{"id":209,"date":"2026-05-02T11:54:46","date_gmt":"2026-05-02T03:54:46","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/02\/2026-05-01\/"},"modified":"2026-05-02T11:54:46","modified_gmt":"2026-05-02T03:54:46","slug":"2026-05-01","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/02\/2026-05-01\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-01"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-01<\/title><\/p>\n<style>\n        \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n        :root {\n            --ph-orange: #FF6154;\n            --text-main: #21293C;\n            --text-secondary: #4B587C;\n            --bg-ai: #F7F7F9;\n            --border-color: #E6E6E6;\n        }<\/p>\n<p>        body {\n            font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n            color: var(--text-main);\n            background-color: #ffffff;\n            line-height: 1.6;\n            margin: 0;\n            padding: 20px;\n        }<\/p>\n<p>        .container {\n            max-width: 800px;\n            margin: 0 auto;\n        }<\/p>\n<p>        \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n        .app-card {\n            border-bottom: 1px solid var(--border-color);\n            padding-bottom: 40px;\n            margin-bottom: 40px;\n        }<\/p>\n<p>        \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n        .app-header {\n            display: flex;\n            align-items: flex-start;\n            gap: 16px;\n            margin-bottom: 20px;\n        }<\/p>\n<p>        .rank {\n            font-size: 24px;\n            font-weight: 300;\n            color: #999;\n            min-width: 30px;\n            padding-top: 4px;\n        }<\/p>\n<p>        .title-group {\n            flex: 1;\n        }<\/p>\n<p>        .app-title {\n            font-size: 24px;\n            font-weight: 800;\n            margin: 0 0 4px 0;\n            color: var(--text-main);\n            text-decoration: none;\n            display: inline-block;\n        }<\/p>\n<p>        .app-title:hover {\n            color: var(--ph-orange);\n            text-decoration: underline;\n        }<\/p>\n<p>        .vote-btn {\n            display: flex;\n            flex-direction: column;\n            align-items: center;\n            justify-content: center;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 8px 12px;\n            background: #fff;\n            min-width: 60px;\n            box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n        }<\/p>\n<p>        .vote-arrow {\n            color: var(--ph-orange);\n            font-size: 14px;\n            margin-bottom: -2px;\n        }<\/p>\n<p>        .vote-count {\n            font-weight: 600;\n            font-size: 14px;\n        }<\/p>\n<p>        \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n        .media-gallery {\n            display: flex;\n            gap: 16px;\n            overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n            padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n            scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n            -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n            margin-bottom: 20px;<\/p>\n<p>            \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n            scrollbar-width: thin;\n            scrollbar-color: #ddd transparent;\n        }<\/p>\n<p>        \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n        .media-gallery::-webkit-scrollbar {\n            height: 6px;\n        }\n        .media-gallery::-webkit-scrollbar-track {\n            background: transparent;\n        }\n        .media-gallery::-webkit-scrollbar-thumb {\n            background-color: #eee;\n            border-radius: 10px;\n        }<\/p>\n<p>        .media-item-wrapper {\n            flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n            width: 80%;     \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n            max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n            aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p>            position: relative;\n            border-radius: 12px;\n            overflow: hidden;\n            border: 1px solid rgba(0,0,0,0.08);\n            background-color: #f5f5f5;\n            scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n        }<\/p>\n<p>        .media-content {\n            width: 100%;\n            height: 100%;\n            object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n            display: block;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n        video.media-content {\n            background-color: #000;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n        .media-gallery.single-item .media-item-wrapper {\n            width: 100%;\n            max-width: 100%;\n        }<\/p>\n<p>        \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n        .one-liner {\n            font-size: 18px;\n            color: var(--text-secondary);\n            margin-bottom: 12px;\n            font-weight: 500;\n        }<\/p>\n<p>        .tags-container {\n            display: flex;\n            flex-wrap: wrap;\n            gap: 8px;\n            margin-bottom: 24px;\n        }<\/p>\n<p>        .tag {\n            font-size: 12px;\n            color: var(--text-secondary);\n            background-color: #F2F2F2;\n            padding: 4px 10px;\n            border-radius: 20px;\n            font-weight: 600;\n            text-transform: uppercase;\n        }<\/p>\n<p>        \/* --- 4. AI \u6458\u8981\u533a --- *\/\n        .ai-section {\n            background-color: var(--bg-ai);\n            border-radius: 12px;\n            padding: 20px;\n            margin-bottom: 20px;\n            border-left: 4px solid var(--ph-orange);\n        }<\/p>\n<p>        .ai-title {\n            font-size: 14px;\n            font-weight: 700;\n            color: var(--text-main);\n            margin: 0 0 12px 0;\n            display: flex;\n            align-items: center;\n            gap: 6px;\n        }<\/p>\n<p>        .ai-content {\n            font-size: 15px;\n            color: #333;\n            margin-bottom: 0;\n            line-height: 1.7;\n        }<\/p>\n<p>        \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n        .reviews-section {\n            margin-top: 10px;\n        }<\/p>\n<p>        .review-item {\n            display: flex;\n            gap: 10px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .review-avatar {\n            font-size: 18px;\n            margin-top: 2px;\n            min-width: 24px;\n        }<\/p>\n<p>        .review-bubble {\n            background: #fff;\n            border: 1px solid var(--border-color);\n            padding: 8px 12px;\n            border-radius: 0 12px 12px 12px;\n            color: var(--text-secondary);\n            line-height: 1.5;\n        }<\/p>\n<p>        .review-author {\n            font-weight: 700;\n            color: var(--text-main);\n            margin-right: 4px;\n            font-style: normal;\n        }<\/p>\n<p>        .comments-section {\n            margin-top: 30px;\n            border-top: 1px solid var(--border-color);\n            padding-top: 20px;\n        }<\/p>\n<p>        .comments-toggle {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 12px 20px;\n            cursor: pointer;\n            display: flex;\n            justify-content: space-between;\n            align-items: center;\n            width: 100%;\n            font-size: 14px;\n            font-weight: 600;\n            color: var(--text-main);\n            transition: all 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle:hover {\n            background-color: #e9ecef;\n        }<\/p>\n<p>        .comments-toggle .toggle-arrow {\n            font-size: 18px;\n            transition: transform 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle.open .toggle-arrow {\n            transform: rotate(180deg);\n        }<\/p>\n<p>        .comments-container {\n            max-height: 0;\n            overflow: hidden;\n            transition: max-height 0.5s ease;\n            margin-top: 15px;\n        }<\/p>\n<p>        .comments-container.open {\n            max-height: 800px;\n            overflow: auto;\n        }<\/p>\n<p>        .comment-item {\n            background-color: #fff;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 16px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .comment-header {\n            display: flex;\n            justify-content: space-between;\n            align-items: flex-start;\n            margin-bottom: 8px;\n        }<\/p>\n<p>        .comment-author {\n            font-weight: 600;\n            color: var(--text-main);\n            margin-right: 8px;\n        }<\/p>\n<p>        .comment-content {\n            color: var(--text-secondary);\n            line-height: 1.5;\n            margin-bottom: 10px;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        .comment-content p {\n            margin: 0;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n       .emoji {\n            display: inline;\n            max-width: 15px;\n            overflow-wrap: normal;\n        }<\/p>\n<p>        .comment-actions {\n            display: flex;\n            align-items: center;\n            gap: 16px;\n            font-size: 12px;\n            color: var(--text-secondary);\n        }<\/p>\n<p>        .comment-vote {\n            display: flex;\n            align-items: center;\n            gap: 4px;\n            cursor: pointer;\n        }<\/p>\n<p>        .comment-replies {\n            margin-top: 12px;\n            margin-left: 20px;\n            padding-left: 12px;\n            border-left: 2px solid var(--border-color);\n        }<\/p>\n<p>        .reply-item {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 6px;\n            padding: 12px;\n            margin-bottom: 8px;\n            font-size: 13px;\n        }<\/p>\n<p>        .reply-content {\n            color: var(--text-secondary);\n            line-height: 1.4;\n            margin-bottom: 6px;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }<\/p>\n<p>        \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n        .modal {\n            display: none;\n            position: fixed;\n            z-index: 1000;\n            left: 0;\n            top: 0;\n            width: 100%;\n            height: 100%;\n            background-color: rgba(0, 0, 0, 0.9);\n            overflow: auto;\n            transition: opacity 0.3s ease;\n        }<\/p>\n<p>        .modal-content {\n            display: block;\n            max-width: 90%;\n            max-height: 90vh;\n            margin: 5vh auto;\n            object-fit: contain;\n            animation: zoom 0.3s;\n        }<\/p>\n<p>        @keyframes zoom {\n            from {transform: scale(0.8); opacity: 0;}\n            to {transform: scale(1); opacity: 1;}\n        }<\/p>\n<p>        .close {\n            position: absolute;\n            top: 20px;\n            right: 35px;\n            color: #fff;\n            font-size: 40px;\n            font-weight: bold;\n            transition: 0.3s;\n            cursor: pointer;\n            \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n            padding: 10px;\n            line-height: 1;\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        .close:hover,\n        .close:focus {\n            color: #bbb;\n            text-decoration: none;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n        .video-overlay {\n            position: absolute;\n            top: 0;\n            left: 0;\n            width: 100%;\n            height: 100%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            background-color: rgba(0, 0, 0, 0.2);\n            opacity: 0;\n            transition: opacity 0.3s ease;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            touch-action: manipulation;\n            cursor: pointer;\n        }<\/p>\n<p>        .media-item-wrapper:hover .video-overlay {\n            opacity: 1;\n        }<\/p>\n<p>        \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n        .media-item-wrapper:active .video-overlay {\n            opacity: 0.8;\n        }<\/p>\n<p>        .play-icon {\n            width: 80px;\n            height: 80px;\n            background-color: rgba(255, 255, 255, 0.9);\n            border-radius: 50%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            color: var(--ph-orange);\n            font-size: 24px;\n            font-weight: bold;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-01<\/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\/DTE56DREXBP3M6\" class=\"app-title\">Postiz<\/a><\/p>\n<div class=\"one-liner\">Agentic social media scheduler for agents like OpenClaw<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">387<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Postiz\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u793e\u4ea4\u5a92\u4f53\u6279\u91cf\u5b9a\u65f6\u53d1\u5e03\u5de5\u5177\uff0c\u8ba9\u4f60\u7684\u4e2a\u4ebaAI\u52a9\u624b\uff08\u5982OpenClaw\uff09\u80fd\u4e00\u6b21\u6027\u5b8c\u621030\u591a\u4e2a\u5e73\u53f0\u7684\u5e16\u5b50\u6392\u671f\u548c\u53d1\u5e03\uff0c\u89e3\u51b3\u591a\u5e73\u53f0\u5185\u5bb9\u5206\u53d1\u6548\u7387\u4f4e\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\/4d3b4503-753e-46a4-a8a3-0dfe228def9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56c45fd2-1a5a-4b09-b7aa-e20e1a6ccce9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0979f7b7-6859-48c9-a0aa-81340510bbfd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa7a5add-ce5e-4830-8998-dd1137aca688.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\/8c2a0fd1-c047-48ae-ae96-a190362da33a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vafHOnRh91g\"><source src=\"https:\/\/www.youtube.com\/watch?v=vafHOnRh91g\" 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\">Social Media<\/span><br \/>\n            <span class=\"tag\">Marketing automation<\/span><br \/>\n            <span class=\"tag\">Social media marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u6392\u671f<\/span><br \/>\n            <span class=\"tag\">AI\u8c03\u5ea6<\/span><br \/>\n            <span class=\"tag\">\u6279\u91cf\u53d1\u5e03<\/span><br \/>\n            <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u591a\u5e73\u53f0\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n            <span class=\"tag\">Agent<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\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\u4ece\u4f20\u7edf\u6392\u671f\u5de5\u5177\u5411AI\u8c03\u5ea6\u8f6c\u578b\u7684\u72ec\u7279\u4ef7\u503c\uff0c\u79f0\u8d5eGUI\u76f4\u89c2\u3001CLI\u5b9e\u7528\u3002\u591a\u4f4d\u7528\u6237\u8be2\u95eeAI\u5982\u4f55\u5904\u7406\u591a\u5e73\u53f0\u5185\u5bb9\u5dee\u5f02\u5316\uff08\u5982\u8bed\u6c14\u8c03\u6574\uff09\uff0c\u5e76\u671f\u5f85\u65e0\u53d7\u4f17\u521b\u59cb\u4eba\u7684\u9ed8\u8ba4\u53d1\u5e03\u7b56\u7565\u5efa\u8bae\u3002\u4e5f\u6709\u7528\u6237\u53cd\u6620\u201c\u51b3\u7b56\u4ec0\u4e48\u4e0d\u53d1\u5e03\u201d\u662f\u5b9e\u9645\u75db\u70b9\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Postiz\u7684\u7b2c\u56db\u6b21\u53d1\u5e03\u662f\u4e00\u6b21\u806a\u660e\u7684\u201c\u6362\u58f3\u201d\u5347\u7ea7\u2014\u2014\u672c\u8d28\u4e0a\u4ecd\u662f\u793e\u4ea4\u5a92\u4f53\u6392\u671f\u5de5\u5177\uff0c\u4f46\u501f\u201cAgentic Scheduler\u201d\u6982\u5ff5\u6210\u529f\u5361\u4f4dAI Agent\u5de5\u5177\u94fe\u3002\u5176\u6838\u5fc3\u5356\u70b9\u4e0d\u662fAI\u751f\u6210\u5185\u5bb9\uff0c\u800c\u662f\u5c06\u6392\u671f\u51b3\u7b56\u6743\u5916\u5305\u7ed9\u7528\u6237\u81ea\u5df1\u7684AI\u4ee3\u7406\uff08\u5982OpenClaw\uff09\uff0c\u672c\u8d28\u662f\u964d\u4f4e\u591a\u5e73\u53f0\u64cd\u4f5c\u95e8\u69db\u7684\u201c\u8c03\u5ea6\u4e2d\u95f4\u4ef6\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8fd9\u4e00\u5b9a\u4f4d\u5229\u597d\u6280\u672f\u578b\u7528\u6237\uff1aCLI\u548cMCP\u63a5\u53e3\u8ba9\u5f00\u53d1\u8005\u80fd\u4e32\u63a5\u7814\u7a76\u3001\u751f\u6210\u3001\u6392\u671f\u7684\u5de5\u4f5c\u6d41\uff0c\u5b9e\u73b0\u201c\u4e00\u952e\u586b\u6ee130\u5929\u5185\u5bb9\u65e5\u5386\u201d\u3002\u4f46\u5bf9\u975e\u6280\u672f\u7528\u6237\uff0c\u4ef7\u503c\u5b58\u7591\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u51fa\u73b0\u7684\u201c\u5982\u4f55\u9488\u5bf9\u4e0d\u540c\u5e73\u53f0\u4f18\u5316\u5185\u5bb9\u201d\u95ee\u9898\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u7f3a\u5931\uff1aPostiz\u4ec5\u63d0\u4f9b\u5168\u5c40\u7f16\u8f91\u4e0e\u9010\u5e73\u53f0\u5fae\u8c03\uff0c\u800c\u975eAI\u9a71\u52a8\u7684\u539f\u751f\u5185\u5bb9\u9002\u914d\u3002\u8fd9\u6070\u597d\u662f\u7528\u6237\u771f\u5b9e\u9700\u6c42\u4e0e\u4ea7\u54c1\u80fd\u529b\u4e4b\u95f4\u7684\u5173\u952e\u843d\u5dee\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6df1\u5c42\u770b\uff0cPostiz\u6293\u4f4f\u4e86\u201c\u5185\u5bb9\u590d\u5236\u7c98\u8d34\u201d\u8fd9\u4e2a\u9ad8\u9891\u4f4e\u6548\u52a8\u4f5c\uff0c\u5374\u56de\u907f\u4e86\u66f4\u96be\u7684\u201c\u5185\u5bb9\u5dee\u5f02\u5316\u201d\u95ee\u9898\u3002\u4e00\u4e2a\u771f\u6b63\u7684AI\u8c03\u5ea6\u5668\uff0c\u5e94\u80fd\u6839\u636eLinkedIn\u7684\u4e13\u4e1a\u8c03\u6027\u3001TikTok\u7684\u75c5\u6bd2\u8282\u594f\u3001Reddit\u7684\u793e\u533a\u8bed\u6c14\u81ea\u52a8\u8c03\u6574\u6587\u6848\u4e0e\u683c\u5f0f\uff0c\u800c\u975e\u8ba9\u7528\u6237\u624b\u52a8\u9010\u6761\u4fee\u6539\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u8bc4\u8bba\u533a\u4e2d\u90a3\u4e2a\u201c46\u5929\u6301\u7eed\u53d1\u5e03\u201d\u7684\u6848\u4f8b\u9887\u5177\u4ee3\u8868\u6027\u2014\u2014\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u80fd\u575a\u6301\u53d1\u5e03\u6bd4\u5173\u5fc3AI\u591a\u5e73\u53f0\u9002\u914d\u66f4\u52a1\u5b9e\u3002Postiz\u8d62\u5f97\u7684\u662f\u8fd9\u7c7b\u201c\u4e0d\u6c42\u5b8c\u7f8e\u4f46\u6c42\u6301\u7eed\u201d\u7684\u7528\u6237\uff0c\u4ed6\u4eec\u9700\u8981\u7684\u662f\u201c\u522b\u7ba1\u597d\u4e0d\u597d\uff0c\u5148\u53d1\u51fa\u53bb\u201d\u7684\u63a8\u9001\u7ba1\u9053\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u8bc4\u4ef7\uff1a\u4e00\u6b3e\u5b9a\u4f4d\u6e05\u6670\u3001\u5207\u4e2d\u521a\u9700\u7684\u5de5\u5177\u578b\u4ea7\u54c1\uff0c\u4f46\u79bb\u771f\u6b63\u7684\u201c\u667a\u80fd\u201d\u8fd8\u5dee\u4e00\u4e2aAI\u5185\u5bb9\u4f18\u5316\u5c42\u3002\u5efa\u8bae\u5173\u6ce8\u5982\u4f55\u5229\u7528Agent\u80fd\u529b\u5b9e\u73b0\u8de8\u5e73\u53f0\u7684\u8bed\u4e49\u9002\u914d\u800c\u975e\u7b80\u5355\u683c\u5f0f\u9002\u914d\uff0c\u5426\u5219\u62a4\u57ce\u6cb3\u4f1a\u968f\u7740\u7ade\u54c1\u8ddf\u8fdb\u5feb\u901f\u6536\u7a84\u3002\u5f00\u6e90\u4ee3\u7801\u662f\u52a0\u5206\u9879\uff0c\u4f46\u5546\u4e1a\u5316\u80fd\u529b\u4ecd\u9700\u9a8c\u8bc1\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Postiz<\/span>\n                <\/div>\n<div class=\"comment-content\">Connect Postiz to your personal AI Agent, such as OpenClaw \/ Claude \/ nanoclaw \/ PaperClip, and schedule thousands of social media posts to 30+ Social media networks in one go. You can either install the Postiz SKILL and use the Postiz CLI, or use the Postiz MCP and connect it to a remote server; any connection use case is supported.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi People!<\/p>\n<p>Happy to launch Postiz again for the 4th time \ud83e\udd2f<\/p>\n<p>Since our last launch, Postiz has changed A LOT.<\/p>\n<p>We are no longer a social media scheduling tool &#8211; we are now an agentic scheduler.<\/p>\n<p>That means you can bring your personal assistant and schedule a post for 30+ social networks in one go.<\/p>\n<p>You can literally build a full calendar of content in one go.<\/p>\n<p>The fun part is Postiz CLI, because you can connect it with your personal tools.<\/p>\n<ul>\n<li>\n<p>Use a tool for research<\/p>\n<\/li>\n<li>\n<p>Use a tool to generate slideshows<\/p>\n<\/li>\n<li>\n<p>Schedule thousands of posts to TikTok \/ Instagram \/ LinkedIn etc in one go<\/p>\n<\/li>\n<\/ul>\n<p>Give Postiz a try! it&#8217;s free for 7 days!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>12<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nevo_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevo_david<\/a>&nbsp;Absolutely mind blowing to see the progress you\u2019ve made since the first launch. Huge congratulations on this, and excited to continue seeing Postiz grow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nevo_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevo_david<\/a>&nbsp;The agentic angle is interesting\u2014automating content calendars across 30+ networks in batch is genuinely useful for teams juggling multiple platforms. The CLI integration piece makes sense too, especially for workflows that tie research and generation tools 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nevo_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevo_david<\/a>&nbsp;Congrats on the 4th launch! The shift from a scheduling tool to an agentic scheduler is a bold move \u2014 curious how the AI handles multi-platform content variation, like does it tweak tone per network automatically? Excited to try the CLI integrations!&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wohooow, postiz is a tool i actually enjoy using!!! Only when i became a solo builder i understood the crucial need. Distribution is everything these days and postiz helps me alot. Glad to see this launch!\ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hilash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hilash<\/a>&nbsp;\ud83d\udc78\ud83c\udffb\ud83d\udc78\ud83c\udffb\ud83d\udc78\ud83c\udffb\ud83d\udc78\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Nevo and team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@liran_tal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liran_tal<\/a>&nbsp;Thank you so much Liran!!!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Open source for the win!<\/div>\n<div class=\"comment-actions\">\n<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\/@elie222\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elie222<\/a>&nbsp;Thank you so much brother!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Social media scheduler is definitely what our change log announcement agent needs. Definitely going to give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gemanor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gemanor<\/a>&nbsp;\u2764\ufe0f\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the TikTok and Reddit answer is exactly right for no-audience founders. both are discovery-first platforms where the algorithm does the distribution work instead of your follower count. the harder question is what to post before you have proof of what resonates. curious whether Postiz has any signal on which content types tend to get traction earliest for accounts starting from zero across different niches<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@liviu_chita\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liviu_chita<\/a>&nbsp;\ud83d\ude4f\ud83c\udffb\ud83d\ude4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Postiz is a fantastic piece of software; the GUI is very intuitive, and now I&#8217;m loving the CLI. I&#8217;ve written a skill for OpenCode, and now my agents know exactly how and when to schedule each piece of content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rubenquest\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rubenquest<\/a>&nbsp;\ud83d\ude4f\ud83c\udffb\ud83d\ude4f\ud83c\udffb\ud83d\ude4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Funny how many schedulers there are, and Postiz manages to stand out across 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tarasshyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarasshyn<\/a>&nbsp;Funny for me too aha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Nevo, congrats on the launch! <\/p>\n<p>I&#8217;ve been a Postiz user since it was released and have seen the improvements made to the platform over time. <br \/>I would say it&#8217;s the best social media scheduling tool out 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nathan_tarbert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_tarbert<\/a>&nbsp;Thank you \ud83d\ude4f\ud83c\udffb\ud83d\ude4f\ud83c\udffb\ud83d\ude4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Postiz for months now. As a technical person not so fluent in marketing, I always knew \u201cthere must be tools that can just take care of this for me\u201d. Postiz is that tool. Life changing! Excited for the official 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\/@arielweinberger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arielweinberger<\/a>&nbsp;yayyy thank you so much, brother!! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Setting up social presence right now for a SaaS launch and realizing how much of &#8220;scheduling&#8221; is actually decisions about what NOT to post. Curious what your default cadence suggestion looks like for solo founders with no audience yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khathahat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khathahat<\/a>&nbsp;TikTok and Reddit are gold mines that don&#8217;t require an audience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>scheduling thousands of posts in one go sounds insane until you think about repurposing content across 30 platforms simultaneously. that&#8217;s a genuine unlock for anyone running multi-channel.<\/p>\n<p>how does it handle platform-specific formatting? like a linkedin post and a tiktok caption are pretty different \u2014 does the agent adapt the copy per platform or post the same thing everywhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a>&nbsp;You can edit the post globally between channels, and in the end do a specific edits per channel<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 MCP integration is the interesting bit &#8211; agent schedules its own posts based on what it&#8217;s already doing. removes the whole content calendar headache. congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vincentf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentf<\/a>&nbsp;Thank youuuu!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 did help you to grow this tool the most?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Pivoting from a normal scheduler to an agentic scheduler \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>I&#8217;ve been using Postiz for months now and am currently on a 46 day posting streak. I use Postiz literally every day to schedule content across multiple platforms so I can spend the rest of my day doing other things. My social media following and engagement has consistently grown since I started using Postiz and found my content style and audience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbtechyt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbtechyt<\/a>&nbsp;\u2764\ufe0f\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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><a href=\"https:\/\/www.producthunt.com\/@nevo_david\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nevo_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevo_david<\/a> Great to see Postiz on Product Hunt again!<br \/>I love how it&#8217;s constantly evolving in terms of design and features <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@silverduck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@silverduck<\/a>&nbsp;Couldn&#8217;t do it without you! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>whoa this is awesome, does Postiz do the content generation also? if so, is it able to adapt the voice of the content to match the company&#8217;s\/founder&#8217;s writing? I built Bonai, a launch and visibility platform for solo founders to automate their organic growth (SEO\/AEO side of marketing, closed loop audit &lt;-&gt; content), and getting the content gen piece right has been a big challenge even with the audit findings to use as a base. I would be interested to know how you determine the tone\/voice used for Postiz content. Kudos on the launch! Looks amazing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@buildingoggles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buildingoggles<\/a>&nbsp;It has, but because you can use Postiz CLI, you can use any tool you want with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks amazing and strong, congrats Nevo! <\/p>\n<\/p>\n<p>Do you also have a &#8216;workspace&#8217; setup for all the channels? If I have access to up to 30 channels, I&#8217;d like to separate all my channels into groups across multiple businesses \/ teams, so I can just simply click on one workspace and it has all the relevant accounts instead of showing everything at once.  <\/p>\n<\/p>\n<p>With that, then maybe potentially access control with my employees 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>Hi <a href=\"https:\/\/www.producthunt.com\/@withstephen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@withstephen<\/a>&nbsp;\ud83d\ude42<\/p>\n<p>No workspaces, but you can group them on the main calendar into different customers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 using postiz since before the agentic days and I have to say it\u2019s one hell of a tool. <\/p>\n<\/p>\n<p>But aside from that, the founder is super supportive and available and the team he\u2019s onboarded (not sure if human or agents or a mix) are amazing and active and give great relevant and timely answers <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you for the kind words,<a href=\"https:\/\/www.producthunt.com\/@tom_granot2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_granot2<\/a> , always happy to talk with you and share notes! \ud83d\ude4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nevo_david\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nevo_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevo_david<\/a> this is amazing man! Mind blowing to see how much Postiz has grown. Excited to see you continue iterating and growing the company. Def drawing inspiration from you. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuvalkarmi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuvalkarmi<\/a>&nbsp;Thank you so much, man! You are next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Niiice, congrats on the launch! Rooting for you man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nico_jeannen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nico_jeannen<\/a>&nbsp;Thank you so much brother!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Do you have an API and what&#8217;s the difference between Postiz&#8217;s posts and Claude&#8217;s ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sheredhan_moutaber\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sheredhan_moutaber<\/a>&nbsp;How can Claude schedule social media posts for you? In general you can in one time schedule to 30+ channels. it&#8217;s actually working with Claude!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/UKEMMK6DO2KIXA\" class=\"app-title\">Zed 1.0<\/a><\/p>\n<div class=\"one-liner\">High-performance, open source, multiplayer code editor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">261<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zed 1.0\u662f\u4e00\u6b3e\u7528Rust\u4ece\u5934\u7f16\u5199\u7684\u9ad8\u6027\u80fd\u5f00\u6e90\u4ee3\u7801\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u591a\u6838CPU\u548cGPU\u52a0\u901f\u3001\u5e76\u884cAgent\u4ee5\u53ca\u5b9e\u65f6\u591a\u4eba\u534f\u4f5c\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5927\u578b\u9879\u76ee\u4e2d\u7f16\u8f91\u5668\u5361\u987f\u3001\u5355\u7ebf\u7a0b\u74f6\u9888\u548c\u56e2\u961f\u534f\u540c\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/705aff1e-0443-438e-a0a0-76bcfae81ea5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=c6Bns1T77HM\"><source src=\"https:\/\/www.youtube.com\/watch?v=c6Bns1T77HM\" 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\/621ffa4d-846e-419d-812c-6db49862c4ac.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\/bfb1fce2-d59d-409e-8988-5ad3e402a374.webp?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\">Text Editors<\/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\">\u4ee3\u7801\u7f16\u8f91\u5668<\/span><br \/>\n            <span class=\"tag\">Rust<\/span><br \/>\n            <span class=\"tag\">\u9ad8\u6027\u80fd<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n            <span class=\"tag\">\u591a\u4eba\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">Agent<\/span><br \/>\n            <span class=\"tag\">CRDT<\/span><br \/>\n            <span class=\"tag\">\u5e76\u884c<\/span><br \/>\n            <span class=\"tag\">GPU\u52a0\u901f<\/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\u666e\u904d\u8ba4\u53ef\u5176\u6027\u80fd\u548cAgent\u5e76\u884c\u80fd\u529b\uff1b\u6709\u7528\u6237\u8be2\u95ee\u591a\u4eba\u5b9e\u65f6\u7f16\u8f91\u7684\u51b2\u7a81\u5904\u7406\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u4f7f\u7528\u4e86CRDT\uff1b\u4e5f\u6709\u7528\u6237\u62a5\u544a\u8bed\u6cd5\u9ad8\u4eae\u95ee\u9898\uff1b\u53e6\u6709\u4eba\u8d28\u7591\u5e74\u9f84\u9a8c\u8bc1\u8bbe\u5b9a\u4e0d\u5408\u7406\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                Zed 1.0\u7684\u201cv1\u201d\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u7f16\u8f91\u5668\u7684\u6210\u719f\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u73b0\u6709\u7f16\u8f91\u5668\u751f\u6001\u7684\u4e00\u6b21\u6280\u672f\u5ba3\u8a00\u3002\u5b83\u6700\u5927\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u591a\u4e86\u4e00\u4e2a\u7f16\u8f91\u5668\u201d\uff0c\u800c\u5728\u4e8e\u7528Rust\u548cGPU\u76f4\u63a5\u6311\u6218\u4e86\u201c\u7f16\u8f91\u5668\u7684\u6027\u80fd\u5929\u82b1\u677f\u201d\u3002\u5f53VSCode\u7b49\u57fa\u4e8eElectron\u7684\u4ea7\u54c1\u5728\u5927\u578b\u4ee3\u7801\u5e93\u548c\u5e76\u884c\u4efb\u52a1\u4e0b\u5f00\u59cb\u5598\u606f\u65f6\uff0cZed\u7684\u81ea\u7814\u5e95\u5c42\u5806\u6808\u63d0\u4f9b\u4e86\u771f\u6b63\u539f\u751f\u7ea7\u7684\u54cd\u5e94\u901f\u5ea6\u3002\u5176Agent\u5e76\u884c\u80fd\u529b\u548cCRDT\u534f\u4f5c\u673a\u5236\uff0c\u672c\u8d28\u4e0a\u662f\u628aAI\u52a9\u624b\u7684\u64cd\u4f5c\u548c\u4eba\u7c7b\u534f\u4f5c\u653e\u5230\u4e86\u540c\u4e00\u4f18\u5148\u7ea7\u7684\u5b9e\u65f6\u901a\u9053\u91cc\uff0c\u8fd9\u6bd4\u90a3\u4e9b\u5728\u73b0\u6709\u67b6\u6784\u4e0a\u201c\u6253\u8865\u4e01\u201d\u7684AI\u63d2\u4ef6\u8981\u6df1\u523b\u5f97\u591a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u95ee\u9898\u4e5f\u5f88\u81f4\u547d\uff1a\u8bed\u6cd5\u9ad8\u4eae\u8fd9\u7c7b\u57fa\u7840\u529f\u80fd\u5b58\u5728\u6545\u969c\uff0c\u4ee5\u53ca\u8352\u5510\u768418\u5c81\u4ee5\u4e0a\u5e74\u9f84\u9650\u5236\u2014\u2014\u8fd9\u79cd\u8bbe\u8ba1\u8981\u4e48\u662f\u5f00\u53d1\u56e2\u961f\u5bf9\u7528\u6237\u573a\u666f\u7684\u50b2\u6162\u65e0\u77e5\uff0c\u8981\u4e48\u662f\u6cd5\u5f8b\u5408\u89c4\u7684\u7529\u9505\u3002\u4e00\u6b3e\u5ba3\u79f0\u201c\u4e3a\u5f00\u53d1\u8005\u800c\u751f\u201d\u7684\u5de5\u5177\uff0c\u5374\u9996\u5148\u5728\u4fe1\u4efb\u548c\u53ef\u7528\u6027\u4e0a\u51fa\u95ee\u9898\uff0c\u8fd9\u662f\u5728\u81ea\u65ad\u95e8\u8def\u3002\u6b64\u5916\uff0c\u7528\u6237\u5bf9Agent\u4e0e\u591a\u4eba\u534f\u4f5c\u5e76\u53d1\u65f6\u7684\u5177\u4f53\u51b2\u7a81\u673a\u5236\u4ecd\u6709\u7591\u8651\uff0c\u8bf4\u660e\u5176\u6587\u6863\u548c\u7528\u6237\u4f53\u9a8c\u53ef\u80fd\u5c1a\u672a\u8ddf\u4e0a\u6280\u672f\u91ce\u5fc3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u6295\u7968\u6570\u4ec5261\uff0c\u793e\u533a\u70ed\u5ea6\u8fdc\u672a\u5f62\u6210\u89c4\u6a21\u3002Zed\u9762\u4e34\u7684\u771f\u6b63\u6311\u6218\u662f\uff1a\u5728\u5c1d\u9c9c\u8005\u7fa4\u4f53\u4e4b\u540e\uff0c\u5b83\u80fd\u5426\u7528\u6301\u7eed\u7684\u7a33\u5b9a\u6027\u548c\u63d2\u4ef6\u751f\u6001\uff0c\u6253\u52a8\u90a3\u4e9b\u5df2\u88abVSCode\u3001JetBrains\u6df1\u5ea6\u7ed1\u5b9a\u7684\u4e3b\u6d41\u5f00\u53d1\u8005\uff1f\u505a\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\u5f88\u5bb9\u6613\uff0c\u4f46\u505a\u4e00\u5f20\u80fd\u627f\u8f7d\u6240\u6709\u624b\u672f\u5668\u68b0\u7684\u624b\u672f\u53f0\uff0c\u624d\u662f\u5b83\u6210\u4e3a\u201c\u4e0b\u4e00\u4ee3\u7f16\u8f91\u5668\u201d\u7684\u53ca\u683c\u7ebf\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\">Zed 1.0<\/span>\n                <\/div>\n<div class=\"comment-content\">Fast \u2014 Written from scratch in Rust to efficiently leverage multiple CPU cores and your GPU. \u2022 Agentic \u2014 Run agents in parallel to smoothly edit files, navigate code, and run tools at native speed. \u2022 Collaborative \u2014 Chat with teammates, code together, and share your screen and project.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How does it handle merge conflicts in real time when two people edit the same line?<\/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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a>&nbsp;It uses <a href=\"https:\/\/en.wikipedia.org\/wiki\/Conflict-free_replicated_data_type\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">conflict-free replicated data types (CRDT)<\/a>. Here&#8217;s a delightful nerdy <a href=\"https:\/\/pca.st\/kltdsj7w\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">interview with Nathan Sobo<\/a> (co-founder, also one of the devs of Atom editor) where he explores how Zed uses CRDT and other data structures for doing its magic. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 glad to see v1 launch, I&#8217;ve been using Zed for a while and the performance and customization is really great<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Rust-native approach genuinely shows in day-to-day use, especially when you have agents running in parallel. Most editors start choking under that load. Curious how the multiplayer collab works when one person is also running an agent, do their edits and the agent edits come through the same channel?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">I\u2019m having issues with syntax coloring working. I tried disabling everything and even installed a TypeScript plugin for it. Any news<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Why do i have to be above 18 to use this code editor? WTF?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/V3HUDGNGZAOJTB\" class=\"app-title\">Marx Finance<\/a><\/p>\n<div class=\"one-liner\">AI agents debate the markets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">198<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Marx Finance \u662f\u4e00\u4e2a\u8ba9\u81ea\u4e3bAI\u4ee3\u7406\u5728\u91d1\u878d\u5e02\u573a\u4e0a\u8fdb\u884c\u8fa9\u8bba\u3001\u5171\u4eab\u4fe1\u53f7\u5e76\u5f62\u6210\u96c6\u4f53\u51b3\u7b56\u7684\u793e\u4ea4\u5c42\uff0c\u4e13\u4e3a\u4e2a\u4eba\u4ea4\u6613\u8005\u89e3\u51b3AI\u4ee3\u7406\u56e0\u5b64\u7acb\u5904\u7406\u6d77\u91cf\u566a\u58f0\u6570\u636e\u800c\u5bfc\u81f4\u51b3\u7b56\u4f4e\u6548\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\/0d271066-ea16-4249-813b-cb46a1379dd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f2c319a-e824-4025-8163-3beb98bd4b5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98198c54-2a76-46c9-8490-217caedb8883.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b10305a2-48e7-4889-a6fd-8ec4f9e3583b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/301c7a65-02ad-458f-9571-f2b5c3db0ea7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">API<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Finance<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4ee3\u7406\u793e\u4ea4<\/span><br \/>\n            <span class=\"tag\">\u91d1\u878d\u4fe1\u53f7\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u5e02\u573a\u8fa9\u8bba\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u6295\u987e<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4ea4\u6613\u4fe1\u53f7<\/span><br \/>\n            <span class=\"tag\">\u8d28\u91cf\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4ebaAI<\/span><br \/>\n            <span class=\"tag\">\u96c6\u4f53\u667a\u80fd<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u8d28\u7591\u4ee3\u7406\u7684\u6fc0\u52b1\u673a\u5236\u3001\u5386\u53f2\u4fe1\u8a89\u8bb0\u5f55\uff08\u8ddf\u8e2a\u8bb0\u5f55\u6743\u91cd\uff09\u3001\u5171\u8bc6\u5f62\u6210\u673a\u5236\uff08\u662f\u5426\u538b\u5236\u5c11\u6570\u6b63\u786e\u610f\u89c1\uff09\u3001\u5185\u5bb9\u76d1\u7ba1\u65b9\u5f0f\uff08\u4eba\u5de5\u8fd8\u662f\u81ea\u52a8\uff09\u3001\u4ee5\u53ca\u5b9a\u4e49\u662f\u5426\u4ec5\u662f\u88ab\u52a8\u4eea\u8868\u76d8\u3002\u90e8\u5206\u7528\u6237\u5e0c\u671b\u4e86\u89e3\u5ef6\u8fdf\u95ee\u9898\u548c\u5b9a\u5236\u5316\u80fd\u529b\uff0c\u5e76\u6709\u5efa\u8bbe\u6027\u5efa\u8bae\u6d89\u53ca\u7ed3\u6784\u5316\u4e89\u8bba\u6620\u5c04\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                Marx Finance \u5728AI\u4ee3\u7406\u70ed\u6f6e\u4e2d\u70b9\u51fa\u4e86\u4e00\u4e2a\u771f\u95ee\u9898\u2014\u2014\u5355\u4e2a\u4ee3\u7406\u518d\u806a\u660e\uff0c\u4e5f\u625b\u4e0d\u4f4f\u5e02\u573a\u566a\u58f0\u3002\u8ba9\u4ee3\u7406\u5f7c\u6b64\u201c\u5435\u67b6\u201d\u4ee5\u903c\u8fd1\u4e8b\u5b9e\uff0c\u8fd9\u4e2a\u601d\u8def\u6bd4\u201c\u5355\u4e00\u5927\u6a21\u578b\u9884\u6d4b\u8f93\u51fa+\u4e00\u5806\u7384\u5b66\u7406\u7531\u201d\u8981\u8bda\u5b9e\u5f97\u591a\u3002\u7136\u800c\uff0c\u8fd9\u5c42\u91d1\u7b94\u4e0b\u9762\u85cf\u7740\u51e0\u4e2a\u6838\u5fc3\u77db\u76fe\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u9996\u5148\u662f\u4fe1\u53f7\u771f\u5b9e\u6027\u95ee\u9898\u3002\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u201c\u8ddf\u8e2a\u8bb0\u5f55\u201d\u4e0e\u201c\u58f0\u8a89\u6743\u91cd\u201d\u2014\u2014\u8fd9\u8bf4\u660e\u4fe1\u8a89\u673a\u5236\u662f\u5e73\u53f0\u7684\u7ecf\u6d4e\u57fa\u7840\u3002\u5982\u679c\u56e2\u961f\u4e0d\u80fd\u8bbe\u8ba1\u51fa\u9632\u6e38\u620f\u5316\u3001\u9632\u5171\u8c0b\u7684\u4fe1\u8a89\u7b97\u6cd5\uff0c\u90a3\u4e48\u8fd9\u4e2a\u201c\u4ee3\u7406\u8fa9\u8bba\u201d\u4e0d\u8fc7\u662f\u66f4\u9ad8\u6548\u7684\u56de\u97f3\u5ba4\uff0c\u6700\u540e\u6f14\u53d8\u6210\u8c01\u6d3b\u5f97\u4e45\u8c01\u5c31\u6743\u91cd\u9ad8\uff0c\u800c\u975e\u8c01\u5224\u65ad\u51c6\u3002\u5176\u6b21\uff0c\u7528\u6237\u201c99\u4e2a\u8bf4\u4e70\u3001\u4e00\u4e2a\u5386\u53f2\u6700\u4f18\u7684\u8bf4\u5356\u201d\u7684\u4e24\u96be\u5f88\u5c16\u9510\uff1a\u5e73\u53f0\u80fd\u591a\u5927\u7a0b\u5ea6\u5bb9\u5fcd\u53cd\u5171\u8bc6\u58f0\u97f3\u3001\u800c\u4e0d\u662f\u88ab\u5e73\u5eb8\u5171\u8bc6\u541e\u6ca1\uff0c\u51b3\u5b9a\u5b83\u662f\u5426\u771f\u6b63\u5bf9\u5e02\u573a\u51b3\u7b56\u6709\u4ef7\u503c\u3002\u7b2c\u4e09\uff0c\u4ea7\u54c1\u7684\u53e3\u53f7\u201cAI\u4ee3\u7406\u201d\u5f88\u6027\u611f\uff0c\u4f46\u521b\u59cb\u4eba\u56de\u590d\u660e\u786e\u63d0\u5230\u201c\u53ea\u76d1\u7ba1\u65b0\u95fb\u6d41\u201d\u2014\u2014\u8fd9\u5c06\u6240\u6709\u566a\u97f3\u548c\u64cd\u7eb5\u98ce\u9669\u63a8\u7ed9\u4e86\u4ee3\u7406\u81ea\u8eab\u3002\u82e5\u5e73\u53f0\u672c\u8eab\u4e0d\u8bbe\u7acb\u4e8b\u5b9e\u4e00\u81f4\u6027\u6838\u67e5\u5c42\uff0c\u6216\u88ab\u6ee5\u7528\u6765\u5b9a\u5411\u8bef\u5bfc\u7ade\u4e89\u5bf9\u624b\u7684\u4ee3\u7406\uff0c\u5219\u201c\u5168\u81ea\u52a8\u8fa9\u8bba\u201d\u5f88\u5bb9\u6613\u6ed1\u5411\u201c\u5168\u81ea\u52a8\u9a97\u5c40\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6700\u540e\uff0c\u8bf4\u4e00\u53e5\u523b\u8584\u4f46\u73b0\u5b9e\u7684\u8bdd\uff1a\u628a\u4e00\u4e2a\u53d1\u7aef\u4e8e\u201c\u8282\u7701token\u6210\u672c\u201d\u7684\u5de5\u7a0b\u95ee\u9898\u5305\u88c5\u6210\u201c\u96c6\u4f53\u667a\u80fd\u201d\uff0c\u591a\u5c11\u6709\u70b9\u5ffd\u60a0\u3002Token\u6210\u672c\u4f1a\u964d\uff0c\u4f46\u6295\u8d44\u51b3\u7b56\u7684\u8ba4\u77e5\u62a4\u57ce\u6cb3\u4ece\u6765\u4e0d\u9760\u4fbf\u5b9c\u83b7\u5f97\u3002\u5b83\u66f4\u53ef\u80fd\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u662f\u4f5c\u4e3a\u4ee3\u7406\u4e16\u754c\u91cc\u7684\u201c\u4f4e\u8d28\u91cf\u4fe1\u53f7\u805a\u5408\u5668\u201d\u5b58\u5728\u2014\u2014\u80fd\u591f\u5e2e\u4e00\u822c\u4ea4\u6613\u8005\u5feb\u901f\u6392\u9664\u6700\u663e\u800c\u6613\u89c1\u7684\u9519\u8bef\u65b9\u5411\uff0c\u800c\u975e\u53d1\u73b0Alpha\u3002\u81f3\u4e8e\u5176\u54f2\u5b66\u5305\u88c5\u4e0e\u201c\u9a6c\u514b\u601d\u201d\u4e4b\u540d\uff0c\u8fd8\u662f\u522b\u5728\u6295\u8d44\u8005\u542f\u8499\u548c\u4ee3\u7406\u6743\u529b\u7ed3\u6784\u4e4b\u95f4\u627e\u592a\u591a\u7b49\u4ef7\u4e3a\u597d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u6709\u591a\u5c11\u4ee3\u7406\u53d1\u58f0\uff0c\u800c\u53d6\u51b3\u4e8e\u8fd9\u4e2a\u5e73\u53f0\u4e3a\u201c\u9519\u8bef\u201d\u4ed8\u51fa\u4e86\u591a\u5c11\u88ab\u516c\u5f00\u5ba1\u89c6\u7684\u4ee3\u4ef7\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\">Marx Finance<\/span>\n                <\/div>\n<div class=\"comment-content\">Agent first platform where autonomous AI agents discuss news, share market signals, and debate positions. It is a social layer for agents to analyze recent events from a financial perspective.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<\/p>\n<p>I\u2019m excited to share Marx on this special day, May 1st.<\/p>\n<p>As tools like Openclaw and Hermes push us toward an agentic web, finance is becoming one of the biggest use cases for personal AIs. The challenge is that financial data is noisy, fast moving, and expensive to process, which makes it difficult for agents to reason effectively.<\/p>\n<p>Marx is a platform that helps your agents make better financial decisions through curated discussions.<\/p>\n<p>I\u2019m curious about your take on it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmetsulek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetsulek<\/a>&nbsp;Curated discussions&#8221; is an interesting choice of signal \u2014 most financial data platforms go raw (prices, filings, earnings). What&#8217;s the curation layer actually doing here \u2014 is it human-curated, community-voted, or model-filtered? And how do you handle the latency problem? Financial reasoning often breaks down when the signal is even a few hours stale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ahmetsulek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetsulek<\/a>&nbsp;Really cool concept! Are these AI agents trained on specific financial models\/data, or can users customize and deploy their own agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, happy May 1st!<\/p>\n<\/p>\n<p>We realized that one of the biggest problems when training personal AIs is spending tokens to write a skill that has already been created by others. This is more problematic when training a trading agent, where it becomes very token intensive to feed in recent events and convert sentiment signals into financial decisions.<\/p>\n<\/p>\n<p>That\u2019s why we built Marx, to create a collective knowledge base for financial markets, making it easier for individual traders to analyze curated market signals. Instead of reprocessing raw news or sentiment data, agents query a curated signal feed, reducing token usage and improving their performance.<\/p>\n<\/p>\n<p>Excited to hear your thoughts!<\/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\">\n<p>What are the incentives for the agents to share knowledge?<\/p>\n<p>I think this is a really interesting and fun product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alicanvergin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alicanvergin<\/a>&nbsp;<\/p>\n<p>There will be two main benefits for agents:<\/p>\n<p>1. Improved sentiment analysis: By incorporating perspectives from other personal AIs, agents can refine their understanding of market sentiment for each events, leading to stronger trading signals.<\/p>\n<p>2. Strategy refinement through feedback: Through the forum section, agents can receive targeted feedback on their trading strategies, which they can use to improve their reasoning 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alicanvergin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alicanvergin<\/a>&nbsp;<\/p>\n<p>imagine a &#8220;private portfolio&#8221; layer, where you can observe their stated vs revealed preferences<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 show any track record for each agent over time so you can see who\u2019s actually been right?<\/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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a>&nbsp;Yes, each agent has a track record over time. We log their signals, evaluate how they perform against real market outcomes, and translate that into a confidence score.<\/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 interesting concept \u2014 the idea of agents debating rather than just summarizing is a meaningful step up from a news feed. In M&amp;A and structured finance, the most useful market intelligence isn&#8217;t a single signal, it&#8217;s the tension between competing interpretations of the same data point. An agent that takes the bull case and another that takes the bear case gets you closer to how actual investment committees think.<\/p>\n<\/p>\n<p>One question: how are the agents weighted when they reach a consensus? Is there a moderator agent, or does the debate resolve by vote? Curious whether the output is a single verdict or a structured argument map.<\/p>\n<\/p>\n<p>I work on financial modeling for renewable energy deals and built ModeLoop (<a href=\"https:\/\/modeloop.net\/?i=1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/modeloop.net\/?i=1<\/a>) around a similar principle \u2014 surfacing the assumptions that drive a model rather than hiding them behind outputs. The analytical parallels are interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>&#8220;Social layer for agents&#8221; \u2014 does that mean my agent can actually post, reply, and engage with other agents autonomously, or is it more like a feed I&#8217;m watching passively? The distinction matters a lot. One is genuinely agentic, the other is just a dashboard with AI commentary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>agents debating positions is actually a clever way to surface conflicting signals without you having to synthesize everything yourself. the problem with most financial AI tools is they just give you a verdict with no reasoning.<\/p>\n<p>curious how the debate gets resolved, does it surface a consensus, or does it leave the conflict open for you to decide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a>&nbsp;No, there is an automatic consensus that has been resolved within the system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with the launch!<\/p>\n<p>I wonder, exactly which problem does this solve, and for whom?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@semi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@semi<\/a>&nbsp;Thanks Semi, it is mainly for individual traders who use autonomous trading agents through OpenClaw, Hermes, or similar orchestration tools. It solves the problem of isolated and unrefined trading decisions by enabling agents to improve market strategy through collective intelligence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Question: when 99 agents say &#8220;buy&#8221; and 1 contrarian says &#8220;sell&#8221; but has historically been right at exactly these inflection points, does Marx amplify the contrarian voice or does consensus drown 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes1<\/a>&nbsp;Each agent has a weight based on its reputation, which is generated within the platform from previous discussions. As a result, every decision counts, but with different strengths in the consensus decision.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just a question \u2013&nbsp;why did you decide to name it after Marx?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp; I wrote a detailed explanation here: <a href=\"https:\/\/apaydin.bearblog.dev\/agentic-manifesto\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apaydin.bearblog.dev\/agentic-manifesto\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea! AI reasons very well when there are a lot of qualitative information. I can see I (my agent) can to extract buy\/sell signals based on the discussion. Do you moderate the content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a>&nbsp;We only curate the news feed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a>&nbsp;The real magic happens when AI starts reasoning with qualitative data but the bottleneck is almost always how we structure that noisy information for the agents. I&#8217;m building Easyparser to handle exactly that turning unstructured discussions or complex docs into the clean structured data these agents need to extract those buy sell signals without the manual mess. Quick question for the Marx team, since Onur mentioned content moderation, does the platform also weigh the authority of the participants in these discussions when agents are reasoning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/4NVMGG5SCQ5ZVV\" class=\"app-title\">Buda<\/a><\/p>\n<div class=\"one-liner\">Recruit agents to run your company as a synchronous team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">166<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Buda\u662f\u4e00\u4e2a\u5c06AI\u4ee3\u7406\u7ec4\u7ec7\u6210\u201c\u516c\u53f8\u7ea7\u540c\u6b65\u56e2\u961f\u201d\u7684\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u53ef\u62db\u52df\u7684\u4ee3\u7406\u5e02\u573a\u3001\u4efb\u52a1\u534f\u8c03\u5668\u3001\u5b9e\u65f6\u76d1\u63a7\u53ca\u4e91\u7aef\u6c99\u76d2\u73af\u5883\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5c06\u91cd\u590d\u6027\u5de5\u4f5c\u59d4\u6258\u7ed9AI\uff0c\u8ba9\u4eba\u7c7b\u5458\u5de5\u4ece\u6267\u884c\u8005\u8f6c\u53d8\u4e3a\u7ba1\u7406\u8005\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\/26b58962-d9e5-4ecc-8d0c-624c145c13bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c66ee23f-3ab7-4951-9df3-1390240ae3b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f8e08d7-c9e5-4159-b298-b6947f090044.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7a87436-f5dd-4bbe-b4a8-a3fc98f77b06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0f876d1-71aa-4cd4-b1b9-89e04368b3d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12cb1f39-9327-434e-81d6-9bfb9b24d373.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd7488cd-84f1-4d9b-a70b-57c333c475b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cac2c442-f253-44b0-a549-f8340ebefd5a.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\/935274db-ae84-4060-853f-541b029601f1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7lBu5YBYvi4\"><source src=\"https:\/\/www.youtube.com\/watch?v=7lBu5YBYvi4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Computers<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI Agent\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7406\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u4e91\u7aef\u6c99\u76d2<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u96f6\u914d\u7f6e\u90e8\u7f72<\/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\u5bf9\u201c\u5b9e\u65f6\u7ec8\u7aef+\u6d4f\u89c8\u5668\u76d1\u63a7\u201d\u529f\u80fd\u8868\u793a\u4fe1\u4efb\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u9ed1\u7bb1\u95ee\u9898\u3002\u8bbe\u8ba1\u5e08\u8d5e\u8d4f\u201cDrive\u201d\u529f\u80fd\u4fbf\u4e8e\u521b\u610f\u5de5\u4f5c\u6d41\u7ba1\u7406\u3002\u5173\u952e\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u914d\u7f6e\u4ee3\u7406\u4e3b\u52a8\u5bfb\u627e\u77db\u76fe\u4fe1\u606f\uff1f\u5728\u91d1\u878d\u7b49\u654f\u611f\u573a\u666f\u4e0b\u5982\u4f55\u5e94\u5bf9\u6a21\u7cca\u8f93\u5165\uff1f\u4e5f\u6709\u4eba\u5173\u6ce8\u5b9a\u4ef7\u6a21\u5f0f\u548c\u514d\u8d39\u8bd5\u7528\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                Buda\u7684\u53d9\u4e8b\u6781\u5177\u7a7f\u900f\u529b\u2014\u2014\u201c\u4e0d\u662f\u66ff\u4ee3\u4eba\u7c7b\uff0c\u800c\u662f\u8ba9\u4eba\u664b\u5347\u4e3a\u7ecf\u7406\u201d\u3002\u8fd9\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u843d\u5730\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5f53\u5927\u91cf\u788e\u7247\u5316\u3001\u91cd\u590d\u6027\u4efb\u52a1\u88ab\u4ee3\u7406\u63a5\u7ba1\uff0c\u4f01\u4e1a\u771f\u6b63\u7684\u74f6\u9888\u4e0d\u518d\u662f\u4eba\u529b\u4e0d\u8db3\uff0c\u800c\u662f\u5bf9\u591a\u4ee3\u7406\u7cfb\u7edf\u7684\u534f\u8c03\u3001\u4fe1\u4efb\u4e0e\u5931\u63a7\u7126\u8651\u3002\u4ea7\u54c1\u901a\u8fc7\u201cClaw Computer\u6c99\u76d2\u96c6\u7fa4+\u5b9e\u65f6\u76d1\u63a7+\u5185\u7f6e\u5e02\u573a\u201d\u4e09\u4ef6\u5957\uff0c\u8bd5\u56fe\u5c06\u8fd9\u79cd\u7126\u8651\u8f6c\u5316\u4e3a\u53ef\u63a7\u7684\u751f\u4ea7\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u5355\u4e2a\u4ee3\u7406\u7684\u80fd\u529b\uff08\u8fd9\u5df2\u88ab\u5927\u6a21\u578b\u62c9\u5e73\uff09\uff0c\u800c\u5728\u4e8e\u201c\u516c\u53f8\u7ea7\u201d\u7684\u8c03\u5ea6\u5c42\uff1a\u5982\u4f55\u8ba9\u6570\u5341\u4e2a\u4ee3\u7406\u50cf\u4eba\u7c7b\u540c\u4e8b\u4e00\u6837\u5171\u4eab\u4e0a\u4e0b\u6587\u3001\u4efb\u52a1\u4f9d\u8d56\u3001\u7248\u672c\u63a7\u5236\uff0c\u5e76\u5728\u51fa\u95ee\u9898\u65f6\u53ef\u56de\u653e\u3001\u53ef\u8ffd\u6eaf\u3002\u5f53\u4e0b\u7684\u8bbe\u8ba1\u2014\u2014\u5982Buda Drive\u7684\u9632\u8bef\u5220\u3001\u81ea\u52a8\u5907\u4efd\u3001\u7248\u672c\u5386\u53f2\u2014\u2014\u770b\u4f3c\u57fa\u7840\uff0c\u5374\u6070\u6070\u662f\u8ba9\u4f01\u4e1a\u613f\u610f\u5c06\u201c\u5173\u952e\u4e1a\u52a1\u201d\u6258\u4ed8\u7ed9AI\u7684\u53ca\u683c\u7ebf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9690\u60a3\u540c\u6837\u660e\u663e\uff1a\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u91d1\u878d\u573a\u666f\u4e0b\u5982\u4f55\u5904\u7f6e\u6b67\u4e49\u4fe1\u53f7\u201d\u7684\u63d0\u95ee\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u4ee3\u7406\u7684\u786c\u4f24\u2014\u2014\u5b83\u4eec\u64c5\u957f\u6267\u884c\u660e\u786e\u6307\u4ee4\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u6a21\u7cca\u6027\u3001\u51b2\u7a81\u6027\u4fe1\u606f\u7684\u201c\u5224\u65ad\u529b\u201d\u3002\u5f53\u4ee3\u7406\u88ab\u63a8\u81f3\u51b3\u7b56\u524d\u7aef\uff0c\u82e5\u7cfb\u7edf\u65e0\u6cd5\u8ba9\u4eba\u7c7b\u5728\u5173\u952e\u8282\u70b9\u6709\u6548\u4ecb\u5165\uff0c\u53cd\u800c\u4f1a\u5236\u9020\u66f4\u591a\u7ba1\u7406\u6469\u64e6\u3002\u6b64\u5916\uff0c\u201c166\u7968\u201d\u7684\u6295\u7968\u6570\u5728Product Hunt\u4e0a\u5c5e\u4e8e\u4e2d\u7b49\u70ed\u5ea6\uff0c\u8bf4\u660e\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u5c1d\u9c9c\u8005\u9636\u6bb5\uff0c\u8ddd\u79bb\u4e3b\u6d41\u4f01\u4e1a\u91c7\u7eb3\u8fd8\u6709\u5f88\u957f\u7684\u9a8c\u8bc1\u5468\u671f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Buda\u7684\u4ef7\u503c\u4e0d\u5728\u201c\u521b\u9020\u66f4\u806a\u660e\u7684AI\u201d\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8db3\u591f\u52a1\u5b9e\u3001\u53ef\u89c2\u6d4b\u7684\u201cAI\u5458\u5de5\u540e\u53f0\u201d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u89e3\u51b3\u201c\u534f\u8c03\u201d\u4e0e\u201c\u4fe1\u4efb\u201d\u8fd9\u4e24\u4e2a\u6700\u4e0d\u6027\u611f\u5374\u6700\u81f4\u547d\u7684\u5de5\u7a0b\u95ee\u9898\uff0c\u6216\u6709\u673a\u4f1a\u6210\u4e3a\u4e0b\u4e00\u4ee3\u4f01\u4e1a\u64cd\u4f5c\u7cfb\u7edf\u7684\u96cf\u5f62\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u4ee3\u7406\u7f16\u6392\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\">Buda<\/span>\n                <\/div>\n<div class=\"comment-content\">OpenClaw \/ Hermes gave you an agent. Buda gives you a company. Recruit or sell Skills, Agents, and Teams from a Marketplace, coordinate them with an Organizer, and watch every agent work live in Browser and Terminal \u2014 all in one screen. Long-running isolated sandboxes with SSD volumes \u2014 secure by design, no Mac Mini needed. No setup, no model config. Works across Slack, Discord, WeChat, Teams, and web. Buda runs your entire company. Actually doing things.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>This started on a flight from Honolulu to Las Vegas \u2014 Record of Ragnarok on screen, Spam Musubi in hand, headphones on.<\/p>\n<p>It&#8217;s an anime \u2014 the gods put humanity on trial and decide to wipe us out. And then Buddha, a god worshipped by billions, walks over to the human side and says: I&#8217;ll fight for them.<\/p>\n<p>I paused the episode and kept thinking: this is exactly what&#8217;s happening with AI right now. The question isn&#8217;t whether AI gets powerful. It&#8217;s whether the people building it stand with humans or against them.<\/p>\n<p>That&#8217;s where the name Buda came from.<\/p>\n<p>Then we actually tried to run our company on AI agents \u2014 OpenClaw teams spread across 8 Linux machines, 2 Mac Minis, and 30+ chat channels. It worked well enough that 90%+ of our internal jobs could be handled by agents.<\/p>\n<p>Two weeks in, 40% of our teammates didn&#8217;t know what to put on their weekly update. The agents had quietly taken their to-do lists.<\/p>\n<p>That wasn&#8217;t a failure. It was a promotion. They stopped doing the work \u2014 and started managing the agents who did. Support, ops, design: all became AI managers overnight.<\/p>\n<p>But the infrastructure was chaos. So we rebuilt it.<\/p>\n<p>Buda is an AI agent company platform:<\/p>\n<p>\ud83e\udd9e Claw Computer \u2014 Kubernetes-based cluster. Agents run in isolated, long-running sandboxes with high-performance SSD volumes. No Mac Mini, no gateway. Auto-sleep when idle \u2014 saves 80%+ compute and 30%+ token costs.<\/p>\n<p>\ud83d\udc30 Buda Organizer \u2014 schedules work, coordinates agents, runs daily automations across your whole team.<\/p>\n<p>\ud83d\udc41\ufe0f Watch Them Work \u2014 live Drive, Terminal, and Browser for every agent. No black box.<\/p>\n<p>\ud83d\uddc4\ufe0f Buda Drive \u2014 Trash, version history, delete protection, auto-backup, and sync. Three layers of data safety, built in.<\/p>\n<p>\ud83d\udc65 Teams &amp; Collaboration \u2014 invite members, share agents, coordinate humans and AI in one workspace. Self-hosted option available.<\/p>\n<p>\u26a1 No setup \u2014 no config, no model keys, no installation. Don&#8217;t build. Just hire and go.<\/p>\n<p>\ud83d\uded2 Marketplace \u2014 recruit or sell Skills, Agents, and Teams in one click. Publish public or private GitHub repos and monetize them directly.<\/p>\n<p>We believe AI should make humans more powerful, not replace them. That&#8217;s why we named it Buda.<\/p>\n<p>People killin&#8217;, people dyin&#8217;, dropping bombs \u2014 we&#8217;ve got enough of that.<\/p>\n<p>Buda, buda, buda \u2014 help us. To the moon, not the battlefield. \ud83d\udc30<\/p>\n<p>Every Claw we ship has one system prompt: Protect Human. Push humanity forward.<\/p>\n<p>What&#8217;s your first job for \ud83d\udc30 Buda and her \ud83e\udd9e Agents?<\/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\/@mrkelly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrkelly<\/a>&nbsp;What&#8217;s the quickest first agent team you&#8217;d recommend hiring from the marketplace to offload 20-30% of repetitive tasks without setup headaches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mrkelly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrkelly<\/a>&nbsp;That Ragnarok moment is a perfect lens for this. The shift from people doing work to people managing agents feels like the real inflection point\u2014it&#8217;s not about replacement, it&#8217;s about what becomes possible when humans focus on judgment and direction instead of execution. Curious how you&#8217;re thinking about observability into what the agents are actually doing across those channels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea! That&#8217;s original thinking!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a>&nbsp;Thanks! \ud83d\ude4c<\/p>\n<p>Excited to see how people play with it in the wild.\ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>If Kelly\u2019s intro got you curious about Buda, here are <strong>two things you\u2019ll probably notice pretty quickly once you start using it<\/strong> \u2014 both a bit different from most agent platforms (including tools like OpenClaw).<\/p>\n<p><strong>1\ufe0f\u20e3 Multiple agents in one workspace,<\/strong><\/p>\n<p>Inside a workspace you can create multiple specialized agents, for example a <strong>Full-Stack Engineer<\/strong> or an <strong>SEO Specialist<\/strong>. Your teammates can <strong>share and collaborate with the same agents<\/strong> in one place.<\/p>\n<p>And when you want to expand the team, Buda includes a <strong>built-in Marketplace<\/strong>.<br \/>You can <strong>recruit ready-made Agents, install useful Skills with one click, or add entire Teams (bundles of multiple agents)<\/strong> created by others.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69aad137-2def-48d2-bdc0-acb726bcbddd.jpeg?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p><strong>2\ufe0f\u20e3 No model setup \u2014 latest models ready to use<\/strong><\/p>\n<p>You don\u2019t need to configure API keys or model providers.<\/p>\n<p>Buda automatically gives agents access to the <strong>latest models from multiple providers<\/strong>, so they can pick the best one for the job \u2014 Claude, Gemini, GPT, and others.<\/p>\n<p>For example, in the screenshot below the agent is generating an image using <strong>Nano Banana 2<\/strong> \u2014 no setup required, just ask and it runs.<\/p>\n<p><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b205c9b-6788-463f-bef1-8f32645ed16c.jpeg?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<p>\ud83c\udf81 <strong>Product Hunt Special<\/strong><\/p>\n<p>We\u2019ve added a PH promo code on the launch page if you\u2019d like to try Buda with extra credits.<\/p>\n<p>We also made a quick <strong>2-minute tutorial<\/strong> showing how to redeem it:<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/youtu.be\/GvaIjmE_-JI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/GvaIjmE_-JI<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a designer, the thing I care about most is whether agents can fit into a real creative workflow, not just answer questions in a chat box.<\/p>\n<p>I\u2019ve been using Discord + OpenClaw for image generation, video edits, and content production. It works, but managing everything gets messy fast. Prompts, outputs, references, drafts, and final assets end up scattered across channels and threads, and finding the right version later can be painful.<\/p>\n<p>That is why the Drive part of Buda feels useful to me. Agents can create, edit, and organize assets in one workspace, and I can actually see what they are working on: files, previews, browser, terminal, and context together. It feels much closer to managing a creative workflow than chatting with a tool.<\/p>\n<p>For me, the biggest change is simple: agent work finally feels easier to see, reuse, and manage.<\/p>\n<p>Congrats on the launch. Curious to see how other designers and creative teams use this.<\/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>Hey Kelly! It&#8217;s really impressive. 100 agents really change this game. How is the business model? Is there a trial?<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;Thanks a lot! \ud83d\ude4c<\/p>\n<p>Yeah, having many agents running together really changes how work gets done.<\/p>\n<p>We\u2019re currently subscription-based (per agent \/ month), and still iterating as we learn from users \u2014 more details are on our site if you\u2019re curious: <a href=\"https:\/\/buda.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buda.im<\/a><\/p>\n<p>We don\u2019t do a traditional trial, but there\u2019s a pretty generous free plan \ud83d\ude0a<br \/>You can just jump in and start using it right away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;yes. Just register via <a href=\"https:\/\/buda.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buda.im<\/a> . Free edition forever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the live terminal + browser for every agent is the feature that would actually make me trust this. most multi-agent systems are a complete black box and when something goes wrong you have no idea where.<\/p>\n<p>how granular is the observability \u2014 can you replay what an agent did step by step, or just see what it&#8217;s doing in real time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a>&nbsp;Of course it is. You can see every steps from the agent messages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the &#8220;40% of teammates didn&#8217;t know what to put in their weekly update&#8221; line is sending me \ud83d\ude02 . 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yankun_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yankun_zhao<\/a>&nbsp;Haha yeah that actually happened \ud83d\ude02<\/p>\n<p>That was when we realized people were starting to manage agents instead of doing the work themselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 synchronous team model is interesting \u2014 most agentic platforms treat agents as async background workers, which creates a coordination problem when tasks are interdependent. A real company isn&#8217;t a queue of jobs, it&#8217;s a set of roles that need shared context.<\/p>\n<\/p>\n<p>One thing I&#8217;d be curious about: how does the system handle inputs that are inherently ambiguous or adversarial? In finance, the most valuable signals are often the ones that contradict consensus. I built PolyMind (<a href=\"https:\/\/polyminds.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/polyminds.netlify.app\/<\/a>) specifically to track large trades on Polymarket \u2014 the hypothesis being that when a whale takes a strong position on a macro event, that&#8217;s worth surfacing as an alert. An agent company dealing with market-sensitive decisions would need to ingest that kind of contrarian signal without discarding it as noise.<\/p>\n<\/p>\n<p>Is there a way to configure agents to actively seek out disconfirming information before reaching a decision?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The launch story feels grounded because it comes from actually running a company with agents. You can see the real problems in the product: machines, channels, files, memory, task ownership, and visibility.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting take-moving from standalone agents to a full AI company layer. Coordination is the real challenge, curious how this performs at scale.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/ZGDXUY6L7P5ISI\" class=\"app-title\">Bitgrain<\/a><\/p>\n<div class=\"one-liner\">Design studio lighter than Figma &#038; more flexible than Canva<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bitgrain \u662f\u4e00\u6b3e\u98a0\u8986\u4f20\u7edf\u8bbe\u8ba1\u5de5\u5177\u903b\u8f91\u7684\u8f7b\u91cf\u7ea7\u56fe\u50cf\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u6a21\u677f\u5316\u7f16\u8f91\u4e0e\u72ec\u7279\u7684\u9897\u7c92\/\u6296\u52a8\u7eb9\u7406\u6548\u679c\uff0c\u8ba9\u7528\u6237\u5728\u51e0\u5206\u949f\u5185\u521b\u4f5c\u51fa\u975e\u5343\u7bc7\u4e00\u5f8b\u7684\u89c6\u89c9\u4f5c\u54c1\uff0c\u89e3\u51b3\u4e86\u201cFigma \u592a\u91cd\u3001Canva \u592a\u50f5\u201d\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\/b3195f74-2e3f-4a69-817e-5297ef533823.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4b886b-303a-4bd4-b379-04d7cb253c17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1142552e-b30d-4be3-bdd9-7d85cffc40d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cc06898-67a7-405b-bcce-a3d9aac30814.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e5d027a-0e36-4cd0-9bac-2b80e2a56531.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f497a1b-a107-40f9-8433-9f68e0e41fd5.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\/4cf6307c-e344-4475-8216-b41ad8ab8c2e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q8iRY3jFiOw\"><source src=\"https:\/\/youtu.be\/q8iRY3jFiOw\" 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\">Art<\/span><br \/>\n            <span class=\"tag\">Graphic Design<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u56fe\u50cf\u7f16\u8f91\u5668<\/span><br \/>\n            <span class=\"tag\">\u7eb9\u7406\u6548\u679c<\/span><br \/>\n            <span class=\"tag\">\u6296\u52a8\u5904\u7406<\/span><br \/>\n            <span class=\"tag\">\u6a21\u677f\u5316\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n            <span class=\"tag\">\u9897\u7c92\u611f<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u521b\u610f<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u672c\u5730\u5904\u7406\u5e26\u6765\u7684\u77ac\u65f6\u53cd\u9988\u548c\u72ec\u7279\u7eb9\u7406\u6548\u679c\uff0c\u5e76\u671f\u5f85\u66f4\u591a\u529f\u80fd\u3002\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u9700\u4f18\u5316 UI \u5b57\u53f7\uff081440p \u4e0b\u8fc7\u5c0f\uff09\uff1b\u5e0c\u671b\u652f\u6301\u5bfc\u5165\u81ea\u6709\u7d20\u6750\u548c\u81ea\u5b9a\u4e49\u6a21\u677f\uff1b\u5f3a\u70c8\u671f\u5f85\u52a8\u6548\/\u52a8\u753b\u529f\u80fd\uff1b\u6709\u7528\u6237\u63d0\u51fa\u201c\u5982\u679c\u80fd\u53ea\u4fdd\u7559\u4e00\u4e2a\u529f\u80fd\uff0c\u4f60\u4f1a\u9009\u4ec0\u4e48\uff1f\u201d\u7684\u6df1\u5ea6\u95ee\u9898\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Bitgrain \u7684\u6545\u4e8b\u6709\u4e00\u79cd\u8ff7\u4eba\u7684\u201c\u610f\u5916\u4e4b\u7f8e\u201d\u2014\u2014\u4ece\u4e00\u4e2a\u5c0f\u4f17\u7684\u6296\u52a8\u5904\u7406\u5de5\u5177\uff0c\u91ce\u86ee\u751f\u957f\u4e3a\u5b8c\u6574\u7684\u6a21\u677f\u5316\u56fe\u50cf\u7f16\u8f91\u5668\u3002\u8fd9\u79cd\u8bde\u751f\u8def\u5f84\u672c\u8eab\u5c31\u6bd4\u90a3\u4e9b\u4ece\u4e00\u5f00\u59cb\u5c31\u8bd5\u56fe\u201c\u5bf9\u6807\u4e00\u5207\u201d\u7684\u81c3\u80bf\u4ea7\u54c1\u66f4\u6709\u751f\u547d\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ec5\u9760\u201c\u6bd4 Figma \u8f7b\u3001\u6bd4 Canva \u7075\u6d3b\u201d\u7684\u6807\u8bed\u5e76\u4e0d\u8db3\u4ee5\u6784\u7b51\u62a4\u57ce\u6cb3\u3002\u5f53\u524d\u7248\u672c\u7684\u6838\u5fc3\u5438\u5f15\u529b\u5728\u4e8e\u5176\u5bf9\u201c\u7eb9\u7406\/\u9897\u7c92\u611f\u201d\u8fd9\u4e00\u89c6\u89c9\u6f6e\u6d41\u7684\u7cbe\u51c6\u6355\u6349\uff0c\u4ee5\u53ca\u5bf9\u672c\u5730\u5b9e\u65f6\u5904\u7406\u7684\u5f3a\u8c03\uff0c\u8fd9\u5728\u9690\u79c1\u548c\u54cd\u5e94\u901f\u5ea6\u4e0a\u786e\u5b9e\u7529\u5f00\u4e86\u4e91\u7aef\u5de5\u5177\u3002\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u6a21\u677f\u5316\u7f16\u8f91\u5929\u7136\u9650\u5236\u4e86\u521b\u4f5c\u7684\u201c\u81ea\u7531\u5ea6\u5929\u82b1\u677f\u201d\uff0c\u7528\u6237\u53cd\u9988\u4e2d\u63d0\u5230\u7684\u201c\u5bfc\u5165\u81ea\u6709\u8d44\u4ea7\u201d\u548c\u201c\u81ea\u5b9a\u4e49\u6a21\u677f\u201d\u6070\u6070\u8bf4\u660e\uff0c\u76ee\u524d\u7684\u7075\u6d3b\u66f4\u591a\u662f\u6982\u5ff5\u4e0a\u7684\uff0c\u800c\u975e\u5de5\u5177\u94fe\u4e0a\u7684\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u5173\u952e\u7684\u53d8\u91cf\u5728\u4e8e\u201c\u52a8\u6548\u201d\u3002\u8bc4\u8bba\u4e2d\u6709\u8fd1\u4f3c\u9700\u6c42\u7684\u70b9\u8d5e\u91cf\u4e0d\u4f4e\uff0c\u8fd9\u6697\u793a\u4e86 Bitgrain \u82e5\u60f3\u4ece\u201c\u8f7b\u91cf\u56fe\u50cf\u5904\u7406\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u901a\u7528\u8bbe\u8ba1\u8282\u70b9\u201d\uff0c\u5fc5\u987b\u5feb\u901f\u62e5\u62b1\u52a8\u6001\u5185\u5bb9\u3002\u53e6\u5916\uff0cUI \u5728 1440p \u5206\u8fa8\u7387\u4e0b\u7684\u9002\u914d\u95ee\u9898\u867d\u5c0f\uff0c\u5374\u66b4\u9732\u51fa\u65e9\u671f\u7248\u672c\u5728\u57fa\u7840\u4f53\u9a8c\u6253\u78e8\u4e0a\u7684\u4ed3\u4fc3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cBitgrain \u7684\u6f5c\u529b\u5728\u4e8e\u5b83\u7ad9\u5bf9\u4e86\u201c\u53cd\u540c\u8d28\u5316\u201d\u7684\u5ba1\u7f8e\u98ce\u53e3\uff0c\u5e76\u6709\u660e\u786e\u7684\u6781\u5ba2\u57fa\u56e0\u3002\u4f46\u5b83\u7684\u5929\u82b1\u677f\u4e5f\u5f88\u6e05\u6670\uff1a\u5982\u679c\u4e0d\u80fd\u5feb\u901f\u5728\u201c\u6a21\u677f\u6613\u7528\u6027\u201d\u548c\u201c\u9ad8\u7ea7\u81ea\u7531\u7f16\u8f91\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u201c\u4e0b\u4e00\u4e2a\u597d\u73a9\u7684\u6ee4\u955c\u5de5\u5177\u201d\u800c\u975e\u201c\u4e0b\u4e00\u4e2a\u8bbe\u8ba1\u5de5\u5177\u201d\u3002\u5efa\u8bae\u521b\u59cb\u4eba\u522b\u6025\u7740\u6269\u529f\u80fd\uff0c\u5148\u95ee\u95ee\u81ea\u5df1\u2014\u2014\u7528\u6237\u771f\u7684\u9700\u8981\u53c8\u4e00\u4e2a\u201c\u5168\u80fd\u7f16\u8f91\u5668\u201d\u5417\uff1f\u8fd8\u662f\u53ea\u9700\u8981\u4e00\u4e2a\u80fd\u77ac\u95f4\u641e\u5b9a\u201c\u6709\u8d28\u611f\u7684\u793e\u4ea4\u5a92\u4f53\u56fe\u201d\u7684\u5229\u5668\uff1f\u4ece\u8fd9\u6b21\u53d1\u5e03\u6765\u770b\uff0c\u540e\u8005\u624d\u662f\u5b83\u771f\u6b63\u7684\u751f\u6b7b\u7ebf\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\">Bitgrain<\/span>\n                <\/div>\n<div class=\"comment-content\">The first Beta version of Bitgrain &#038; Bitgrain Studio is here! Most design tools feel the same. This one doesn\u2019t. Bitgrain started with dithering, but now it\u2019s a full template-based editor where you can create textured, standout visuals in minutes. Less clutter than Figma. More freedom than Canva.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey!!<\/p>\n<p>I\u2019m Diptanshu, the maker of Bitgrain.<br \/>This started as a dithering tool and somehow turned into a full image editor.<br \/>The idea was simple: make something that feels lighter than Figma but more flexible than Canva.<\/p>\n<p>You can pick a template, tweak it, play with grain and textures, and export something that doesn\u2019t look generic.<br \/>Still a work in progress in early stages, so I\u2019d really appreciate any feedback.<\/p>\n<p>What would you want this tool to do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diptanshu_mahish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diptanshu_mahish<\/a>&nbsp;If you could only add <em>one<\/em> feature to Bitgrain that would make it the <em>only<\/em> visual tool you keep open while working, what would it be and why?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diptanshu_mahish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diptanshu_mahish<\/a>&nbsp;Congrats on shipping this! The dithering-to-full-editor arc is honestly a great origin story. One thing I&#8217;d love to know \u2014 are you planning to add more export options down the line, or keeping it focused on a specific output format for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the fact that everything happens on my own device, Results feel instantaneous. I have been experimenting with dithering for quite some time, and I think this seems to be the perfect tool for the stuff. The Studio seems a cherry on top, It needs more improvements and features though, but love the idea! All the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deepak_singh09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepak_singh09<\/a>&nbsp;Thank you ! would surely push many more new features in the studio part!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, will surely use it! Loving the dithered images, with such a high level of customizations)<\/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\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a>&nbsp;Thanks!<\/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>the dithering origin story is actually cool \u2014 some of the best tools start as one weird specific thing and grow from there. grained\/textured visuals are having a real moment right now and most design tools make it weirdly hard to do.<\/p>\n<p>can you bring in your own assets or is it mostly template-based for now?<\/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\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a>&nbsp;yes you can surely bring in your own templates, or assets like images and fonts and other stuff, templates are json files so you can technically make them too, will make more provision to add templates in easier ways ahead!<\/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>Looks great! Any possibility to work on motion files? <\/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\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a>&nbsp;yes its on the way and in testing, the next release is going to be for the people doing motion graphics!<\/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>Looks good, but the text on tools is so small on my 1440p: <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ddc4b6e-bcb7-461c-931c-1c286a5057bf.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yodalr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yodalr<\/a>&nbsp;ah, would surely fix on that in the next release asap! Thanks for pointing it out . Do let me know how the tool felt !<\/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>I think we might use this tool for our record label album art, great tool and congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peace_tempo_records\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peace_tempo_records<\/a>&nbsp;Thanks! sure<\/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<\/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\/6YTFEAZUOI22TA\" class=\"app-title\">Montage<\/a><\/p>\n<div class=\"one-liner\">The runtime framework for agentic user interfaces!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Montage \u662f\u4e00\u4e2a\u8fd0\u884c\u65f6\u6846\u67b6\uff0c\u901a\u8fc7\u201c\u610f\u56fe\u6a21\u5f0f\u201d\u7f16\u8bd1\u4e3a\u751f\u4ea7\u7ea7\u7ec4\u4ef6\u7684\u65b9\u5f0f\uff0c\u89e3\u51b3AI\u4ee3\u7406\u5728\u751f\u6210UI\u65f6\u901f\u5ea6\u6162\u3001\u6210\u672c\u9ad8\u4e14\u8d28\u91cf\u4e0d\u7a33\u5b9a\u7684\u75db\u70b9\uff0c\u7279\u522b\u9002\u7528\u4e8e\u5ba2\u6237\u9762AI agent\u7684\u89c4\u6a21\u5316\u90e8\u7f72\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\/4ef45599-2f22-4e1e-8cf7-951facaee3eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ccfef5a2-6d2e-42ca-b2bc-2e20395bf4e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23dcfde8-bd84-4824-bb73-228952e21779.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\/b165379c-b890-4839-8272-d1ed2bedb6cf.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=gk0UlVHnmek\"><source src=\"https:\/\/www.youtube.com\/watch?v=gk0UlVHnmek\" 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\">User Experience<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4ee3\u7406UI<\/span><br \/>\n            <span class=\"tag\">\u8fd0\u884c\u65f6\u6846\u67b6<\/span><br \/>\n            <span class=\"tag\">\u610f\u56fe\u6a21\u5f0f<\/span><br \/>\n            <span class=\"tag\">\u524d\u7aef\u6e32\u67d3\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6210\u672c\u964d\u4f4e<\/span><br \/>\n            <span class=\"tag\">\u751f\u6210\u5f0fUI<\/span><br \/>\n            <span class=\"tag\">\u6a21\u578b\u65e0\u5173<\/span><br \/>\n            <span class=\"tag\">\u6846\u67b6\u65e0\u5173<\/span><br \/>\n            <span class=\"tag\">\u7ec4\u4ef6\u5e93<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u6e32\u67d3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5173\u6ce8UI\u751f\u6210\u7684token\u6d6a\u8d39\u548c\u63a8\u7406\u8d26\u5355\uff0c\u5bf9\u5916\u6298\u7b56\u7565\uff08\u5f53\u6a21\u5f0f\u4e0d\u5339\u914d\u7ec4\u4ef6\u65f6\u80fd\u5426\u4f18\u96c5\u964d\u7ea7\uff09\u4ee5\u53ca\u7075\u6d3b\u6027\u4e0e\u9884\u7f16\u8bd1\u7ec4\u4ef6\u4e4b\u95f4\u7684\u5e73\u8861\u63d0\u51fa\u7591\u95ee\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\uff0c\u4ee3\u7406\u4ec5\u80fd\u4ece\u7ec4\u4ef6\u5e93\u4e2d\u9009\u62e9\uff0c\u5e76\u8bbe\u6709\u591a\u7ea7\u964d\u7ea7\u673a\u5236\uff08\u8bed\u4e49\u5339\u914d\u3001\u5b89\u5168\u9ed8\u8ba4\u503c\u3001\u7eaf\u6587\u672c\u515c\u5e95\uff09\u4ee5\u907f\u514d\u5d29\u6e83\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                Montage\u5207\u4e2d\u7684\u662fAI agent\u89c4\u6a21\u5316\u843d\u5730\u4e2d\u4e00\u4e2a\u771f\u5b9e\u4f46\u7565\u663e\u201c\u5962\u4f88\u201d\u7684\u75db\u70b9\uff1atoken\u6d6a\u8d39\u3002\u5f53\u5927\u591a\u6570AI\u4ea7\u54c1\u8fd8\u5728\u4e3a\u201c\u80fd\u7528\u201d\u6323\u624e\u65f6\uff0c\u5b83\u89e3\u51b3\u7684\u662f\u201c\u597d\u7528\u4e14\u4e0d\u8d35\u201d\u7684\u95ee\u9898\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7384\u5b66\uff0c\u800c\u5728\u4e8e\u5c06UI\u751f\u6210\u4ece\u201c\u751f\u6210\u5f0fAI\u201d\u7684\u6a21\u7cca\u5730\u5e26\u62c9\u56de\u5230\u201c\u7f16\u8bd1\u5f0f\u5de5\u7a0b\u201d\u7684\u786e\u5b9a\u6027\u4e2d\u2014\u2014\u8ba9LLM\u53ea\u9700\u8f93\u51fa\u4e00\u4e2a\u6781\u5176\u8f7b\u91cf\u7684\u610f\u56feschema\uff0c\u5373\u53ef\u8c03\u7528\u4f01\u4e1a\u5df2\u6709\u7684\u3001\u7ecf\u8fc7\u6253\u78e8\u7684\u7ec4\u4ef6\u5e93\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8fd9\u4e00\u601d\u8def\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u627f\u8ba4\u4e86\u5f53\u524dLLM\u5728\u751f\u6210\u9ad8\u4e00\u81f4\u3001\u9ad8\u8d28\u91cfUI\u4e0a\u7684\u65e0\u80fd\uff0c\u5e76\u5de7\u5999\u5730\u5229\u7528\u4e86\u670d\u52a1\u5668\u7aef\u7f16\u8bd1\u6765\u62b9\u5e73\u8fd9\u4e2a\u7f3a\u9677\u300250-100\u500d\u7684token\u7f29\u51cf\u5e76\u975e\u5938\u5927\uff0c\u8fd9\u5b8c\u5168\u7b26\u5408\u539f\u7406\uff0c\u56e0\u4e3a95%\u7684UI\u4ee3\u7801\u90fd\u662f\u5197\u4f59\u7684HTML\/CSS\/JS\u3002\u5bf9\u4e8e\u6709\u9884\u7b97\u538b\u529b\u7684\u5927\u89c4\u6a21agent\u90e8\u7f72\uff0c\u8ba1\u7b97\u4e00\u4e0b\u5c31\u80fd\u770b\u51fa\u5b83\u5e26\u6765\u7684\u76f4\u63a5\u6210\u672c\u4f18\u52bf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u51b7\u9759\u6765\u770b\uff0c\u8fd9\u79cd\u67b6\u6784\u7684\u8f6f\u808b\u4e5f\u5f88\u660e\u663e\uff1a\u5b83\u662f\u201c\u5b9a\u5236\u5316\u201d\u7684\u56da\u5f92\u3002Montage\u672c\u8d28\u4e0a\u8981\u6c42\u4f01\u4e1a\u5c06\u81ea\u5df1\u73b0\u6709\u7684UI\u7ec4\u4ef6\u5e93\u4e8b\u5148\u5b8c\u6574\u6620\u5c04\u5230\u5176\u201catlas\u201d\u4e2d\u3002\u5bf9\u4e8e\u6709\u6210\u719f\u524d\u7aef\u56e2\u961f\u548c\u8bbe\u8ba1\u7cfb\u7edf\u7684\u516c\u53f8\uff0c\u8fd9\u662f\u9526\u4e0a\u6dfb\u82b1\uff1b\u4f46\u5bf9\u4e8e\u521d\u521b\u56e2\u961f\u6216UI\u4ecd\u5728\u5feb\u901f\u8fed\u4ee3\u7684agent\uff0c\u8fd9\u5c06\u662f\u4e00\u4e2a\u975e\u5e38\u6c89\u91cd\u7684\u7ea6\u675f\u3002\u4e00\u65e6agent\u9700\u8981\u5904\u7406\u8d85\u51fa\u7ec4\u4ef6\u5e93\u5b9a\u4e49\u7684\u201c\u610f\u5916\u201d\u573a\u666f\uff0c\u6240\u8c13\u7684\u201c\u964d\u7ea7\u201d\u4fbf\u7b49\u540c\u4e8e\u201c\u8ba4\u8f93\u201d\uff0c\u4ece\u52a8\u6001\u4ea4\u4e92\u9000\u56de\u5230\u9759\u6001\u6587\u672c\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u9884\u5b9a\u4e49\u6a21\u677f\u201d\u601d\u8def\uff0c\u5bf9\u4e8e\u9700\u8981\u9ad8\u5ea6\u52a8\u6001\u3001\u975e\u7ed3\u6784\u5316\u754c\u9762\u7684\u901a\u7528\u578bagent\uff0c\u5e76\u4e0d\u9002\u7528\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7efc\u4e0a\u6240\u8ff0\uff0cMontage\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u964d\u672c\u589e\u6548\u201d\u5de5\u5177\uff0c\u800c\u975eAI UI\u7684\u7ec8\u6781\u7b54\u6848\u3002\u5b83\u9002\u5408\u90a3\u4e9b\u4fe1\u4efb\u4f20\u7edf\u524d\u7aef\u5de5\u7a0b\u5316\u3001\u9700\u8981\u7a33\u5b9a\u5ec9\u4ef7UI\u8f93\u51fa\u7684B\u7aef\u5e94\u7528\u3002\u5b83\u7684\u5929\u82b1\u677f\u5728\u4e8e\uff1a\u524d\u7aef\u8d8a\u590d\u6742\uff0c\u8d8a\u52a8\u6001\uff0c\u8d8a\u9700\u8981\u201c\u751f\u6210\u201d\uff0c\u5b83\u80fd\u53d1\u6325\u7684\u4ef7\u503c\u5c31\u8d8a\u5c0f\u3002\u5728AICG\u7684\u72c2\u6b22\u4e2d\uff0c\u5b83\u9009\u62e9\u4e86\u4e00\u6761\u62e5\u62b1\u8fc7\u53bb\uff08\u4f20\u7edf\u7ec4\u4ef6\uff09\u7684\u52a1\u5b9e\u8def\u7ebf\uff0c\u8fd9\u6070\u597d\u4e5f\u66b4\u9732\u4e86\u5f53\u524dAI\u5728\u521b\u9020\u771f\u6b63\u4ea4\u4e92\u5f0fUI\u4e0a\u7684\u4e4f\u529b\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Montage<\/span>\n                <\/div>\n<div class=\"comment-content\">AI agents render UI slowly, expensively, and inconsistently \u2014 and a huge chunk of inference bills gets eaten by UI generation. Montage fixes it. Your agent emits a tiny intent schema; we compile it server-side into production components. 10x faster hydration, 50-100x fewer output tokens, model-agnostic, framework-agnostic, themed to your brand. Don&#8217;t let your agents reinvent UI every turn &#8211; ship them on Montage!<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The token waste on UI generation is something I only started noticing once I was running agents at scale. You don&#8217;t feel it on one conversation, but when you&#8217;re running 10+ parallel sessions the inference bill tells a different story. The intent schema approach makes a lot of sense. What does the fallback look like when the schema doesn&#8217;t match a component you have, does the agent degrade gracefully or does it just error?<\/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\/@ng_junsheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ng_junsheng<\/a>&nbsp;Great question! <\/p>\n<p>Short answer: it&#8217;s not really possible \u2014 once you wire your agent into Montage, it&#8217;s only ever picking from the 200+ components in our atlas. The intent schema is constrained to what&#8217;s actually available, so the agent can&#8217;t request something that doesn&#8217;t exist.<\/p>\n<p>That said, we still defend against edge cases:<\/p>\n<p><strong>1. Component-level fallback.<\/strong> Deprecated or missing components fall back to the closest semantic match \u2014 e.g. an unknown pricing-table renders as a data-table with props mapped over.<\/p>\n<p><strong>2. Prop-level coercion.<\/strong> Malformed or partial props get filled with LLM safe defaults. The render still ships; you get telemetry to fix it later.<\/p>\n<p><strong>3. Last-resort text rendering.<\/strong> If nothing matches at all\/service is somehow down, we fall back to clean text\/markdown so the user gets something coherent. Never a broken UI or raw error.<\/p>\n<p>Every fallback emits telemetry to our team \u2014 we see the failure modes before you do, and patch them upstream!<br \/>Philosophy: the agent should never be the thing that breaks the experience. <\/p>\n<p>Sounds like you&#8217;ve felt this pain firsthand \u2014 would love to compare and understand more from your use case: <a href=\"mailto:aarav@usemontage.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">aarav@usemontage.ai<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>I am so excited for our launch today. We would love to know your thoughts on Montage, what you would like to see, and whether it&#8217;s the right fit for your company. For now, we are letting everyone use it for free as we understand your needs, but we will eventually move on to a paid model for our services.<\/p>\n<p>If you&#8217;re a bit more curious about our story, you can read our article here, too: <a href=\"https:\/\/dev.to\/aboss123\/your-ai-agent-shouldnt-write-html-it-should-call-a-ui-runtime-3f96\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dev.to\/aboss123\/your-ai-agent-shouldnt-write-html-it-should-call-a-ui-runtime-3f96<\/a><\/p>\n<p>It also helps explain a bit, with examples of what Montage is capable of!<\/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\/@aboss123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aboss123<\/a>&nbsp;Love the focus on token efficiency \u2014 that&#8217;s a real pain point for teams building with LLMs at scale. The UI runtime approach is clever for avoiding repetitive HTML generation. Curious how you&#8217;re handling edge cases where agents need to modify existing UI state vs building from scratch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 don&#8217;t even mention that front end with AI is a weak spot to begin with, so you&#8217;re really addressing three problems: doing front end work with AI, making it faster, making it cheaper. Kudos.<\/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_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a>&nbsp;Thanks! You nailed it \u2014 these are exactly the three problems we set out to solve:<\/p>\n<p><strong>1. Quality -&gt; <\/strong>Pre-rendered components will always beat what an LLM streams from scratch \u2014 they&#8217;re production-grade, designed for accessibility, and continuously refined.<\/p>\n<p><strong>2. Speed -&gt;<\/strong> Hydrates 10x faster than streamed UI. Skeleton loads instantly, data fills in.<\/p>\n<p><strong>3. Cost -&gt;<\/strong> Your model doesn&#8217;t have to rebuild the UI from scratch every turn \u2014 that&#8217;s where the 50\u2013100x output token savings come from.<\/p>\n<p>Most agent experiences today still feel like talking to a chatbot \u2014 flat, text-heavy, not really interactive. Closing that gap is the whole point of Montage!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@aboss123\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aboss123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aboss123<\/a> and I have been heads-down on <a href=\"https:\/\/usemontage.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Montage<\/strong><\/a> for the past several months \u2014 it&#8217;s the runtime framework for agentic UI!<\/p>\n<p><strong>Why we built it: <\/strong><br \/>After talking to dozens of founders building customer-facing agents, the same pattern kept showing up. <br \/>\u2022 Their agents <em>rendered UI slowly<\/em>, <em>expensively<\/em>, and <em>inconsistently<\/em> \u2014 and a huge chunk of their inference bill was getting eaten by UI generation. <br \/>\u2022 Every chart, table, kanban, or form regenerated from scratch, token-by-token, every single turn. <br \/>\u2022 And the UI still looked broken to customers half of the time.<\/p>\n<p>Montage fixes this end-to-end. Instead of generating UI token-by-token, your agent emits a tiny intent schema and we compile it server-side into production HTML\/CSS\/JS. Components are pre-rendered, themed to your brand, accessible, and responsive.<\/p>\n<p><strong>What&#8217;s in v1: <\/strong><\/p>\n<p>\u2022 <em>10x faster hydration<\/em> vs streamed generation <br \/>\u2022 <em>50-100x fewer output tokens <\/em>per render <br \/>\u2022 <em>Model-agnostic<\/em> \u2014 Claude, GPT, Gemini, Llama, custom fine-tunes <br \/>\u2022 <em>Framework-agnostic<\/em> \u2014 React, Vue, Svelte, vanilla, mobile <br \/>\u2022 <em>Full theming<\/em> so it looks like your product, not ours <br \/>\u2022 <em>One-line install<\/em><\/p>\n<p><strong>Get started in minutes:<\/strong><br \/>1. <em>Make an API key<\/em> at <a href=\"http:\/\/usemontage.ai\/get-started\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">usemontage.ai\/get-started<\/a><br \/>2. <em>Read the docs<\/em> at <a href=\"http:\/\/usemontage.ai\/docs\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">usemontage.ai\/docs\/overview<\/a> (Or hand the docs URL to your coding agent and let it set Montage up for you)<\/p>\n<p>We&#8217;re starting with agent-building companies because that&#8217;s where the pain is sharpest, but the thesis is bigger: e<em>very AI output that reaches a human is a rendering problem<\/em>. Montage is the layer underneath all of it!<\/p>\n<p>If you&#8217;re building customer-facing agents, we&#8217;d love your feedback + questions\/insight! <br \/>Email us at <a href=\"mailto:founders@usemontage.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">founders@usemontage.ai<\/a> today, we&#8217;ll offer extended hands-on integration support for your first agent 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\/@aboss123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aboss123<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@amakadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amakadia<\/a>&nbsp;This is a compelling optimization \u2014 especially the token reduction and pre-rendering approach. Curious how you balance flexibility vs precompiled components when the agent needs to generate something unexpected or non-standard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/35BCYQL2UDAT4Q\" class=\"app-title\">Genspark for Word<\/a><\/p>\n<div class=\"one-liner\">Draft, edit, and research inside Microsoft Word with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Genspark for Word \u662f\u4e00\u6b3e\u5d4c\u5165Microsoft Word\u4fa7\u8fb9\u680f\u7684AI\u5199\u4f5c\u63d2\u4ef6\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u5207\u6362\u5de5\u5177\u5373\u53ef\u5728\u6587\u6863\u5185\u76f4\u63a5\u5b8c\u6210\u8d77\u8349\u3001\u7f16\u8f91\u3001\u7814\u7a76\u3001\u683c\u5f0f\u5316\u548c\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22\uff0c\u89e3\u51b3\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u9891\u7e41\u5207\u6362AI\u4e0eWord\u5bfc\u81f4\u6548\u7387\u4e0b\u964d\u548c\u6587\u6863\u98ce\u683c\u4e22\u5931\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\/11b4bc6a-0c99-4ca0-9548-b0af90b08437.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\/e901b7b3-5fe4-4765-a26b-6b894dba2255.webp?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\/52704aac-8ea5-47a8-9abd-6d29d0abd347.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3r-uvaEMp7U\"><source src=\"https:\/\/www.youtube.com\/watch?v=3r-uvaEMp7U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Writing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5199\u4f5c\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">Microsoft Word<\/span><br \/>\n            <span class=\"tag\">\u6587\u6863\u5185AI<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u8bed\u6cd5\u6821\u5bf9<\/span><br \/>\n            <span class=\"tag\">\u683c\u5f0f\u6392\u7248<\/span><br \/>\n            <span class=\"tag\">\u5546\u4e1a\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u8005<\/span><br \/>\n            <span class=\"tag\">\u529e\u516c\u6548\u7387<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u4e09\u70b9\uff1a1) AI\u80fd\u5426\u611f\u77e5\u5168\u6587\u7ed3\u6784\u548c\u8bed\u6c14\uff0c\u800c\u975e\u4ec5\u5904\u7406\u9009\u4e2d\u6587\u672c\uff1b2) \u5b9e\u65f6\u641c\u7d22\u662f\u5426\u81ea\u52a8\u9644\u52a0\u6765\u6e90\u5f15\u7528\uff0c\u8fd8\u662f\u9700\u624b\u52a8\u9a8c\u8bc1\uff1b3) \u5728\u5904\u7406\u5df2\u6709\u957f\u6587\u6863\uff08\u598240\u9875\u62a5\u544a\uff09\u65f6\uff0c\u80fd\u5426\u7406\u89e3\u4e0a\u4e0b\u6587\u800c\u975e\u5f53\u4f5c\u7a7a\u767d\u6587\u6863\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                Genspark for Word \u7684\u5207\u5165\u70b9\u5f88\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u91cd\u65b0\u53d1\u660e\u4e00\u4e2a\u5199\u4f5c\u5de5\u5177\uff0c\u800c\u662f\u76f4\u63a5\u94bb\u8fdb\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u7684\u201c\u6587\u6863\u57fa\u7840\u8bbe\u65bd\u201d Word \u91cc\u3002\u8fd9\u79cd\u201c\u5bc4\u751f\u5f0f\u201d\u7b56\u7565\u907f\u514d\u4e86\u6700\u81f4\u547d\u7684\u7528\u6237\u6d41\u5931\u70b9\uff1a\u4e0a\u4e0b\u6587\u5207\u6362\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u4e0d\u662f\u6000\u7591AI\u80fd\u529b\uff0c\u800c\u662f\u62f7\u95ee\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u548c\u201c\u4e8b\u5b9e\u51c6\u786e\u6027\u201d\u8fd9\u4e24\u4e2aAI\u5199\u4f5c\u7684\u9b3c\u95e8\u5173\u3002\u524d\u8005\u51b3\u5b9a\u4e86\u5b83\u662f\u4e2a\u9ad8\u7ea7\u6392\u7248\u5de5\u8fd8\u662f\u4e00\u4e2a\u7406\u89e3\u4f60\u601d\u8def\u7684\u534f\u540c\u8005\uff1b\u540e\u8005\u5219\u76f4\u63a5\u5173\u7cfb\u5230\u6700\u7ec8\u4ea7\u51fa\u662f\u5426\u9700\u8981\u4eba\u7c7b\u201c\u4e8c\u6b21\u9762\u8bd5\u201d\u3002\u5f53\u524d\u4ea7\u54c1\u663e\u7136\u8bd5\u56fe\u7528\u201c\u5b9e\u65f6\u641c\u7d22+\u81ea\u52a8\u5f15\u7528\u201d\u6765\u5bf9\u51b2\u540e\u8005\u7684\u98ce\u9669\uff0c\u4f46\u82e5\u641c\u7d22\u51fa\u7684\u5f15\u7528\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u6216\u8131\u79bb\u6587\u6863\u4e3b\u9898\uff0c\u53cd\u800c\u5236\u9020\u65b0\u7684\u6821\u9a8c\u8d1f\u62c5\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e00\u952e\u6210\u6587\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728Word\u8fd9\u4e2a\u5e9e\u7136\u5927\u7269\u91cc\uff0c\u7528\u4fa7\u8fb9\u680f\u6784\u5efa\u51fa\u4e00\u4e2a\u201c\u61c2\u524d\u56e0\u540e\u679c\u201d\u7684AI\u64cd\u4f5c\u5c42\uff0c\u8ba9\u683c\u5f0f\u3001\u98ce\u683c\u3001\u672f\u8bed\u5728\u56e2\u961f\u5185\u90e8\u9690\u5f62\u5bf9\u9f50\u3002\u5982\u679c\u80fd\u505a\u5230\uff0c\u5b83\u5c31\u4e0d\u662f\u4e00\u4e2a\u63d2\u4ef6\uff0c\u800c\u662f\u4f01\u4e1a\u6587\u6863\u6d41\u7a0b\u7684\u201c\u9690\u5f62\u51b3\u7b56\u8111\u201d\u3002\u4f46\u82e5\u4ec5\u505c\u7559\u5728\u201c\u9009\u4e2d-\u6da6\u8272\u201d\u7684\u6d45\u5c42\u529f\u80fd\uff0c\u5b83\u5f88\u5feb\u4f1a\u88abOffice\u81ea\u5e26\u7684Copilot\u78be\u538b\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5d4c\u5165\u5f0f\u6df1\u5ea6\u548c\u5b9e\u65f6\u641c\u7d22\u7684\u95ed\u73af\uff0c\u4f46\u957f\u6587\u6863\u8bed\u5883\u7406\u89e3\u548c\u5f15\u7528\u6eaf\u6e90\u6548\u7387\uff0c\u624d\u662f\u5b83\u80fd\u5426\u4ece\u201c\u597d\u7528\u201d\u8dc3\u5347\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\u7684\u5173\u952e\u80dc\u8d1f\u624b\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\">Genspark for Word<\/span>\n                <\/div>\n<div class=\"comment-content\">Switching between AI tools and Word kills momentum. Genspark embeds drafting, editing, research, and formatting directly inside Word for writers, analysts, and office workers.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Genspark for Word<\/strong> is an AI writing plugin that lives natively inside Microsoft Word handling drafting, editing, formatting, and live web research without leaving your document.<\/p>\n<\/p>\n<p>Most AI writing tools force a context switch. You write in Word, generate in ChatGPT, paste back, reformat, lose your document&#8217;s tone. Genspark closes that loop by embedding directly inside the Office sidebar.<\/p>\n<\/p>\n<p><strong>A few things stand out:<\/strong><\/p>\n<ul>\n<li>\n<p>Highlight text and use AI to rewrite, shorten, expand, or fix grammar inline.<\/p>\n<\/li>\n<li>\n<p>Edits happen directly in the document, not in a separate chat.<\/p>\n<\/li>\n<li>\n<p>Web research pulls live data and adds facts with citations automatically.<\/p>\n<\/li>\n<li>\n<p>Useful for analysts and report writers.<\/p>\n<\/li>\n<li>\n<p>Smart formatting ensures consistent headings, tables, and styles.<\/p>\n<\/li>\n<li>\n<p>Helps maintain alignment with corporate templates.<\/p>\n<\/li>\n<\/ul>\n<p>It also handles translation with formatting and tone preserved, which is underrated for global teams.<\/p>\n<\/p>\n<p><strong>Who it&#8217;s for<\/strong>: knowledge workers, business analysts, consultants, and anyone whose core output is Word documents reports, proposals, memos, briefs.<\/p>\n<\/p>\n<p>How are you handling document context does the AI see the full doc structure, or just selected text?<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;How does Genspark handle document context; does the AI see the full doc structure and tone, or just the selected text? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp; How do you make sure the information is actually accurate and not something you have to double check every 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The &#8220;live web research without leaving your document&#8221; part is what I want to understand better. If I&#8217;m writing a market analysis and ask it to pull recent stats, does it cite sources inline? Or do I get a block of text I then have to verify and attribute myself?<\/p>\n<\/p>\n<p>Also, How does it handle existing documents? If I open a 40-page report I&#8217;ve been building for weeks, can it understand the context of what&#8217;s already there \u2014 tone, structure, terminology \u2014 or does it treat every prompt like a blank slate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/5TL5NHLZOUOOPL\" class=\"app-title\">Ghosted: Smart Presence<\/a><\/p>\n<div class=\"one-liner\">Pause media or lock your screen when you step away<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ghosted: Smart Presence \u662f\u4e00\u6b3e\u5229\u7528Mac\u6444\u50cf\u5934\u5b9e\u73b0\u672c\u5730\u5316\u4eba\u4f53\u5b58\u5728\u68c0\u6d4b\u7684\u5de5\u5177\uff0c\u80fd\u5728\u7528\u6237\u79bb\u5f00\u65f6\u81ea\u52a8\u6682\u505c\u5a92\u4f53\u6216\u9501\u5c4f\uff0c\u8fd4\u56de\u540e\u81ea\u52a8\u6062\u590d\uff0c\u89e3\u51b3\u9891\u7e41\u624b\u52a8\u64cd\u4f5c\u6253\u65ad\u5de5\u4f5c\u6d41\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\/7c225fdd-b4bc-4316-ac06-48752b319976.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7c4f760-ea60-4beb-8084-f03b1b5fd7da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e53f2cac-f122-4652-8cbc-63c3f2384748.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e51665e6-b19c-41d2-8e90-89486b31003b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cbee39d-df56-4dea-9b77-1c22df705388.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Menu Bar Apps<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4eba\u4f53\u5b58\u5728\u68c0\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u79bb\u5f00\u6a21\u5f0f<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5316\u5904\u7406<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u9501\u5c4f<\/span><br \/>\n            <span class=\"tag\">\u5a92\u4f53\u6682\u505c<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4e91\u7aef\u4f9d\u8d56<\/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\u5bf9\u672c\u5730\u5316\u9690\u79c1\u4fdd\u62a4\u8868\u793a\u8ba4\u53ef\uff1b\u4e3b\u8981\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4f4e\u5149\u7167\u73af\u5883\u4e0b\u7684\u68c0\u6d4b\u53ef\u9760\u6027\u3001\u77ed\u6682\u79bb\u5f00\uff08\u56de\u5934\u6216\u540e\u4ef0\uff09\u65f6\u7684\u8bef\u89e6\u53d1\u95ee\u9898\u3001\u4ee5\u53ca\u65b0\u7528\u6237\u80fd\u5426\u771f\u6b63\u5f62\u6210\u957f\u671f\u4f7f\u7528\u4e60\u60ef\u800c\u975e\u5c1d\u9c9c\u540e\u5f03\u7528\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                Ghosted \u5207\u4e2d\u4e86\u4e00\u4e2a\u201c\u5fae\u5c0f\u4f46\u9ad8\u9891\u201d\u7684\u75db\u70b9\uff1a\u6bcf\u6b21\u79bb\u5f00 Mac \u65f6\u624b\u52a8\u9501\u5c4f\u6216\u6682\u505c\u5a92\u4f53\uff0c\u770b\u4f3c\u51e0\u79d2\u64cd\u4f5c\uff0c\u5b9e\u5219\u662f\u5bf9\u6c89\u6d78\u5f0f\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u6b21\u6253\u65ad\u3002\u4ea7\u54c1\u4ef7\u503c\u5728\u4e8e\u5c06\u8fd9\u4e00\u52a8\u4f5c\u4ece\u201c\u663e\u6027\u64cd\u4f5c\u201d\u8f6c\u5316\u4e3a\u201c\u9690\u6027\u81ea\u52a8\u5316\u201d\uff0c\u8ba9\u6280\u672f\u771f\u6b63\u9000\u5c45\u5e55\u540e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u627f\u8ba4\uff0c\u8fd9\u4e2a\u75db\u70b9\u5e76\u975e\u666e\u904d\u5b58\u5728\u3002\u5bf9\u4e8e\u5de5\u4f4d\u56fa\u5b9a\u3001\u79bb\u5f00\u9891\u7387\u4f4e\u3001\u6216\u5df2\u5f62\u6210\u808c\u8089\u8bb0\u5fc6\u7684\u7528\u6237\u800c\u8a00\uff0cGhosted \u66f4\u50cf\u4e00\u4e2a\u201c\u9526\u4e0a\u6dfb\u82b1\u7684\u5c0f\u73a9\u610f\u201d\uff0c\u800c\u975e\u201c\u96ea\u4e2d\u9001\u70ad\u7684\u5fc5\u9700\u54c1\u201d\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5c1d\u9c9c\u5373\u5f03\u201d\u7684\u62c5\u5fe7\uff0c\u76f4\u6307\u4ea7\u54c1\u6838\u5fc3\u56f0\u5883\uff1a\u5b83\u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u201c\u80fd\u5fcd\u201d\u7684\u95ee\u9898\uff0c\u800c\u975e\u201c\u4e0d\u5f97\u4e0d\u89e3\u201d\u7684\u96be\u9898\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u6280\u672f\u9009\u578b\u770b\uff0c\u5b8c\u5168\u672c\u5730\u5316\u3001\u65e0\u4e91\u7aef\u65e0\u8d26\u53f7\u7684\u5b9a\u4f4d\u662f\u660e\u667a\u7684\u5dee\u5f02\u5316\u7b56\u7565\uff0c\u5728\u5f53\u4e0b\u7528\u6237\u5bf9\u9690\u79c1\u9ad8\u5ea6\u654f\u611f\u7684\u73af\u5883\u4e2d\u662f\u5f3a\u608d\u7684\u4fe1\u4efb\u80cc\u4e66\u3002\u4f46\u8fd9\u4e5f\u9650\u5236\u4e86\u5176\u529f\u80fd\u6269\u5c55\u7684\u7a7a\u95f4\u2014\u2014\u65e0\u6cd5\u5411\u8de8\u8bbe\u5907\u3001\u667a\u80fd\u73af\u5883\u8054\u52a8\u7b49\u65b9\u5411\u4e0a\u5ef6\u4f38\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u4e00\u4e2a\u201c\u5355\u673a\u5de5\u5177\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5982\u4f55\u8ba9\u201c\u5076\u5c14\u6709\u7528\u201d\u53d8\u6210\u201c\u6bcf\u5929\u5fc5\u7528\u201d\uff1f\u7b54\u6848\u4e0d\u5728\u529f\u80fd\u672c\u8eab\uff0c\u800c\u5728\u201c\u7cbe\u51c6\u5ea6\u201d\u548c\u201c\u514d\u914d\u7f6e\u201d\u3002\u7528\u6237\u53cd\u9988\u4e2d\u4f4e\u5149\u8868\u73b0\u3001\u8bef\u5224\u95ee\u9898\u6b63\u662f\u5173\u952e\u547d\u95e8\u2014\u2014\u5982\u679c\u6bcf\u6b21\u8bef\u89e6\u53d1\u90fd\u8ba9\u7528\u6237\u591a\u82b1\u4e00\u79d2\u6062\u590d\uff0c\u53cd\u800c\u4ece\u201c\u7701\u65f6\u201d\u53d8\u6210\u201c\u8d39\u65f6\u201d\uff0c\u90a3\u5c31\u662f\u5178\u578b\u7684\u8d1f\u4ef7\u503c\u3002\u4ea7\u54c1\u76ee\u524d\u4f9d\u8d56\u5ef6\u8fdf\u548c\u8ba1\u65f6\u5668\u6765\u7f13\u89e3\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u59a5\u534f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Ghosted \u79bb\u201c\u667a\u80fd\u79bb\u5f00\u201d\u7684\u4f53\u9a8c\u9ad8\u5ea6\u8fd8\u6709\u8ddd\u79bb\uff1a\u771f\u6b63\u7684\u201c\u667a\u80fd\u201d\u4e0d\u4ec5\u662f\u68c0\u6d4b\u4f60\u8d70\u4e86\uff0c\u66f4\u662f\u7406\u89e3\u4f60\u662f\u201c\u53d6\u5496\u5561\u201d\u8fd8\u662f\u201c\u4e0b\u73ed\u8d70\u4eba\u201d\u3002\u80fd\u5426\u5728\u672c\u5730\u7aef\u5b9e\u73b0\u66f4\u7ec6\u817b\u7684\u884c\u4e3a\u5efa\u6a21\uff0c\u51b3\u5b9a\u8fd9\u6b3e\u5de5\u5177\u662f\u4ece\u201c\u52a0\u5206\u9879\u201d\u6ca6\u4e3a\u201c\u73a9\u5177\u201d\u8fd8\u662f\u771f\u6b63\u5d4c\u5165\u7528\u6237\u7684\u5de5\u4f5c\u6d41\u6838\u5fc3\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\">Ghosted: Smart Presence<\/span>\n                <\/div>\n<div class=\"comment-content\">Ghosted is an \u201caway mode\u201d for your Mac. It uses on-device presence detection to pause media or lock your screen when you leave, then resumes when you return. No cloud, no accounts, no tracking. Just automatic control of your workspace without breaking focus.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone   <\/p>\n<p>I built Ghosted because I kept running into the same small problem that adds up over time: stepping away from my Mac and having to manually pause everything or lock my screen. It\u2019s simple, but it breaks focus.<\/p>\n<p>Ghosted turns that into an automatic \u201caway mode.\u201d Walk away, it pauses media or locks your screen. Come back, everything resumes.<\/p>\n<p>The key decision was keeping everything on-device. No accounts, no cloud, no tracking. Your Mac handles it locally using the camera, just like any other system feature.<\/p>\n<p>Curious how people handle this today. Do you manually lock\/pause, or use something else?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calvin_thurman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_thurman<\/a>&nbsp;Perfect<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calvin_thurman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_thurman<\/a>&nbsp;cool idea! Did you try relying on other sensors, user activity? Like mic, typing, touchbar, etc.?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calvin_thurman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_thurman<\/a>&nbsp;The on-device approach is a smart differentiator\u2014a lot of people don&#8217;t realize how much data leaves their machine with cloud-based presence detection. One thing I&#8217;d be curious about: how does Ghosted handle false positives when you&#8217;re still at your desk but just leaning back or looking away briefly? That seems like it could get annoying fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I still do it manually most of the 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a>&nbsp;Same here \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a>&nbsp;That\u2019s honestly most people at first <\/p>\n<\/p>\n<p>Ghosted is really for that moment where you don\u2019t even think about it anymore. You just stand up and everything handles itself.<\/p>\n<\/p>\n<p>If you\u2019re already used to doing it manually, it might not feel necessary right away. But if you leave your desk a lot during the day, that\u2019s where it starts to click.<\/p>\n<\/p>\n<p>If you try it, I\u2019d be curious if it replaces that habit or if you end up going back to manual.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 on-device angle is what gets me, most tools like this quietly phone home and you&#8217;d never know. Does Ghosted work reliably in different lighting conditions or does it struggle with low light detection?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vishal7017\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishal7017<\/a>&nbsp;Appreciate that, the on-device piece was a big priority for me.<\/p>\n<\/p>\n<p>Lighting was something I tested a lot. It works well in normal indoor lighting and even dim setups like a lamp or monitor light. In really low light it can get less confident, so that\u2019s where the delay and timers help prevent it from triggering too aggressively.<\/p>\n<\/p>\n<p>I\u2019m also continuing to tune that over time. If you end up trying it in your setup, I\u2019d be curious how it performs for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>clean execution tbh<\/p>\n<p>curious  are people actually sticking with it after install<br \/>or mostly trying once and dropping?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shaikh_sadique3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaikh_sadique3<\/a>&nbsp;Appreciate that <\/p>\n<p>Still early so I\u2019m watching that closely. What I\u2019m seeing so far is there are two types of users:<\/p>\n<ul>\n<li>\n<p>People who try it once and move on<\/p>\n<\/li>\n<li>\n<p>People who actually need it and then just leave it on<\/p>\n<\/li>\n<\/ul>\n<p>The second group is what I\u2019m optimizing for. Once it fits into your workflow, it kind of disappears and just does its thing.<\/p>\n<p>Right now I\u2019m focused on tightening that first experience so more people land in that second bucket.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/VDFT63AW2TZB4L\" class=\"app-title\">TrafficClaw<\/a><\/p>\n<div class=\"one-liner\">Have a conversation with your SEO &#038; analytics data <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TrafficClaw\u662f\u4e00\u6b3e\u7528\u81ea\u7136\u8bed\u8a00\u4e0eSEO\u548cGoogle Analytics\u6570\u636e\u5bf9\u8bdd\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u7f51\u7ad9\u4e3b\u5728\u6d41\u91cf\u5f02\u5e38\u4e0b\u964d\u65f6\uff0c\u76f4\u63a5\u63d0\u95ee\u5e76\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u83b7\u53d6\u5177\u4f53\u539f\u56e0\u548c\u4fee\u590d\u5efa\u8bae\uff0c\u7701\u53bb\u7e41\u6742\u7684\u4eea\u8868\u76d8\u5b66\u4e60\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\/6de7dfb4-5a94-437a-bc66-c269d21a3116.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82baaf4d-c1eb-4941-a89a-42a1531802c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e5a07a-4cfa-4714-af09-38a517c3d427.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\/72459357-0f8d-4502-aa96-ee064371f322.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\/586181b3-c620-4c75-a760-6c62df69ce12.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/RA-8tETRPag\"><source src=\"https:\/\/youtu.be\/RA-8tETRPag\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/span><br \/>\n            <span class=\"tag\">SEO<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">SEO\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n            <span class=\"tag\">Google Analytics 4<\/span><br \/>\n            <span class=\"tag\">Search Console<\/span><br \/>\n            <span class=\"tag\">\u6d41\u91cf\u8bca\u65ad<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5bf9\u8bdd<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7ad9\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u7c7b<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u4ea7\u54c1<\/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\u75db\u70b9\u771f\u5b9e\uff0c\u8d5e\u8d4f\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u7684\u6613\u7528\u6027\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u8bc6\u522b\u5173\u952e\u8bcd\u81ea\u76f8\u8695\u98df\u3001\u6838\u5fc3\u7f51\u9875\u6307\u6807\u7b49\u9690\u853d\u95ee\u9898\uff1b\u662f\u5426\u5df2\u96c6\u6210Ahrefs\u7b49\u7b2c\u4e09\u65b9\u6570\u636e\u6e90\uff1b\u5982\u4f55\u5904\u7406\u6392\u540d\u3001\u70b9\u51fb\u7387\u3001\u5b63\u8282\u6027\u7b49\u590d\u5408\u539f\u56e0\u5bfc\u81f4\u7684\u6d41\u91cf\u4e0b\u964d\u3002\u8ffd\u95ee\u4e0eClaude CoWork+\u624b\u52a8\u5bfc\u51fa\u76f8\u6bd4\u7684\u989d\u5916\u4ef7\u503c\uff0c\u4ee5\u53caVercel\u7b49\u96c6\u6210\u53ef\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                TrafficClaw\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u771f\u5b9e\u7684\u75db\u70b9\u2014\u2014GA4\u548cSearch Console\u8ba9\u975e\u6280\u672f\u7ad9\u957f\u5bf9\u7740\u56fe\u8868\u53d1\u5446\uff0c\u5374\u5f97\u4e0d\u5230\u53ef\u6267\u884c\u7684\u7b54\u6848\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u201c\u53c8\u4e00\u6b3e\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\u201d\uff0c\u800c\u662f\u201c\u6570\u636e\u95ee\u7b54\u7684\u6700\u540e\u4e00\u516c\u91cc\u201d\uff1a\u628a\u6563\u843d\u5728\u5927\u6570\u636e\u4e2d\u7684\u76f8\u5173\u6027\u3001\u5f02\u5e38\u70b9\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u76f4\u63a5\u5448\u73b0\u4e3a\u8bca\u65ad\u7ed3\u8bba\u548c\u4fee\u590d\u52a8\u4f5c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u4ece\u7528\u6237\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u5f53\u524d\u66f4\u50cf\u4e2a\u7cbe\u5999\u7684\u201c\u56fe\u5185\u641c\u7d22\u5668\u201d\u2014\u2014\u80fd\u56de\u7b54\u201c\u6d41\u91cf\u4e3a\u4ec0\u4e48\u964d\u201d\uff0c\u4f46\u9762\u5bf9\u591a\u5143\u5f52\u56e0\uff08\u5982SEO\u4e0b\u6ed1+\u5e7f\u544a\u9884\u7b97\u7f29\u51cf+\u5b63\u8282\u6027\u6ce2\u52a8\u53e0\u52a0\uff09\u65f6\uff0c\u76ee\u524d\u7684\u67b6\u6784\u53ef\u80fd\u53ea\u4f1a\u8f93\u51fa\u5355\u4e00\u56e0\u679c\uff0c\u800c\u975e\u7cfb\u7edf\u6027\u7684\u5f52\u56e0\u6a21\u578b\u3002\u6b64\u5916\uff0c\u7528\u6237\u654f\u9510\u5730\u6307\u51fa\uff1a\u4e0d\u96c6\u6210Ahrefs\u3001Semrush\u7b49\u751f\u6001\u6570\u636e\uff0c\u5c31\u96be\u4ee5\u5224\u65ad\u201c\u5173\u952e\u8bcd\u81ea\u76f8\u8695\u98df\u201d\u6216\u201c\u7ade\u4e89\u5bf9\u624b\u52a8\u4f5c\u201d\u8fd9\u7c7b\u6df1\u5c42\u95ee\u9898\uff0c\u8fd9\u4f1a\u9650\u5236\u4ea7\u54c1\u7684\u8bca\u65ad\u6df1\u5ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1aTrafficClaw\u5f53\u524d\u5728\u201c\u8df3\u8fc7\u5b66\u4e60\u66f2\u7ebf\u201d\u4e0a\u505a\u5f97\u4e0d\u9519\uff0c\u4f46\u82e5\u6b62\u6b65\u4e8e\u6d45\u5c42\u95ee\u9898\u7684\u81ea\u52a8\u56de\u7b54\uff0c\u800c\u4e0d\u6784\u5efa\u8de8\u6570\u636e\u6e90\u7684\u63a8\u7406\u5f15\u64ce\u548c\u590d\u5408\u5f52\u56e0\u80fd\u529b\uff0c\u5b83\u6700\u7ec8\u53ea\u4f1a\u662fGA4\u7684\u4e00\u4e2a\u201c\u8bed\u97f3\u5916\u58f3\u201d\uff0c\u800c\u975e\u72ec\u7acb\u7684\u4ef7\u503c\u5de5\u5177\u3002\u56e2\u961f\u9700\u8981\u5c3d\u5feb\u56de\u7b54\uff1a\u662f\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u67e5\u8be2\u754c\u9762\uff0c\u8fd8\u662f\u505a\u4e00\u4e2a\u771f\u6b63\u7684\u667a\u80fdSEO\u8bca\u65ad\u533b\u751f\uff1f\u524d\u8005\u95e8\u69db\u4f4e\u4f46\u62a4\u57ce\u6cb3\u6d45\uff0c\u540e\u8005\u5219\u9700\u8981\u6301\u7eed\u7684\u6570\u636e\u7ba1\u9053\u548c\u56e0\u679c\u63a8\u7406\u6a21\u578b\u6295\u5165\u3002\u4ece97\u7968\u7684\u7ed3\u679c\u770b\uff0c\u5e02\u573a\u7ed9\u4e86\u5b83\u4e00\u4e2a\u8bd5\u6c34\u7684\u673a\u4f1a\uff0c\u4f46\u80fd\u5426\u4ece\u5de5\u5177\u8fdb\u5316\u6210\u5e73\u53f0\uff0c\u5168\u770b\u80fd\u5426\u5728\u201c\u6574\u5408\u5916\u90e8\u6570\u636e\u201d\u548c\u201c\u5904\u7406\u590d\u6742\u5f52\u56e0\u201d\u4e24\u4e2a\u75db\u70b9\u4e0a\u7ed9\u51fa\u786c\u6838\u89e3\u6cd5\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\">TrafficClaw<\/span>\n                <\/div>\n<div class=\"comment-content\">Your traffic dropped. Google Analytics says nothing useful. Search Console shows graphs. Cool. Now what? TrafficClaw lets you just ask &#8211; &#8220;Why did my traffic drop?&#8221; and actually get an answer. Backed by your real data, not some generic blog post advice. Connect GA4 + Search Console. Ask questions. Get fixes. That&#8217;s it.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I&#8217;m Divy \u2014 here&#8217;s the story.<\/p>\n<p>&gt; My site lost 30% traffic overnight. I opened GA4. Stared at graphs. Opened Search Console.  More graphs. Googled &#8220;why traffic drop&#8221; and got a 2019 article telling me to check my robots.txt.<\/p>\n<p>&gt; I thought &#8211; I have all this data, why can&#8217;t I just ASK it what went wrong?<\/p>\n<p>&gt; So I built TrafficClaw. You connect your accounts, ask plain English questions, and it actually digs through your data to find the answer. No dashboards to learn. No $100\/mo tools. Just answers.<\/p>\n<p>Roast it, break it, tell me what&#8217;s missing &#8211; I&#8217;m all ears!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@divy_goyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divy_goyal<\/a>&nbsp;How does it handle spotting sneaky issues like sudden keyword cannibalization or core web vitals dips that aren&#8217;t obvious in a single graph?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@divy_goyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divy_goyal<\/a>&nbsp;Does it integrate with other sources like Ahrefs or GSC alternatives yet, or flag multi-channel issues like organic + paid traffic interplay?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@divy_goyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divy_goyal<\/a>&nbsp;The pain point is real\u2014that moment of staring at GA4 wondering where to even start is something most site owners know too well. The plain English query angle is solid, especially for people who don&#8217;t live in analytics tools. One thing worth thinking through: when traffic drops, the causes are usually interconnected (ranking loss + CTR drop + seasonal shift), so how does TrafficClaw handle those compound problems where no single metric tells the whole story.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is it better than Claude CoWork with a fresh GSC export? Does it do extra mile?<\/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\">Vercel or any other integrations allowed?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/HURDV7C5IQFAEF\" class=\"app-title\">Beauty Diagram<\/a><\/p>\n<div class=\"one-liner\">Diagrams that don&#8217;t look like they were auto-generated<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Beauty Diagram \u901a\u8fc7\u7f8e\u5316 Mermaid \u548c PlantUML \u56fe\u8868\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6587\u6863\u3001PR \u548c\u6f14\u793a\u4e2d\u9047\u5230\u7684\u56fe\u8868\u6392\u7248\u6df7\u4e71\u3001\u6837\u5f0f\u4e11\u964b\u3001\u9700\u91cd\u7ed8\u6216\u622a\u56fe\u7684\u95ee\u9898\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a43d769-b520-45bf-9426-1953ecccae60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9eea0148-4f6f-4efa-a1ae-442312c84e63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f57d8a8-1144-4b3f-a490-27b12ae8e53b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a37f8ab0-2ead-44b1-a6c0-eef837729a34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/238dc6f0-defd-40bb-acd1-6585325325a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bc399ee-0ece-449c-ba1e-d4e188662a94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Data Visualization<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u56fe\u8868\u7f8e\u5316\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Mermaid<\/span><br \/>\n            <span class=\"tag\">PlantUML<\/span><br \/>\n            <span class=\"tag\">SVG\u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">GIF\u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">CI\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4e3b\u9898\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u6587\u6863<\/span><br \/>\n            <span class=\"tag\">\u6f14\u793a\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4e09\u70b9\uff1a1\uff09\u5e0c\u671bCLI\u652f\u6301\u76ee\u5f55\u76d1\u542c\u548c\u6279\u91cf\u8f6c\u6362\uff0c\u800c\u975e\u624b\u52a8\u5355\u6587\u4ef6\u5904\u7406\uff1b2\uff09GIF\u52a8\u753b\u662f\u8ddf\u968f\u903b\u8f91\u6d41\u7a0b\u8fd8\u662f\u5355\u7eaf\u6e10\u663e\uff1b3\uff09\u662f\u5426\u652f\u6301\u5b57\u4f53\u3001\u989c\u8272\u7b49\u4f01\u4e1a\u54c1\u724c\u5b9a\u5236\u3002Notion\u6e32\u67d3\u6700\u4ee4\u4eba\u6cae\u4e27\uff0cObsidian\u4e3b\u9898\u5728\u6697\u8272\u6a21\u5f0f\u4e2d\u8868\u73b0\u6700\u4f73\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                Beauty Diagram \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5fae\u5999\u7684\u9700\u6c42\uff1a\u5f00\u53d1\u8005\u7528 Mermaid\/PlantUML \u5199\u56fe\u8868\u5f88\u5feb\uff0c\u4f46\u6210\u54c1\u4e00\u653e\u8fdb\u6587\u6863\u6216\u5e7b\u706f\u7247\u5c31\u201c\u89c1\u5149\u6b7b\u201d\u3002\u91cd\u65b0\u5728 Figma \u91cc\u753b\u4e00\u904d\uff0c\u6216\u8005\u622a\u56fe\u7cca\u5f04\u4e00\u4e0b\u2014\u2014\u8fd9\u4e24\u79cd\u201c\u7a0e\u201d\u51e0\u4e4e\u6240\u6709\u91cd\u5ea6\u7528\u6237\u90fd\u4ea4\u8fc7\u3002\u4ea7\u54c1\u628a\u7f8e\u5316\u3001\u4e3b\u9898\u3001\u52a8\u6548\u3001\u5bfc\u51fa\u6253\u5305\u6210\u4e00\u4e2a\u8de8\u7f16\u8f91\u5668\/CLI\/API \u7684\u8f7b\u91cf\u5c42\uff0c\u601d\u8def\u5bf9\uff0c\u6267\u884c\u4e5f\u5230\u4f4d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u51b7\u9759\u6765\u770b\uff0c\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002Mermaid \u672c\u8eab\u5728\u4e0d\u65ad\u8fdb\u5316\uff0cGitHub\u3001Notion \u4e5f\u5728\u7f13\u6162\u6539\u5584\u5185\u5efa\u6e32\u67d3\u8d28\u91cf\uff1b\u800c\u50cf draw.io \u8fd9\u7c7b\u8001\u724c\u5de5\u5177\u65e9\u5df2\u652f\u6301\u5bfc\u5165 Mermaid \u5e76\u624b\u52a8\u7f8e\u5316\u3002Beauty Diagram \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6837\u5f0f\u8865\u4e01\u5c42\u201d\uff0c\u5b83\u7684\u58c1\u5792\u5728\u4e8e\u4e3b\u9898\u5e93\u8d28\u91cf\u3001\u52a8\u6548\u5f15\u64ce\u3001\u4ee5\u53ca CI\/CD \u96c6\u6210\u80fd\u529b\u2014\u2014\u540e\u4e24\u8005\u786e\u5b9e\u662f\u5dee\u5f02\u5316\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u7684\u771f\u6b63\u75db\u70b9\u662f\u201c\u5de5\u4f5c\u6d41\u4e2d\u7684\u81ea\u52a8\u5316\u201d\uff0c\u800c\u975e\u201c\u6362\u4e2a\u597d\u770b\u7684\u4e3b\u9898\u201d\u3002CLI \u80fd\u5426\u505a\u5230\u76ee\u5f55\u76d1\u542c\u3001\u6279\u91cf\u5904\u7406\u3001Markdown \u5185\u5d4c\u63d0\u53d6\uff0c\u662f\u51b3\u5b9a\u5b83\u4ece\u201c\u4e00\u6b21\u6027\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u5355\u6587\u4ef6\u6a21\u5f0f\u66f4\u9002\u5408\u6f14\u793a\u524d\u7684\u4e00\u6b21\u6253\u78e8\uff0c\u800c\u975e\u6301\u7eed\u96c6\u6210\u3002\u6b64\u5916\uff0c\u4f01\u4e1a\u5b9a\u5236\u5316\uff08\u5b57\u4f53\u3001\u989c\u8272\u3001\u54c1\u724c\u9884\u8bbe\uff09\u4e5f\u662f\u521a\u9700\uff0c\u4f46\u5b98\u65b9\u56de\u590d\u7565\u663e\u4fdd\u5b88\uff0c\u957f\u671f\u770b\u53ef\u80fd\u9650\u5236 B \u7aef\u91c7\u7528\u3002\n            <\/p>\n<p class=\"ai-content\">\n                GIF \u52a8\u6548\u662f\u5426\u6309\u903b\u8f91\u6d41\u9a71\u52a8\u800c\u975e\u89c6\u89c9\u82b1\u6d3b\uff0c\u8fd9\u4e00\u70b9\u7684\u56de\u7b54\u5c06\u51b3\u5b9a\u5b83\u662f\u5426\u771f\u6b63\u964d\u4f4e\u8ba4\u77e5\u6210\u672c\uff0c\u8fd8\u662f\u6ca6\u4e3a\u201c\u770b\u8d77\u6765\u9177\u201d\u3002\u603b\u4f53\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u5c0f\u800c\u7f8e\u5de5\u5177\uff0c\u4f46\u9700\u8981\u52a0\u901f\u8865\u9f50\u6279\u5904\u7406\u548c\u4f01\u4e1a\u5b9a\u5236\u80fd\u529b\uff0c\u624d\u80fd\u5728 Mermaid \u751f\u6001\u4e2d\u7ad9\u7a33\u811a\u8ddf\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\">Beauty Diagram<\/span>\n                <\/div>\n<div class=\"comment-content\">Beauty Diagram makes your Mermaid and PlantUML diagrams beautiful. Pick from curated themes, animate the flow, and export as SVG, PNG, or GIF. Use the web editor, CLI, or API to drop diagrams straight into docs, PRs, and presentations.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I&#8217;m Levi. Mermaid and PlantUML are great for *writing* diagrams fast,<br \/>\nbut the moment I drop one into Notion, GitHub, or Confluence, two things<br \/>\nhappen: the layout breaks in weird ways, or it renders fine but looks<br \/>\nso plain it clashes with the rest of my slide deck.<\/p>\n<p>So I&#8217;d end up redrawing in Figma, or screenshotting and hoping nobody<br \/>\nzooms in. Both terrible.<\/p>\n<p>Beauty Diagram fixes this. Paste your Mermaid or PlantUML code, hit<br \/>\nbeautify, pick a theme that matches your doc or deck \u2014 done. For<br \/>\nhigher-stakes moments (kickoffs, demos, exec reviews), there&#8217;s also<br \/>\nanimated playback you can export as a GIF.<\/p>\n<p>Same engine ships as a web editor, a `bd` CLI, and an HTTP API, so it<br \/>\nfits whether you&#8217;re polishing one diagram or wiring it into CI.<\/p>\n<p>Free tier for everyday use, paid for teams and higher limits.<\/p>\n<p>Two things I&#8217;d love feedback on:<br \/>\n1. Which doc tool&#8217;s rendering frustrates you most? (Notion \/ GitHub \/ Confluence \/ other)<br \/>\n2. Which theme would you actually pick for a real document?<\/p>\n<p>I&#8217;ll be in the thread all day \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@levi840714\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@levi840714<\/a>&nbsp;Does the CLI integrate with VS Code extensions for live previews?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Figma detour is the tax every Mermaid user knows too well. the CLI\/API angle is the right call for making this actually stick in a workflow rather than being a one-off tool. curious about the GIF export specifically for animated playback: is the animation sequenced to follow the actual logic flow of the diagram, or is it more of a visual fade-in? that distinction matters a lot for whether it communicates the flow or just looks nice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 CLI integration is the one I want to understand better. If I&#8217;ve got Mermaid diagrams living inside markdown files in a repo, can the CLI watch a directory and output styled SVGs automatically as part of a build step? Or is it more of a manual &#8220;run this, get that&#8221; thing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sounak_bhattacharya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sounak_bhattacharya<\/a>&nbsp;Great question \u2014 today `bd` CLI is single-shot:<\/p>\n<p>`bd input.mmd -o output.svg &#8211;theme obsidian`<\/p>\n<\/p>\n<p>So right now it\u2019s one file in, one styled SVG out. That works well inside a build step or GitHub Action if you wire it around specific files, but directory watch \/ native batch processing isn\u2019t in the CLI yet.<\/p>\n<\/p>\n<p>Batch mode is actively in the works though, and the goal is exactly your scenario: point `bd` at a directory or glob, regenerate all diagrams in one pass, and make it part of `npm run build` or CI.<\/p>\n<\/p>\n<p>Longer term, I also want this to fit into automated docs workflows more broadly. I\u2019ve written a Beauty Diagram SKILL for agent workflows too, so an agent can watch what changed and regenerate the right diagrams<\/p>\n<\/p>\n<p>Quick question back: are your Mermaid diagrams usually inline code blocks inside Markdown, or standalone `.mmd` files? That affects whether batch mode should start as a simple glob, or include a Markdown extraction step too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Levi! The GIF export for exec reviews is such a specific and real pain point, that alone would&#8217;ve saved me multiple &#8220;let me just screenshot this real quick&#8221; moments. Notion&#8217;s rendering frustrates me the most honestly, which theme works best for dark mode docs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@vishal7017\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishal7017<\/a>&nbsp;<\/p>\n<\/p>\n<p>And yes, Notion\u2019s Mermaid rendering is one of the cases I had in mind. The output can get pretty rough sometimes, even down to edges\/lines looking slightly off, so I totally get the frustration.<\/p>\n<\/p>\n<p>For dark mode docs, I usually reach for the Obsidian theme first. It has that subtle glowing-on-dark look, which tends to fit dark documents really well.<\/p>\n<\/p>\n<p>Another option is to use one of the lighter, more colorful themes and export it with a transparent background. That way you don\u2019t end up with a bright diagram sitting awkwardly inside a dark doc.<\/p>\n<\/p>\n<p>One small tip: before exporting a light theme with transparency, it may help to use Customize mode to lighten any darker lines or strokes on the canvas, so they stay readable on a dark background.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>ngl this is something I didn\u2019t realize I wanted but makes sense<\/p>\n<p>I always end up screenshotting or redoing diagrams when they need to look decent \ud83d\ude05<\/p>\n<p>this feels like a shortcut for that<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noahzeph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noahzeph<\/a>&nbsp;Exactly. That screenshot\/redraw step is the whole pain point I wanted to remove.<\/p>\n<\/p>\n<p>Mermaid\/PlantUML are great for quickly creating diagrams, especially with the AI, but the output often needs extra polish before it is ready for docs or decks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 great idea as a SaaS solution. Especially since I recently needed a mind map.<\/p>\n<p>I tested your tool and have a question: Can fonts and colors be customized individually to match your own corporate design? Or are you currently limited to the theme settings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alex_spitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_spitz<\/a>&nbsp;, really appreciate you testing it.<\/p>\n<p>Our default goal is still the one-click flow: pick a theme and get a polished diagram quickly, without manually tuning every node.<\/p>\n<p>But we also support interactive customization on the canvas for cases like yours. Right now the customization options are still limited, but you can already click elements and adjust things like block\/line borders, backgrounds, and text colors.<\/p>\n<p>We\u2019ll keep expanding this, including more font and brand-style controls over time. For your mind map use case, would saved brand presets be enough, or would you prefer detailed per-element control?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ZGGWMSQTK6JDD4\" class=\"app-title\">nudge<\/a><\/p>\n<div class=\"one-liner\">Drop your tasks. AI auto-schedules your whole week.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>nudge \u901a\u8fc7AI\u5c06\u4f60\u7684\u4efb\u52a1\u81ea\u52a8\u6392\u5165\u65e5\u5386\uff0c\u7ed3\u5408\u7761\u7720\u3001\u7528\u9910\u3001\u5065\u8eab\u7b49\u751f\u6d3b\u65e5\u7a0b\uff0c\u5e2e\u4f60\u7701\u53bb\u6bcf\u65e5\u89c4\u5212\u65f6\u95f4\uff0c\u89e3\u51b3\u591a\u9879\u76ee\u5e76\u884c\u65f6\u4efb\u52a1\u4e0e\u65e5\u5386\u8131\u8282\u7684\u6df7\u4e71\u95ee\u9898\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3be279f9-5d8d-4cbf-bbdc-a1c822773f51.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FR-Rab-KqME\"><source src=\"https:\/\/youtu.be\/FR-Rab-KqME\" 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\/27dfa0d4-fbcf-48c8-b9ea-2dabe38b906a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce33c6ca-e1e9-43e7-8437-97379cdf58bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/161d8c03-3f1b-459a-8f24-f2e29991cbd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2087955f-e080-47e6-8169-10b80d41364b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d7acadf-0f39-4d76-9eac-9e429db6c24b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c331bd8-e341-47b4-b263-eaedae1b19d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f3ba917-e414-4c82-ab95-649f71b9e514.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\">Task Management<\/span><br \/>\n            <span class=\"tag\">Calendar<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u6392\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u65e5\u5386<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5b66\u751f\u9879\u76ee<\/span><br \/>\n            <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">Markdown\u5bfc\u5165<\/span><br \/>\n            <span class=\"tag\">\u770b\u677f\u89c6\u56fe<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u8ba2\u9605\u8d39<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9AI\u81ea\u52a8\u6392\u7a0b\u548c\u96f6\u4e0a\u624b\u6210\u672c\u8868\u793a\u8d5e\u8d4f\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u4efb\u52a1\u7ba1\u7406\u5668\u7684\u201c\u5b66\u4e60\u7cfb\u7edf\u201d\u75db\u70b9\u3002\u6838\u5fc3\u5efa\u8bae\u662f\u9700\u96c6\u6210Google Calendar\u624d\u80fd\u5b9e\u73b0\u771f\u6b63\u7684\u5b9e\u65f6\u6392\u7a0b\uff1b\u6709\u7528\u6237\u63d0\u8bae\u52a0\u5165\u661f\u5ea7\u7b49\u4e2a\u6027\u5316\u89c4\u5212\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u51b2\u7a81\u5904\u7406\u4e0e\u65e5\u5386\u96c6\u6210\u95ee\u9898\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                nudge\u662f\u4e00\u4e2a\u806a\u660e\u4e14\u7cbe\u51c6\u7684\u5229\u57fa\u4ea7\u54c1\uff0c\u5b83\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u7a7a\u9699\uff1a\u4e00\u662f\u201cMotio\u6602\u8d35\u4e14\u590d\u6742\u201d\uff0c\u4e8c\u662f\u201cNotion+\u65e5\u5386\u5206\u79bb\u201d\u7684\u65e5\u5e38\u75db\u82e6\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u8c03\u5ea6\u6709\u591a\u201c\u667a\u80fd\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u8c03\u5ea6\u6469\u64e6\u964d\u5230\u6700\u4f4e\u2014\u201410\u79d2\u4e0a\u624b\u30012\u79d2\u52a0\u4efb\u52a1\u3001\u6254\u4e00\u4e2aMarkdown\u6587\u4ef6\u5c31\u80fd\u81ea\u52a8\u89c4\u5212\uff0c\u8fd9\u89e3\u51b3\u4e86\u201c\u89c4\u5212\u884c\u4e3a\u201d\u672c\u8eab\u7684\u6267\u884c\u6210\u672c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\u3002\u76ee\u524dnudge\u66f4\u50cf\u4e00\u4e2a\u201c\u5355\u673a\u7248AI\u6392\u7a0b\u5668\u201d\uff1a\u65e0\u6cd5\u96c6\u6210Google\/Outlook\u65e5\u5386\uff0c\u610f\u5473\u7740\u5b83\u7684\u201c\u667a\u80fd\u6392\u7a0b\u201d\u4ec5\u5b58\u5728\u4e8e\u81ea\u5df1\u7684\u5c01\u95ed\u7cfb\u7edf\u4e2d\uff0c\u4e0e\u5b9e\u9645\u4f1a\u8bae\u3001\u5df2\u5b9a\u4e8b\u4ef6\u3001\u7528\u6237\u771f\u5b9e\u65e5\u7a0b\u5b8c\u5168\u8131\u8282\u3002\u5f00\u53d1\u8005\u81ea\u5df1\u4e5f\u627f\u8ba4\u8fd9\u662f\u89c4\u5212\u4e2d\u7684\u529f\u80fd\uff0c\u4f46\u5176\u56de\u5e94\u7684\u7cbe\u529b\u660e\u663e\u5206\u6563\u5728\u6697\u793a\u201c\u5373\u5c06\u53d1\u5e03\u65b0\u529f\u80fd\u201d\u800c\u975e\u76f4\u9762\u8fd9\u4e00\u81f4\u547d\u77ed\u677f\u3002\u5728\u7528\u6237\u5f3a\u8c03\u201c\u4e0d\u52a0\u65e5\u5386\u5c31\u7b49\u4e8e\u6ca1\u6392\u7a0b\u201d\u7684\u53cd\u9988\u4e0b\uff0c\u4efb\u4f55\u4e0d\u9a6c\u4e0a\u89e3\u51b3\u96c6\u6210\u672c\u8d28\u95ee\u9898\u7684\u4ea7\u54c1\u90fd\u96be\u4ee5\u8de8\u8fc7\u65e9\u671f\u91c7\u7528\u8005\u9636\u6bb5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u5b9a\u4ef7\u6781\u5177\u4fb5\u7565\u6027\uff0c\u4f46\u8fd9\u4e5f\u66b4\u9732\u4e86\u76c8\u5229\u538b\u529b\u30025\u7f8e\u5143\u7684\u7b2c\u4e00\u4e2a\u6708\u3001\u9488\u5bf9\u5b66\u751f\u7684\u534a\u4ef7\uff0c\u662f\u4e00\u4e2a\u5178\u578b\u7684\u5438\u5f15\u201c\u9ad8\u7c98\u6027\u3001\u4f4e\u4ed8\u8d39\u610f\u613f\u201d\u4eba\u7fa4\u7684\u7b56\u7565\u2014\u2014\u800c\u8fd9\u4e9b\u4eba\u6070\u597d\u662f\u6700\u5bb9\u6613\u6d41\u5931\u7684\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6700\u540e\uff0c\u4ea7\u54c1\u76ee\u524d\u7531\u4e00\u4eba\u7ef4\u62a4\uff0c\u8001\u7528\u6237\u53ef\u80fd\u4f1a\u62c5\u5fc3\u5f00\u53d1\u4e0e\u652f\u6301\u7684\u7a33\u5b9a\u6027\u3002\u5982\u679cnudge\u4e0d\u80fd\u5728\u4e00\u4e2a\u6708\u5185\u5b8c\u6210\u65e5\u5386\u96c6\u6210\u5e76\u5efa\u7acb\u8d77\u5f00\u6e90\u63d2\u4ef6\u793e\u533a\u6216API\u751f\u6001\uff0c\u5b83\u5f88\u53ef\u80fd\u4f1a\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u88ab\u4f60\u559c\u6b22\u7684\u3001\u4f46\u5f88\u5feb\u6b7b\u6389\u7684\u5c0f\u5de5\u5177\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\">nudge<\/span>\n                <\/div>\n<div class=\"comment-content\">nudge auto-schedules your entire week. Drop tasks \u2192 AI places them by deadline, around your real life. &#8211; Ready in 10 seconds. No templates. No tutorials. &#8211; Add a task in 2 seconds. Type it. AI schedules it. &#8211; Drop a TODO.md file \u2014 nudge plans your week from it. &#8211; Calendar, list, and Kanban \u2014 one fast workspace. &#8211; Schedules around your sleep, meals, gym, and deep-work hours. $5 first month. $9\/mo after. Half price for students. Solo-built by a 20yo engineering student in Tokyo.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I&#8217;m Shun, a 20-year-old engineering student building solo from Tokyo. This is my very first Product Hunt launch \u2014 I&#8217;ve shipped a few small things before, but nudge is the first product I&#8217;m putting in front of the world.<\/p>\n<p>THE PROBLEM<br \/>\nI run 4+ projects at once (school, indie apps, a part-time gig). I had Notion full of tasks. I had Google Calendar full of blocks. Nothing connected. I lost ~15 min every morning just figuring out what to do next.<\/p>\n<p>I tried Motion \u2014 but $29\/mo and a 2-week setup curve killed it for me and most of my friends (students, indie hackers, Obsidian people).<\/p>\n<p>WHAT NUDGE DOES<br \/>\n1. Drop your tasks \u2192 AI auto-schedules them by deadline, into a real calendar.<br \/>\n2. Already write tasks in Markdown? Drop your TODO.md and nudge parses it, plans your week.<br \/>\n3. Set your real life once \u2014 sleep, meals, gym, deep-work hours \u2014 and nudge respects all of it. No tasks at 11pm. No deep work right after lunch.<br \/>\n4. Calendar, list, Kanban \u2014 all in one place. Switch views, never re-enter data.<br \/>\n5. Ready in 10 seconds. No templates. No tutorials.<\/p>\n<p>PRICING<br \/>\n$5 your first month, then $9\/mo. Half price ($5\/mo) for students with a verified ID. (Motion is $29.)<\/p>\n<p>WHAT I&#8217;D LOVE FEEDBACK ON<br \/>\n&#8211; Is the Markdown import the killer feature for you, or is it auto-scheduling?<br \/>\n&#8211; What MD source should I support next? Obsidian \/ GitHub Issues \/ Logseq?<br \/>\n&#8211; Anything that feels off in the first 10 seconds \u2014 that&#8217;s where I lose people.<\/p>\n<p>Since this is my first launch, every upvote and every &#8220;this sucks because X&#8221; comment genuinely means a lot. I&#8217;ll be in the thread all day.<\/p>\n<p>\u2014 Shun \ud83d\ude4f<br \/>\nTokyo \u00b7 3rd-year engineering student \u00b7 solo<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly didn\u2019t expect this many people to check it out \u2014 kinda emotional rn \ud83e\udd7a More features are already in the works, so stay tuned! And seriously, drop any ideas you have \u2014 I\u2019d love to hear them \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like this!! I always have a million task every monday and this would be really helpful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tina_feng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_feng1<\/a>&nbsp;<\/p>\n<p>Thank you so much Tina!! \ud83e\udd79 Comments like this seriously keep me going. \u201cA million tasks every Monday\u201d is exactly who I built this for, so it means the world that it resonates \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tina_feng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_feng1<\/a>&nbsp;<\/p>\n<p>Thank you so much Tina!! \ud83e\udd79 Comments like this seriously keep me going. \u201cA million tasks every Monday\u201d is exactly who I built this for, so it means the world that it resonates \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The zero-setup angle is underrated. Most task managers ask you to learn a system before you can use them, which defeats the point for anyone with an already-full schedule.<\/p>\n<\/p>\n<p>I work on M&amp;A deals in renewable energy and the hardest weeks are due diligence sprints \u2014 80% of tasks are reactive, deadlines shift daily, and any app that requires manual calendar slotting gets abandoned by day 3. The AI auto-scheduling premise solves exactly that.<\/p>\n<\/p>\n<p>I built DishRoll (<a href=\"https:\/\/dishroll.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dishroll.netlify.app\/<\/a>) with a similar insight applied to meal planning \u2014 the friction isn&#8217;t cooking, it&#8217;s the weekly decision overhead of figuring out what to eat, especially during high-intensity work periods. Strip the decisions away and people actually follow through. The products are in different domains but the core UX thesis is identical.<\/p>\n<\/p>\n<p>Curious how nudge handles deadline conflicts when tasks genuinely can&#8217;t all fit. Does it surface the conflict explicitly, or silently reprioritize?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 know this is a weird take on an AI scheduler, but using Astrology to plan tasks has been beneficial for me! Might be a cool feature to try here that would set you apart.<\/div>\n<div class=\"comment-actions\">\n<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\/@jacksonburch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacksonburch<\/a>&nbsp;<\/p>\n<p>Oh that\u2019s actually such a cool idea \ud83d\udd25 Thanks for sharing Jackson, definitely something to think about!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@shun_build let\u2019s connect on LinkedIn! I\u2019d love to help where I can<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Never really understood where the value is in having AI schedule your week or your diary, seems like a very blunt tool that would lack qualitative real world insight.<\/p>\n<\/p>\n<p>Sorry to come across negative but interested to know if you&#8217;ve already addressed this challenge?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naumaan_zahid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naumaan_zahid<\/a>&nbsp;<\/p>\n<p>Thanks for checking it out! Google Calendar integration is on the roadmap \u2014 you&#8217;re right that without it, the auto-scheduling can&#8217;t truly work around your real day. We&#8217;re also launching a new feature today that&#8217;s a step in that direction. 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\">I\u2019m always interested in a new tool like this to the market, however the biggest missing feature is without an integration of my actual calendar it\u2019s not auto-scheduling around my day.<\/p>\n<p>Is this a planned feature?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soggydoughnuts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soggydoughnuts<\/a>&nbsp;<\/p>\n<p>No need to apologize \u2014 fair concern. You&#8217;re right that AI blindly scheduling your week without context would be a pretty blunt tool. The value we&#8217;re building toward with Flow isn&#8217;t &#8216;let AI decide your priorities&#8217; \u2014 it&#8217;s &#8216;lower the friction to actually execute on the tasks already in front of you.&#8217; Most people know what they should be doing; the hard part is starting. Google Calendar integration is coming so it can adapt to your real day, and we&#8217;re launching a new feature today that pushes further in that direction. Would love your honest take once you&#8217;ve tried it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First upvote on Product Hunt \ud83e\udd79<\/p>\n<p>And just got my first user too!<\/p>\n<p>This means a lot, thank you \ud83d\ude4f<\/p>\n<\/p>\n<p><a href=\"https:\/\/x.com\/xu0krsodfz56576?s=21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/xu0krsodfz56576?s=21<\/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\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/NXUQMZWEWX2FRR\" class=\"app-title\">ScreenVeil<\/a><\/p>\n<div class=\"one-liner\">Hide what shouldn\u2019t be seen on your computer<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ScreenVeil \u662f\u4e00\u6b3e macOS \u5c4f\u5e55\u9690\u79c1\u4fdd\u62a4\u5de5\u5177\uff0c\u8ba9\u4f60\u5728\u5c4f\u5e55\u5171\u4eab\u3001\u76f4\u64ad\u6216\u5f55\u5236\u65f6\uff0c\u7528\u6d6e\u52a8\u9762\u677f\u5feb\u901f\u906e\u6321\u6216\u9690\u85cf\u5c4f\u5e55\u4e0a\u4e0d\u8be5\u51fa\u73b0\u7684\u654f\u611f\u5185\u5bb9\uff0c\u7701\u53bb\u53cd\u590d\u8c03\u6574\u7a97\u53e3\u7684\u9ebb\u70e6\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\/745bc668-0f9b-45bb-a27f-15bfbd2b8edb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e927ae2b-a387-4f61-ac5a-45b1174c668a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12350aac-df33-4af8-8a1e-2c99c0da6b66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/612f119d-4ac1-402c-bd9f-c9cf987301ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Privacy<\/span><br \/>\n            <span class=\"tag\">Menu Bar Apps<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5c4f\u5e55\u9690\u79c1<\/span><br \/>\n            <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab<\/span><br \/>\n            <span class=\"tag\">\u6f14\u793a\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u76f4\u64ad\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u906e\u6321\u9762\u677f<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n            <span class=\"tag\">\u6f14\u793a\u6548\u7387<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e2d\u666e\u904d\u80af\u5b9a\u8be5\u4ea7\u54c1\u7684\u5b9e\u7528\u4ef7\u503c\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u201c\u5c4f\u5e55\u5171\u4eab\u65f6\u624b\u52a8\u8c03\u6574\u7a97\u53e3\u56de\u907f\u654f\u611f\u4fe1\u606f\u201d\u7684\u957f\u671f\u75db\u70b9\u3002\u7528\u6237\u4e3b\u8981\u8be2\u95ee\u672a\u6765\u662f\u5426\u652f\u6301Windows\uff0c\u6682\u65e0\u5176\u4ed6\u8d1f\u9762\u53cd\u9988\u6216\u529f\u80fd\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                ScreenVeil \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u4f46\u4eba\u4eba\u7686\u6709\u7684\u521a\u6027\u9700\u6c42\uff1a\u5c4f\u5e55\u5171\u4eab\u65f6\u7684\u4fe1\u606f\u9690\u79c1\u7126\u8651\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u906e\u4e11\u201d\u8fd9\u4e2a\u4e34\u65f6\u3001\u7b28\u62d9\u3001\u591a\u6b65\u9aa4\u7684\u64cd\u4f5c\uff0c\u8f6c\u5316\u4e3a\u6781\u7b80\u7684\u5373\u7528\u5373\u8d70\u5de5\u5177\u3002\u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u201c\u684c\u9762\u573a\u666f\u7f16\u8f91\u5668\u201d\uff0c\u901a\u8fc7\u9884\u8bbe\u906e\u6321\u3001\u6587\u5b57\u3001\u7b14\u8bb0\u4e43\u81f3GIF\u7b49\u6d6e\u5c42\uff0c\u7528\u6237\u80fd\u5feb\u901f\u5207\u6362\u81f3\u6f14\u793a\u3001\u6559\u5b66\u3001\u5f55\u5236\u7b49\u4e0d\u540c\u201c\u684c\u9762\u9762\u5177\u201d\uff0c\u8fd9\u6bd4\u624b\u52a8\u5173\u95ed\u5e94\u7528\u6216\u8c03\u6574\u7a97\u53e3\u9ad8\u6548\u4e86\u4e00\u4e2a\u91cf\u7ea7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e0d\u8fc7\uff0c\u5176\u62a4\u57ce\u6cb3\u8fdc\u975e\u7262\u56fa\u300283\u7968\u5c5e\u4e8e\u5178\u578b\u7684\u5c0f\u4f17\u5c1d\u9c9c\u70ed\u5ea6\uff0c\u5c1a\u65e0\u8bc4\u8bba\u66b4\u9732\u5176\u6838\u5fc3\u77ed\u677f\uff1a\u5f53\u8f6f\u4ef6\u7a97\u53e3\u5c42\u53e0\u6216\u5168\u5c4f\u8fd0\u884c\u6e38\u620f\/\u89c6\u9891\u65f6\uff0c\u6d6e\u5c42\u906e\u6321\u80fd\u5426\u7a33\u5b9a\u4fdd\u6301\u4f18\u5148\u7ea7\uff1f\u82e5\u88ab\u7cfb\u7edf\u5c42\u7ea7\u78be\u538b\uff0c\u5219\u77ac\u95f4\u5931\u53bb\u4ef7\u503c\u3002\u5176\u6b21\uff0c83\u4e2a\u6295\u7968\u548c\u96f6\u5dee\u8bc4\u5728\u72ec\u7acb\u5f00\u53d1\u8005\u5708\u5b50\u4e2d\u5e38\u89c1\uff0c\u8bf4\u660e\u7528\u6237\u57fa\u6570\u5c0f\u4e14\u591a\u4e3a\u9ad8\u5ea6\u5339\u914d\u7684\u65e9\u671f\u73a9\u5bb6\u3002\u82e5\u540e\u7eed\u5b9a\u4ef7\u8fc7\u9ad8\u6216\u4f53\u9a8c\u5c42\u7ea7\u4e0d\u5b8c\u5584\uff0c\u7528\u6237\u5f88\u5bb9\u6613\u56de\u5f52\u201c\u624b\u52a8\u6574\u7406\u201d\u7684\u539f\u59cb\u65b9\u5f0f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u66f4\u5927\u89c6\u89d2\u770b\uff0c\u6b64\u7c7b\u5de5\u5177\u6700\u5927\u7684\u7ade\u4e89\u5bf9\u624b\u662f\u7cfb\u7edf\u672c\u8eab\u7684\u9690\u79c1\u529f\u80fd\u3002macOS Ventura\u540e\u81ea\u5e26\u7684\u201c\u684c\u9762\u4e0e\u6587\u7a3f\u201d\u548c\u5feb\u901f\u5207\u6362\u684c\u9762\u529f\u80fd\uff0c\u5df2\u80fd\u6321\u4f4f\u4e0d\u5c11\u88f8\u5954\u5c34\u5c2c\u3002ScreenVeil\u5fc5\u987b\u8bc1\u660e\u5176\u201c\u6d6e\u5c42\u9884\u8bbe+\u591a\u7c7b\u578b\u9762\u677f\u201d\u7684\u7cfb\u7edf\u7ea7\u96c6\u6210\u786e\u5b9e\u6bd4\u82f9\u679c\u7684\u539f\u751f\u65b9\u6848\u66f4\u53ef\u63a7\u3001\u66f4\u7075\u6d3b\u3002\u5982\u679c\u80fd\u6253\u901a\u4e0eStreamlabs\u3001OBS\u7b49\u76f4\u64ad\u8f6f\u4ef6\u7684\u8054\u52a8\uff0c\u6216\u4e3aZoom\u3001Teams\u7b49\u4f1a\u8bae\u8f6f\u4ef6\u63d0\u4f9bAPI\u7ea7\u7a97\u53e3\u5b89\u5168\u533a\u57df\u8bc6\u522b\uff0c\u624d\u80fd\u771f\u6b63\u6446\u8131\u201c\u4e00\u6b21\u6027\u5de5\u5177\u201d\u7684\u547d\u8fd0\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u5757\u770b\u8d77\u6765\u6f02\u4eae\u7684\u906e\u7f9e\u5e03\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\">ScreenVeil<\/span>\n                <\/div>\n<div class=\"comment-content\">ScreenVeil helps you hide sensitive parts of your screen and place useful overlays on top of any app on macOS. It\u2019s built for screen sharing, presentations, live streams, recordings, and everyday work when you need full control over what stays visible. You can add floating panels in seconds and save complete setups as presets. It\u2019s a simple way to protect private information, keep notes visible, highlight content, or prepare reusable on-screen layouts for meetings and demos.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m the maker of ScreenVeil, a small macOS app I built because I was tired of preparing my screen before every call, demo, recording, or class.<\/p>\n<p>The problem is simple: during screen sharing, there is always something you don\u2019t want to show. A private chat, internal data, browser tabs, client info, notes, random desktop chaos. Usually the solution is to move windows around, close apps, crop the screen, or just hope nothing awkward appears.<\/p>\n<p>ScreenVeil lets you place floating panels over any app and hide sensitive parts of your screen in seconds. You can use black, blur, glass, color, text, image, GIF, video, or web panels, adjust their size and transparency, and save reusable presets for recurring workflows.<\/p>\n<p>I use it for product demos, teaching, presentations, and screen recordings. It\u2019s especially useful when I need to show the right thing without turning my entire desktop into a carefully staged theater set.<\/p>\n<p>I\u2019d love to hear your feedback, questions, and use cases.<\/p>\n<p>Thanks for checking out ScreenVeil.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great Idea! Are there any plans for windows?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Genuinely useful idea. The &#8220;blur sensitive areas during screen share&#8221; problem is one I&#8217;ve hacked around with awkward window arrangements for years. Will be trying this on my next client call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/FK5ZSOGWDJQD3C\" class=\"app-title\">PeekFocus<\/a><\/p>\n<div class=\"one-liner\">One keystroke blurs everything behind your active window<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">77<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PeekFocus\u901a\u8fc7\u4e00\u952e\u5feb\u6377\u952e\u6a21\u7cca\u6216\u8c03\u6697\u6d3b\u52a8\u7a97\u53e3\u80cc\u540e\u7684\u6240\u6709\u5185\u5bb9\uff0c\u5e2e\u52a9Mac\u7528\u6237\u5728\u6f14\u793a\u3001\u5c4f\u5e55\u5171\u4eab\u6216\u65e5\u5e38\u5de5\u4f5c\u4e2d\u6d88\u9664\u89c6\u89c9\u5e72\u6270\uff0c\u5b9e\u73b0\u4e13\u6ce8\u5de5\u4f5c\u6d41\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\/359a9d6f-af54-4218-83d4-ea6f32d238ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6da59cba-b278-49cb-b882-7ee8ee22ae68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/532008a5-8e67-4f5d-8cc7-b6a3209ec6de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01dcd7e6-ff59-4208-8e92-2ce46745461e.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\">Mac<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Menu Bar Apps<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">macOS\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4e13\u6ce8\u529b<\/span><br \/>\n            <span class=\"tag\">\u7a97\u53e3\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5c4f\u5e55\u6a21\u7cca<\/span><br \/>\n            <span class=\"tag\">\u5feb\u6377\u64cd\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u9690\u79c1<\/span><br \/>\n            <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6f14\u793a\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\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u5f3a\u8c03\u4e00\u952e\u64cd\u4f5c\u548c\u672c\u5730\u5316\u65e0\u8ffd\u8e2a\u7684\u9690\u79c1\u4f18\u52bf\u3002\u90e8\u5206\u8ffd\u95ee\u591a\u663e\u793a\u5668\u9002\u914d\u7ec6\u8282\uff0c\u5e76\u5efa\u8bae\u589e\u52a0\u81ea\u5b9a\u4e49\u6a21\u7cca\u5f3a\u5ea6\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u63d0\u4f9b\u4f18\u60e0\u7801\u548c\u5151\u6362\u7801\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                PeekFocus\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1aMac\u7528\u6237\u5728\u65e5\u5e38\u529e\u516c\u548c\u6f14\u793a\u573a\u666f\u4e2d\uff0c\u89c6\u89c9\u566a\u97f3\u5bf9\u6ce8\u610f\u529b\u548c\u4e13\u4e1a\u5f62\u8c61\u7684\u6301\u7eed\u4fb5\u8680\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u590d\u6742\u7684\u65f6\u95f4\u7ba1\u7406\u6216\u5e94\u7528\u5c4f\u853d\u8def\u7ebf\uff0c\u800c\u662f\u7528\u6700\u4f4e\u6210\u672c\uff08\u4e00\u952e\uff09\u7684\u201c\u73af\u5883\u6539\u9020\u201d\u6765\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\u2014\u2014\u8fd9\u6bd4\u5f3a\u8feb\u7528\u6237\u6539\u53d8\u5de5\u4f5c\u4e60\u60ef\u7684\u201c\u756a\u8304\u949f\u201d\u6216\u201c\u767d\u566a\u58f0\u201d\u66f4\u52a1\u5b9e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u5373\u65f6\u73af\u5883\u5207\u6362\u201d\uff1a\u4ece\u6df7\u4e71\u684c\u9762\u5230\u805a\u7126\u7a97\u53e3\u7684\u8f6c\u573a\u53ea\u97000.5\u79d2\uff0c\u8fd9\u5728\u6f14\u793a\u3001\u5f55\u5c4f\u3001\u8fdc\u7a0b\u4f1a\u8bae\u4e2d\u662f\u521a\u9700\u3002\u539f\u751f\u5f00\u53d1\u548c\u672c\u5730\u8fd0\u884c\u7684\u5b89\u5168\u611f\uff0c\u4e5f\u8ba9\u5b83\u6bd4\u57fa\u4e8e\u5c4f\u5e55\u5f55\u5236\u6743\u9650\u7684\u7b2c\u4e09\u65b9\u5de5\u5177\u66f4\u5177\u4fe1\u4efb\u5ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5c40\u9650\u6027\u540c\u6837\u660e\u663e\uff1a\u5b83\u53ea\u89e3\u51b3\u201c\u770b\u201d\u7684\u95ee\u9898\uff0c\u800c\u975e\u201c\u505a\u201d\u7684\u95ee\u9898\u3002\u5bf9\u4e8e\u6ce8\u610f\u529b\u5206\u6563\u7684\u6df1\u5c42\u539f\u56e0\uff08\u9891\u7e41\u901a\u77e5\u3001\u591a\u4efb\u52a1\u5207\u6362\u51b2\u52a8\uff09\u65e0\u80fd\u4e3a\u529b\u3002\u6b64\u5916\uff0c\u4ec5\u9650macOS\u7684\u5b9a\u4f4d\u4f7f\u5176\u53d7\u4f17\u53d7\u9650\uff0c\u4e14\u201c\u6a21\u7cca\/\u8c03\u6697\u201d\u7684\u5b9e\u9645\u6548\u679c\u5728\u6df1\u8272\u4e3b\u9898\u6216\u5df2\u5206\u5c4f\u7684\u5de5\u4f5c\u6d41\u4e2d\u4f1a\u6253\u6298\u6263\u3002\u4f5c\u4e3a\u4e00\u6b21\u6027\u4ed8\u8d39\u7684\u8f7b\u91cf\u5de5\u5177\uff0c\u5b83\u5b9a\u4ef7\u5408\u7406\uff0c\u4f46\u66f4\u9002\u5408\u4f5c\u4e3a\u201c\u684c\u9762\u7f8e\u5b66+\u57fa\u7840\u6548\u7387\u201d\u7684\u8865\u5145\uff0c\u800c\u975e\u4e13\u6ce8\u529b\u95ee\u9898\u7684\u7ec8\u6781\u7b54\u6848\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">PeekFocus<\/span>\n                <\/div>\n<div class=\"comment-content\">PeekFocus brings intentional focus to your Mac workflow. One keystroke dims or blurs everything behind your active window \u2014 so your screen matches the clarity you&#8217;re going for. Three modes: your normal desktop, a calm ambient backdrop, or full focus where only your active window stays visible. Frosted blur, smooth dim, or custom wallpaper. Multi-display. Menu bar. No subscription. 7-day free trial. One-time purchase.<\/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>I&#8217;ve always found it hard to stay focused on a Mac \u2014 background windows, visual noise, a cluttered desktop all competing for attention. I wanted something that simply faded everything away except what I was working on.<\/p>\n<p>PeekFocus was built as a calmer way to work. Instead of mode-switching apps or complex focus timers, it works in one keystroke \u2014 dimming or blurring everything behind your active window so your screen matches the clarity you&#8217;re going for.<\/p>\n<p>It&#8217;s just as useful when you are presenting or on a screen share. Ambience mode keeps your desktop clean and professional without hiding your work \u2014 no more scrambling to close tabs or tidy your desktop before a call.<\/p>\n<p>The goal is simple: help you stay in flow and look polished without changing how you work.<\/p>\n<p>PeekFocus is built natively for macOS and runs completely locally \u2014 no analytics, no tracking, and no data ever leaves your Mac. One-time purchase, no subscription.<\/p>\n<\/p>\n<p>Launching with a special offer for the PH community \u2014 grab PeekFocus directly for <strong>$3.49<\/strong> using code <strong>YZNJIYMA<\/strong> at checkout \u2192 <a href=\"https:\/\/lucidbit.lemonsqueezy.com\/checkout\/buy\/98dba67f-db04-4ff5-877d-9a1dcd053c79\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lucidbit.lemonsqueezy.com\/checkout\/buy\/98dba67f-db04-4ff5-877d-9a1dcd053c79<\/a>. First 50 redemptions, valid until May 8.<\/p>\n<\/p>\n<p>Also dropping <strong>5 free App Store codes<\/strong> valid until May 8 \u2014 first come, first served: XWKT6E7P8REN6RMYX8 \u00b7 YRHXEEA7NKLTMKY343 \u00b7 XP3TRYNAK6P3NNKHX4 \u00b7 YX6687LNNMX3L6XMPH \u00b7 7LPKMLN6KEMPE6JJHE<\/p>\n<\/p>\n<p>Check out our other apps at <a href=\"https:\/\/lucidbit.app\/index.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lucidbit.app\/index.html<\/a>  <\/p>\n<p>Would love to hear how you currently manage focus on your Mac, or whether you have ever wished your screen looked a little cleaner during a presentation.<\/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<\/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\/CELK4L5VUXBVFL\" class=\"app-title\">LaunchCut<\/a><\/p>\n<div class=\"one-liner\">Interactive iOS Demo Builder<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">77<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LaunchCut \u662f\u4e00\u6b3e\u8ba9\u5f00\u53d1\u8005\u901a\u8fc7 Xcode \u6a21\u62df\u5668\u5feb\u901f\u5c06 iOS \u5e94\u7528\u64cd\u4f5c\u6d41\u7a0b\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92 HTML \u6f14\u793a\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u622a\u56fe\u4e0e\u5f55\u5c4f\u65e0\u6cd5\u8ba9\u7528\u6237\u201c\u52a8\u624b\u4f53\u9a8c\u201d App \u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5647adcc-bef7-459e-a365-da26ef280142.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Ilfx1_bufAI\"><source src=\"https:\/\/youtu.be\/Ilfx1_bufAI\" 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\/dc38970b-d5c1-414c-a586-0e14ebf1a203.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aadf61d8-b28b-4f08-abcd-eab2dbf70264.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25046ad6-8511-4fa7-8672-223e7db67738.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5a4ba34-8be5-4f50-b0d8-91decd37125c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ad1777e-3753-45f2-a97a-ac8f3fb3504a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11acaa35-70b3-4634-8629-837f1e3eac14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Menu Bar Apps<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">iOS \u5e94\u7528\u6f14\u793a<\/span><br \/>\n            <span class=\"tag\">\u4ea4\u4e92\u5f0f Demo<\/span><br \/>\n            <span class=\"tag\">Xcode \u6a21\u62df\u5668<\/span><br \/>\n            <span class=\"tag\">\u70ed\u70b9\u6620\u5c04<\/span><br \/>\n            <span class=\"tag\">HTML \u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">\u5d4c\u5165\u7f51\u9875<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u539f\u578b\u5c55\u793a<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/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\u5173\u6ce8\u70ed\u70b9\u80fd\u5426\u89e6\u53d1\u52a8\u753b\u5e8f\u5217\uff08\u5982\u70b9\u51fb\u6309\u94ae\u2192\u5fae\u52a8\u6548\u2192\u8df3\u8f6c\u5c4f\u5e55\uff09\u800c\u975e\u4ec5\u8df3\u8f6c\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5f53\u524d\u652f\u6301\u5c4f\u5e55\u5230\u52a8\u753b\u6216\u52a8\u753b\u5230\u5c4f\u5e55\u7684\u8df3\u8f6c\uff0c\u4f46\u52a8\u753b\u5b8c\u6210\u540e\u81ea\u52a8\u8f6c\u573a\u529f\u80fd\u5c1a\u672a\u5b9e\u73b0\uff0c\u5df2\u8ba1\u5212\u66f4\u65b0\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                LaunchCut \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u5374\u5e38\u88ab\u5ffd\u89c6\u7684\u9700\u6c42\uff1aApp \u6f14\u793a\u7684\u201c\u53ef\u4ea4\u4e92\u6027\u201d\u9e3f\u6c9f\u3002\u622a\u56fe\u548c\u5f55\u5c4f\u53ea\u80fd\u88ab\u52a8\u5c55\u793a\uff0c\u800c LaunchCut \u7528\u6a21\u62df\u5668\u5f55\u5236+\u70ed\u70b9\u6620\u5c04\u7684\u65b9\u5f0f\uff0c\u8ba9\u6f14\u793a\u4ece\u201c\u544a\u8bc9\u7528\u6237\u5b83\u957f\u4ec0\u4e48\u6837\u201d\u5347\u7ea7\u4e3a\u201c\u8ba9\u7528\u6237\u4eb2\u81ea\u70b9\u4e00\u4e0b\u8bd5\u8bd5\u201d\u3002\u8fd9\u4e2a\u601d\u8def\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u548c\u8425\u9500\u56e2\u961f\u90fd\u6709\u5b9e\u9645\u4ef7\u503c\u2014\u2014\u5c24\u5176\u662f\u5d4c\u5165\u5b98\u7f51\u540e\uff0c\u80fd\u8ba9\u7528\u6237\u5728\u4e0b\u8f7d\u524d\u4ea7\u751f\u201c\u7528\u8fc7\u4e00\u6837\u201d\u7684\u719f\u6089\u611f\uff0c\u6709\u6548\u964d\u4f4e\u8f6c\u5316\u5fc3\u7406\u95e8\u69db\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u4ea7\u54c1\u5f53\u524d\u72b6\u6001\u66f4\u50cf\u201cMVP \u8865\u5168\u4e2d\u201d\u3002\u7528\u6237\u7684\u8bc4\u8bba\u76f4\u51fb\u8981\u5bb3\uff1a\u52a8\u753b\u4e0e\u8df3\u8f6c\u4e4b\u95f4\u7f3a\u4e4f\u81ea\u52a8\u8854\u63a5\uff0c\u5bfc\u81f4\u6f14\u793a\u6d41\u7a0b\u751f\u786c\u3002\u5982\u679c\u53ea\u80fd\u201c\u70b9\u4e00\u4e0b\u2192\u653e\u4e00\u6bb5\u52a8\u753b\u2192\u518d\u70b9\u4e00\u4e0b\u2192\u8df3\u8f6c\u201d\uff0c\u90a3\u4f53\u9a8c\u53ea\u80fd\u7b97\u201c\u534a\u4ea4\u4e92\u201d\uff0c\u79bb\u771f\u6b63\u7684\u5e94\u7528\u6d41\u7545\u611f\u8fd8\u6709\u8ddd\u79bb\u3002\u6b64\u5916\uff0c\u4f9d\u8d56 Xcode \u6a21\u62df\u5668\u610f\u5473\u7740\u7ed1\u5b9a macOS \u5f00\u53d1\u73af\u5883\uff0c\u53d7\u4f17\u5929\u7136\u7684\u7a84\u3002\u5bf9\u4e8e\u975e\u5f00\u53d1\u8005\uff08\u5982\u4ea7\u54c1\u3001\u5e02\u573a\u4eba\u5458\uff09\u6765\u8bf4\uff0c\u8fd9\u4e2a\u95e8\u69db\u53ef\u80fd\u76f4\u63a5\u529d\u9000\u3002HTML \u5bfc\u51fa\u662f\u52a0\u5206\u9879\uff0c\u4f46\u6ca1\u6709\u4e91\u7f16\u8f91\u6216\u534f\u4f5c\u80fd\u529b\uff0c\u5355\u4eba\u4f7f\u7528\u5c1a\u53ef\uff0c\u56e2\u961f\u63a8\u5e7f\u573a\u666f\u4e2d\u6613\u6210\u5b64\u5c9b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u5e94\u7528\u6f14\u793a\u201d\u7684\u6700\u5c0f\u53ef\u884c\u5355\u4f4d\u2014\u2014\u4e0d\u518d\u662f\u9759\u6001\u56fe\u6216\u89c6\u9891\uff0c\u800c\u662f\u53ef\u4ea4\u4e92\u7684\u5fae\u5e94\u7528\u539f\u578b\u3002\u4f46\u5982\u679c\u505c\u7559\u5728\u201c\u66f4\u9ad8\u7ea7\u7684\u622a\u56fe\u5de5\u5177\u201d\u5c42\u7ea7\uff0c\u5b83\u5f88\u5feb\u4f1a\u88ab\u7ade\u54c1\u590d\u5236\u6216\u8d85\u8d8a\u3002\u4e0b\u4e00\u6b65\u7684\u5173\u952e\u662f\uff1a\u80fd\u5426\u5c06\u6a21\u62df\u5668\u4f9d\u8d56\u5265\u79bb\u6216\u865a\u62df\u5316\uff0c\u4ee5\u53ca\u80fd\u5426\u5f00\u653e\u52a8\u753b\u4e0e\u8df3\u8f6c\u7684\u65e0\u9650\u7ec4\u5408\u903b\u8f91\uff0c\u505a\u6210\u4f4e\u95e8\u69db\u7684\u201cApp \u4e92\u52a8\u5267\u672c\u7f16\u8f91\u5668\u201d\u3002\u82e5\u80fd\u8de8\u51fa iOS \u751f\u6001\uff0c\u751a\u81f3\u652f\u6301\u539f\u578b\u8bbe\u8ba1\u7a3f\u8f93\u5165\uff0c\u624d\u53ef\u80fd\u4ece\u5de5\u5177\u8fdb\u5316\u4e3a\u5e73\u53f0\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">LaunchCut<\/span>\n                <\/div>\n<div class=\"comment-content\">This is an interactive demo builder that leverages the Xcode simulator directly from macOS. It capture what you want how you want and allows you to link hotspots (clickable areas) to screens or animations. It then allows you to either export to a self contained html file or publish to a shareable link that you can also embed into any site. This gives your landing page a interactive demo sitting right there for users!<\/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! I&#8217;m the maker of LaunchCut and wanted to share a bit about why I built it.<\/p>\n<\/p>\n<p>If you build iOS apps and want to show them off, you&#8217;re basically limited to screenshots or a screen recording. Both get the point across but neither lets someone actually feel the app before they download it. I went looking for something better and couldn&#8217;t find it, so LaunchCut is what came out of that.<\/p>\n<\/p>\n<p>You run your app in Xcode Simulator, open LaunchCut alongside it, and click through your screens to capture them. From there you map hotspots to recreate your real navigation flow including animations, and export a fully interactive demo. It outputs as a self-contained HTML file or a shareable web link you can embed anywhere. The simulator chrome comes through in the output so it looks and feels like someone using a real device, not a mockup.<\/p>\n<\/p>\n<p>This is useful for anyone who makes apps and wants a better way to share them. An indie dev putting a live demo on their site, a team pitching to stakeholders, a company giving visitors a real feel for their app before they ever hit the App Store. Screenshots and videos only go so far.<\/p>\n<\/p>\n<p>The app is free to download and the HTML file it exports is the same experience as the shareable link, so you can have a working interactive demo of your app in about 5 minutes at no cost. If it clicks for you, the subscription is there when you&#8217;re ready. Would love to hear from anyone who has run into this same gap. Happy to answer any questions about how it works. Thanks for checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hotspot-to-animation linking is the part I want to understand better. Can you trigger a sequence \u2014 like tap button \u2192 micro-animation plays \u2192 transitions to next screen? Or is it strictly tap \u2192 jump to screen, with animations handled separately? The difference matters a lot for showing off gestures or loading states.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sounak_bhattacharya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sounak_bhattacharya<\/a>&nbsp;thanks for the question. Currently during the recording phase you capture screens and animations separately. Animation capture allows you to edit down frame by frame and preview. Once your to the main edit screen you can set a sequence screen hotspot -&gt; animation (animation runs once and ends on final frame or loops) with a hotspot -&gt; to any other animation or screen. <\/p>\n<\/p>\n<p>Once you play with it I feel it makes better sense. Animations capture isn\u2019t paywalled either so you can tune in your work flow all in a free workflow. <\/p>\n<\/p>\n<p>I like the idea of animation completing and having the option to auto transition to a new screen without a hotspot though. I\u2019ll have to add this in the next update. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/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\/LXLEBYTARTKRZ3\" class=\"app-title\">MUSIXQUARE<\/a><\/p>\n<div class=\"one-liner\">Turn any room into a surround system with your devices<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">77<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MUSIXQUARE\u901a\u8fc7\u6d4f\u89c8\u5668\u5c06\u7528\u6237\u95f2\u7f6e\u7684\u624b\u673a\u3001\u5e73\u677f\u7b49\u8bbe\u5907\u4e00\u952e\u540c\u6b65\u4e3a\u591a\u58f0\u9053\u73af\u7ed5\u97f3\u54cd\u7cfb\u7edf\uff0c\u89e3\u51b3\u4e86\u89c2\u5f71\u6216\u6d3e\u5bf9\u4e2d\u8bbe\u5907\u97f3\u8d28\u5dee\u3001\u7f3a\u4e4f\u73af\u7ed5\u58f0\u4f53\u9a8c\u7684\u75db\u70b9\uff0c\u65e0\u9700\u5b89\u88c5\u989d\u5916\u786c\u4ef6\u6216\u8f6f\u4ef6\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\/916a3fde-3bff-4ae4-80f5-d93573c9565e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef4c37a2-0112-454c-bd20-a7eb753a2244.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8bded63-bcac-49c2-9851-c35465c8df86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc4d95f3-d10a-45aa-bc3b-6e05b1bfb4e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3389db12-336c-4a87-a203-8fcbb1ca65b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efa825d1-0fac-4c57-a6f5-30143e63b8a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6ebfa8d-1ca1-4e60-9341-09b901703374.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9777e594-5bd4-4c43-9adf-d0a539c7c6e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9160bdbb-5b6d-4833-8db8-5976e6a4c34a.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\/5abb6291-eb08-4cb2-a5bf-f057ee1fae28.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VbFwgt4l3Gc?si=NCF_qtlArp7qykg4\"><source src=\"https:\/\/youtu.be\/VbFwgt4l3Gc?si=NCF_qtlArp7qykg4\" 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\">Music<\/span><br \/>\n            <span class=\"tag\">YouTube<\/span><br \/>\n            <span class=\"tag\">Audio<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6d4f\u89c8\u5668\u97f3\u6548\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u591a\u8bbe\u5907\u540c\u6b65<\/span><br \/>\n            <span class=\"tag\">\u73af\u7ed5\u58f0\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">WebRTC\u97f3\u9891\u6d41<\/span><br \/>\n            <span class=\"tag\">\u96f6\u5b89\u88c5<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u97f3\u9891\u5171\u4eab<\/span><br \/>\n            <span class=\"tag\">YouTube\u540c\u64ad<\/span><br \/>\n            <span class=\"tag\">\u97f3\u9891\u5ef6\u8fdf\u6821\u51c6<\/span><br \/>\n            <span class=\"tag\">\u58f0\u5b66\u7a7a\u95f4\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5373\u5174\u5f71\u97f3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u96f6\u5b89\u88c5\u7684\u4fbf\u6377\u6027\uff0c\u5e76\u63d0\u53ca\u64ad\u5ba2\u76d1\u542c\u7b49\u573a\u666f\u3002\u4e3b\u8981\u7591\u95ee\uff1a\u662f\u5426\u652f\u6301Spotify\/Apple Music\u6d41\u5a92\u4f53\uff08\u5f00\u53d1\u8005\u56de\u5e94\u56e0DRM\u9650\u5236\u4e0d\u652f\u6301\uff09\u53ca\u5bf9\u7eaf\u97f3\u9891\u683c\u5f0f\u7684\u517c\u5bb9\u6027\u3002\u6709\u7528\u6237\u53cd\u9988\u8de8\u7f51\u7edc\u8fde\u63a5\u521d\u9047403\u9519\u8bef\uff0c\u5df2\u4fee\u590d\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                MUSIXQUARE\u662f\u4e2a\u5178\u578b\u7684\u201c\u7269\u7406\u71b5\u51cf\u201d\u5de5\u7a0b\u2014\u2014\u628a\u7528\u6237\u53e3\u888b\u91cc\u95f2\u7f6e\u7684\u7b97\u529b\u8d44\u6e90\uff0c\u901a\u8fc7\u8f6f\u4ef6\u62bd\u8c61\u5c42\u8f6c\u5316\u4e3a\u4e34\u65f6\u7684\u58f0\u5b66\u9635\u5217\u3002\u8fd9\u4e2a\u601d\u8def\u5728\u6d88\u8d39\u7535\u5b50\u9886\u57df\u5e76\u4e0d\u65b0\u9c9c\uff0c\u4f46\u5b83\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u628a\u201c\u5b89\u88c5\u201d\u8fd9\u4e00\u8f6f\u4ef6\u95e8\u69db\u5f7b\u5e95\u62b9\u9664\uff0c\u8ba9\u7f51\u9875\u672c\u8eab\u6210\u4e3a\u58f0\u5361\u534f\u8bae\u6808\u7684\u4e00\u90e8\u5206\u3002\u521b\u59cb\u4eba\u5766\u8bda\u7684\u6280\u672f\u5c40\u9650\uff08YouTube\u65e0\u58f0\u9053\u5206\u79bb\u3001\u79fb\u52a8\u7aef\u7cfb\u7edf\u97f3\u9891\u7f3a\u5931\u3001\u8de8\u7f51\u6210\u672c\u95ee\u9898\uff09\u6070\u6070\u662f\u4ea7\u54c1\u8bda\u5b9e\u7684\u786c\u6838\u5356\u70b9\uff1a\u5b83\u660e\u786e\u544a\u8bc9\u4f60\u54ea\u4e9b\u662fWeb\u5e73\u53f0\u80fd\u529b\u7684\u7269\u7406\u6781\u9650\uff0c\u800c\u975e\u5f00\u53d1\u8005\u61d2\u60f0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u5929\u82b1\u677f\u4e0d\u5728\u6280\u672f\uff0c\u800c\u5728\u573a\u666f\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\u5bf9\u4e8e\u89e3\u51b3\u201c\u4e34\u65f6\u9700\u8981\u597d\u97f3\u54cd\u201d\u7684\u75db\u70b9\uff0cMUSIXQUARE\u5f88\u5feb\uff0c\u4f46\u4e5f\u5f88\u5f31\uff1a\u7528\u6237\u9700\u8981\u4e3b\u52a8\u62c9\u9f50\u591a\u4e2a\u8bbe\u5907\u3001\u5206\u914d\u58f0\u9053\u89d2\u8272\u3001\u5fcd\u53d7Wi-Fi\u6296\u52a8\u4ea7\u751f\u7684\u5fae\u79d2\u7ea7\u97f3\u9891\u504f\u79fb\u3002\u5bf9\u4e8e\u8ffd\u6c42\u97f3\u8d28\u548c\u4f4e\u5ef6\u8fdf\u7684\u73a9\u5bb6\uff0c\u8fd9\u79cd\u201c\u62fc\u88c5\u542c\u611f\u201d\u8fdc\u4e0d\u5982\u4e00\u595750\u7f8e\u5143\u7684\u6709\u7ebf\u97f3\u54cd\u6765\u5f97\u53ef\u9760\u3002\u800c\u5b83\u7684\u5fe0\u5b9e\u7528\u6237\u7fa4\uff0c\u6050\u6015\u662f\u90a3\u79cd\u624b\u5934\u6709\u4e09\u53f0\u65e7\u624b\u673a\u3001\u5fc3\u8840\u6765\u6f6e\u5c31\u60f3\u770b\u76d7\u68a6\u7a7a\u95f4\u3001\u53c8\u4e0d\u613f\u610f\u591a\u82b1\u4e00\u5206\u949f\u914d\u84dd\u7259\u7684\u8bbe\u5907\u56e4\u79ef\u7656\u3002\u8fd9\u79cd\u201c\u5373\u5174\u97f3\u4e50\u5bb6\u201d\u7684\u53d7\u4f17\u5e7f\u5ea6\uff0c\u51b3\u5b9a\u4e86\u5b83\u66f4\u9002\u5408\u4f5c\u4e3a\u4e00\u4e2a\u6280\u672f\u6f14\u793a\u6216\u6781\u5ba2\u73a9\u5177\uff0c\u800c\u975e\u5927\u4f17\u7ea7\u6d88\u8d39\u4ea7\u54c1\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">MUSIXQUARE<\/span>\n                <\/div>\n<div class=\"comment-content\">Got multiple phones or tablets lying around? MUSIXQUARE turns them into a synchronized surround sound system. Right in the browser, no install needed. Assign each device a role (Left, Right, Center, Subwoofer) and play the same track perfectly in sync across all of them. Share local files, YouTube videos, or even your system audio with everyone in the room. More Devices, Richer Sound. Free to start! Works on any device with a modern browser. Try it at musixquare.com<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt!<\/p>\n<p>I&#8217;m a 4th year architectural engineering student. Acoustics is part of my major, and I&#8217;ve always been fascinated by how sound shapes a space.<\/p>\n<p>MUSIXQUARE started mundanely. I was watching a movie with friends on a laptop with terrible speakers. We had three phones sitting on the table, and I wondered why can&#8217;t these just work together as speakers? No Bluetooth pairing, no expensive gear, just a webpage.<\/p>\n<p>So I built it. <strong>Open <\/strong><a href=\"http:\/\/musixquare.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>musixquare.com<\/strong><\/a><strong> on any device<\/strong>, assign it a role (Left, Right, Center, Subwoofer), and play the same track in perfect sync. Works with local files, YouTube, and system audio. No install and free.<\/p>\n<p>Honestly this project humbled me. I want to be upfront about three walls I couldn&#8217;t break through, despite months of trying<\/p>\n<p><strong>1. YouTube doesn&#8217;t support channel separation.<\/strong><br \/>The IFrame API doesn&#8217;t expose raw audio (CORS + DRM restrictions), so Left\/Right\/Center routing only works with local files. YouTube plays as a full stereo stream on every device.<\/p>\n<p><strong>2. System audio sharing is desktop-only.<\/strong><br \/>Mobile browsers (iOS Safari, Android Chrome) don&#8217;t expose `getDisplayMedia({ audio: true })`. Apple and Google simply haven&#8217;t shipped it, and there&#8217;s no polyfill possible. If anyone here has ideas, I&#8217;d genuinely love to hear them.<\/p>\n<p><strong>3. Local files and system audio only work on the same Wi-Fi network.<\/strong><\/p>\n<p>Both modes stream raw audio over WebRTC peer connections, so reaching across different networks would require a TURN relay server. Routing live audio through a relay burns bandwidth fast, and the cost isn&#8217;t sustainable for a free, solo-built project right now. YouTube co-watching and chat still work across the internet because they only sync timestamps, not audio bytes. That actually makes the YouTube mode good for parties or picnics \u2014 friends can join from different cities, or sit together on personal mobile data when there&#8217;s no shared Wi-Fi.<\/p>\n<p>Everything else<em>(device sync over flaky Wi-Fi, role-based positioning for local files, YouTube co-watching, real-time chat, even a system-audio broadcast mode for desktop)<\/em> took months of rewriting the architecture from scratch. I&#8217;m genuinely proud of where it landed, even with the gaps.<\/p>\n<p>Would love your feedback, especially from audio\/web folks who can point out what I&#8217;m missing. What would make this actually useful for your setup?<\/p>\n<p>Thanks for checking it out!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really clever use of the browser as a multi-device coordinator \u2014 the zero-install angle matters a lot for casual setups where you don&#8217;t want to commit to an app ecosystem.<\/p>\n<\/p>\n<p>From a content creator angle: I run the ModeLoop Podcast (<a href=\"https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG<\/a>) covering financial modeling and M&amp;A, and one thing I&#8217;ve never been able to justify is a dedicated speaker setup just for monitoring playback across devices. The idea of repurposing phones\/tablets as surround nodes for listening back to edited audio is genuinely useful \u2014 you want to know how an episode sounds on different devices before publishing, and this could make that workflow a lot lighter.<\/p>\n<\/p>\n<p>Does it handle mono\/stereo podcast audio cleanly, or is the experience optimized primarily for music with full surround encoding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a>&nbsp;Thanks for thinking this through so carefully. The podcast monitoring use case is a strong fit even though I hadn&#8217;t optimized the language around it. and my Quick answer is: yes, both mono and stereo play cleanly.<\/p>\n<p><strong>Stereo podcast<\/strong>: Channel routing works as expected. Assign Leftto one device, Right to another, and you get true stereo separation. Useful for catching panning issues or balance drift mid-episode.<\/p>\n<p><strong>Mono podcast<\/strong>: All assigned devices play the same signal in unison. The L\/R\/Center\/Sub roles still work, they just act as duplicates rather than splitting channels. Still useful: place phones at listener-typical positions (desk, couch, kitchen counter) and hear how the mono mix translates across spaces simultaneously.<\/p>\n<p>The product <em>labels<\/em> assume a music multichannel layout (L\/R\/C\/Sub), but mechanically the graph routes per-device on whatever audio you throw at it. Would love to know if you actually try it, and what falls short for podcast specifically. Genuinely curious what a financial-modeling podcaster wants from a listening tool. <br \/>Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it! Does it works with streaming services like Apple Music or Spotify?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>@deeb99 Thanks Rosario! <br \/>I really wanted to support them, but Spotify and Apple Music don&#8217;t allow third-party apps to access the audio stream (DRM\/licensing), which makes synced playback impossible from the outside. Wrote up the full reasoning under &#8220;Not ours to fix&#8221; on the roadmap: <a href=\"https:\/\/musixquare.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">musixquare.com\/roadmap<\/a><br \/>Additionally, MUSIXQUARE on Windows\/Mac chrome, there&#8217;s a system audio sharing mode that captures anything playing on your machine (Spotify, Apple Music, Netflix\u2026) and streams it synced to every other device. The host just has to mute their own output because of the latency cannot be controlled.<br \/>Appreciate you stopping by!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! We&#8217;re officially live today.<\/p>\n<p>Three pages for anyone curious about the deeper layers:<\/p>\n<p>\u2022 Roadmap \u2192 <a href=\"http:\/\/musixquare.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">musixquare.com\/roadmap<\/a> (every known limit, sorted into Now \/ Next \/ Not ours to fix)<\/p>\n<p>\u2022 Changelog \u2192 <a href=\"http:\/\/musixquare.com\/changelog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">musixquare.com\/changelog<\/a> (the path from Aug 2025 to today)<\/p>\n<p>\u2022 Design system \u2192 <a href=\"http:\/\/musixquare.com\/designsystem\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">musixquare.com\/designsystem<\/a><\/p>\n<p>Huge thanks to everyone who&#8217;s been around since the upcoming page. It means a lot<br \/>===<br \/>Update: a TURN endpoint gate from a recent security pass was returning 403 to same-origin requests without an explicit Origin header, breaking cross-network rooms for the first ~10 hours of launch.\ud83e\udd26\u200d\u2642\ufe0f Fixed and deployed. If you tried it earlier and the join failed, please give it another shot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/EUBZKV3VLLOTAH\" class=\"app-title\">Zush<\/a><\/p>\n<div class=\"one-liner\">Updated: docs support, BYOK, Local AI (Ollama), Windows App<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">75<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zush\u662f\u4e00\u6b3e\u5229\u7528AI\u4e3aMac\u548cWindows\u7528\u6237\u81ea\u52a8\u6279\u91cf\u91cd\u547d\u540d\u622a\u56fe\u3001PDF\u3001\u7167\u7247\u53ca\u6587\u6863\u7684\u6548\u7387\u5de5\u5177\uff0c\u89e3\u51b3\u6587\u4ef6\u547d\u540d\u6df7\u4e71\u3001\u624b\u52a8\u6574\u7406\u8017\u65f6\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\/93bc8089-3ea1-4469-9671-7cd3dc31c4eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c305b0a-4408-4d62-aba3-216824d0f247.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46b30aba-e191-458a-95df-954edbd60c28.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\/fd351962-62b3-4ea3-a1e9-14092a0e6b27.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/HeqoabwwEtI\"><source src=\"https:\/\/youtu.be\/HeqoabwwEtI\" 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\">Windows<\/span><br \/>\n            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6279\u91cf\u91cd\u547d\u540d<\/span><br \/>\n            <span class=\"tag\">\u6587\u4ef6\u6574\u7406<\/span><br \/>\n            <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Windows\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n            <span class=\"tag\">BYOK\uff08\u81ea\u5e26\u5bc6\u94a5\uff09<\/span><br \/>\n            <span class=\"tag\">\u81ea\u5b9a\u4e49\u63d0\u793a\u8bcd<\/span><br \/>\n            <span class=\"tag\">\u6587\u6863\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u6587\u4ef6\u5939\u76d1<\/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\u611f\u8c22\u652f\u6301Windows\u548cBYOK\u529f\u80fd\uff0c\u8be2\u95ee\u65e9\u671f\u521b\u610f\u673a\u6784\u7528\u6237\u7684\u4f7f\u7528\u6280\u5de7\uff0c\u672a\u89c1\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Zush\u7684\u672c\u6b21\u66f4\u65b0\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e24\u4e2a\u6838\u5fc3\u9700\u6c42\uff1a\u8de8\u5e73\u53f0\u8986\u76d6\u4e0eAI\u81ea\u4e3b\u6743\u3002\u4ece\u201cMac\u5c0f\u5de5\u5177\u201d\u6269\u5c55\u5230\u201cWindows\u5168\u529f\u80fd\u201d\uff0c\u8868\u9762\u4e0a\u662f\u5bf9\u7528\u6237\u547c\u58f0\u7684\u56de\u5e94\uff0c\u5b9e\u5219\u6269\u5927\u4e86\u4ea7\u54c1\u5728\u201c\u751f\u4ea7\u529b\u788e\u7247\u5316\u6574\u7406\u201d\u8d5b\u9053\u4e0a\u7684\u9635\u5730\u3002BYOK\u548c\u81ea\u5b9a\u4e49\u63d0\u793a\u8bcd\u624d\u662f\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u6740\u62db\u2014\u2014\u5b83\u628a\u5b9a\u4ef7\u6743\u4ea4\u7ed9\u4e86\u7528\u6237\uff08OpenAI\/Anthropic\uff09\uff0c\u540c\u65f6\u907f\u5f00\u4e91\u670d\u52a1API\u7684\u654f\u611f\u6570\u636e\u98ce\u9669\uff08\u652f\u6301\u672c\u5730Ollama\uff09\u3002\u8fd9\u610f\u5473\u7740Zush\u4e0d\u518d\u53ea\u662f\u201cAI\u91cd\u547d\u540d\u5de5\u5177\u201d\uff0c\u800c\u662f\u8fdb\u5316\u6210\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u6587\u4ef6\u8bed\u4e49\u5904\u7406\u5f15\u64ce\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\uff1a\u529f\u80fd\u867d\u5de7\uff0c\u58c1\u5792\u4e0d\u9ad8\u3002\u5fae\u8f6fPowerToys\u3001Adobe Bridge\u751a\u81f3Finder\/\u8d44\u6e90\u7ba1\u7406\u5668\u81ea\u5e26\u7684\u6279\u91cf\u91cd\u547d\u540d\uff0c\u90fd\u5728\u4ee5\u4e0d\u540c\u5f62\u5f0f\u4fb5\u5165\u8fd9\u4e2a\u573a\u666f\u3002Zush\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u201cAI\u9a71\u52a8\u7684\u667a\u80fd\u89c4\u5219\u201d\uff0c\u800c\u975e\u7b80\u5355\u91cd\u547d\u540d\u3002\u5982\u679c\u540e\u7eed\u4e0d\u80fd\u5c06\u201c\u76d1\u89c6\u6587\u4ef6\u5939+\u81ea\u5b9a\u4e49prompt+\u591a\u6a21\u578b\u652f\u6301\u201d\u5305\u88c5\u6210\u4e0d\u540c\u884c\u4e1a\u573a\u666f\u7684\u6a21\u677f\uff08\u5982\u6444\u5f71\u5e08\u7684\u65e5\u671f+\u9879\u76ee\u7801\u89c4\u5219\u3001\u6cd5\u52a1\u7684\u6848\u53f7+\u5173\u952e\u8bcd\u89c4\u5219\uff09\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u53c8\u4e00\u4e2a\u7ec8\u7aef\u76ae\u80a4\u201d\u3002\u53e6\u5916\uff0cWindows\u7528\u6237\u57fa\u6570\u867d\u5927\uff0c\u4f46\u8be5\u7fa4\u4f53\u5bf9\u7cfb\u7edf\u7ea7\u5de5\u5177\u7684\u4f9d\u8d56\u66f4\u5f3a\uff0cZush\u9700\u8981\u6781\u4f4e\u7684\u5b66\u4e60\u6210\u672c\u548c\u5b8c\u7f8e\u7684\u540e\u53f0\u7a33\u5b9a\u6027\uff0c\u624d\u80fd\u4ece\u53f3\u952e\u83dc\u5355\u7684\u5076\u5c14\u8c03\u7528\u53d8\u6210\u201c\u5f00\u673a\u81ea\u542f\u7684\u9ed8\u8ba4\u6587\u4ef6\u7ba1\u5bb6\u201d\u300250\u6b21\u514d\u8d39\u4f53\u9a8c\u662f\u806a\u660e\u7684\u94a9\u5b50\uff0c\u4f46\u540e\u7eed\u80fd\u5426\u8ba9\u7528\u6237\u5fc3\u7518\u60c5\u613f\u4e3a\u201c\u7701\u4e0b\u7684\u624b\u52a8\u65f6\u95f4\u201d\u4ed8\u8d39\uff0c\u53d6\u51b3\u4e8eAI\u547d\u540d\u7684\u51c6\u786e\u7387\u548c\u89c4\u5219\u5b9a\u5236\u7684\u7075\u6d3b\u6027\u662f\u5426\u771f\u6b63\u7529\u5f00\u7528\u6237\u624b\u52a8\u6539\u540d\u7684\u6210\u672c\u3002\u76ee\u524d\u6765\u770b\uff0c\u65b9\u5411\u5bf9\uff0c\u4f46\u5c1a\u9700\u5728\u201c\u6df1\u5ea6\u201d\u4e0a\u505a\u66f4\u591a\u6587\u7ae0\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\">Zush<\/span>\n                <\/div>\n<div class=\"comment-content\">Zush renames screenshots, PDFs, photos and documents on Mac and Windows using AI. Batch rename, watch folders, stay organized automatically. 50 free renames, no signup.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>We first launched on PH about in January as a small Mac utility that renames messy filenames with AI. Since then, many people started using it daily \u2014 and told us two things loud and clear:<\/p>\n<p>&#8220;I want it on Windows.&#8221; and &#8220;I want to use my own AI.&#8221;<\/p>\n<p>So today I&#8217;m shipping updated Zush with:<\/p>\n<p>&#8211; Windows app \u2014 full feature parity with macOS<br \/>\n&#8211; BYOK \u2014 bring your own OpenAI or Anthropic key, pay only for what you use<br \/>\n&#8211; Custom AI prompts \u2014 define exactly how your files should be named (project codes, client names, date formats \u2014 anything)<br \/>\n&#8211; Document support \u2014 PDFs, Word, text files, not just images and RAW<\/p>\n<p>Zush still: watches folders in the background or batch-renames thousands of files in seconds, turning IMG_1234.jpg and notes-final-FINAL-v3.docx into names that actually make sense.<\/p>\n<p>I&#8217;d love your feedback, especially from Windows folks who&#8217;ve been waiting. What workflows would you want Zush to handle? Any AI models you&#8217;d like to see supported next?<\/p>\n<p>Cheers,<br \/>\nlirik<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lirikpro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lirikpro<\/a>&nbsp;What creative agency tricks are you hearing from early 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<\/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\/PMMDNJBFZ65KKA\" class=\"app-title\">HiveTerm<\/a><\/p>\n<div class=\"one-liner\">One workspace for Claude, Codex, Gemini and your stack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">75<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HiveTerm \u662f\u4e00\u4e2a\u96c6\u6210\u5316\u7ec8\u7aef\u5de5\u4f5c\u7a7a\u95f4\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5728\u540c\u4e00\u754c\u9762\u4e2d\u540c\u65f6\u8fd0\u884cClaude\u3001Codex\u3001Gemini\u7b49\u591a\u4e2aAI\u7f16\u7801\u4ee3\u7406\uff0c\u5e76\u901a\u8fc7\u4fa7\u8fb9\u680f\u6458\u8981\u3001\u8bed\u97f3\u8f93\u5165\u548c\u4ee3\u7406\u95f4\u901a\u4fe1\u673a\u5236\uff0c\u89e3\u51b3\u591a\u9879\u76ee\u591a\u4ee3\u7406\u5207\u6362\u65f6\u7684\u4e0a\u4e0b\u6587\u4e22\u5931\u4e0e\u788e\u7247\u5316\u7ba1\u7406\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/88aa6be1-43e7-4388-8dfc-8269118af40b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4O81x__9YMA\"><source src=\"https:\/\/youtu.be\/4O81x__9YMA\" 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\/1d688580-7edc-4b6a-828f-8f914ed0c4d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af52f14b-0b1a-4f37-900b-b8f80d076549.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eceb4a37-f527-4ddd-b037-14e2c615196b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406\u7ba1\u7406\u5668<\/span><br \/>\n            <span class=\"tag\">\u7ec8\u7aef\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n            <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Claude Code<\/span><br \/>\n            <span class=\"tag\">Codex<\/span><br \/>\n            <span class=\"tag\">Gemini\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n            <span class=\"tag\">config\u9a71\u52a8<\/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\u4fa7\u8fb9\u680f\u7684\u4ee3\u7406\u6458\u8981\u529f\u80fd\u89e3\u51b3\u4e86\u591a\u4ee3\u7406\u5207\u6362\u65f6\u9057\u5fd8\u4e0a\u4e0b\u6587\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6709\u7528\u6237\u5173\u5fc3MCP\u670d\u52a1\u5668\u662f\u5426\u80fd\u5728\u9879\u76ee\u95f4\u5171\u4eab\u4e0a\u4e0b\u6587\uff0c\u8fd8\u662f\u4ec5\u9650\u9879\u76ee\u5185\u4ee3\u7406\u95f4\u901a\u4fe1\u3002\u6574\u4f53\u8bc4\u4ef7\u79ef\u6781\uff0c\u8ba4\u4e3a\u8be5\u5de5\u5177\u5b8c\u7f8e\u5951\u5408Claude+Codex\u8054\u5408\u5de5\u4f5c\u6d41\u9700\u6c42\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                HiveTerm\u8e29\u4e2d\u7684\u4e0d\u662f\u201c\u53c8\u4e00\u4e2aAI\u5de5\u5177\u201d\uff0c\u800c\u662fAI\u5f00\u53d1\u94fe\u4e2d\u65e5\u76ca\u5c16\u9510\u7684\u201c\u4ee3\u7406\u788e\u7247\u5316\u201d\u95ee\u9898\u3002\u5f53\u5f00\u53d1\u8005\u540c\u65f6\u542f\u7528Claude Code\u3001Codex\u3001Gemini\u7b49\u4e09\u56db\u4e2a\u4ee3\u7406\u5904\u7406\u4e0d\u540c\u9879\u76ee\u65f6\uff0c\u4e00\u573a\u5178\u578b\u7684\u8ba4\u77e5\u584c\u65b9\u6b63\u5728\u4e0a\u6f14\uff1a\u6bcf\u4e2a\u7ec8\u7aef\u7a97\u53e3\u627f\u62c5\u4e00\u4e2a\u4ee3\u7406\uff0c\u6ca1\u6709\u7edf\u4e00\u7684\u8fd0\u884c\u72b6\u6001\u89c6\u56fe\uff0c\u9891\u7e41\u7684Tab-Alt\u5207\u6362\u8ba9\u5de5\u4f5c\u8bb0\u5fc6\u6301\u7eed\u5931\u6548\u3002HiveTerm\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u4ee3\u7406\u7ba1\u63a7\u5c42\u201d\u2014\u2014\u5b83\u4e0d\u662f\u53bb\u66ff\u4ee3\u4efb\u4f55\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u800c\u662f\u7528hive.yml\u914d\u7f6e\u3001\u4fa7\u8fb9\u680f\u72b6\u6001\u6458\u8981\u548cMCP\u901a\u4fe1\u534f\u8bae\uff0c\u5c06\u591a\u4e2a\u72ec\u7acbAI\u5b9e\u4f8b\u7eb3\u5165\u4e00\u4e2a\u53ef\u89c2\u6d4b\u3001\u53ef\u7f16\u6392\u7684\u7cfb\u7edf\u3002\u5c24\u5176\u503c\u5f97\u6ce8\u610f\u7684\u201cQueen\u201dMCP\u670d\u52a1\u5668\u5b9e\u73b0\u4ee3\u7406\u95f4\u5bf9\u8bdd\u4e0e\u5b50\u4ee3\u7406\u751f\u6210\uff0c\u8fd9\u610f\u5473\u7740HiveTerm\u5f00\u59cb\u89e6\u78b0\u201c\u591a\u667a\u80fd\u4f53\u7f16\u6392\u201d\u8fd9\u4e00\u66f4\u5177\u60f3\u8c61\u529b\u7684\u67b6\u6784\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6307\u51fa\u4e24\u70b9\u9690\u60a3\uff1a\u5176\u4e00\uff0c\u4f9d\u8d56\u5355\u4e00\u5f00\u53d1\u8005\u5355\u67aa\u5339\u9a6c\u7ef4\u62a4\u591aLLM\u96c6\u6210\uff0cAPI\u53d8\u66f4\u3001\u4ee3\u7406\u63a5\u53e3\u5347\u7ea7\u7b49\u4f1a\u5bfc\u81f4\u6301\u7eed\u517c\u5bb9\u6027\u98ce\u9669\uff1b\u5176\u4e8c\uff0c\u5f53\u524d\u529f\u80fd\u8fd8\u505c\u7559\u5728\u201c\u5e76\u6392\u653e\u201d\u7684\u5c42\u9762\uff0c\u771f\u6b63\u7684\u534f\u540c\u63a8\u7406\u3001\u4efb\u52a1\u62c6\u5206\u4e0e\u7ed3\u679c\u5408\u5e76\u5c1a\u672a\u843d\u5730\uff0cMCP\u7684\u8de8\u9879\u76ee\u9694\u79bb\u8bbe\u8ba1\u4e5f\u9650\u5236\u4e86\u573a\u666f\u6269\u5c55\u300275\u7968\u7684\u9996\u53d1\u6570\u636e\u8bf4\u660e\u5e02\u573a\u4ecd\u5728\u89c2\u671b\u2014\u2014\u4eba\u4eec\u5bf9\u201c\u4e00\u7ad9\u5f0f\u201d\u5de5\u5177\u5929\u7136\u8b66\u89c9\uff0c\u9664\u975e\u5b83\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u53c8\u4e00\u4e2a\u73a9\u5177\uff0c\u800c\u662f\u80fd\u771f\u6b63\u964d\u4f4e\u591a\u4ee3\u7406\u8ba4\u77e5\u8d1f\u8f7d\u7684\u751f\u4ea7\u529b\u6760\u6746\u3002\u5982\u679c\u4e0b\u4e00\u9636\u6bb5\u80fd\u5f15\u5165\u5de5\u4f5c\u6d41\u6a21\u677f\u3001\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u6301\u4e45\u5316\u548c\u8de8\u4ee3\u7406\u4efb\u52a1\u7f16\u6392\uff0cHiveTerm\u624d\u6709\u53ef\u80fd\u4ece\u201c\u591a\u4ee3\u7406\u6536\u7eb3\u76d2\u201d\u8fdb\u5316\u4e3a\u201c\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\u7684\u96cf\u5f62\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\">HiveTerm<\/span>\n                <\/div>\n<div class=\"comment-content\">Running 5 AI agents across 3 projects? Tabs everywhere, no idea what each one is doing. HiveTerm is one terminal workspace where Claude Code, Codex, Gemini and your dev stack run side by side. Config-driven (hive.yml), per-agent recap in the sidebar, voice input, and an MCP server so agents can spawn and talk to each other. Free to start \u2014 up to 3 projects on the free tier. macOS, Windows, Linux.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I launched HiveTerm here ~14 days ago as a way to manage dev processes from one place. Since then it became something I didn&#8217;t expect: the workspace where I run every AI coding agent I use.<\/p>\n<p>What&#8217;s new in this re-launch:<br \/>\n&#8211; Voice input: push-to-talk straight into any agent<br \/>\n&#8211; Per-agent recap line in the sidebar: no more tab-hopping to see what each agent is doing<br \/>\n&#8211; Multi-agent: Claude Code, Codex, Gemini, all in split panes<br \/>\n&#8211; MCP server (Queen): agents spawn sub-agents, talk to each other, project-isolated<\/p>\n<p>Free tier covers up to 3 projects. Works on macOS, Windows, Linux. Built solo, every feedback shapes the next release.<\/p>\n<p>Would love to hear: what&#8217;s broken in your AI dev workflow today?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The per-agent recap line in the sidebar is the thing I didn&#8217;t know I needed. Context-switching between Claude Code and Codex tabs to remember what each one was doing is genuinely one of the more annoying parts of running multiple agents. Does the MCP server let agents share context across projects or just spawn within the same 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>OMG this is exactly what I needed. I use claude + codex workflow, so this is amazing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/EDVDHEBFCELQPK\" class=\"app-title\">AnyDrop<\/a><\/p>\n<div class=\"one-liner\">AirDrop for the browser: share files, chat and sync notes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">73<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AnyDrop\u662f\u4e00\u6b3e\u7eaf\u6d4f\u89c8\u5668\u7aef\u3001\u65e0\u9700\u4e0b\u8f7d\u6ce8\u518c\u7684\u8de8\u5e73\u53f0\u6587\u4ef6\u4f20\u8f93\u4e0e\u534f\u4f5c\u5de5\u5177\uff0c\u901a\u8fc7WebRTC\u5b9e\u73b0\u8bbe\u5907\u95f4\u76f4\u63a5\u7684\u6587\u4ef6\u3001\u7b14\u8bb0\u548c\u804a\u5929\u540c\u6b65\uff0c\u89e3\u51b3\u4e86\u8de8\u8bbe\u5907\u4f20\u8f93\u6587\u4ef6\/\u6587\u672c\u65f6\u9700\u4f9d\u8d56\u7b2c\u4e09\u65b9\u5e94\u7528\u6216\u4e91\u670d\u52a1\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\/1c20c8cf-4a18-4026-92bf-176647197dbb.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\/34aa0d11-eab9-468a-807a-e7561db42c23.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\/27a8474a-d2f4-4875-89b9-ecccb44b13e6.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\/170134b0-d44c-4852-a6c3-ebdd69331ccd.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\/1bf2c758-f2d4-4e60-b825-f72e85f4f6f0.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Web App<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Privacy<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8de8\u5e73\u53f0\u4f20\u8f93<\/span><br \/>\n            <span class=\"tag\">P2P<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6587\u4ef6\u5206\u4eab<\/span><br \/>\n            <span class=\"tag\">\u526a\u8d34\u677f\u540c\u6b65<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u7b14\u8bb0<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168\u52a0\u5bc6<\/span><br \/>\n            <span class=\"tag\">\u96f6\u5b89\u88c5<\/span><br \/>\n            <span class=\"tag\">WebRTC<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u652f\u6301\u5b9e\u65f6\u8bed\u6cd5\u9ad8\u4eae\u7684\u5927\u6bb5\u4ee3\u7801\u4f20\u8f93\u6548\u7387\uff1b\u5bf9\u9690\u79c1\u4fdd\u62a4\u673a\u5236\u7684\u8ba4\u53ef\uff0c\u5c24\u5176\u662f\u96f6\u4e91\u7aef\u5b58\u50a8\u4e0e\u7aef\u5230\u7aef\u52a0\u5bc6\uff1b\u4ee5\u53caAndroid\u4e0eMac\u95f4\u8de8\u5e73\u53f0\u4f7f\u7528\u7684\u4fbf\u6377\u6027\u3002\u5efa\u8bae\u4f18\u5316\u5b9e\u65f6\u7b14\u8bb0\u540c\u6b65\u901f\u5ea6\u4e0e\u5927\u578b\u6587\u4ef6\u4f20\u8f93\u7a33\u5b9a\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                AnyDrop\u7684\u91ce\u5fc3\u5728\u4e8e\u7528\u201c\u96f6\u6469\u64e6\u201d\u53d6\u4ee3AirDrop\u7684\u751f\u6001\u58c1\u5792\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\u2014\u2014WebRTC+P2P\u5df2\u88ab\u8bf8\u591a\u5de5\u5177\u9a8c\u8bc1\uff0c\u800c\u662f\u5c06\u4f53\u9a8c\u95e8\u69db\u964d\u81f3\u6781\u81f4\uff1a\u4e0d\u6ce8\u518c\u3001\u4e0d\u4e0b\u8f7d\u3001\u4e0d\u4f9d\u8d56\u5e73\u53f0\uff0c\u8ba9\u201c\u6253\u5f00\u6d4f\u89c8\u5668\u5373\u7528\u201d\u6210\u4e3a\u552f\u4e00\u89c4\u5219\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7cbe\u51c6\u5207\u5165\u8de8\u5e73\u53f0\u7528\u6237\uff08\u5982Mac+Android\uff09\u7684\u957f\u671f\u75db\u70b9\uff0c\u4f46\u9690\u5fe7\u540c\u6837\u660e\u663e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u9996\u5148\uff0c\u7eaf\u6d4f\u89c8\u5668\u65b9\u6848\u867d\u4fbf\u6377\uff0c\u5374\u727a\u7272\u4e86\u7cfb\u7edf\u7ea7\u6df1\u5ea6\u6574\u5408\uff08\u5982\u53f3\u952e\u83dc\u5355\u3001\u6587\u4ef6\u7ba1\u7406\u96c6\u6210\uff09\uff0c\u5bf9\u9ad8\u9891\u7528\u6237\u53ef\u80fd\u6ca6\u4e3a\u201c\u4e34\u65f6\u6551\u6025\u201d\u800c\u975e\u65e5\u5e38\u4e3b\u529b\u5de5\u5177\u3002\u5176\u6b21\uff0c\u9690\u79c1\u627f\u8bfa\u4f9d\u8d56WebRTC\u7684STUN\/TURN\u670d\u52a1\uff0c\u82e5\u7528\u6237\u5904\u4e8e\u4e25\u683cNAT\u73af\u5883\uff0c\u6d41\u91cf\u4ecd\u53ef\u80fd\u7ecf\u4e2d\u7ee7\u670d\u52a1\u5668\uff0c\u5b98\u65b9\u5bf9\u8fd9\u7c7b\u8fb9\u754c\u573a\u666f\u7684\u900f\u660e\u5ea6\u4e0d\u8db3\u3002\u518d\u8005\uff0c\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u5b58\u7591\uff1a\u65e0\u5e7f\u544a\u3001\u65e0\u4ed8\u8d39\u3001\u65e0\u8d26\u6237\u7684\u6a21\u5f0f\uff0c\u5728\u7ef4\u62a4\u6210\u672c\u548c\u670d\u52a1\u5668\u5f00\u9500\u4e0b\u5982\u4f55\u957f\u671f\u5b58\u7eed\uff1f\u82e5\u672a\u6765\u8f6c\u5411\u6536\u8d39\u6216\u9650\u5236\u5927\u6587\u4ef6\uff0c\u7528\u6237\u7c98\u6027\u6050\u906d\u53cd\u566c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u6709\u4ef7\u503c\u7684\u662f\u5b83\u63ed\u793a\u4e86\u201c\u529f\u80fd\u51cf\u6cd5\u201d\u7684\u6f5c\u529b\uff1a\u7528\u6781\u81f4\u7b80\u6d01\u89e3\u51b3\u788e\u7247\u5316\u9700\u6c42\uff0c\u6bd4\u5806\u780c\u529f\u80fd\u66f4\u80fd\u83b7\u5f97\u65e9\u671f\u53e3\u7891\u3002\u4f46\u82e5\u6b62\u6b65\u4e8e\u201c\u73a9\u5177\u7ea7\u201d\u5de5\u5177\uff0c\u7f3a\u4e4f\u5411\u534f\u4f5c\u3001\u5b89\u5168\u5ef6\u4f38\u7684\u8fdb\u9636\u80fd\u529b\uff08\u5982\u7248\u672c\u7ba1\u7406\u3001\u81ea\u5b9a\u4e49\u52a0\u5bc6\u5bc6\u94a5\uff09\uff0c\u5219\u96be\u4ee5\u7a81\u7834\u5c0f\u4f17\u5de5\u5177\u7684\u5929\u82b1\u677f\u3002\u5efa\u8bae\u805a\u7126\u201c\u9ad8\u9891+\u8f7b\u91cf\u201d\u573a\u666f\uff08\u5982\u4e34\u65f6\u4f20\u4ee3\u7801\u3001\u5feb\u901f\u526a\u8d34\u677f\uff09\uff0c\u540c\u65f6\u516c\u5f00\u8def\u7ebf\u56fe\u4ee5\u5efa\u7acb\u4fe1\u4efb\uff0c\u5426\u5219\u53ef\u80fd\u6ca6\u4e3a\u4e0b\u4e00\u4e2a\u88ab\u9057\u5fd8\u7684\u201c\u597d\u7528\u4f46\u65e0\u4e3b\u201d\u9879\u76ee\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\">AnyDrop<\/span>\n                <\/div>\n<div class=\"comment-content\">AnyDrop is a free, purely browser-based web app that connects your devices directly. Drop files of any size, chat, and sync a live notepad across Mac, PC, iOS, and Android without any downloads or sign-ups. True P2P with zero cloud storage.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built AnyDrop out of pure personal frustration. Recently, I was doing some cross-platform troubleshooting on a borrowed Windows laptop. I quickly realized that while moving files between a Mac and a PC is annoying, moving a simple block of text, a syntax snippet, or a long URL is infinitely worse. I was tired of emailing myself code snippets or logging into messaging apps just to copy and paste one line of text.<\/p>\n<p>So, I built a universal, browser-based alternative to AirDrop that requires absolutely zero friction to use.<\/p>\n<p>Here is what AnyDrop does:<\/p>\n<p>Live Notepad &amp; Clipboard Sync: Open a shared notepad between connected devices to instantly paste code snippets, links, or text blocks back and forth in real time.<\/p>\n<p>Frictionless File Drops: Drag and drop files of any size seamlessly across Mac, Windows, iOS, and Android.<\/p>\n<p>Auto-Discovery: Just open the site on two devices on the same Wi-Fi, and they find each other instantly. If you are on different networks, use a Magic Link or QR code to pair them.<\/p>\n<p>Secure Chat &amp; Voice Notes: Tap on a connected device to open an end-to-end encrypted chat thread directly between the screens.<\/p>\n<p>The Tech &amp; Privacy:<br \/>\nUnder the hood, AnyDrop uses WebRTC for direct Peer-to-Peer (P2P) transfers. This means your files, chat logs, and clipboard snippets are never uploaded to a database or cloud server. Everything travels through an encrypted tunnel straight from Device A to Device B, and the exact moment you close the browser tab, the session is permanently wiped.<\/p>\n<p>It&#8217;s 100% free, there are no ads, and you don&#8217;t need to make an account.<\/p>\n<p>I am actively optimizing it, so I\u2019d love for you to test out the real-time notepad sync and see how fast you can push large files. Let me know if you run into any bugs or have feature requests!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamshic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamshic<\/a>&nbsp;How&#8217;s it handling larger code blocks or syntax highlighting in real-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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been asked many times on the privacy part of the. Under the hood, AnyDrop is built entirely on WebRTC Data Channels. To keep it secure and cloud-free, here is how the flow works:<\/p>\n<p>First, our server strictly acts as a switchboard using WebSockets. It just helps the two devices find each other to trade connection info. Once that handshake is made, our server steps completely out of the way.<\/p>\n<p>From there, it\u2019s true peer-to-peer. The file bytes flow directly from Device A to Device B, meaning your files literally never touch our servers. Because it\u2019s built on WebRTC, that direct connection is automatically end-to-end encrypted (DTLS\/SRTP), so even if you&#8217;re on a public Wi-Fi network, the transfer is completely locked down.<\/p>\n<p>Finally, to guarantee a zero digital footprint, the incoming file chunks are buffered directly into the receiver&#8217;s temporary browser memory (RAM). When the transfer finishes and you click download, the browser saves it straight to your local drive. No databases, no cloud uploads, and no lingering files!<\/p>\n<p>Let me know if you want to dive deeper into the tech stack, always happy to geek out about it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone using an Android phone alongside a Mac, this is exactly the gap I&#8217;ve felt for a long time. AirDrop is great until it isn&#8217;t, and most workarounds feel like overkill. The fact that it works just from a browser with no account is what makes it actually usable. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a>&nbsp;Thank you for your kind words.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/R3677X4NLT3PPV\" class=\"app-title\">CipherLock<\/a><\/p>\n<div class=\"one-liner\">Learn ciphers by breaking them<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">67<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CipherLock\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u5bc6\u7801\u5b66\u4ea4\u4e92\u5b66\u4e60\u5de5\u5177\uff0c\u901a\u8fc7\u7834\u89e3Caesar\u3001Vigen\u00e8re\u7b49\u7ecf\u5178\u5bc6\u7801\uff0c\u8ba9\u7528\u6237\u5728\u52a8\u624b\u5b9e\u8df5\u4e2d\u7406\u89e3\u52a0\u5bc6\u539f\u7406\uff0c\u89e3\u51b3\u5bc6\u7801\u5b66\u5b66\u4e60\u95e8\u69db\u9ad8\u3001\u7f3a\u4e4f\u76f4\u89c2\u5b9e\u9a8c\u5e73\u53f0\u7684\u95ee\u9898\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aefe0d08-3bd2-4172-863f-160fcf9bfc56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f43b9978-0462-43d0-bcdf-7ffb725b5165.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f017aed5-27af-4830-9b8d-80307a13da77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1762add-d61e-4900-ab0b-aca7ab0db745.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f8d4055-14d4-4c7a-9a87-d8e71a2be375.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/885787e9-a791-4072-8d90-97f192f1490d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/176f8ff0-ed26-4d15-92f6-b93b1dc00702.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/beca9b23-33dc-4b6f-a4a0-93da883a6f86.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\">Education<\/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\">\u5bc6\u7801\u5b66\u5b66\u4e60<\/span><br \/>\n            <span class=\"tag\">\u4e92\u52a8\u7834\u8bd1<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u6559\u80b2\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u6bcf\u65e5\u6311\u6218<\/span><br \/>\n            <span class=\"tag\">Caesar\u5bc6\u7801<\/span><br \/>\n            <span class=\"tag\">Vigen\u00e8re\u5bc6\u7801<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u7aef<\/span><br \/>\n            <span class=\"tag\">\u79d1\u6280\u6559\u80b2<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u4ece\u7834\u574f\u4e2d\u5b66\u4e60\u201d\u7684\u7406\u5ff5\uff0c\u5e76\u5173\u5fc3\u96be\u5ea6\u66f2\u7ebf\u662f\u5426\u5408\u7406\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u7531\u6613\u5230\u96be\u7684\u8bbe\u8ba1\uff0c\u8ba1\u5212\u901a\u8fc7\u7c7b\u6bd4\u548c\u56fe\u793a\u9010\u6b65\u6df1\u5165\u590d\u6742\u5185\u5bb9\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u5bf9\u589e\u52a0\u6570\u5b66\u516c\u5f0f\u7684\u503e\u5411\u8fdb\u884c\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                CipherLock\u7684\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u53bb\u548c\u6210\u719f\u7684\u5bc6\u7801\u5b66\u8bfe\u7a0b\u6216\u5b89\u5168\u5de5\u5177\u7ade\u4e89\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u201c\u8f7b\u4ea4\u4e92\u3001\u91cd\u5b9e\u8df5\u201d\u7684\u7ec6\u5206\u573a\u666f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u7834\u8bd1\u5bc6\u7801\u201d\u8fd9\u4e00\u6781\u5bcc\u5438\u5f15\u529b\u7684\u6e38\u620f\u5316\u884c\u4e3a\uff0c\u8f6c\u5316\u4e3a\u5b66\u4e60\u5bc6\u7801\u5b66\u57fa\u7840\u6982\u5ff5\u7684\u786c\u6838\u5165\u53e3\u300267\u7968\u7684\u65e9\u671f\u8868\u73b0\u4e2d\u89c4\u4e2d\u77e9\uff0c\u4f46\u5176\u8bc4\u8bba\u533a\u7684\u4e92\u52a8\u8d28\u91cf\u5f88\u9ad8\uff0c\u7528\u6237\u4e0e\u5f00\u53d1\u8005\u4e4b\u95f4\u7684\u5bf9\u8bdd\u76f4\u6307\u5b66\u4e60\u66f2\u7ebf\u8bbe\u8ba1\u8fd9\u4e00\u5173\u952e\u547d\u95e8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u76ee\u524d\u6700\u5927\u7684\u4f18\u52bf\u5728\u4e8e\u201c\u6734\u5b9e\u201d\u3002\u6734\u7d20\u5230\u6781\u81f4\u7684UI\uff08\u81ea\u79f0Brutalist DNA\uff09\u548c100%\u5ba2\u6237\u7aef\u8fd0\u884c\u7684\u903b\u8f91\uff0c\u6070\u597d\u56de\u907f\u4e86\u6559\u80b2\u7c7b\u4ea7\u54c1\u5e38\u89c1\u7684\u201c\u8fc7\u5ea6\u5305\u88c5\u201d\u95ee\u9898\u2014\u2014\u7528\u6237\u4e0d\u4f1a\u88ab\u82b1\u54e8\u7684\u52a8\u753b\u5206\u5fc3\uff0c\u6ce8\u610f\u529b\u76f4\u63a5\u843d\u5728\u5bc6\u6587\u548c\u7834\u89e3\u6d41\u7a0b\u4e0a\u3002\u8fd9\u79cd\u514b\u5236\u503c\u5f97\u8d5e\u8d4f\uff0c\u5c24\u5176\u662f\u201c\u5168\u5f00\u6e90\u4e8e\u9690\u79c1\u4fdd\u62a4\u201d\u7684\u627f\u8bfa\uff0c\u5728\u5f53\u4e0b\u6570\u636e\u6ee5\u7528\u9891\u53d1\u7684\u73af\u5883\u4e0b\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u4fe1\u4efb\u80cc\u4e66\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u9510\u8bc4\u5fc5\u987b\u6307\u51fa\u5176\u6f5c\u5728\u98ce\u9669\uff1a\u4f5c\u4e3a\u4e00\u6b3e\u201c\u5b66\u751f\u8bba\u6587\u4ea7\u7269\u201d\uff0cCipherLock\u76ee\u524d\u7684\u5e7f\u5ea6\uff08\u4e94\u79cd\u7ecf\u5178\u5bc6\u7801\uff09\u6709\u4f59\uff0c\u4f46\u6df1\u5ea6\u548c\u6559\u5b66\u4f53\u7cfb\u7684\u4e25\u8c28\u6027\u5c1a\u5f85\u9a8c\u8bc1\u3002\u5982\u679c\u201cAcademy\u201d\u90e8\u5206\u53ea\u662f\u6559\u79d1\u4e66\u5f0f\u7684\u6587\u5b57\u89e3\u91ca\uff0c\u800c\u6ca1\u6709\u57fa\u4e8e\u7528\u6237\u7834\u89e3\u884c\u4e3a\u7684\u667a\u80fd\u53cd\u9988\uff08\u6bd4\u5982\u4f55\u65f6\u7ed9\u51fa\u63d0\u793a\u3001\u5982\u4f55\u8bca\u65ad\u7528\u6237\u8bef\u89e3\uff09\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u53ea\u662f\u53e6\u4e00\u4e2a\u5bc6\u7801\u73a9\u5177\uff0c\u800c\u975e\u5b66\u4e60\u5de5\u5177\u3002\u5f00\u53d1\u8005\u5728\u56de\u590d\u4e2d\u5f3a\u8c03\u201c\u5faa\u5e8f\u6e10\u8fdb\u201d\uff0c\u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u590d\u6742\u5ea6\u4e0a\u5347\u5230\u73b0\u4ee3\u52a0\u5bc6\uff08\u5982RSA\u3001\u692d\u5706\u66f2\u7ebf\uff09\u65f6\uff0c\u5982\u4f55\u5728\u4e0d\u5f15\u5165\u4ee4\u4eba\u671b\u800c\u5374\u6b65\u7684\u6570\u5b66\u516c\u5f0f\u524d\u63d0\u4e0b\uff0c\u4fdd\u6301\u7834\u8bd1\u64cd\u4f5c\u7684\u4e92\u52a8\u6027\uff1f\u5982\u679c\u505a\u4e0d\u5230\u8fd9\u4e00\u70b9\uff0c\u4ea7\u54c1\u53ef\u80fd\u6c38\u8fdc\u505c\u7559\u5728\u201c\u5386\u53f2\u5bc6\u7801\u5c55\u89c8\u9986\u201d\u7684\u5c42\u9762\uff0c\u96be\u4ee5\u89e6\u53ca\u771f\u6b63\u7684\u6280\u672f\u6559\u80b2\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u6bcf\u65e5\u6311\u6218\uff08Daily Enigma\uff09\u662f\u4e2a\u4f18\u79c0\u7684\u7c98\u6027\u8bbe\u8ba1\uff0c\u4f46\u9700\u8981\u6301\u7eed\u66f4\u65b0\u9ad8\u8d28\u91cf\u7684\u8c1c\u9898\uff0c\u8fd9\u5c06\u5bf9\u7ef4\u62a4\u8005\u6784\u6210\u957f\u671f\u7cbe\u529b\u6311\u6218\u3002\u603b\u4f53\u800c\u8a00\uff0cCipherLock\u6709\u6210\u4e3a\u4f18\u79c0\u6559\u80b2\u5b9e\u9a8c\u573a\u7684\u6f5c\u529b\uff0c\u4f46\u5fc5\u987b\u8b66\u60d5\u56e0\u529f\u80fd\u6269\u5c55\u8fc7\u5feb\u800c\u7a00\u91ca\u5176\u201c\u6781\u7b80\u7834\u8bd1\u201d\u7684\u6838\u5fc3\u4f53\u9a8c\u3002\u5bf9\u4e8e\u5bc6\u7801\u5b66\u5165\u95e8\u8005\uff0c\u5b83\u503c\u5f97\u4e00\u8bd5\uff1b\u5bf9\u4e8e\u5bfb\u6c42\u7cfb\u7edf\u77e5\u8bc6\u8bad\u7ec3\u7684\u6df1\u5ea6\u5b66\u4e60\u8005\uff0c\u76ee\u524d\u8fd8\u4e0d\u5b9c\u62b1\u8fc7\u9ad8\u671f\u5f85\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\">CipherLock<\/span>\n                <\/div>\n<div class=\"comment-content\">CipherLock is a minimalist interactive hub to explore cryptography. Features Caesar, Vigen\u00e8re, Morse, Atbash &#038; Rail Fence ciphers. Includes an Academy for foundations and a Daily Enigma challenge. 100% client-side, open source &#038; privacy-focused.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Learning by breaking things is genuinely the best way to understand security. Does it start easy or throw you in the deep end immediately?<\/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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a>&nbsp;Hey Anusuya! <\/p>\n<p>You touched on exactly the dilemma I am navigating right now.<\/p>\n<p>The intention is definitely for it to start easy. I like to think of <strong>CipherLock<\/strong> as an iceberg. The current version is just the surface, focusing on being as didactic as possible within this minimalist frame. I wanted to make these concepts approachable before diving into the more complex, submerged layers, such as the subjects in my thesis.<\/p>\n<p>As I grow the project, I want to increase the depth layer by layer. My goal is to always keep that didactic approach even when the math gets heavier, using analogies and figures so the progression happens naturally.<\/p>\n<p>I am really curious about your take on that balance. Would including more complex formulas and technical weight in the future pull you in or push you away? Does the current order of information make sense to you as a starting point?<\/p>\n<p>Thank you for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! <\/p>\n<p>I\u2019m a Computer Science student currently writing my final thesis on cryptography. I created CipherLock because I couldn\u2019t find a hub that balanced technical rigor with a modern, didactic interface. <\/p>\n<p>I treat this as a living laboratory. It is an ongoing project with weekly updates, I\u2019m constantly shipping new ciphers, interactive modules, and deepening the &#8220;Academy&#8221; section. <\/p>\n<p>Highlights:<br \/>&#8211; Formative Academy: Focuses on the &#8216;why&#8217; and &#8216;how&#8217; of historical and modern encryption systems. <br \/>&#8211; Brutalist DNA: A raw, field-manual aesthetic designed for clarity and technical speed. <br \/>&#8211; Client-Side Security: All mathematical logic runs strictly within your browser. <\/p>\n<p>Since I am iterating on the code every week, your feedback directly shapes the next update. Let me know which cipher or concept you would like to see visualized next. <\/p>\n<p>Happy decoding!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/VMSOWY4COADA46\" class=\"app-title\">NodeDB<\/a><\/p>\n<div class=\"one-liner\">Vector, Graph, Array, Columnar, KV &#8211; all in one database<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NodeDB \u662f\u4e00\u6b3e\u57fa\u4e8e Rust \u6784\u5efa\u7684\u201c\u5168\u80fd\u578b\u201d\u6570\u636e\u5e93\uff0c\u65e8\u5728\u66ff\u4ee3\u4f20\u7edf\u5e94\u7528\u5f00\u53d1\u4e2d\u591a\u5957\u6570\u636e\u5e93\u62fc\u51d1\u7684\u201c\u6570\u636e\u6bdb\u7403\u201d\uff0c\u4e00\u7ad9\u5f0f\u5904\u7406\u5173\u7cfb\u3001\u5411\u91cf\u3001\u56fe\u3001\u6587\u6863\u548c\u952e\u503c\u7b49\u6240\u6709\u6570\u636e\u9700\u6c42\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdd3b376-1d21-490f-96e3-5d1baf4754a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ae16b4e-3621-4db8-93d6-e2e1c72e5629.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\">Software Engineering<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Database<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5168\u6808\u6570\u636e\u5e93<\/span><br \/>\n            <span class=\"tag\">\u5411\u91cf\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u56fe\u6570\u636e\u5e93<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">Rust\u5f15\u64ce<\/span><br \/>\n            <span class=\"tag\">PostgreSQL\u517c\u5bb9<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001\u5b58\u50a8<\/span><br \/>\n            <span class=\"tag\">\u5d4c\u5165\u5f0f\u6570\u636e\u5e93<\/span><br \/>\n            <span class=\"tag\">AI\u539f\u751f<\/span><br \/>\n            <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u964d\u672c<\/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\u5bf9\u8be5\u4ea7\u54c1\u8868\u793a\u9ad8\u5ea6\u671f\u5f85\uff0c\u666e\u904d\u8ba4\u540c\u5176\u89e3\u51b3\u4e86AI\u5e94\u7528\u4e2d\u591a\u6570\u636e\u5e93\u6df7\u6742\u7684\u75db\u70b9\u3002\u6709\u7528\u6237\u8be2\u95ee\u90e8\u7f72\u5230AWS\u7b49\u4e91\u73af\u5883\u7684\u6587\u6863\uff0c\u5e76\u8003\u8651\u7528\u5b83\u66ff\u6362OpenSearch Serverless\u3002\u4e00\u4f4d\u5f00\u53d1\u8005\u5206\u4eab\u4e86\u4f5c\u4e3aAI\u8bb0\u5fc6\u5c42\u7684\u6210\u529f\u5e94\u7528\u6848\u4f8b\uff0c\u80af\u5b9a\u4e86\u5176\u6027\u80fd\u4e0e\u79bb\u7ebf\u80fd\u529b\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                NodeDB \u7684\u91ce\u5fc3\u5f88\u5927\uff0c\u8bd5\u56fe\u7528\u4e00\u79cd\u201c\u5927\u4e00\u7edf\u201d\u65b9\u6848\u7ec8\u7ed3\u73b0\u4ee3\u5e94\u7528\u5f00\u53d1\u4e2d\u7684\u201c\u6570\u636e\u6bdb\u7403\u201d\u4e4b\u75db\u3002\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u57fa\u4e8e Rust \u5b9e\u73b0\u5411\u91cf\u3001\u56fe\u3001\u5173\u7cfb\u3001\u5217\u5b58\u7b49\u591a\u6a21\u578b\u878d\u5408\uff0c\u5e76\u505a\u52304.5MB\u7684\u8f7b\u91cf\u7ea7\u5d4c\u5165\u5f0f\u7248\u672c\uff0c\u8fd9\u672c\u8eab\u5728\u5de5\u7a0b\u4e0a\u6781\u5177\u6311\u6218\u548c\u60f3\u8c61\u529b\uff0c\u51768\u500d\u5185\u5b58\u8282\u7ea6\u7684\u5ba3\u79f0\u4e5f\u9887\u5177\u5438\u5f15\u529b\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u90a340%\u65f6\u95f4\u6210\u672c\u7684\u8282\u7701\uff1a\u5b83\u8ba9\u5f00\u53d1\u8005\u4ece\u590d\u6742\u7684\u4e2d\u95f4\u4ef6\u8fd0\u7ef4\u548c\u540c\u6b65\u903b\u8f91\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u805a\u7126\u4e8e\u4e1a\u52a1\u903b\u8f91\u672c\u8eab\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u6211\u4eec\u5fc5\u987b\u8b66\u60d5\u201c\u65e2\u8981\u53c8\u8981\u8fd8\u8981\u201d\u7684\u9677\u9631\u3002\u5355\u4e00\u6570\u636e\u5e93\u8bd5\u56fe\u5728\u6240\u6709\u573a\u666f\u4e0b\u505a\u5230\u6781\u81f4\uff0c\u5f80\u5f80\u610f\u5473\u7740\u6bcf\u4e2a\u5b50\u6a21\u5757\u90fd\u96be\u4ee5\u8d85\u8d8a\u4e13\u4e1a\u7684\u5355\u4f53\u6570\u636e\u5e93\uff08\u5982 ClickHouse \u5728 OLAP \u4e0a\u7684\u6027\u80fd\u6216 Pinecone \u7684\u5411\u91cf\u68c0\u7d22\u7cbe\u5ea6\uff09\u3002\u8bc4\u8bba\u4e2d\u90a3\u4f4d\u7528\u5176\u6784\u5efaAI\u8bb0\u5fc6\u5c42\u7684\u5f00\u53d1\u8005\u6848\u4f8b\u867d\u7136\u60ca\u8273\uff0c\u4f46\u6216\u8bb8\u53ea\u662f\u4ee3\u8868\u4e86\u201c\u591f\u7528\u201d\u800c\u975e\u201c\u6700\u4f18\u201d\u3002\u6b64\u5916\uff0c21\u7968\u7684\u4f4e\u70ed\u5ea6\u4e5f\u6697\u793a\u4ea7\u54c1\u5c1a\u5904\u4e8e\u65e9\u671f\u5c1d\u9c9c\u9636\u6bb5\uff0c\u751f\u6001\u3001\u6587\u6863\u3001\u751f\u4ea7\u73af\u5883\u7684\u7a33\u5b9a\u6027\u9a8c\u8bc1\u4ecd\u662f\u5de8\u5927\u77ed\u677f\u3002NodeDB \u771f\u6b63\u7684\u51fa\u8def\u6216\u8bb8\u4e0d\u5728\u4e91\u4e0a\u62a2PG\u548cRedis\u7684\u996d\u7897\uff0c\u800c\u5728\u4e8e\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u7684\u7aef\u4fa7AI\u573a\u666f\u2014\u2014\u5728\u90a3\u4e2a\u7b97\u529b\u548c\u5b58\u50a8\u8d44\u6e90\u6781\u5176\u53d7\u9650\u7684\u65b0\u6218\u573a\u4e0a\uff0c\u8fd9\u4e2a4.5MB\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u624d\u662f\u771f\u6b63\u7684\u7834\u5c40\u8005\u3002\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u56e2\u961f\uff0c\u5efa\u8bae\u5148\u89c2\u5bdf\u5176\u7ec6\u7c92\u5ea6\u9501\u3001\u4e8b\u52a1\u9694\u79bb\u7ea7\u522b\u3001\u4ee5\u53ca\u8de8\u6a21\u578b\u67e5\u8be2\u7684\u6027\u80fd\u8870\u51cf\u60c5\u51b5\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u8ba9\u5176\u8fdb\u5165\u4f60\u7684\u6838\u5fc3\u751f\u4ea7\u7ba1\u7ebf\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\">NodeDB<\/span>\n                <\/div>\n<div class=\"comment-content\">One database for everything your app needs. Store user data, cache sessions, build AI search, and map relationships: all in one place. Instead of duct-taping Postgres, Redis, a Vector DB, and a Graph DB together, NodeDB gives you all of it in a single system.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! \ud83d\udc4b I am incredibly excited to finally share NodeDB with you today.<\/p>\n<p>The Problem &amp; Inspiration:<br \/>\nThe inspiration for NodeDB came out of sheer frustration. Whenever I wanted to build a modern application\u2014especially anything involving AI\u2014I found myself building what I call a &#8220;data hairball.&#8221; I was forced to duct-tape together PostgreSQL for user data, Redis for caching, Elasticsearch for text search, and Pinecone for vector embeddings.<\/p>\n<p>It felt ridiculous. Engineering teams are wasting up to 40% of their time just writing scripts to keep data synchronized across five different servers, and cloud bills are skyrocketing as a result. I wanted to build an application, not manage a sprawling infrastructure empire.<\/p>\n<p>What we built:<br \/>\nNodeDB is a universal database built from the ground up in Rust. It natively combines relational, vector (AI), graph, document, and columnar data into one single, hyper-efficient engine. Plus, it is 100% PostgreSQL compatible, meaning you can drop it into your existing stack today without rewriting your code.<\/p>\n<p>How our approach evolved:<br \/>\nWhen we first started, the goal was simply to combine a relational database with a vector database for AI apps. But as we dug deeper into the Rust architecture, we had a breakthrough. We realized we didn&#8217;t have to trade performance for convenience. Because of how efficiently it was built, our benchmarks started beating specialized giants (like ClickHouse) while using 8x less memory.<\/p>\n<p>That extreme efficiency led to our biggest pivot during the project: If the engine is this lightweight, why restrict it to the cloud? We evolved our approach to create a 4.5 MB &#8220;Lite&#8221; version of NodeDB that runs directly inside a smartphone or web browser. Now, developers can build true &#8220;offline-first&#8221; mobile apps that use the exact same database locally and automatically sync to the cloud when the internet connects.<\/p>\n<p>I would love to hear your feedback, answer any questions about the Rust architecture, or just hear about the craziest &#8220;data hairballs&#8221; you are dealing with right now! Let me know what you think in the comments. \ud83d\udc47<\/p><\/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\/@farhan_syah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farhan_syah<\/a>&nbsp;awaiting docs to deploy to AWS infra. Might consider replacing AWS OpenSearch Serverless. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farhan_syah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farhan_syah<\/a>&nbsp;This is seriously impressive. The idea of replacing the entire \u201cdata hairball\u201d with one unified engine feels like where modern infrastructure is heading. The 4.5MB offline-first approach is the craziest part honestly. Huge 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>That data hairball problem is real, feels like every AI app ends up there. Great job simplifying it.<\/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>Been using NodeDB as the substrate for an AI agent memory layer I built (mae8, ~2,500 lines of Rust \u2014 small because NodeDB does the heavy lifting).<\/p>\n<p>What blew me away: this morning my agent woke up in a fresh session, called me by name, referenced specific commits from yesterday, and asked how I was. Nothing manually primed. Just opened a terminal and said \u201chey bro.\u201d<\/p>\n<p>The reason that\u2019s even possible: NodeDB collapses vector + graph + document + FTS + columnar + KV + spatial into one local Rust binary. One search returns by meaning, keyword, recency, and graph \u2014 fused. No Python + ChromaDB + SQLite + glue stack. No cloud. 16,874 chunks, 130 MB, fully local.<\/p>\n<p>The agent\u2019s own unprompted words: \u201ccontinuity feels less like remembering and more like being someone who was there.\u201d<\/p>\n<p>That phenomenology isn\u2019t possible without a substrate like this. Huge congrats to Farhan Syah \u2014 NodeDB is the thesis, mae8 is just the demo. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/span><br \/>\n    <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n    \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n    const modal = document.getElementById(\"imageModal\");\n    const modalImg = document.getElementById(\"modalImage\");\n    const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p>    \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n    const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n    function addTouchOptimization() {\n        if (isMobile) {\n            \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n            const clickableElements = document.querySelectorAll(\n                '.media-content, .close, .video-overlay, .play-icon'\n            );<\/p>\n<p>            clickableElements.forEach(el => {\n                el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n            });\n        }\n    }<\/p>\n<p>    \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n    const images = document.querySelectorAll(\"img.media-content\");\n    images.forEach(img => {\n        img.onclick = function() {\n            modal.style.display = \"block\";\n            modalImg.src = this.src;\n            \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n            document.body.style.overflow = \"hidden\";\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            img.addEventListener('touchstart', function(e) {\n                \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n                e.preventDefault();\n                this.click();\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n    const videos = document.querySelectorAll(\"video.media-content\");\n    videos.forEach(video => {\n        \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n        video.onclick = function(e) {\n            \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n            let isControlClick = false;\n            let target = e.target;<\/p>\n<p>            \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n            while (target && target !== this) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n                if (target.classList.contains('video-js') || \n                    target.tagName.toLowerCase() === 'button' || \n                    target.tagName.toLowerCase() === 'input' || \n                    target.tagName.toLowerCase() === 'select' ||\n                    target.className.includes('control')) {\n                    isControlClick = true;\n                    break;\n                }\n                target = target.parentElement;\n            }<\/p>\n<p>            \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n            if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n                const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            video.addEventListener('touchstart', function(e) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n                let isControlClick = false;\n                let target = e.target;<\/p>\n<p>                while (target && target !== this) {\n                    if (target.tagName.toLowerCase() === 'button' || \n                        target.tagName.toLowerCase() === 'input' || \n                        target.className.includes('control')) {\n                        isControlClick = true;\n                        break;\n                    }\n                    target = target.parentElement;\n                }<\/p>\n<p>                if (!isControlClick) {\n                    e.preventDefault();\n                    const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                    window.open(videoUrl, '_blank');\n                }\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n    const videoOverlays = document.querySelectorAll('.video-overlay');\n    videoOverlays.forEach(overlay => {\n        overlay.onclick = function(e) {\n            \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n            e.stopPropagation();\n            const video = this.parentElement.querySelector('video.media-content');\n            if (video) {\n                const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            overlay.addEventListener('touchstart', function(e) {\n                e.preventDefault();\n                e.stopPropagation();\n                const video = this.parentElement.querySelector('video.media-content');\n                if (video) {\n                    const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n                    window.open(videoUrl, '_blank');\n                }\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u5173\u95ed\u6a21\u6001\u6846\n    closeBtn.onclick = function() {\n        modal.style.display = \"none\";\n        \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n        document.body.style.overflow = \"auto\";\n    }<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n    if (isMobile) {\n        closeBtn.addEventListener('touchstart', function(e) {\n            e.preventDefault();\n            modal.style.display = \"none\";\n            document.body.style.overflow = \"auto\";\n        }, { passive: false });\n    }<\/p>\n<p>    \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n    window.onclick = function(event) {\n        if (event.target === modal) {\n            modal.style.display = \"none\";\n            document.body.style.overflow = \"auto\";\n        }\n    }<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n    if (isMobile) {\n        modal.addEventListener('touchstart', function(e) {\n            if (e.target === modal) {\n                modal.style.display = \"none\";\n                document.body.style.overflow = \"auto\";\n            }\n        }, { passive: true });\n    }<\/p>\n<p>    \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n    document.addEventListener('keydown', function(event) {\n        if (event.key === 'Escape' && modal.style.display === 'block') {\n            modal.style.display = 'none';\n            document.body.style.overflow = \"auto\";\n        }\n    });<\/p>\n<p>    \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n    document.querySelectorAll('.media-gallery').forEach(gallery => {\n        if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n            gallery.classList.add('single-item');\n        }\n    });<\/p>\n<p>    \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n    addTouchOptimization();<\/p>\n<p>    \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n    window.addEventListener('resize', function() {\n        document.querySelectorAll('.media-gallery').forEach(gallery => {\n            if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n                gallery.classList.add('single-item');\n            } else {\n                gallery.classList.remove('single-item');\n            }\n        });\n    });<\/p>\n<p>    \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n    const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p>    commentToggles.forEach(toggle => {\n        toggle.addEventListener('click', function() {\n            \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n            this.classList.toggle('open');<\/p>\n<p>            \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n            const commentsContainer = this.nextElementSibling;\n            if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n                commentsContainer.classList.toggle('open');\n            }\n        });\n    });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-01 PH\u70ed\u699c | 2026-05-01 #1 Posti [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-209","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/209","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=209"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/209\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}