4ef6\u4f9d\u8d56\u201c\u9ed1\u76d2\u5316\u201d\u7ed9AI\uff0c\u5728\u5e26\u6765\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5bfc\u81f4\u4e00\u4ee3\u5f00\u53d1\u8005\u5bf9\u5e95\u5c42\u539f\u7406\u7684\u758f\u79bb\uff0c\u8fd9\u5728\u5b89\u5168\u81f3\u4e0a\u7684\u9886\u57df\u53ef\u80fd\u5f15\u53d1\u65b0\u7684\u98ce\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cbeLow\u4ee3\u8868\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff1a\u5c06AI\u4ece\u201c\u8bed\u6cd5\u7cd6\u751f\u4ea7\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u7cfb\u7edf\u7ea7\u534f\u4f5c\u8005\u201d\u3002\u5b83\u7684\u524d\u666f\u4e0d\u53d6\u51b3\u4e8e\u751f\u6210\u4e86\u591a\u5c11\u884c\u4ee3\u7801\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u786c\u4ef6\u884c\u4e3a\u6a21\u578b\u7684\u7cbe\u786e\u5ea6\uff0c\u4ee5\u53ca\u5b83\u80fd\u5426\u5728\u63d0\u5347\u6027\u80fd\u7684\u521a\u6027\u6307\u6807\u4e0e\u4fdd\u969c\u4ee3\u7801\u53ef\u9760\u6027\u3001\u53ef\u9884\u6d4b\u6027\u7684\u8f6f\u6027\u8981\u6c42\u4e4b\u95f4\uff0c\u53d6\u5f97\u5d4c\u5165\u5f0f\u5de5\u7a0b\u5e08\u4eec\u8ba4\u53ef\u7684\u5e73\u8861\u3002\u65e9\u671f\u7528\u6237\u62a5\u544a\u7684\u6027\u80fd\u63d0\u5347\u6570\u636e\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u66f4\u590d\u6742\u3001\u66f4\u4e25\u82db\u7684\u5de5\u4e1a\u7ea7\u9879\u76ee\u4e2d\uff0c\u6301\u7eed\u7a33\u5b9a\u5730\u4ea4\u4ed8\u8fd9\u79cd\u201c\u7406\u89e3\u201d\uff0c\u5e76\u8d62\u5f97\u4fdd\u5b88\u4f46\u52a1\u5b9e\u7684\u5d4c\u5165\u5f0f\u793e\u7fa4\u7684\u957f\u671f\u4fe1\u4efb\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">beLow<\/span>\n                <\/div>\n<div class=\"comment-content\">beLow automatically analyzes your C and C++ embedded code to identify performance bottlenecks and generate optimized code tailored to your target hardware. Slash execution time, reduce energy consumption, and accelerate time to market. Designed for developers building in automotive, aerospace, robotics, and other performance-critical systems, beLow simplifies the complex work of embedded code optimization so teams can focus on innovation, not fine-tuning.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>After years fighting performance bottlenecks in embedded projects \u2014 spending endless time hunting for the right computation path, the right variable type, or the right compiler flags for a specific hardware target \u2014 we wanted a tool that finally connects <em>real hardware constraints<\/em> with modern AI.<\/p>\n<\/p>\n<p>That\u2019s why we built <strong>beLow<\/strong>.<\/p>\n<p>It analyzes your C\/C++ code on your own hardware target, measures actual CPU cycles, memory patterns, and instruction-level behavior, and feeds all of that directly into AI agents that propose optimizations or even generate hardware-aware code.<\/p>\n<\/p>\n<p>What makes it different?<\/p>\n<p>Most AI tools generate generic code with no understanding of embedded constraints. beLow is fully hardware-aware, runs locally, and blends static + dynamic analysis to surface concrete, measurable gains. Early users in automotive, aerospace, and IoT are already seeing execution-time improvements of up to <strong>45%<\/strong>.<\/p>\n<\/p>\n<p>To celebrate our Product Hunt launch, we\u2019re opening our software and giving PH users priority onboarding + extended free usage.<\/p>\n<\/p>\n<p>If you want faster, leaner embedded code:<\/p>\n<p>\ud83d\udc49 Install the VS Code extension<\/p>\n<p>\ud83d\udc49 Run the MCP server<\/p>\n<p>\ud83d\udc49 Analyze, optimize, or generate code instantly<\/p>\n<\/p>\n<p>We\u2019d love your feedback \u2014 help us shape the future of AI-guided embedded development. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>11<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive launch, beLow. When a firmware or embedded dev opens this tool for the first time, <strong>what\u2019s the single belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI\u2019ll get measurable performance gains without diving into hardware micro-optimization myself.\u201d<br \/>Or:<br \/>\u2022 \u201cThis tool understands <em>my hardware<\/em> and my constraints out of the box.\u201d<br \/>Because in embedded optimization tasks, the belief that a tool <em>gets me and my stack<\/em> often matters more than whether it supports 50 hardware targets.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a>&nbsp;Great question \u2014 and you\u2019re absolutely right: in embedded, <em>trust that the tool understands your stack<\/em> matters more than long feature lists.<\/p>\n<\/p>\n<p>Yes, there are a few initial steps to set up the project and select the target platform \u2014 but once that\u2019s done, everything becomes automated: analysis, and the optimized code suggestions (or generation) tailored to the specific MCU\/CPU.<\/p>\n<p>You no longer have to fight with finding hardware specific optimizations \u2014 beLow handles them for you, aware of your hardware constraints.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Really smart tool. When beLow generates \u201coptimized code tailored to target hardware,\u201d does it support multiple target platforms?<\/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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a>&nbsp;Absolutely \u2014 beLow supports multiple hardware targets.<\/p>\n<p>You can choose the platform directly in the project settings (ARM Cortex, x86, PowerPC, and Infineon Tricore among others), and the optimization engine adapts the generated code to the instruction set, memory model, and performance constraints of each target.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is huge for embedded teams \u2014 manual optimization is always the biggest time sink.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Great to see something for C\/C++.<br \/>Can it detect memory leaks alongside optimization? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/7LGBX6ECX3LZTE\" class=\"app-title\">Cumbuca<\/a><\/p>\n<div class=\"one-liner\">Develop your own payments infra in Brazil using our license<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">170<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cumbuca \u4f5c\u4e3a\u5df4\u897f\u53d7\u76d1\u7ba1\u751f\u6001\u7684\u201c\u4ee3\u7406\u201d\uff0c\u8ba9\u91d1\u878d\u79d1\u6280\u516c\u53f8\u65e0\u9700\u8017\u65f6\u6570\u5e74\u83b7\u53d6\u652f\u4ed8\u724c\u7167\uff0c\u5373\u53ef\u76f4\u63a5\u63a5\u5165Pix\u548c\u5f00\u653e\u91d1\u878d\u7cfb\u7edf\uff0c\u5728\u4fdd\u6301\u5b8c\u5168\u8fd0\u8425\u63a7\u5236\u548c\u6570\u636e\u81ea\u4e3b\u6743\u7684\u524d\u63d0\u4e0b\uff0c\u5feb\u901f\u6784\u5efa\u548c\u5b9a\u5236\u81ea\u5df1\u7684\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\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\/1e80e41a-528d-42e0-8eca-520df0c15f2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d7c8934-2981-4d4a-92b2-21f3385a997b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/dd32a04c-a4b9-4828-b189-b99347100c58.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/F4_E2LYNBCQ\"><source src=\"https:\/\/youtu.be\/F4_E2LYNBCQ\" 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\">Fintech<\/span><br \/>\n            <span class=\"tag\">Payments<\/span><br \/>\n            <span class=\"tag\">Banking<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u91d1\u878d\u57fa\u7840\u8bbe\u65bd\u5373\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u652f\u4ed8\u724c\u7167\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u5df4\u897f\u5f00\u653e\u91d1\u878d<\/span><br \/>\n            <span class=\"tag\">Pix\u652f\u4ed8\u63a5\u5165<\/span><br \/>\n            <span class=\"tag\">\u76d1\u7ba1\u5408\u89c4\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n            <span class=\"tag\">B2B\u91d1\u878d\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u652f\u4ed8\u7cfb\u7edf\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u724c\u7167\u5373\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u91d1\u878d\u79d1\u6280\u8d4b\u80fd<\/span><br \/>\n            <span class=\"tag\">\u5df4\u897f\u5e02\u573a\u51c6\u5165<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u201c\u81ea\u4e3b\u6743\u4e0e\u5feb\u901f\u4e0a\u7ebf\u201d\u7684\u6838\u5fc3\u77db\u76fe\uff0c\u8d5e\u8d4f\u5176\u63d0\u4f9b\u5b98\u65b9API\u76f4\u63a5\u8bbf\u95ee\u7684\u7075\u6d3b\u6027\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u6b64\u524dB2C\u4e1a\u52a1\u56e0\u4f9d\u8d56\u5408\u4f5c\u4f19\u4f34\u800c\u65e0\u6cd5\u53ca\u65f6\u89e3\u51b3\u7528\u6237\u95ee\u9898\u7684\u75db\u70b9\u3002\u6709\u8bc4\u8bba\u8be2\u95ee\u4ea7\u54c1\u5e0c\u671b\u4f20\u8fbe\u7684\u9996\u8981\u4fe1\u5ff5\uff0c\u521b\u59cb\u4eba\u5f3a\u8c03\u662f\u201c\u50cf\u6301\u6709\u724c\u7167\u4e00\u6837\u7075\u6d3b\u5f00\u53d1\u201d\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Cumbuca \u7684\u201c\u76d1\u7ba1\u4ee3\u7406\u201d\u6a21\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u5bf9\u91d1\u878d\u79d1\u6280\u57fa\u7840\u8bbe\u65bd\u6743\u529b\u7ed3\u6784\u7684\u7cbe\u5de7\u89e3\u6784\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u6210\u4e3a\u53c8\u4e00\u4e2a\u63d0\u4f9b\u62bd\u8c61\u5316API\u7684\u201c\u9ed1\u7bb1\u201dBaaS\u5e73\u53f0\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u964d\u7ef4\u4e3a\u4e00\u4e2a\u6700\u5c0f\u5316\u7684\u5408\u89c4\u4e0e\u7b7e\u540d\u5c42\u3002\u8fd9\u4f7f\u5176\u4ef7\u503c\u4e3b\u5f20\u5f02\u5e38\u950b\u5229\uff1a\u5b83\u51fa\u552e\u7684\u4e0d\u662f\u529f\u80fd\uff0c\u800c\u662f\u201c\u5408\u89c4\u51c6\u5165\u8d44\u683c\u201d\u548c\u201c\u539f\u751f\u63a7\u5236\u6743\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7684\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u6210\u719f\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u8fdb\u9636\u75db\u70b9\uff1a\u4ece\u201c\u5feb\u901f\u4e0a\u7ebf\u201d\u7684\u9700\u6c42\uff0c\u5347\u7ea7\u4e3a\u201c\u4e0d\u53d7\u5236\u4e8e\u4eba\u201d\u7684\u9700\u6c42\u3002\u521b\u59cb\u56e2\u961f\u4eceB2C\u4e1a\u52a1\u4e2d\u83b7\u5f97\u7684\u5207\u80a4\u4e4b\u75db\u2014\u2014\u56e0\u5e95\u5c42\u4f9d\u8d56\u800c\u65e0\u6cd5\u638c\u63a7\u7528\u6237\u4f53\u9a8c\u2014\u2014\u8f6c\u5316\u4e3aB2B\u4ea7\u54c1\u7684\u6838\u5fc3\u54f2\u5b66\u3002\u4ed6\u4eec\u4e0d\u63d0\u4f9b\u6807\u51c6\u5316\u7684\u201c\u81ea\u884c\u8f66\u201d\uff0c\u800c\u662f\u63d0\u4f9b\u8fdb\u5165\u201c\u8d5b\u8f66\u573a\u201d\u7684\u8d44\u683c\u548c\u89c4\u5219\u624b\u518c\uff0c\u8ba9\u5ba2\u6237\u81ea\u5df1\u9020\u8f66\u3001\u81ea\u5df1\u9a7e\u9a76\u3002\u8fd9\u79cd\u6a21\u5f0f\u7b5b\u9009\u51fa\u4e86\u9ad8\u51c0\u503c\u3001\u9ad8\u590d\u6742\u5ea6\u7684\u5ba2\u6237\u7fa4\u4f53\uff0c\u5176\u201c\u975e\u81ea\u52a9\u670d\u52a1\u201d\u7684\u5b9a\u4f4d\u53cd\u800c\u6210\u4e86\u4e13\u4e1a\u6027\u548c\u6df1\u5ea6\u7684\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u79cd\u6a21\u5f0f\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u5176\u4e00\uff0c\u4f5c\u4e3a\u201c\u4ee3\u7406\u201d\uff0c\u5176\u5546\u4e1a\u4ef7\u503c\u4e0e\u76d1\u7ba1\u724c\u7167\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u653f\u7b56\u98ce\u9669\u662f\u5176\u751f\u547d\u7ebf\u3002\u5176\u4e8c\uff0c\u76ee\u6807\u5ba2\u6237\u7fa4\u72ed\u7a84\uff0c\u589e\u957f\u5929\u82b1\u677f\u53ef\u80fd\u8fc7\u65e9\u663e\u73b0\u3002\u5176\u4e09\uff0c\u6781\u81f4\u7684\u6280\u672f\u7075\u6d3b\u6027\u8981\u6c42\u5ba2\u6237\u5177\u5907\u5f3a\u5927\u7684\u81ea\u8eab\u5de5\u7a0b\u80fd\u529b\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5413\u9000\u4e00\u90e8\u5206\u5bfb\u6c42\u201c\u4ea4\u94a5\u5319\u201d\u65b9\u6848\u7684\u6f5c\u5728\u7528\u6237\u3002\u5176\u56db\uff0c\u968f\u7740\u5df4\u897f\u5f00\u653e\u91d1\u878d\u751f\u6001\u6210\u719f\uff0c\u5927\u578b\u673a\u6784\u81ea\u884c\u7533\u8bf7\u724c\u7167\u7684\u6210\u672c\u6536\u76ca\u6bd4\u53ef\u80fd\u53d1\u751f\u53d8\u5316\uff0c\u4ece\u800c\u51b2\u51fb\u5176\u6838\u5fc3\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cCumbuca\u662f\u4e00\u6b21\u4ece\u201c\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u8005\u201d\u5230\u201c\u57fa\u7840\u8bbe\u65bd\u8d4b\u80fd\u8005\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u751f\u6001\u7684\u4e2d\u5fc3\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3a\u751f\u6001\u7684\u201c\u57fa\u77f3\u5c42\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u5b9e\u73b0\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u590d\u6742\u7684\u76d1\u7ba1\u4e1b\u6797\u548c\u6fc0\u70c8\u7684\u5de8\u5934\u7ade\u4e89\u4e2d\uff0c\u6301\u7eed\u634d\u536b\u5176\u4f5c\u4e3a\u201c\u53ef\u4fe1\u4e2d\u7acb\u901a\u9053\u201d\u7684\u72ec\u7279\u5b9a\u4f4d\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u3001\u9ad8\u56de\u62a5\u7684\u8c6a\u8d4c\uff0c\u8d4c\u7684\u662f\u5df4\u897f\u91d1\u878d\u6570\u5b57\u5316\u6df1\u6c34\u533a\u7684\u9700\u6c42\uff0c\u5c06\u6c38\u8fdc\u7531\u201c\u63a7\u5236\u6743\u201d\u9a71\u52a8\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\">Cumbuca<\/span>\n                <\/div>\n<div class=\"comment-content\">In Brazil, a payments license gives you full autonomy but takes years, millions in $$$, and heavy compliance. Existing providers get you live fast but restricts independence and operational control. Cumbuca merges both: you get the same development flexibility with direct access to Open Finance and Pix, with full operational control, reduced risk and flexible price. Build on official APIs, own your infra and data, customize every layer, and if you get your license, just plug your own certificate<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We\u2019re Daniel, Bruno, and Pedro \u2014 founders of Cumbuca, the first proxy for Brazil\u2019s regulated ecosystem.<\/p>\n<p>After years of building fintechs in Brazil, we saw how painful it is to obtain a license or depend on PSPs and BaaS providers. Our previous B2C operation scaled to over a million accounts, and we suffered since a lot of our core product relied on partner infra, and it hurt us to not be able to solve the issues affecting our customers. We\u2019ve been deeply involved with Open Finance since its earliest days \u2014 we were one of the first players in the ecosystem and became the **fourth ITP\/PISP license ever issued in Brazil**, and after closing our B2C operation decided to pivot to B2B and build the financial infrastructure partner we always wished existed for ourselves.<\/p>\n<p>We\u2019ve always been obsessed with the technology and the infrastructure behind Open Finance and Pix in Brazil, it&#8217;s potential to be a transformational benefit to millions of Brazilians and wish to use our license and expertise to partner with amazing companies that will bring those benefits to life.<\/p>\n<p>Cumbuca is the result of that journey: a regulatory bridge that enables fintechs to operate with **direct access to Pix and Open Finance** while retaining complete control over their operations. You **build your own infrastructure, own your operational data, resolve issues without middlemen, and enjoy the same development freedom you would have if you held your own license** \u2014 all while we carry the regulatory exposure and maintain the highest compliance standards.<\/p>\n<p>**We redesigned the delivery layer from the ground up.** Instead of exposing Cumbuca APIs, which would impose our abstractions and limit customer flexibility, we built a **regulatory proxy**. Customers can develop their entire infrastructure end-to-end using the **same APIs available to banks and other regulated players**. They generate their requests, send them to our proxy, and we sign and forward them under our license. The proxy is intentionally a **minimal layer**, giving us only what we need: logging, compliance, visibility, and access control. **There is no Cumbuca API \u2014 only the proxy.**<\/p>\n<p>We\u2019ve supported global and local companies launching and scaling in Brazil. While we\u2019re excited to share Cumbuca with the PH community, we\u2019re **not a self-serve platform** \u2014 we work selectively with high-volume fintechs and infrastructure players where deep customization and autonomy are essential, and which are aligned on a long term plan for the Brazilian payments market.<\/p>\n<p>We\u2019d love to hear from you \u2014 who\u2019s considering entering the Brazilian market? What\u2019s holding you back? How has your experience been with Brazilian fintech infra providers?<\/p>\n<p>\ud83d\udcac Ask us anything below!<\/p>\n<p>\u2014 The Cumbuca team \ud83c\udde7\ud83c\uddf7<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>27<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a>&nbsp;Congratulations on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a>&nbsp;Amazing news &#8211; congratulations to the entire team on this milestone!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a>&nbsp;so proud of this launch! I&#8217;m really excited to see the impact of this major innovation on Brazil&#8217;s ecosystem and how it will advance the Open Finance agenda. Great things are coming!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve been frustrated with the trade-off between quick integrations and true ownership, so this caught my attention immediately. The idea that I can build on official APIs and still maintain full control feels great for someone like me trying to scale responsibly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabine_engel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabine_engel<\/a>&nbsp;that&#8217;s the idea \ud83d\ude42 <br \/>Hit us up and when you come to Brazil and we&#8217;ll help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>As someone who&#8217;s always wanted more control over my payments stack, this really speaks to me. The idea of getting direct access to Pix and Open Finance without drowning in years of licensing is huge. I like hoe flexible and builder-friendly your approach feels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nancy_philip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nancy_philip<\/a>&nbsp;thanks!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Daniel, congrats on the pivot and that line about not being able to solve issues affecting your customers really stands out. When you were running the B2C operation with a million+ accounts, was there a specific incident where you knew exactly how to fix something for your users but couldn\u2019t because you were stuck waiting on a partner?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a>&nbsp;I can name a few! The most repeating one was downtime by our provider in critical moments like for example at the beginning of the month when most users were cashing in their paychecks. We also had some terrible ones like payments that were supposed to be instant taking hours to clear, judicial blocking on user assets with no warning or way to check for it, hard times when users changed their legal names&#8230; lot&#8217;s of edge cases that, at scale, become critical.<\/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>Excellent launch, Cumbuca team. From a clarity-onboarding lens: when a fintech opens your platform for the first time, <strong>what\u2019s the one belief<\/strong> you want them to walk away with in the first 10-15 seconds?<br \/>Is it \u201cI can launch payments in Brazil without building full rails myself\u201d or \u201cI\u2019m working with a licensed entity that knows Brazil\u2019s regulation and compliance\u201d?<br \/>Because in payments infra, the belief that <em>someone has already taken care of the hard part<\/em> often drives faster adoption.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a>&nbsp;great question! I guess it would be &#8220;I can develop a payments product in Brazil with the same flexibility I would have if I had a local license, but offloading the regulatory and compliance part, and the actual license, to a world class partner&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ruhman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> great pivot! I can&#8217;t imagine a better team to be building this in Brazil other than you guys, so congratulations a lot for the pivot and the launch! <\/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\/@nathandias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathandias<\/a>&nbsp;thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been following Cumbuca since its founding. This pivot speeks volumes about their flexibility and competence. They are skillfully navigating a complex regulatory inviroment and were still one of the first 3 companies with an ITP license in Brazil. <\/p>\n<\/p>\n<p>Keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guilherme_cury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guilherme_cury<\/a>&nbsp;thank you so much!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brazil is a huge market, which ingorned by a lot of products because of payment issues. Having a payment gateway is a huge step and makes it easier to get to this big 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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/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>This solves a massive gap in Brazil\u2019s fintech space \u2014 autonomy without waiting years for a license.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a>&nbsp;that&#8217;s the goal! Thanks for your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/EA4OMOT6JGR2U7\" class=\"app-title\">Vibecode DB<\/a><\/p>\n<div class=\"one-liner\">The Frontend Database API Gateway<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">163<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vibecode DB \u662f\u4e00\u6b3e\u524d\u7aef\u6570\u636e\u5e93API\u7f51\u5173\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5b9a\u4e49\u4e00\u6b21\u6570\u636e\u6a21\u5f0f\uff0c\u5373\u53ef\u901a\u8fc7\u7edf\u4e00\u7684\u7c7b\u578b\u5b89\u5168\u63a5\u53e3\u67e5\u8be2\u591a\u79cd\u540e\u7aef\u6570\u636e\u6e90\uff08\u5982SQLite\u3001Supabase\u3001PostgreSQL\u3001REST API\uff09\uff0c\u89e3\u51b3\u4e86\u591a\u6570\u636e\u5e93API\u5e26\u6765\u7684\u91cd\u590d\u5f00\u53d1\u3001\u5382\u5546\u9501\u5b9a\u548c\u8ba4\u77e5\u8d1f\u62c5\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\/4abe1e9e-6ea7-481a-b66e-893aa10964a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9a525b9-ea3c-4031-a3cf-637170002b5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a85af15-d664-4707-b37a-3a548ec5e9c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bf0f934-777f-41d3-9d9b-d086d7fd42b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9573377-e51f-43c7-b4ec-6dde85a43ce4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07433a3c-dbb2-411b-8eee-c7a7ee8a28ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/896da1dd-b3fa-4b4b-ab9e-a315c545c634.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\/8b511c79-d01e-4c89-a69c-3b99ed83a4a5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=K4nHtuwQD_w\"><source src=\"https:\/\/www.youtube.com\/watch?v=K4nHtuwQD_w\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">API<\/span><br \/>\n            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5e93\u62bd\u8c61\u5c42<\/span><br \/>\n            <span class=\"tag\">API\u7f51\u5173<\/span><br \/>\n            <span class=\"tag\">\u7c7b\u578b\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u591a\u540e\u7aef\u9002\u914d<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n            <span class=\"tag\">\u7edf\u4e00\u67e5\u8be2\u63a5\u53e3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5176\u5b9e\u9645\u6027\u80fd\u3001\u7075\u6d3b\u6027\u4e0e\u517c\u5bb9\u6027\u3002\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0d\u540c\u9002\u914d\u5668\u5207\u6362\u65f6\u7684\u6027\u80fd\u635f\u8017\u3001\u5982\u4f55\u9632\u6b62\u67e5\u8be2\u8bed\u53e5\u5728\u9002\u914d\u5668\u95f4\u4e0d\u517c\u5bb9\u3001\u4ee5\u53ca\u786e\u8ba4\u5176\u5f00\u6e90\u6027\u8d28\u3002\u666e\u904d\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u5bf9\u5c0f\u578b\u56e2\u961f\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u52a9\u529b\u663e\u8457\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                Vibecode DB \u7684\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u524d\u7aef\u4e0e\u6570\u636e\u5c42\u4e4b\u95f4\u7684\u201c\u6807\u51c6\u5316\u534f\u8bae\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u67b6\u6784\u6574\u5408\u3002\u5b83\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u6df7\u4e71\u7684\u75db\u70b9\uff1a\u524d\u7aef\u5f00\u53d1\u8005\u88ab\u8feb\u4e0e\u591a\u6837\u5316\u7684\u6570\u636e\u6e90\u63a5\u53e3\u8026\u5408\uff0c\u5bfc\u81f4\u5e94\u7528\u4e0e\u57fa\u7840\u8bbe\u65bd\u6df1\u5ea6\u7ed1\u5b9a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u901a\u8fc7\u62bd\u8c61\u5c42\u5b9a\u4e49\u7edf\u4e00\u63a5\u53e3\uff0c\u7528\u9002\u914d\u5668\u5bf9\u63a5\u5177\u4f53\u540e\u7aef\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u662f\u6570\u636e\u5e93\u754c\u7684\u201cODBC\/JDBC\u201d\u524d\u7aef\u590d\u523b\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u5176\u6df1\u5ea6\u878d\u5165\u73b0\u4ee3\u524d\u7aef\u5f00\u53d1\u751f\u6001\uff0c\u5f3a\u8c03\u7c7b\u578b\u5b89\u5168\u548c\u5f00\u53d1\u4f53\u9a8c\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u548c\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u62bd\u8c61\u5c42\u3002\u7b2c\u4e00\uff0c\u6027\u80fd\u635f\u8017\u4e0d\u53ef\u907f\u514d\uff0c\u5c24\u5176\u662f\u5728SQLite\uff08\u672c\u5730\uff09\u4e0eSupabase\/Postgres\uff08\u7f51\u7edc\uff09\u8fd9\u7c7b\u672c\u8d28\u4e0d\u540c\u7684\u6570\u636e\u6e90\u95f4\u5207\u6362\uff0c\u8bc4\u8bba\u4e2d\u7684\u6027\u80fd\u62c5\u5fe7\u975e\u5e38\u5408\u7406\u3002\u7b2c\u4e8c\uff0c\u62bd\u8c61\u662f\u6709\u4ee3\u4ef7\u7684\uff0c\u5b83\u5fc5\u987b\u6743\u8861\u201c\u901a\u7528\u6027\u201d\u4e0e\u201c\u7279\u6027\u652f\u6301\u201d\u3002\u9ad8\u7ea7\u6216\u7279\u5b9a\u7684\u6570\u636e\u5e93\u529f\u80fd\uff08\u5982\u67d0\u4e9bPostGIS\u5730\u7406\u67e5\u8be2\u6216\u6570\u636e\u5e93\u72ec\u6709\u7684\u4f18\u5316Hint\uff09\u5728\u7edf\u4e00\u63a5\u53e3\u4e2d\u53ef\u80fd\u96be\u4ee5\u66b4\u9732\u6216\u5b9e\u73b0\uff0c\u5f3a\u884c\u901a\u7528\u53ef\u80fd\u5bfc\u81f4\u53ea\u80fd\u652f\u6301\u6240\u6709\u540e\u7aef\u7684\u201c\u6700\u5c0f\u516c\u5206\u6bcd\u201d\u529f\u80fd\uff0c\u9650\u5236\u4e86\u6df1\u5ea6\u80fd\u529b\u3002\u7b2c\u4e09\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u201c\u5382\u5546\u9501\u5b9a\u201d\uff0c\u4f46\u81ea\u8eab\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u201c\u9501\u5b9a\u201d\u2014\u2014\u5c06\u5e94\u7528\u903b\u8f91\u7ed1\u5b9a\u5230Vibecode DB\u7684\u63a5\u53e3\u89c4\u8303\u4e0a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7684\u7406\u60f3\u7528\u6237\u753b\u50cf\u5e76\u975e\u5927\u578b\u590d\u6742\u5e94\u7528\uff0c\u800c\u662f\u8ffd\u6c42\u8fed\u4ee3\u901f\u5ea6\u7684\u521b\u4e1a\u9879\u76ee\u3001\u9700\u8981\u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u7684\u56e2\u961f\u3001\u4ee5\u53ca\u72ec\u7acb\u5f00\u53d1\u8005\u3002\u5bf9\u4e8e\u4ed6\u4eec\uff0c\u201c\u5199\u4e00\u6b21\uff0c\u968f\u5904\u8dd1\u201d\u7684\u7075\u6d3b\u6027\u4ef7\u503c\uff0c\u53ef\u80fd\u8fdc\u8d85\u6f5c\u5728\u7684\u6027\u80fd\u635f\u8017\u548c\u529f\u80fd\u9650\u5236\u3002\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u9002\u914d\u5668\u751f\u6001\u7684\u4e30\u5bcc\u5ea6\u3001\u6027\u80fd\u4f18\u5316\u6c34\u5e73\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u63d0\u4f9b\u8db3\u591f\u5f3a\u5927\u7684\u62bd\u8c61\u201d\u548c\u201c\u4e0d\u727a\u7272\u8fc7\u591a\u5e95\u5c42\u80fd\u529b\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u3002\u8fd9\u662f\u4e00\u4e2a\u52a1\u5b9e\u7684\u5de5\u5177\uff0c\u4f46\u5176\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u793e\u533a\u662f\u5426\u4e70\u8d26\uff0c\u5e76\u613f\u610f\u4e3a\u5176\u8d21\u732e\u548c\u7ef4\u62a4\u5404\u7c7b\u9002\u914d\u5668\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\">Vibecode DB<\/span>\n                <\/div>\n<div class=\"comment-content\">vibecode-db rethinks how frontend apps talk to the backend. Define your schema once and query any backend &#8211; SQLite, Supabase, PostgreSQL, REST APIs \u2014 using one unified, type-safe interface. No rewrites, no SDK switching, no lock-in. Swap databases anytime, build offline-first apps, and integrate any backend through CustomAdapter. Write once. Use anywhere.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! <\/p>\n<p>We built vibecode-db because modern frontend developers deal with too many database APIs \u2014 SQLite in the browser, Supabase for side projects, Postgres in production, custom REST endpoints in enterprises.<\/p>\n<p>The result?<br \/>\nRewrites. Vendor lock-in. Cognitive overload.<\/p>\n<p>vibecode-db fixes this.<\/p>\n<p>You define your schema once.<br \/>\nYou write your queries once.<br \/>\nAnd you can plug in any database using adapters \u2014 without changing your application code.<\/p>\n<p>It\u2019s type-safe, fully open source, and built for real-world dev workflows:<br \/>\n\u2022 prototype in SQLite,<br \/>\n\u2022 deploy on Supabase,<br \/>\n\u2022 integrate REST APIs,<br \/>\n\u2022 or migrate databases without rewriting code.<\/p>\n<p>We\u2019d love your feedback, ideas, and contributions.<br \/>\nThis is just the beginning \u2014 and your support means the world.<\/p>\n<p>Happy to answer any questions!<\/p>\n<p>\u2014 The Vibecode Team (GeekyAnts)<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sanketsahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanketsahu<\/a>&nbsp;Any thoughts on performance trade\u2011offs when switching between SQLite prototyping and Supabase deployment?   Congrats on launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sanketsahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanketsahu<\/a> Great work shipping this. If VibeCode DB really handles the backend + DB layer for you, that\u2019s a big boost for small teams and solo makers. Looking forward to seeing how flexible the system is.&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>Congrats <a href=\"https:\/\/www.producthunt.com\/@sanketsahu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sanketsahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanketsahu<\/a> and team! Are there guardrails for preventing developers from writing queries that one adapter supports but another doesn&#8217;t?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hi is it open source? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Yes<a href=\"https:\/\/www.producthunt.com\/@daniel112\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel112<\/a>, it is an open source project! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/CDFHX6YIRG5DHR\" class=\"app-title\">Shipper Advisor<\/a><\/p>\n<div class=\"one-liner\">Build apps with AI &#8211; now with an AI cofounder by your side<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shipper Advisor \u662f\u4e00\u6b3e\u96c6\u6210AI\u5bfc\u5e08\u7684\u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u5e73\u53f0\uff0c\u5b83\u80fd\u5728\u7528\u6237\u901a\u8fc7\u7b80\u5355\u63d0\u793a\u751f\u6210\u5b8c\u6574\u5e94\u7528\u540e\uff0c\u81ea\u52a8\u5206\u6790\u5e94\u7528\u72b6\u6001\u5e76\u63a8\u8350\u540e\u7eed\u4f18\u5316\u6b65\u9aa4\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4ece\u201c\u5e94\u7528\u521b\u5efa\u201d\u5230\u201c\u5e94\u7528\u589e\u957f\u201d\u9636\u6bb5\u56e0\u7f3a\u4e4f\u65b9\u5411\u800c\u505c\u6ede\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\/4ed8c828-c178-4b83-9c34-3df580aa0b9e.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\/7716d86c-41a2-4f34-99bd-e2bae2fabdcd.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\/bc480f1f-a5aa-4eb5-b99b-a1e36716cf12.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\/09027321-ad8e-4bce-9a09-731e95c7409e.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\/b11c7410-7bca-4093-bf2c-661b793e2c46.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\/c2a68084-c3fc-4f7a-8bf6-dd3efccfa3f1.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d60307f2-0b4d-4e93-a85e-e0e9c7a5617f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=uveYepmvwVs\"><source src=\"https:\/\/www.youtube.com\/watch?v=uveYepmvwVs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">AI\u5bfc\u5e08<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u8fed\u4ee3\u6307\u5bfc<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u6784\u5efa<\/span><br \/>\n            <span class=\"tag\">\u589e\u957f\u5efa\u8bae<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\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\u89e3\u51b3\u4e86\u5e94\u7528\u521b\u5efa\u540e\u7684\u201c\u65b9\u5411\u7a7a\u767d\u201d\u95ee\u9898\uff0c\u8ba4\u4e3aAI\u5bfc\u5e08\u80fd\u63a8\u52a8\u9879\u76ee\u6301\u7eed\u8fdb\u5c55\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5e73\u53f0\u662f\u5426\u652f\u6301\u79fb\u52a8\u7aef\u5f00\u53d1\u3001\u5982\u4f55\u5bf9\u591a\u9009\u9879\u8fdb\u884c\u6392\u5e8f\uff0c\u4ee5\u53ca\u5b58\u5728\u5bf9\u4ea7\u54c1\u540d\u79f0\u201cShipper\u201d\u4e0e\u7269\u6d41\u529f\u80fd\u4ea7\u751f\u7684\u8bef\u89e3\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                Shipper Advisor \u7684\u201cAI\u8054\u5408\u521b\u59cb\u4eba\u201d\u53d9\u4e8b\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u5f53\u524dAI\u4ee3\u7801\u751f\u6210\u5de5\u5177\u540c\u8d28\u5316\u7ade\u4e89\u7684\u4e00\u6b21\u7cbe\u51c6\u7a81\u56f4\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u7528\u63d0\u793a\u8bcd\u751f\u6210\u5e94\u7528\u7684\u201c\u524d\u7aef\u9b54\u6cd5\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u653b\u514bAI\u5f00\u53d1\u5de5\u5177\u7684\u7ec8\u6781\u74f6\u9888\uff1a**\u6301\u7eed\u6027\u610f\u56fe\u7ef4\u62a4**\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5927\u591a\u6570AI\u6784\u5efa\u5de5\u5177\u6b62\u6b65\u4e8e\u201c\u4e00\u6b21\u6027\u6307\u4ee4\u6267\u884c\u201d\uff0c\u751f\u6210\u5373\u7ec8\u70b9\u3002\u800cShipper Advisor \u7684\u6838\u5fc3\u6d1e\u5bdf\u5728\u4e8e\uff0c\u666e\u901a\u521b\u4f5c\u8005\u6700\u5927\u7684\u969c\u788d\u5e76\u975e\u542f\u52a8\uff0c\u800c\u662f\u5728\u770b\u5230\u521d\u59cb\u6210\u679c\u540e\u9677\u5165\u201c\u7136\u540e\u5462\uff1f\u201d\u7684\u8ff7\u832b\u3002\u5176\u5185\u7f6e\u7684Advisor\u529f\u80fd\uff0c\u5b9e\u8d28\u662f\u4e00\u4e2a**\u57fa\u4e8e\u5e94\u7528\u4e0a\u4e0b\u6587\u7684\u6301\u7eed\u6027\u95ee\u9898\u53d1\u73b0\u4e0e\u8def\u7ebf\u89c4\u5212\u5f15\u64ce**\u3002\u5b83\u8bd5\u56fe\u5c06\u4e13\u4e1a\u4ea7\u54c1\u7ecf\u7406\u4e0e\u5f00\u53d1\u8005\u7684\u7ecf\u9a8c\u7f16\u7801\u6210\u7cfb\u7edf\uff0c\u5728\u7528\u6237\u52a8\u529b\u8870\u51cf\u7684\u4e34\u754c\u70b9\u8fdb\u884c\u5e72\u9884\uff0c\u5c06\u5f00\u653e\u5f0f\u521b\u9020\u8f6c\u5316\u4e3a\u6709\u5f15\u5bfc\u7684\u8fed\u4ee3\u6d41\u7a0b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u98ce\u9669\u4e0e\u6f5c\u529b\u540c\u6837\u660e\u663e\u3002\u4e00\u65b9\u9762\uff0c\u5176\u63a8\u8350\u7cfb\u7edf\u7684\u201c\u667a\u80fd\u201d\u6df1\u5ea6\u5b58\u7591\u3002\u4ece\u201c\u4e13\u4e1a\u5f00\u53d1\u8005\u201d\u5230\u201c\u804c\u4e1a\u8425\u9500\u4eba\u5458\u201d\u7684\u89d2\u8272\u5207\u6362\uff0c\u9700\u8981\u8de8\u9886\u57df\u7684\u62bd\u8c61\u4e0e\u5224\u65ad\u80fd\u529b\uff0c\u5f53\u524d\u6280\u672f\u80fd\u5426\u53ef\u9760\u5b9e\u73b0\u800c\u4e0d\u6d41\u4e8e\u8868\u9762\u5efa\u8bae\uff0c\u662f\u6700\u5927\u8003\u9a8c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u53ef\u80fd\u6210\u529f\u5730\u5c06\u7528\u6237\u4ece\u201c\u5efa\u9020\u8005\u201d\u8f6c\u5316\u4e3a\u201c\u51b3\u7b56\u8005\u201d\uff0c\u53ea\u9700\u5bf9AI\u63d0\u8bae\u8fdb\u884c\u9009\u62e9\uff0c\u5927\u5e45\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff0c\u8fd9\u6216\u8bb8\u80fd\u771f\u6b63\u63d0\u5347\u9879\u76ee\u7684\u5b8c\u6210\u7387\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u540d\u201cShipper\u201d\u5f15\u53d1\u7684\u7269\u6d41\u8bef\u89e3\uff0c\u66b4\u9732\u4e86\u5176\u5728\u5e02\u573a\u6c9f\u901a\u4e0a\u7684\u9519\u4f4d\uff0c\u4f46\u8fd9\u53ea\u662f\u8868\u5c42\u95ee\u9898\u3002\u6df1\u5c42\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u771f\u6b63\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u3001\u800c\u975e\u4ec5\u8fdb\u884c\u4ee3\u7801\u6a21\u5f0f\u5339\u914d\u7684\u63a8\u8350\u6a21\u578b\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u5e73\u53f0\u7684\u7ade\u4e89\u7ef4\u5ea6\uff0c\u4ece\u201c\u8c01\u751f\u6210\u5f97\u66f4\u5feb\u201d\u8f6c\u5411\u201c\u8c01\u66f4\u80fd\u966a\u4f34\u589e\u957f\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ea\u662f\u4e00\u4e2a\u589e\u6dfb\u4e86\u5efa\u8bae\u5f39\u7a97\u7684\u666e\u901a\u6784\u5efa\u5668\u3002\u8fd9\u4e00\u6b65\uff0c\u8fc8\u5411\u4e86AI\u8f85\u52a9\u5f00\u53d1\u6700\u5177\u4ef7\u503c\u5374\u4e5f\u6700\u8270\u96be\u7684\u9886\u57df\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\">Shipper Advisor<\/span>\n                <\/div>\n<div class=\"comment-content\">The AI we always wanted: builds complete apps from 1 prompt, always knows how to improve them, and switches between &#8216;expert developer&#8217; and &#8216;professional marketer&#8217; depending on what you need.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH!! \ud83d\udc4b<br \/>David here, co-founder at <a href=\"http:\/\/Shipper.now\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Shipper.now<\/a><\/p>\n<\/p>\n<p>One thing we hear all the time is that people love how fast Shipper builds apps from a simple prompt. But after that first wow moment, a lot of folks hit the same wall:<\/p>\n<p>&#8211; <em>what do I build next? <\/em><br \/><em>&#8211; what actually moves my product forward?<\/em><\/p>\n<\/p>\n<p>That tiny gap between \u201cthe app exists\u201d and \u201cthe app grows\u201d is where most projects die.<\/p>\n<p>So we built something to close that gap.<\/p>\n<\/p>\n<p><em>Meet The Advisor \ud83e\uddd1\u200d\ud83c\udfeb inside Shipper.<\/em><\/p>\n<\/p>\n<p><strong>What\u2019s new? What&#8217;s &#8220;The Advisor&#8221;? \ud83d\udc40<\/strong><\/p>\n<blockquote>\n<p><strong><em>The Advisor <\/em><\/strong>is your AI mentor. It looks at the app you&#8217;re building, understands what\u2019s missing, and suggests the next best step automatically.<\/p>\n<p>It&#8217;s the last missing piece of Shipper, the ultimate AI app builder.<\/p>\n<\/blockquote>\n<p>Up until now, you could tell Shipper what you want and it would create your app and database.<\/p>\n<\/p>\n<p>But if you weren\u2019t sure about the next step, progress slowed down.<\/p>\n<p>Not because the tech wasn\u2019t working, but because the direction wasn\u2019t clear.<\/p>\n<\/p>\n<p>The Advisor fixes this. It\u2019s your built-in mentor that always nudges you toward the next meaningful thing.<\/p>\n<p>New feature? Better flow? Missing component? Something that improves your actual product?<br \/>It guides you there.<\/p>\n<\/p>\n<p>With Advisor, you don\u2019t just build apps.<br \/>You keep going. You grow them.<\/p>\n<\/p>\n<p><strong>How it works:<\/strong><\/p>\n<p>1\/ Build your app in Shipper: <em>send a prompt, wait ~3 min, your app&#8217;s live.<\/em><br \/>2\/ The Advisor instantly suggests your next best step.<br \/>3\/ Accept it, tweak it, or explore other paths.<\/p>\n<\/p>\n<p>Every suggestion pushes your project forward instead of leaving you staring at an empty page.<\/p>\n<\/p>\n<blockquote>\n<p><strong><em>Our vision: <\/em><\/strong><em>We think this is a step toward a future where no idea dies because its creator didn\u2019t know what to do next.<\/em><\/p>\n<\/blockquote>\n<p><strong>Why we built it:<\/strong><br \/>We\u2019ve seen too many good ideas die in that quiet moment where the builder doesn\u2019t know what comes next.<\/p>\n<\/p>\n<p>We wanted the opposite: a world where momentum is built in. One where you can go from idea to a real product, and then keep pushing without losing clarity or motivation.<\/p>\n<\/p>\n<p>The Advisor feels like that future&#8230; And this is just the start &#8211; we\u2019re already working on making it smarter, more personal, and able to understand the long-term shape of your project.<\/p>\n<\/p>\n<p>We\u2019d love to hear your thoughts, what you\u2019d want it to suggest, and how it could help you build your next big thing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chhddavid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chhddavid<\/a>&nbsp; This is such a smart addition, David. The \u201cwhat now?\u201d gap after the first build is real, most tools stop at generation, but that\u2019s exactly where people need the most guidance.<\/p>\n<p>I love that The Advisor doesn\u2019t just react to prompts but actually understands the app\u2019s state and nudges you toward meaningful progress. That shift from creation to continued direction is what turns more builders into shippers.<\/p>\n<p>Feels like a big step toward making momentum the default. Excited to see how it evolves from here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Co-founder here too \ud83d\udc4b Happy to answer any questions \ud83d\ude42 <\/p>\n<p>It will be <strong>me<\/strong>, though, not the Advisor!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Here from X! @chhddavid<\/div>\n<div class=\"comment-actions\">\n<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\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a>&nbsp;Hehe 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>I\u2019m working on a small app myself, and this made me think I could build and iterate way faster with the Advisor. Really love this direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@soom1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soom1<\/a>&nbsp;Thanks for the feedback! LMK if there&#8217;s anything I can help with \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Only web, or can it create mobile apps too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! How does Shipper handle situations where multiple \u2018next steps\u2019 are equally valid\u2014does it rank them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nice launch\u2014shipping and checkout. Friction is one of those invisible conversion killers in e-commerce. From a clarity perspective, when a brand lands on Shipper Now for the first time, what\u2019s the one belief you want them to hold within 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u2018My checkout converts because shipping is aligned.\u2019<br \/>or<br \/>\u2022 \u2018No surprise costs, no hidden shipping friction, checkout done\u2019?<br \/>Because tools that handle logistics often struggle with messaging rather than functionality. Curious how you\u2019re shaping that moment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a>&nbsp;Hey, sorry but Shipper isn&#8217;t about literal shipping or eCommerce \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\">#16<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/5Q2YAGUOVOR3GS\" class=\"app-title\">Buglet<\/a><\/p>\n<div class=\"one-liner\">Turn customer frustration into actionable feedback<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Buglet\u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u3001\u65e0\u9700\u4ee3\u7801\u7684\u7f51\u9875\u63d2\u4ef6\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u4ea7\u54c1\u56e2\u961f\u5728\u7528\u6237\u9047\u5230\u95ee\u9898\u65f6\uff0c\u5b9e\u65f6\u6355\u83b7\u5e26\u6ce8\u91ca\u7684\u5c4f\u5e55\u622a\u56fe\u548c\u6280\u672f\u7ec6\u8282\u7684\u89c6\u89c9\u5316\u9519\u8bef\u62a5\u544a\uff0c\u4ece\u800c\u5728\u95ee\u9898\u6f14\u53d8\u4e3a\u5ba2\u6237\u6295\u8bc9\u6216\u652f\u6301\u5de5\u5355\u524d\u4e3b\u52a8\u4fee\u590d\uff0c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u548c\u56e2\u961f\u6548\u7387\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/834e4efe-d7ff-49c4-9395-37838e263994.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=kdYkt9hfXGQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=kdYkt9hfXGQ\" 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\/a07a9fa1-eaf6-42da-9388-96feec78d2a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9585346-2e57-4ce1-b07c-58f460372147.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/745138d0-8bf8-4d24-a056-4eccd0a50e9b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">User Experience<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u9519\u8bef\u62a5\u544a\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u53cd\u9988\u6536\u96c6<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u53ef\u89c6\u5316Bug\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7ad9\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u4f53\u9a8c\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u524d\u7aef\u8c03\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u95ee\u9898\u9884\u9632<\/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\u7528\u6237\u6bd4\u5f00\u53d1\u8005\u5148\u53d1\u73b0Bug\u201d\u8fd9\u4e00\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u8f7b\u91cf\u3001\u6613\u96c6\u6210\u548c\u63d0\u4f9b\u6709\u6548\u4e0a\u4e0b\u6587\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u662f\u5426\u81ea\u52a8\u6355\u83b7\u6d4f\u89c8\u5668\u73af\u5883\u4fe1\u606f\uff1b\u63a2\u8ba8\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5e94\u805a\u7126\u4e8e\u201c\u9632\u6b62\u7528\u6237\u6d41\u5931\u201d\u8fd8\u662f\u201c\u66ff\u4ee3\u4f1a\u8bdd\u56de\u653e\u201d\uff1b\u4ee5\u53ca\u5efa\u8bae\u652f\u6301\u7528\u6237\u4e0a\u4f20\u591a\u5f20\u622a\u56fe\u4ee5\u63d0\u4f9b\u66f4\u8be6\u7ec6\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                Buglet\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u7ecf\u5178\u7684\u75db\u70b9\uff1a\u4fe1\u606f\u5dee\u5bfc\u81f4\u7684\u88ab\u52a8\u6551\u706b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6536\u96c6\u53cd\u9988\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u65e9\u671f\u9884\u8b66\u7cfb\u7edf\u201d\uff0c\u65e8\u5728\u5c06\u4ea7\u54c1\u8d28\u91cf\u7ba1\u7406\u7684\u8303\u5f0f\u4ece\u201c\u88ab\u52a8\u54cd\u5e94\u201d\u8f6c\u5411\u201c\u4e3b\u52a8\u53d1\u73b0\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u901a\u8fc7\u6781\u7b80\u7684\u65e0\u4ee3\u7801\u63d2\u4ef6\uff0c\u5728\u7528\u6237\u906d\u9047\u95ee\u9898\u7684\u77ac\u95f4\uff0c\u5c06\u6700\u76f4\u89c2\u7684\u8bc1\u636e\uff08\u5c4f\u5e55\u622a\u56fe\uff09\u548c\u6700\u5173\u952e\u7684\u4e0a\u4e0b\u6587\uff08\u6280\u672f\u7ec6\u8282\uff09\u7ed3\u6784\u5316\u6355\u83b7\uff0c\u76f4\u63a5\u9001\u8fbe\u5f00\u53d1\u8005\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\uff0c\u5b9e\u5219\u5207\u4e2d\u4e86\u4f20\u7edf\u53cd\u9988\u6d41\u7a0b\u7684\u4e09\u5927\u4f4e\u6548\u6839\u6e90\uff1a\u7528\u6237\u63cf\u8ff0\u6a21\u7cca\u3001\u590d\u73b0\u6b65\u9aa4\u7f3a\u5931\u3001\u73af\u5883\u4fe1\u606f\u9519\u4f4d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u7528\u6237\u6469\u64e6\u53d1\u751f\u7684\u6e90\u5934\u90e8\u7f72\u4e86\u4e00\u4e2a\u201c\u6570\u636e\u91c7\u96c6\u70b9\u201d\uff0c\u5c06\u611f\u6027\u7684\u201c\u6cae\u4e27\u201d\u8f6c\u5316\u4e3a\u53ef\u7acb\u5373\u884c\u52a8\u7684\u201c\u60c5\u62a5\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\u662f\u4ef7\u503c\u5b9a\u4f4d\u7684\u950b\u5229\u5ea6\u3002\u6b63\u5982\u8bc4\u8bba\u4e2d\u6240\u63a2\u8ba8\u7684\uff0c\u5b83\u9700\u8981\u660e\u786e\u81ea\u5df1\u662f\u201c\u9632\u6d41\u5931\u5de5\u5177\u201d\u8fd8\u662f\u201c\u6548\u7387\u5de5\u5177\u201d\u3002\u524d\u8005\u5e02\u573a\u66f4\u5927\u4f46\u627f\u8bfa\u66f4\u91cd\uff0c\u540e\u8005\u66f4\u6613\u9a8c\u8bc1\u4f46\u683c\u5c40\u8f83\u5c0f\u3002\u5176\u6b21\uff0c\u5176\u80fd\u529b\u8fb9\u754c\u5b58\u5728\u5929\u7136\u5c40\u9650\u3002\u5bf9\u4e8e\u975e\u89c6\u89c9\u5316Bug\uff08\u5982\u903b\u8f91\u9519\u8bef\u3001\u6027\u80fd\u95ee\u9898\uff09\u6216\u9700\u8981\u590d\u6742\u64cd\u4f5c\u5e8f\u5217\u624d\u80fd\u590d\u73b0\u7684\u95ee\u9898\uff0c\u5355\u5f20\u622a\u56fe\u548c\u57fa\u7840\u73af\u5883\u6570\u636e\u53ef\u80fd\u8fdc\u8fdc\u4e0d\u591f\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\uff0c\u662f\u56e2\u961f\u5de5\u4f5c\u6d41\u7684\u6574\u5408\u6df1\u5ea6\u3002\u6536\u5230\u62a5\u544a\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u5982\u4f55\u4e0eJira\u3001Linear\u7b49\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u6df1\u5ea6\u8054\u52a8\uff0c\u5f62\u6210\u4ece\u53d1\u73b0\u3001\u5206\u914d\u5230\u9a8c\u8bc1\u7684\u95ed\u73af\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u56e2\u961f\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u8fd8\u662f\u201c\u5b64\u5c9b\u73a9\u5177\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cBuglet\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u5355\u70b9\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u5728\u7b80\u5316\u95ee\u9898\u63d0\u4ea4\u7aef\u505a\u5f97\u8db3\u591f\u51fa\u8272\u3002\u4f46\u5b83\u7684\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u7cbe\u7f8e\u7684\u53cd\u9988\u8868\u5355\u201d\u8fdb\u5316\u6210\u4e3a\u56e2\u961f\u8d28\u91cf\u4fdd\u969c\u4f53\u7cfb\u4e2d\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u3001\u667a\u80fd\u5316\u7684\u4f20\u611f\u8282\u70b9\u3002\u5b83\u73b0\u5728\u89e3\u51b3\u4e86\u201c\u770b\u5230\u95ee\u9898\u201d\u7684\u96be\u9898\uff0c\u4e0b\u4e00\u6b65\u9700\u8981\u601d\u8003\u5982\u4f55\u5e2e\u52a9\u56e2\u961f\u66f4\u667a\u80fd\u5730\u201c\u5904\u7406\u95ee\u9898\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\">Buglet<\/span>\n                <\/div>\n<div class=\"comment-content\">Buglet is a lightweight, no-code widget for capturing visual bug reports directly from your users. Fast setup, clear feedback, happier customers.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b I&#8217;m Daniel, the builder of Buglet.<\/p>\n<p>If you\u2019ve ever had users discover bugs before you do, you know how painful (and embarrassing) it can be. Buglet helps you flip that dynamic &#8211; it\u2019s a lightweight early-warning system for your website.<br \/>Here\u2019s what you can do with Buglet:<\/p>\n<p>\u26a1 Catch issues before they become support tickets<br \/>Our no-code widget captures visual bug reports instantly \u2014 with zero friction for your users.<\/p>\n<p>\ud83d\udcf1 Integrate in minutes<br \/>Drop in a single snippet and start receiving reports via your dashboard, email, or Slack.<\/p>\n<p>\ud83d\udd0d Get context you can actually use<br \/>Every report includes annotated screenshots and technical details, so you know exactly what went wrong and where.<\/p>\n<p>\u23f1 Fix faster, build faster<br \/>Spend less time chasing vague bug messages and more time shipping.<\/p>\n<p>Buglet is built for founders, devs, and product teams who want a simple, proactive way to catch issues early. We\u2019ve been iterating with early testers, and we\u2019re excited to keep improving.<\/p>\n<p>Let\u2019s make fixing bugs proactive, not reactive. Thanks for checking us out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@daniel_scaife\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_scaife<\/a>&nbsp; Super clean solution to a problem every builder feels, users finding bugs before you do is basically a rite of passage. Love how lightweight this is: one snippet, instant visual reports, and the right technical context without the usual back-and-forth.<\/p>\n<p>The annotated screenshots alone probably save teams hours of guessing.<\/p>\n<p>Curious: does Buglet capture browser\/environment details automatically, or do users have to fill anything 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch\u2014turning user frustration into visual, actionable bug insights is a strong value.<br \/>From a messaging perspective, when a founder lands on Buglet for the first time, what\u2019s the one belief you want them to hold within 10\u201315 seconds?<\/p>\n<p>Is it:<br \/>\u2022 \u2018I\u2019ll finally catch UX issues before users churn.\u2019<br \/>or<br \/>\u2022 \u2018I can understand friction without watching endless session replays.\u2019<\/p>\n<p>Because UX tools often struggle not with features but with communicating the <em>moment of transformation<\/em>.<br \/>Curious how you&#8217;re shaping that for Buglet.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a>&nbsp;Hey Joydeep. Thanks! Buglet is really about surfacing user frustration at the exact moment it happens. The hardest part of fixing bugs or UX issues is knowing they exist in the first place. Once you have that visibility, everything else gets easier &#8211; faster fixes, fewer blind spots, and ultimately, lower churn.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wonderful. It&#8217;s a really lovely tool.<br \/>Can you also allow a user to upload multiple screenshots? Maybe someone wants to share a detailed (marked) image<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Hi Chilarai, thanks for you kind words! I think that&#8217;s a great idea for a future feature. Right now users seem to be pretty happy with just 1 screenshot, but I&#8217;m going to look into it. Thanks again \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Catching bugs before users report them is such a big quality-of-life upgrade for small teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a>&nbsp;thank you, I appreciate the kind words and support \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QKV5I6VYYNGW6V\" class=\"app-title\">FocusRoom<\/a><\/p>\n<div class=\"one-liner\">Turn your tasks into calming space missions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u5355\u4e00\u4efb\u52a1\u8f6c\u5316\u4e3a\u6c89\u6d78\u5f0f\u592a\u7a7a\u4efb\u52a1\u3001\u901a\u8fc7\u65e0\u5e72\u6270\u73af\u5883\u4e0e\u6e29\u548c\u5f15\u5bfc\u5e2e\u52a9\u7528\u6237\uff08\u5c24\u5176\u662f\u6709ADHD\u503e\u5411\u7684\u4eba\u7fa4\uff09\u5bf9\u6297\u5206\u5fc3\u3001\u5efa\u7acb\u6df1\u5ea6\u4e13\u6ce8\u4e60\u60ef\u7684\u6548\u7387\u5de5\u5177\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52a4c795-1adf-4708-9cc5-e98698807cd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb3232f2-e71a-4f05-875d-ec245431a142.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7545639c-5236-4916-b51b-0cf24199b68e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9425c110-977e-4261-bf1d-ac12369dd3ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd54695b-0c82-4a4c-b73a-759c4516cbd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6db08be-192e-4251-b29d-3101d8e319ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f2367e9-428f-48ae-8111-07ced26963cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b9aacaf-b05b-4529-a3f6-f63dd153aadc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b518a1f-ff49-4958-9751-0682709397ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Task Management<\/span><br \/>\n            <span class=\"tag\">Time Tracking<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4e13\u6ce8\u529b\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">ADHD\u53cb\u597d<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6c89\u6d78\u5f0f\u4f53\u9a8c<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n            <span class=\"tag\">\u756a\u8304\u5de5\u4f5c\u6cd5\u53d8\u4f53<\/span><br \/>\n            <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u5316\u6e38\u620f\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176ADHD\u53cb\u597d\u4e0e\u6781\u7b80\u7406\u5ff5\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5f3a\u70c8\u671f\u5f85Android\u7248\u672c\uff1b\u5efa\u8bae\u5f3a\u5316\u201c\u5b8c\u6210\u4e00\u4ef6\u4e8b\u201d\u7684\u6838\u5fc3\u4fe1\u5ff5\u4f20\u8fbe\uff1b\u8ba4\u53ef\u201c\u79fb\u9664\u800c\u975e\u589e\u52a0\u201d\u7684\u51b7\u9759\u8bbe\u8ba1\u54f2\u5b66\uff1b\u63d0\u51fa\u8425\u9500\u4e0e\u81ea\u5b9a\u4e49\u529f\u80fd\u5efa\u8bae\uff1b\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u660e\u786e\u4e86\u8f7b\u91cf\u6e38\u620f\u5316\u3001\u5e94\u7528\u5185\u9632\u6253\u6270\u3001\u591a\u4e3b\u9898\u7b49\u672a\u6765\u65b9\u5411\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                FocusRoom\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u751f\u4ea7\u529b\u5de5\u5177\u7684\u8bde\u751f\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u201c\u751f\u4ea7\u529b\u7126\u8651\u201d\u7684\u7cbe\u51c6\u53cd\u51fb\u3002\u5728\u6548\u7387\u5de5\u5177\u65e5\u76ca\u590d\u6742\u3001\u751a\u81f3\u6210\u4e3a\u65b0\u538b\u529b\u6e90\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u201c\u505a\u51cf\u6cd5\u201d\u7684\u54f2\u5b66\u4e0e\u7cbe\u51c6\u7684\u60c5\u7eea\u8bbe\u8ba1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u75db\u70b9\uff1a\u4e00\u662fADHD\u7fa4\u4f53\u6216\u6613\u5206\u5fc3\u8005\u9762\u5bf9\u5e9e\u6742\u5f85\u529e\u5217\u8868\u65f6\u7684\u201c\u542f\u52a8\u762b\u75ea\u201d\uff1b\u4e8c\u662f\u4f20\u7edf\u756a\u8304\u949f\u7b49\u5de5\u5177\u5e26\u6765\u7684\u519b\u4e8b\u5316\u538b\u8feb\u611f\u3002\u5b83\u7528\u201c\u5355\u4e00\u4efb\u52a1\u592a\u7a7a\u4efb\u52a1\u5316\u201d\u7684\u9690\u55bb\uff0c\u5c06\u67af\u71e5\u7684\u4e13\u6ce8\u8fc7\u7a0b\u91cd\u6784\u4e3a\u6709\u8fb9\u754c\u3001\u6709\u53d9\u4e8b\u7684\u6c89\u6d78\u4f53\u9a8c\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u884c\u4e3a\u5fc3\u7406\u5b66\u4e2d\u7684\u201c\u76ee\u6807\u5206\u89e3\u201d\u4e0e\u201c\u5fc3\u6d41\u89e6\u53d1\u201d\u8fdb\u884c\u4e86\u8f7b\u91cf\u7ea7\u6e38\u620f\u5316\u5305\u88c5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u51b7\u9759\u201d\u7684\u5b9a\u4f4d\u3002\u5f00\u53d1\u8005\u5766\u8a00\uff0c\u201c\u51b7\u9759\u201d\u6e90\u4e8e\u5265\u79bb\u9009\u62e9\u4e0e\u6469\u64e6\uff0c\u8fd9\u76f4\u6307\u8bb8\u591a\u6548\u7387\u5de5\u5177\u7684\u6700\u5927\u6096\u8bba\uff1a\u5b83\u4eec\u4e3a\u7ba1\u7406\u8ba4\u77e5\u8d1f\u8377\u800c\u751f\uff0c\u5176\u590d\u6742\u64cd\u4f5c\u5374\u5236\u9020\u4e86\u65b0\u7684\u8ba4\u77e5\u8d1f\u8377\u3002FocusRoom\u8bd5\u56fe\u6210\u4e3a\u201c\u96f6\u8ba4\u77e5\u6469\u64e6\u201d\u7684\u4e13\u6ce8\u754c\u9762\uff0c\u8fd9\u6bd4\u5355\u7eaf\u6dfb\u52a0\u767d\u566a\u97f3\u6216\u7f8e\u666f\u4e3b\u9898\u66f4\u5177\u98a0\u8986\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u51b7\u9759\u201d\u4e0e\u201c\u6709\u6548\u201d\u7684\u5e73\u8861\u6781\u4e3a\u5fae\u5999\uff0c\u8fc7\u5ea6\u7b80\u5316\u53ef\u80fd\u524a\u5f31\u5de5\u5177\u7684\u957f\u6548\u5438\u5f15\u529b\u4e0e\u7528\u6237\u7c98\u6027\u3002\u5176\u6b21\uff0c\u5176\u6838\u5fc3\u573a\u666f\u805a\u7126\u4e8e\u201c\u5355\u6b21\u4e13\u6ce8\u51b2\u523a\u201d\uff0c\u5982\u4f55\u4e0e\u5b8f\u89c2\u4efb\u52a1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u7b49\u73b0\u5b9e\u5de5\u4f5c\u6d41\u8854\u63a5\uff0c\u662f\u5b83\u4ece\u201c\u65b0\u9896\u73a9\u5177\u201d\u6210\u957f\u4e3a\u201c\u53ef\u6301\u7eed\u5de5\u5177\u201d\u5fc5\u987b\u56de\u7b54\u7684\u95ee\u9898\u3002\u6700\u540e\uff0c\u592a\u7a7a\u4e3b\u9898\u7684\u6c89\u6d78\u611f\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u4f9b\u62bd\u79bb\u611f\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u56e0\u5355\u8c03\u800c\u4f7f\u7528\u6237\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u672a\u6765\u201c\u8f7b\u91cf\u81ea\u5b9a\u4e49\u201d\u7684\u9700\u6c42\u5df2\u521d\u9732\u7aef\u502a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cFocusRoom\u662f\u4e00\u6b21\u503c\u5f97\u5173\u6ce8\u7684\u4ef7\u503c\u56de\u5f52\u3002\u5b83\u4e0d\u8bd5\u56fe\u89e3\u51b3\u6240\u6709\u6548\u7387\u95ee\u9898\uff0c\u800c\u662f\u9510\u5229\u5730\u5207\u5165\u201c\u4e13\u6ce8\u542f\u52a8\u4e0e\u7ef4\u6301\u201d\u8fd9\u4e00\u5fae\u5c0f\u5374\u666e\u4e16\u7684\u77ac\u95f4\uff0c\u7528\u60c5\u7eea\u8bbe\u8ba1\u66ff\u4ee3\u529f\u80fd\u7ade\u8d5b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u5728\u8fc7\u5ea6\u8bbe\u8ba1\u7684\u65f6\u4ee3\uff0c\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u4e00\u4efd\u201c\u6570\u5b57\u5b81\u9759\u201d\u4e70\u5355\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">FocusRoom<\/span>\n                <\/div>\n<div class=\"comment-content\">FocusRoom is a calming, ADHD-friendly focus app that turns your work into guided space missions. Instead of overwhelming to-do lists, you choose one task and enter a distraction-free \u201cfocus universe.\u201d Stay consistent, reduce burnout, track your progress, and build real focus habits with immersive missions, task management, streaks, and soothing space ambience.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h2><strong>\ud83c\udf89 Hey everyone! I finally launched the thing that was supposed to cure my inability to NOT check my phone every 4 minutes \ud83d\udc4b\ud83d\ude02<\/strong><\/h2>\n<p>So\u2026 I built <strong>FocusRoom<\/strong> because my brain apparently runs on a mix of ADHD tendencies, random dopamine cravings, and the magical ability to open Instagram without even realizing I touched my phone.<\/p>\n<p>I tried every \u201cproductivity\u201d app out there \u2014<br \/>some were so intense they made me feel like I was joining the military\u2026<br \/>others had so many features I needed a <em>tutorial<\/em> just to start a timer.<\/p>\n<p>I just wanted something calm.<br \/>Something simple.<br \/>Something that didn\u2019t yell at me or congratulate me like I had just won the Olympics for studying 20 minutes.<\/p>\n<p>So I built <strong>FocusRoom<\/strong>.<\/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\/@riadjoul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riadjoul<\/a>&nbsp;how do you see FocusRoom evolving for people with ADHD tendencies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@masump<br \/>\nHi, Masum! \ud83d\udc4b<br \/>\nA bunch of people using FocusRoom deal with ADHD-style distractibility, so that\u2019s a huge part of where I\u2019m taking the app.<br \/>\nI&#8217;m eager to include things like:  &#8220;Jump into focus&#8221; with a single tap  missions for days when you&#8217;re not feeling motivated<br \/>\nShort, guided sessions when your brain is bouncing everywhere  Supportive break pacing that keeps momentum without pressure  Various &#8220;brain modes&#8221; include low-energy mode, deep sessions, and rapid bursts.<br \/>\n Light gamification to show your progress (achievements, win milestones, streak highlights, etc.)  A graphic &#8220;progress map&#8221; that highlights your areas of concentration and accomplishments  Nothing overwhelming just small boosts that make focusing feel fun.  I would really love to hear any ideas you may have from your own workflow.<\/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\/@riadjoul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riadjoul<\/a>&nbsp;very helpful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Man, I just wish FocusRoom is made available for Android users too!<\/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\">@ashok_nayak I hear you! \ud83d\ude4f\ud83d\udd25<br \/>\nAndroid is definitely in the plans so many people have asked today that it\u2019s officially been bumped way up the list.<\/p>\n<p>its true that we have been focusing on getting the best version of iOS, but Android is 100% coming.<br \/>\nThanks for the push it really helps me decide what to build next! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very nice launch.  Turning a single task into a mission is a powerful metaphor for focus. From a clarity perspective, when a user lands on FocusRoom for the first time, what\u2019s the single belief you want them to hold in 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u2018I will focus and finish one meaningful thing.\u2019<br \/>or<br \/>\u2022 \u2018Focus can be immersive and not exhausting\u2019?<br \/>Because tools designed for habit change often fail when users don\u2019t quickly believe they <em>can<\/em> finish something rather than start something. Curious how you\u2019re shaping that story for FocusRoom.<\/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\">@joydeep_pandey<br \/>\nThanks, Joydeep<br \/>\nreally appreciate this level of thinking. The belief I want users to feel in those first 10\u201315 seconds is: \u201cI can actually finish something here.\u201d<br \/>\nThe whole design is about removing the overwhelm of long to-dos and turning a single task into a contained mission with a clear start and end. There&#8217;s an immersive vibe to make focus feel lighter, but the core message is about completion, not just intention. Happy you brought this up.<\/div>\n<div class=\"comment-actions\">\n<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\">@joydeep_pandey I really appreciate the depth you&#8217;re bringing to this discussion.<\/p>\n<p>For most people, that moment of \u201cI can tackle this\u201d usually hits right when the mission screen pops up. It\u2019s that clear focus on one task, with a defined boundary, that helps ease the overwhelm and makes the task feel manageable.<\/p>\n<p>Sure, the immersive environment plays a role, but it\u2019s not the main thing. The real game-changer is when we can cut out all the mental clutter for a moment and focus on just one clear goal. That\u2019s the anchor we\u2019re using for onboarding: the immediate clarity of \u201cthis is all I need to focus on right now.\u201d<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea! When I need to concentrate, I just turn off my phone, messengers, start working on only one task, and put on headphones so that no one can distract me even offline. But it\u2019s very hard!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a>&nbsp;<\/p>\n<p>Totally get that, staying focused offline is way harder than it sounds \ud83d\ude05<\/p>\n<p>I\u2019m actually adding an in-app feature to <strong>block distracting apps<\/strong> soon, so you won\u2019t have to turn your whole phone off.<\/p>\n<p>Thanks for checking it out! \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\udc4f How did you test what \u201ccalm\u201d should feel like inside the app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lliloulane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliloulane<\/a>&nbsp;Thanks! \ud83d\udc4f<\/p>\n<p>Honestly, a lot of it came from removing things rather than adding anything. <\/p>\n<p>I kept stripping away buttons, text and micro-decisions until the screen felt quiet. Then I tested it with a few friends who get overwhelmed easily, whenever someone said \u201cwait, what do I do here?\u201d I simplified again.<\/p>\n<p>So \u201ccalm\u201d ended up being the absence of friction more than a specific design style.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Riad <a href=\"https:\/\/www.producthunt.com\/@riadjoul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"riadjoul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riadjoul<\/a> ,<\/p>\n<p>Congrats on the launch of FocusRoom! The space mission theme is such a clever way to make focus feel immersive and fun.<\/p>\n<p>Curious to know, what kind of marketing strategies are you focusing on to get the word out? Are you leaning more towards community-driven efforts or looking into other channels? Would love to hear how you&#8217;re planning to promote it!&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mfarhan1107\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfarhan1107<\/a>&nbsp;Thanks! Appreciate it \ud83d\ude4f\ud83d\ude80<\/p>\n<p>Right now everything is purely organic, just sharing the app naturally in a few places and letting early users spread the word. No formal marketing plans yet.<\/p>\n<p>If you have any ideas or things you\u2019ve seen work well, I\u2019m definitely open to hearing them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how you leaned into simplicity instead of adding more noise to the productivity space. Are you thinking about adding any gentle customization options over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a>&nbsp;Thanks! Really appreciate that, keeping things simple is the whole mission.<\/p>\n<p>And yes, light customization is definitely coming. Nothing that adds clutter, but things like theme variations, small ambient tweaks and mission-style options without breaking the calm vibe.<\/p>\n<p>If you have any specific ideas in mind, I\u2019m all ears! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! As someone who gets overwhelmed easily, I really appreciate the ADHD-focused approach &#8211; it&#8217;s rare to see.<\/p>\n<p>One small thought: your current headline is good, but &#8216;Your Brain Isn&#8217;t Broken. Your Tools Are.&#8217; might resonate even more. So many productivity apps are ironically complicated and overwhelming. Yours clearly isn&#8217;t.<\/p>\n<p>Excited to see where this goes! \ud83c\udf89&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angela_nartey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angela_nartey<\/a>&nbsp;Thanks for this helpful message. That headline suggestion is actually really good and definitely closer to what FocusRoom is trying to communicate. You\u2019re right about a lot of productivity tools overcomplicating things.<\/p>\n<p>Glad the ADHD-friendly angle stands out. Appreciate you taking the time to share this! \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I actually really like the way this is designed. Going to give it a try and report back! How did you end up with Space vs say like a Waterfall or jungle? (I&#8217;m glad you ended up in space btw).<\/p>\n<p>Could be fun to be attacked by a Tie Fighter or something when &#8220;break time&#8221; comes haha. 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\">@gabe  thank you. I am really happy the design clicks with you. \ud83d\ude80<\/p>\n<p>I picked the space theme because I wanted those focus sessions to come off like a real mission. It stays calm and minimal. But it still builds in that sense of moving ahead step by step.<br \/>\nA jungle or waterfall setup just felt too much like pure downtime. Space pulls you into that focused zone without piling on any real pressure.<\/p>\n<p>I really like your thought about adding more interactive bits for break times. That is something I definitely want to dig into more.<\/p>\n<p>Thanks for giving it a go. I would love to get your take on how it actually feels. \ud83d\udc4b\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<\/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\/COUDPMY3AO3MBU\" class=\"app-title\">Transformers v5<\/a><\/p>\n<div class=\"one-liner\">The backbone of modern AI, re-engineered<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">142<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Transformers v5\u901a\u8fc7\u6a21\u5757\u5316\u8bbe\u8ba1\u3001\u539f\u751f\u91cf\u5316\u652f\u6301\u548cOpenAI\u517c\u5bb9\u670d\u52a1API\uff0c\u4e3aAI\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u3001\u9ad8\u6027\u80fd\u7684\u6a21\u578b\u5f00\u53d1\u4e0e\u90e8\u7f72\u6846\u67b6\uff0c\u89e3\u51b3\u4e86AI\u6280\u672f\u6808\u788e\u7247\u5316\u3001\u751f\u4ea7\u90e8\u7f72\u590d\u6742\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\/340c2f97-e1fc-4525-8457-7bb390bd0fe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07e3e25d-a814-42d3-8fe6-83e6ca6f3a73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8616d38-8794-4ab5-8b90-a0caf0c7b3d2.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\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Development<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5f00\u53d1\u6846\u67b6<\/span><br \/>\n            <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5e93<\/span><br \/>\n            <span class=\"tag\">PyTorch\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u91cf\u5316\u652f\u6301<\/span><br \/>\n            <span class=\"tag\">\u4e92\u64cd\u4f5c\u6027<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n            <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4<\/span><br \/>\n            <span class=\"tag\">Transformer\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u751f\u6001\u7cfb\u7edf\u96c6\u6210<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7v5\u7684\u4e92\u64cd\u4f5c\u6027\u548c\u751f\u4ea7\u5c31\u7eea\u7279\u6027\uff0c\u8ba4\u4e3a\u5176\u6210\u4e3aAI\u751f\u6001\u7684\u201c\u901a\u7528\u5c42\u201d\u3002\u91cf\u5316\u652f\u6301\u4f5c\u4e3a\u4e00\u7b49\u516c\u6c11\u548cOpenAI\u517c\u5bb9\u670d\u52a1\u5668\u5907\u53d7\u79f0\u8d5e\u3002\u6709\u8bc4\u8bba\u8be2\u95eeHugging Face\u5982\u4f55\u8ba9\u65b0\u7528\u6237\u572810-15\u79d2\u5185\u5efa\u7acb\u201c\u8be5\u5de5\u5177\u80fd\u771f\u6b63\u6269\u5c55\u5de5\u4f5c\u6d41\u201d\u7684\u6838\u5fc3\u8ba4\u77e5\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                Transformers v5\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662fHugging Face\u5728AI\u57fa\u7840\u8bbe\u65bd\u9738\u6743\u4e89\u593a\u4e2d\u7684\u4e00\u6b21\u6218\u7565\u5361\u4f4d\u3002\u5728ChatGPT\u5f15\u7206\u884c\u4e1a\u4e94\u5e74\u540e\uff0cv5\u4ece\u201c\u6a21\u578b\u52a8\u7269\u56ed\u201d\u7684\u91ce\u86ee\u751f\u957f\u8f6c\u5411\u201c\u6807\u51c6\u5316\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u79e9\u5e8f\u6784\u5efa\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u5806\u6808\u4e2d\u4e0d\u53ef\u7ed5\u8fc7\u7684\u534f\u8bae\u5c42\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u6b21\u66f4\u65b0\u76f4\u6307\u5f53\u524d\u5f00\u6e90AI\u751f\u6001\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u683c\u5f0f\u5272\u88c2\u3001\u63a8\u7406\u5f15\u64ce\u6797\u7acb\u3001\u90e8\u7f72\u6d41\u7a0b\u5197\u6742\u3002\u901a\u8fc7\u5c06GGUF\u6587\u4ef6\u652f\u6301\u3001vLLM\u7b49\u4e3b\u6d41\u5f15\u64ce\u4e92\u64cd\u4f5c\u63d0\u5347\u4e3a\u6838\u5fc3\u7279\u6027\uff0cv5\u672c\u8d28\u4e0a\u662f\u5728\u5b9a\u4e49\u4e00\u5957\u201c\u8fde\u63a5\u6807\u51c6\u201d\u3002\u800c`transformers serve`\u63d0\u4f9b\u7684OpenAI\u517c\u5bb9API\uff0c\u66f4\u662f\u8d64\u88f8\u88f8\u5730\u8868\u660e\u5176\u91ce\u5fc3\u2014\u2014\u4e0d\u4ec5\u8981\u6210\u4e3a\u8bad\u7ec3\u9636\u6bb5\u7684\u9ed8\u8ba4\u9009\u62e9\uff0c\u66f4\u8981\u901a\u8fc7\u7edf\u4e00\u670d\u52a1\u63a5\u53e3\uff0c\u5c06\u5f71\u54cd\u529b\u5ef6\u4f38\u5230\u90e8\u7f72\u548c\u751f\u4ea7\u76d1\u63a7\u73af\u8282\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u201cPyTorch\u4f18\u5148\u201d\u7b56\u7565\u3002\u8fd9\u770b\u4f3c\u662f\u6280\u672f\u9009\u578b\uff0c\u5b9e\u5219\u662f\u751f\u6001\u7ad9\u961f\u3002\u5728PyTorch\u5df2\u5360\u636e\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u4e3b\u6d41\u5fc3\u667a\u7684\u5f53\u4e0b\uff0c\u6b64\u4e3e\u80fd\u6700\u5927\u5316\u6027\u80fd\u4f18\u5316\u6536\u76ca\u548c\u5f00\u53d1\u8005\u4f53\u9a8c\uff0c\u4f46\u4e5f\u5728\u5fae\u5999\u5730\u91cd\u5851AI\u6846\u67b6\u7684\u7ade\u4e89\u683c\u5c40\u3002JAX\/Flax\u7684\u517c\u5bb9\u6027\u4fdd\u7559\uff0c\u66f4\u50cf\u662f\u653f\u6cbb\u6b63\u786e\u7684\u70b9\u7f00\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7528\u6237\u6700\u521d15\u79d2\u8ba4\u77e5\u201d\u7684\u63d0\u95ee\u6781\u4e3a\u7280\u5229\u3002\u8fd9\u6070\u6070\u66b4\u9732\u4e86Hugging Face\u4ece\u6781\u5ba2\u5de5\u5177\u5411\u4f01\u4e1a\u5e73\u53f0\u8f6c\u578b\u7684\u6df1\u5c42\u7126\u8651\uff1a\u5f53\u6280\u672f\u590d\u6742\u6027\u88ab\u5c01\u88c5\u540e\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u662f\u5426\u6e05\u6670\uff1fv5\u7684\u56de\u7b54\u4f3c\u4e4e\u662f\u201c\u6210\u4e3aAI\u65f6\u4ee3\u7684Linux\u5185\u6838\u201d\u2014\u2014\u4f46\u95ee\u9898\u662f\uff0c\u666e\u901a\u5f00\u53d1\u8005\u9700\u8981\u7684\u662fUbuntu\uff0c\u800c\u975e\u5185\u6838\u672c\u8eab\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u8fd9\u79cd\u201c\u4e07\u7269\u4e92\u8054\u201d\u7684\u4e2d\u95f4\u5c42\u5b9a\u4f4d\uff0c\u662f\u5426\u4f1a\u9677\u5165\u5e73\u53f0\u5178\u578b\u7684\u6096\u8bba\uff1a\u65e2\u8981\u4fdd\u6301\u5f00\u6e90\u4e2d\u7acb\u6027\uff0c\u53c8\u8981\u901a\u8fc7\u5b9a\u4e49\u6807\u51c6\u83b7\u5f97\u4e8b\u5b9e\u63a7\u5236\u6743\u3002\u5728\u5de8\u5934\u73af\u4f3a\u3001\u521b\u4e1a\u516c\u53f8\u5404\u7acb\u5c71\u5934\u7684AI\u57fa\u7840\u8bbe\u65bd\u6218\u573a\uff0cv5\u7684\u201c\u4e92\u64cd\u4f5c\u6027\u53d9\u4e8b\u201d\u80fd\u5426\u8f6c\u5316\u4e3a\u6301\u4e45\u7684\u751f\u6001\u7c98\u6027\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u7b80\u5316\u4f53\u9a8c\u4e0e\u4fdd\u6301\u7075\u6d3b\u6027\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\uff0c\u800c\u975e\u4ec5\u4ec5\u6210\u4e3a\u53c8\u4e00\u4e2a\u88ab\u96c6\u6210\u7684\u5e93\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\">Transformers v5<\/span>\n                <\/div>\n<div class=\"comment-content\">The biggest update in 5 years. v5 brings a modular design, first-class quantization, and a new OpenAI-compatible serving API. Optimized for PyTorch and fully interoperable with the modern AI stack (vLLM, llama.cpp, GGUF).<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>It\u2019s hard to believe, but Transformers v4 was <a href=\"https:\/\/huggingface.co\/transformers\/v4.0.1\/index.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">released back in November 2020<\/a>. Think about that: v4 predates ChatGPT, Stable Diffusion, and the entire generative AI boom. Today, with 3M+ daily installs and 1.2B+ total downloads, it has become the undeniable &#8220;operating system&#8221; of modern AI.<\/p>\n<p>v5 is a maturity milestone. While v4 was about exploding growth (from 40 to 400+ architectures), v5 is about standardization and interoperability.<\/p>\n<p>Big shifts in this release:<\/p>\n<ul>\n<li>\n<p><strong>Interoperability is Key<\/strong>: v5 is built to play nice with the entire ecosystem\u2014seamlessly connecting with vLLM, SGLang, and llama.cpp. You can even load GGUF files directly now.<\/p>\n<\/li>\n<li>\n<p><strong>Production Ready<\/strong>: They introduced <em>transformers serve<\/em>, an OpenAI-compatible server for easy deployment and testing.<\/p>\n<\/li>\n<li>\n<p><strong>Quantization First<\/strong>: No longer an afterthought. Low-precision formats (4-bit\/8-bit) are now first-class citizens with cleaner APIs.<\/p>\n<\/li>\n<li>\n<p><strong>PyTorch Focus<\/strong>: They are going all in on PyTorch as the primary backend to ensure peak performance, while maintaining compatibility with JAX\/Flax.<\/p>\n<\/li>\n<\/ul>\n<p>For the community, Transformers remains the &#8220;Source of Truth&#8221; for model definitions. If a paper comes out, the code usually lands here first.<\/p>\n<p>Huge congrats to the <a href=\"https:\/\/www.producthunt.com\/products\/hugging-face\" target=\"_blank\" rel=\"noopener\">@Hugging Face<\/a> team and the all the <a href=\"https:\/\/github.com\/huggingface\/transformers\/releases#:~:text=Read%20more-,Contributors,-kashif%2C%20nihui%2C%20and\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contributors<\/a> who made this happen. The past 5 years have been unforgettable, and the next 5 look even more exciting!\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a>&nbsp; This is such a massive milestone, congrats to the entire team and community!<br \/>Crazy to think how much of the AI world has changed since v4 dropped, and yet Transformers has stayed the backbone of the entire ecosystem.<\/p>\n<p>The focus on interoperability is huge. Being able to plug directly into vLLM, SGLang, llamacpp, and even load GGUF out of the box makes v5 feel like a true universal layer for modern model development.<\/p>\n<p>Also love seeing quantisation treated as a first-class feature. So many real-world deployments depend on 4-bit\/8-bit workflows, so giving that clean APIs and official support is a big win for developers.<\/p>\n<p>And transformers serve is just\u2026 wow. An OpenAI-compatible server is going to make local + production testing so much easier.<\/p>\n<p>Amazing to see the project evolve from rapid expansion to this level of polish and maturity. Excited to see what the next phase unlocks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 vision behind Hugging Face\u2014making open-source AI tools accessible <em>and<\/em> usable is huge.<\/p>\n<p>From a clarity &amp; conversion lens: when a developer or product team lands on the Hugging Face hub for the first time, what one belief are you aiming for them to take away in their first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can build and deploy cutting-edge models without reinventing the stack.\u201d<br \/>Or:<br \/>\u2022 \u201cThis community gives me control, not just usage.\u201d<br \/>Because for infrastructure\/SaaS tools, the biggest adoption hurdle isn\u2019t always features\u2014it\u2019s the user\u2019s <em>belief<\/em> that the tool will actually scale their product and workflow.<br \/>Curious how you\u2019re designing that initial moment of clarity for first-time users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/42D4UL6L7Q53OI\" class=\"app-title\">Gleam<\/a><\/p>\n<div class=\"one-liner\">AI-powered design reviews from 10 expert panelists<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gleam \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8bbe\u8ba1\u8bc4\u5ba1\u5de5\u5177\uff0c\u901a\u8fc7\u6a21\u62df10\u4f4d\u4e0d\u540c\u9886\u57df\u7684\u4e13\u5bb6\u89c6\u89d2\uff0c\u4e3a\u8bbe\u8ba1\u5e08\uff08\u5c24\u5176\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\uff09\u63d0\u4f9b\u5feb\u901f\u3001\u591a\u7ef4\u5ea6\u7684\u7ed3\u6784\u5316\u53cd\u9988\uff0c\u89e3\u51b3\u4e86\u5728\u7f3a\u4e4f\u5373\u65f6\u3001\u5168\u9762\u4e13\u4e1a\u8bc4\u5ba1\u573a\u666f\u4e0b\uff0c\u8bbe\u8ba1\u8fed\u4ee3\u6548\u7387\u4f4e\u4e0b\u548c\u5bb9\u6613\u9677\u5165\u4e3b\u89c2\u76f2\u533a\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\/8a7c8221-0920-4b46-938d-feab9a92baa0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/466553aa-8d20-4bf3-be39-861c37744ace.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/911479f6-1d1e-4a29-ad4c-83bccf1da257.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44db50bf-198a-4583-bfff-d664d14d20e9.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\">User Experience<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8bbe\u8ba1\u8bc4\u5ba1<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u53cd\u9988<\/span><br \/>\n            <span class=\"tag\">\u591a\u7ef4\u5ea6\u8bc4\u4f30<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u8fed\u4ee3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u7f3a\u4e4f\u5373\u65f6\u53cd\u9988\u7684\u56e2\u961f\u662f\u201c\u5de8\u5927\u7684\u89e3\u9501\u201d\uff0c\u80fd\u6709\u6548\u6253\u7834\u201c\u96a7\u9053\u89c6\u91ce\u201d\uff0c\u63d0\u4f9b\u5ba2\u89c2\u3001\u5feb\u901f\u7684\u8fed\u4ee3\u65b9\u5411\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u5176\u5b9a\u4f4d\u662f\u8f85\u52a9\u601d\u8003\u7684\u201c\u5de5\u5177\u201d\u800c\u975e\u66ff\u4ee3\u4e13\u4e1a\u8bc4\u5ba1\u3002\u6709\u4e00\u6761\u8bc4\u8bba\u8bef\u5c06\u5176\u4ed6\u4ea7\u54c1\u7684\u63cf\u8ff0\u6df7\u5165\uff0c\u8be2\u95ee\u5173\u4e8e\u201c\u793e\u4ea4\u6280\u80fd\u201d\u7684\u5f15\u5bfc\u4fe1\u5ff5\uff0c\u5c5e\u4e8e\u65e0\u6548\u4fe1\u606f\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                Gleam \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u9891\u7387\u7684\u5fae\u75db\u70b9\uff1a\u8bbe\u8ba1\u4ea4\u4ed8\u524d\u7684\u201c\u81ea\u6211\u5ba1\u89c6\u56f0\u5883\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176AI\u8bc4\u5ba1\u7684\u201c\u4e13\u4e1a\u6027\u201d\u80fd\u5426\u5ab2\u7f8e\u4eba\u7c7b\u4e13\u5bb6\u2014\u2014\u8fd9\u76ee\u524d\u4ecd\u662f\u5671\u5934\u2014\u2014\u800c\u5728\u4e8e\u5b83\u521b\u9020\u4e86\u4e00\u79cd\u6807\u51c6\u5316\u7684\u3001\u4f4e\u6210\u672c\u7684\u201c\u8bbe\u8ba1\u538b\u529b\u6d4b\u8bd5\u201d\u6d41\u7a0b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eFigma\u7b49\u4e3b\u6d41\u8bbe\u8ba1\u5de5\u5177\u5728\u521b\u4f5c\u529f\u80fd\u4e0a\u7684\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u8bc4\u5ba1\u201d\u8fd9\u4e00\u540e\u7f6e\u73af\u8282\u3002\u901a\u8fc7\u6784\u5efa10\u4e2a\u865a\u62df\u4e13\u5bb6\u89d2\u8272\uff0c\u5b83\u5b9e\u8d28\u4e0a\u662f\u5c06\u4e00\u5957\u7ed3\u6784\u5316\u7684\u8bbe\u8ba1\u8bc4\u4f30\u6846\u67b6\uff08\u6db5\u76d6UX\u3001\u89c6\u89c9\u3001\u53ef\u8bbf\u95ee\u6027\u7b49\uff09\u8fdb\u884c\u4e86\u6e38\u620f\u5316\u548c\u5373\u65f6\u5316\u5305\u88c5\u3002\u8fd9\u89e3\u51b3\u4e86\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u4e00\u662f\u4e3a\u8d44\u6e90\u6709\u9650\u7684\u4e2a\u4eba\u6216\u5c0f\u56e2\u961f\u63d0\u4f9b\u4e86\u591a\u7ef4\u5ea6\u7684\u81ea\u67e5\u6e05\u5355\uff0c\u6253\u7834\u4e86\u4e2a\u4eba\u56fa\u6709\u7684\u601d\u7ef4\u5b9a\u5f0f\uff1b\u4e8c\u662f\u5c06\u975e\u540c\u6b65\u7684\u3001\u8017\u65f6\u7684\u4eba\u9645\u53cd\u9988\u6d41\u7a0b\uff0c\u538b\u7f29\u4e3a\u4e00\u6b21\u5373\u65f6\u7684\u3001\u53ef\u91cd\u590d\u7684\u6a21\u62df\u6f14\u7ec3\uff0c\u52a0\u901f\u4e86\u51b3\u7b56\u5faa\u73af\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6df1\u5c42\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u53cd\u9988\u7684\u201c\u5e7f\u5ea6\u201d\u53ef\u80fd\u727a\u7272\u201c\u6df1\u5ea6\u201d\u3002\u5341\u4e2a\u4e13\u5bb6\u7684\u7b80\u77ed\u8bc4\u8bed\u53ef\u80fd\u6d41\u4e8e\u8868\u9762\uff0c\u65e0\u6cd5\u89e6\u53ca\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u6216\u7528\u6237\u60c5\u5883\u3002\u5176\u6b21\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u53ef\u80fd\u5bfc\u81f4\u8bbe\u8ba1\u601d\u7ef4\u7684\u50f5\u5316\uff0c\u8bbe\u8ba1\u5e08\u53ef\u80fd\u503e\u5411\u4e8e\u4f18\u5316AI\u53ef\u8bc6\u522b\u7684\u201c\u6307\u6807\u201d\uff08\u5982\u5bf9\u6bd4\u5ea6\u3001\u95f4\u8ddd\uff09\uff0c\u800c\u727a\u7272\u4e86\u66f4\u5927\u80c6\u7684\u521b\u65b0\u6216\u60c5\u611f\u5316\u8868\u8fbe\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u5929\u82b1\u677f\u6e05\u6670\uff1a\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u6781\u6613\u88ab\u5927\u578b\u8bbe\u8ba1\u5e73\u53f0\u901a\u8fc7\u5185\u7f6e\u7c7b\u4f3c\u529f\u80fd\u6216\u63d2\u4ef6\u6240\u8986\u76d6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u800c\u8a00\u4e4b\uff0cGleam \u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u601d\u7ef4\u62d3\u5c55\u5668\u201d\u548c\u201c\u6548\u7387\u52a0\u901f\u5668\u201d\uff0c\u5728\u8bbe\u8ba1\u7684\u201c\u8d28\u91cf\u57fa\u7ebf\u201d\u4fdd\u969c\u548c\u8fed\u4ee3\u63a8\u52a8\u4e0a\u5177\u6709\u5b9e\u7528\u4ef7\u503c\u3002\u4f46\u5b83\u7edd\u975e\u201c\u4e13\u5bb6\u66ff\u4ee3\u54c1\u201d\uff0c\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u53cd\u9988\u6df1\u5ea6\u4e0e\u5de5\u4f5c\u6d41\u6574\u5408\u505a\u5230\u6781\u81f4\uff0c\u4ece\u800c\u4ece\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u6d41\u7a0b\u7ec4\u4ef6\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\">Gleam<\/span>\n                <\/div>\n<div class=\"comment-content\">Gleam gives your design a structured review from 10 AI panelists, each with their own specialty\u2014UX, visual design, accessibility, product strategy, and more. Upload a screenshot and get scores, directional insights, and a short list of high-impact fixes to guide your next iteration.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \u2014 Dane here \ud83d\udc4b<\/p>\n<p>I built Gleam because I\u2019ve always loved iterating on designs, but getting meaningful critique on demand is hard. Sometimes you need quick input across a wide range of topics to break out of your current focus and see your design more broadly.<\/p>\n<p>Gleam gives you that: 10 AI reviewers with different specialties, scoring your design and pointing you toward the highest-leverage improvements. Not a replacement for real design expertise \u2014 just a tool to help you think about trade-offs and ship faster.<\/p>\n<p>Try it out and let me know what you think! \ud83d\ude4f<\/p>\n<p>\u2014 Dane<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@duilen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@duilen<\/a>&nbsp;You did a fantastic job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@duilen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@duilen<\/a>&nbsp;Looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Oh wow this looks soo good! My design team is not gonna have a fun day I am sure of it haha. <\/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\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a>&nbsp;Thanks!<\/p>\n<\/p>\n<p>Let me know how it goes. I&#8217;ve given the app a test run on a handful of designs but you always get unexpected surprises when you throw a new app to the wolves the first time. \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a massive unlock for solo devs. I usually stare at my own designs until I lose all objectivity.<\/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\">@kavan_thosani I hope so!<\/p>\n<p>I&#8217;ve worked on so many designs over the years as a solo dev. It&#8217;s easy to get tunnel vision when you get locked into working on a single element.<\/p>\n<p>This helps you take a step back and look at the bigger picture. And you can do it in short feedback cycles that don&#8217;t take days to weeks.<\/p>\n<p>I&#8217;m excited to build a product that supports solo devs! \ud83d\udd96<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really amazing. I loved it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love this! No more staring at your design, squinting while tilting your head left and right like it could magically fix it. Just drop a screenshot in Gleam and iterate. I&#8217;m a fan!<\/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\/@its_felice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@its_felice<\/a>&nbsp;Thanks!<\/p>\n<p>I&#8217;m not opposed to doing a little squinting while internally debating about what&#8217;s next and why. Investing mental energy in your design is where the real magic happens. I hope Gleam just helps make that process a little easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool and valuable. Excited to use it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The panel\u2019s feedback is helpful and definitely gave me several ideas for what to improve next. Amazing job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how Gleam frames social skills as a learnable muscle. From an onboarding &amp; clarity lens: when someone opens Gleam for the first time, what\u2019s the <em>one belief<\/em> you want them to walk away with in the first 10 seconds?<br \/>Is it \u201cI can show up socially without freezing\u201d or \u201cI\u2019m going to learn this just like I learned piano\u201d?<br \/>Because in habit-tools for human behaviour, that first belief can make all the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#20<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/NM7MOYPTY5V2TN\" class=\"app-title\">Clipse<\/a><\/p>\n<div class=\"one-liner\">Synchronized calendar availability across timezones<\/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>Clipse\u901a\u8fc7\u63d0\u4f9b\u53ef\u540c\u6b65\u591a\u65b9\u65e5\u5386\u771f\u5b9e\u7a7a\u95f2\u65f6\u95f4\u7684\u667a\u80fd\u8c03\u5ea6\u94fe\u63a5\uff0c\u89e3\u51b3\u4e86\u8de8\u65f6\u533a\u3001\u8de8\u516c\u53f8\u56e2\u961f\u5728\u534f\u8c03\u591a\u4eba\u4f1a\u8bae\u65f6\u53cd\u590d\u6c9f\u901a\u3001\u8017\u65f6\u8d39\u529b\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\/b914fdaf-1b92-4cc2-ad76-3a4b7edcaef3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54d0d8c7-a57f-4200-bc70-398289c0ff7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c696c17c-7b03-4950-a79b-2e4e9e3d34f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3ef0d42-4788-42a5-bcd0-c04de0f371be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0be663a2-ba08-4b40-9248-a9c7d1733321.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\">Meetings<\/span><br \/>\n            <span class=\"tag\">Calendar<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u667a\u80fd\u65e5\u7a0b\u8c03\u5ea6<\/span><br \/>\n            <span class=\"tag\">\u8de8\u65e5\u5386\u540c\u6b65<\/span><br \/>\n            <span class=\"tag\">\u591a\u4eba\u4f1a\u8bae\u534f\u8c03<\/span><br \/>\n            <span class=\"tag\">\u65f6\u533a\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5916\u90e8\u4f1a\u8bae<\/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\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u3001UI\u7b80\u6d01\u3002\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u613f\u666f\u4e0e\u201c\u987f\u609f\u65f6\u523b\u201d\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u652f\u6301\u65e5\u5386\u6570\u91cf\u4e0a\u9650\u3001\u4e0eMac\u65e5\u5386\u7684\u6df1\u5ea6\u96c6\u6210\u4e0e\u540c\u6b65\u53ef\u9760\u6027\u3001\u4ee5\u53ca\u4ea7\u54c1\u6838\u5fc3\u4fe1\u606f\u4f20\u9012\u7684\u6e05\u6670\u5ea6\uff08\u5982\u4f55\u8ba9\u7528\u6237\u5feb\u901f\u611f\u77e5\u4ef7\u503c\uff09\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Clipse\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2aCalendly\uff0c\u800c\u662f\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u201c\u65e5\u7a0b\u5173\u7cfb\u201d\u7684\u534f\u4f5c\u7f51\u7edc\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u5c55\u793a\u201c\u6211\u7684\u7a7a\u95f2\u65f6\u95f4\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u7528\u6237\u4e3b\u52a8\u6784\u5efa\u7684\u201c\u5408\u4f5c\u4f19\u4f34\u201d\u7f51\u7edc\uff0c\u5b9e\u65f6\u8ba1\u7b97\u5e76\u5448\u73b0\u591a\u65b9\u201c\u5171\u540c\u7a7a\u95f2\u65f6\u95f4\u201d\u3002\u8fd9\u51fb\u4e2d\u4e86\u8de8\u7ec4\u7ec7\u534f\u4f5c\u4e2d\u6700\u78e8\u4eba\u7684\u73af\u8282\u2014\u2014\u5728\u90ae\u4ef6\u6216\u804a\u5929\u4e2d\u6765\u56de\u6bd4\u5bf9\u3001\u66f4\u65b0\u53ef\u7528\u65f6\u95f4\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u9762\u4e34\u53cc\u91cd\u6311\u6218\u3002\u4e00\u662f\u51b7\u542f\u52a8\u4e0e\u7f51\u7edc\u6548\u5e94\u6096\u8bba\uff1a\u4ea7\u54c1\u6700\u5927\u4ef7\u503c\uff08\u591a\u65b9\u5b9e\u65f6\u540c\u6b65\uff09\u7684\u5b9e\u73b0\uff0c\u4f9d\u8d56\u4e8e\u5bf9\u8bdd\u53cc\u65b9\u4e43\u81f3\u591a\u65b9\u90fd\u662fClipse\u7528\u6237\u6216\u613f\u610f\u5373\u65f6\u6388\u6743\u3002\u8fd9\u8981\u6c42\u7528\u6237\u6709\u8db3\u591f\u52a8\u529b\u53bb\u201c\u9080\u8bf7\u5408\u4f5c\u4f19\u4f34\u201d\uff0c\u6559\u80b2\u6210\u672c\u4e0d\u4f4e\u3002\u4e8c\u662f\u5bf9\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u201c\u4fb5\u5165\u6027\u201d\uff1a\u5b83\u8981\u6c42\u7528\u6237\u5c06\u5916\u90e8\u8054\u7cfb\u4eba\u5173\u7cfb\u201c\u8fc1\u79fb\u201d\u81f3Clipse\u4f53\u7cfb\u5185\uff0c\u8fd9\u6539\u53d8\u4e86\u4eba\u4eec\u4e60\u60ef\u7684\u3001\u4e34\u65f6\u7684\u3001\u5de5\u5177\u5316\u7684\u94fe\u63a5\u5206\u4eab\u6a21\u5f0f\uff0c\u8f6c\u800c\u6784\u5efa\u4e00\u79cd\u534a\u56fa\u5b9a\u7684\u534f\u4f5c\u5173\u7cfb\u3002\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u201c\u66f4\u4f18\u7684\u4f1a\u8bae\u65f6\u95f4\u201d\u800c\u7ba1\u7406\u53e6\u4e00\u5c42\u793e\u4ea4\u56fe\u8c31\uff0c\u662f\u6210\u8d25\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u66f4\u5173\u5fc3\u5de5\u5177\u5c42\u9762\u7684\u53ef\u9760\u6027\u4e0e\u8fb9\u754c\uff08\u5982\u65e5\u5386\u6570\u91cf\u3001\u539f\u751f\u5e94\u7528\u540c\u6b65\uff09\uff0c\u800c\u975e\u5176\u7f51\u7edc\u613f\u666f\u3002\u8fd9\u63d0\u793aClipse\u9700\u5728\u201c\u5353\u8d8a\u7684\u5355\u6b21\u94fe\u63a5\u4f53\u9a8c\u201d\uff08\u5373\u4f7f\u5bf9\u65b9\u975e\u7528\u6237\uff09\u4e0e\u201c\u957f\u671f\u7684\u7f51\u7edc\u4ef7\u503c\u201d\u4e4b\u95f4\u627e\u5230\u66f4\u5e73\u6ed1\u7684\u8fc7\u6e21\u8def\u5f84\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u628a\u4f1a\u8bae\u8c03\u5ea6\u4ece\u201c\u4e8b\u52a1\u5904\u7406\u201d\u53d8\u4e3a\u201c\u5173\u7cfb\u8fde\u63a5\u201d\uff0c\u4f46\u8fd9\u6761\u8def\u6ce8\u5b9a\u9700\u8981\u8010\u5fc3\u4e0e\u7cbe\u51c6\u7684\u7528\u6237\u6559\u80b2\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\">Clipse<\/span>\n                <\/div>\n<div class=\"comment-content\">Clipse gives you a scheduling link that does something unique: visitors can sync their calendar with yours to see true mutual availability. But it doesn&#8217;t stop there. If the other meeting guests are also Clipse users, your scheduling page will synchronize EVERYONE&#8217;S availability to display days and times that work for the whole group. Our free Individual tier gives you the full experience so you can try it risk free.<\/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, I&#8217;m Eric, founder of Clipse! \ud83d\udc4b<\/p>\n<p>We\u2019re back with the third release of Clipse, and this one focuses on something we\u2019ve been building toward for months: the first scheduling link that shows true mutual availability across calendars. <\/p>\n<p>What\u2019s new:<br \/>\ud83d\udd39 <strong>Synchronized Scheduling Link<\/strong>: Visitors who open your link can sync their calendar with yours instantly.<br \/>\ud83d\udd39 <strong>Mutual Availability Across Clipse Partners<\/strong>: If the visitor adds their Clipse partners to the invite your personal scheduling page turns into a multi-person availability engine.<br \/>\ud83d\udd39 <strong>Group Events From Your Own Link<\/strong>: When you access your own link, you can add any of your partners and immediately generate the best times for group meetings, hangouts, planning, or team syncs.<br \/>\ud83d\udd39 <strong>Privacy-first by design<\/strong>: No event content ever shared or scraped, only availability blocks.<\/p>\n<p>Our &#8220;ah-ha moment&#8221; <br \/>At Clipse we want you to take scheduling meetings personally. Build your own network of scheduling partners by inviting them to connect with you &#8211; think of it like a friend request. Your partners should be anyone with whom you scheduling meetings periodically: clients, vendors, sales prospect, even friends. <\/p>\n<p>Here&#8217;s the scenario: someone from another company needs to meet with you and sends you their Clipse scheduling link. You open it up, sign in, add 2 people from your team, Clipse tells you when all 4 of you are free, and you book the meeting in seconds. That&#8217;s the ah-ha: that first moment you add a disparate group of guests and instantly see when everyone can meet. <\/p>\n<p>We are a bootstrapped company of just a few people who believe that no one is an island in the professional world. We all rely on external relationships for success. So why not pull those relationships closer to you by adding them as a partner so you both can schedule meetings as if you were internal colleagues? Instant access to optimal meeting times is our product, and connecting every professional calendar is our goal. <\/p>\n<p>Thank you for supporting us! We value this community and appreciate all feedback and suggestions. <\/p>\n<p>Eric &amp; Clipse 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\/@eric_hofer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_hofer<\/a>&nbsp;Finally somebody created this!! Thank you and congrats on your launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The UI is so clean; it makes using it a real pleasure.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats, team! \ud83c\udf89This solves such a real scheduling pain.<br \/><strong>Question:<\/strong> how many calendars can Clipse handle before it gets messy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliloulane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliloulane<\/a>&nbsp;oh such a good question! So the results will always show just the days and times where everyone is free, so it\u2019s never \u201cmessy\u201d per se, but you can of course run into scenarios where there simply is no mutual availability. I\u2019ve found that once you have over 6 attendees schedules start to get crowded. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\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 Eric, the multi-person scheduling across different companies thing is such a headache, I feel this. Was there a specific meeting that broke you?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a>&nbsp;haha there was a meeting SERIES that broke me. My time at GS and meeting with a major vendor. Constant chasing for availability. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! Is there integration with the Mac calendar? If I create or delete an event in the app, will it also disappear in the Mac apps? There\u2019s an old bug on Mac that annoys me: I delete a meeting from the calendar (all events), but it reappears after some time. Probably a device sync issue. Can your app solve this? If I delete it in your app, will the event definitely be deleted, or will the bug of the native Mac app transfer to you along with all the meetings there?)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch\u2014enabling full cross-company availability inside Outlook is a strong niche. From a clarity\/messaging angle: when someone opens Clipse for the first time, what\u2019s the <em>one belief<\/em> you want them to walk away with in the first 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u2018I will never chase meeting times again.\u2019<br \/>or<br \/>\u2022 \u2018This will make external meetings as easy as internal ones\u2019?<br \/>Because in scheduling tools the gap between \u201cwe built availability sync\u201d and \u201cusers feel they can stop emailing like crazy\u201d often kills adoption. Curious how you\u2019re framing that moment for Clipse.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a>&nbsp;the one belief I want people to get in the first few seconds is \u201cI\u2019ll never have to wait for a meeting to get scheduled.\u201d  No emailing for times, no polls, no waiting for someone to click your link. Just instant access to optimal times and the ability to schedule without any preamble. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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>    \/\/ 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