{"id":225,"date":"2026-05-18T12:45:30","date_gmt":"2026-05-18T04:45:30","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/18\/2026-05-17\/"},"modified":"2026-05-18T12:45:30","modified_gmt":"2026-05-18T04:45:30","slug":"2026-05-17","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/18\/2026-05-17\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-17"},"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 2026-05-17<\/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%; 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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 | 2026-05-17<\/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\/5IJWOH2H3DJIER\" class=\"app-title\">Fere AI<\/a><\/p>\n<div class=\"one-liner\">AI agents that turn signals into crypto + Polymarket trades<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">386<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fere AI\u662f\u4e00\u4e2a\u5c06\u5e02\u573a\u4fe1\u53f7\u8f6c\u5316\u4e3a\u81ea\u4e3b\u4ea4\u6613\u5de5\u4f5c\u6d41\u7684AI\u4ee3\u7406\u5e73\u53f0\uff0c\u4e13\u6ce8\u4e8e\u52a0\u5bc6\u8d27\u5e01\u548cPolymarket\u9884\u6d4b\u5e02\u573a\uff0c\u89e3\u51b3\u7528\u6237\u9700\u624b\u52a8\u6267\u884c\u4ea4\u6613\u7b56\u7565\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4ece\u7814\u7a76\u3001\u7b56\u7565\u6784\u5efa\u3001\u8def\u7531\u4f18\u5316\u523024\/7\u65e0\u4eba\u503c\u5b88\u6267\u884c\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\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\/6f50454e-0f2f-4bb9-91eb-7e63c7d03637.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6a855a0-c61f-4673-946f-16a84b9fe843.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9c56adc-34b2-4f4a-821f-107c0beb26ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ee93b07-9998-4ce9-abd9-24fd2a3b1d1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fac95e80-7983-4ba3-b59a-8c4400bb860f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/668127da-e117-4bab-8977-e456a211edcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/702509df-3b13-4bd9-8ec9-64d5faa76314.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7826a9f-980e-4fe6-9dd2-3b50fb036059.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\/5fddf5f0-5382-475a-a592-bf9d7d11db54.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ZEC-GRtLMmU\"><source src=\"https:\/\/www.youtube.com\/watch?v=ZEC-GRtLMmU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Fintech<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Web3<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u52a0\u5bc6\u4ea4\u6613<\/span><br \/>\n            <span class=\"tag\">Polymarket\u9884\u6d4b\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u81ea\u4e3b\u6267\u884c<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u4ea4\u6613\u7b56\u7565<\/span><br \/>\n            <span class=\"tag\">\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u8de8\u94fe\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u91cf\u5316\u4ea4\u6613<\/span><br \/>\n            <span class=\"tag\">\u94b1\u5305\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53<\/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\u6ce8Polymarket\u81ea\u4e3b\u4ea4\u6613\u5982\u4f55\u9009\u62e9\u5e02\u573a\uff08\u4fe1\u53f7\u3001\u6d41\u52a8\u6027\u3001\u4ef7\u5dee\uff09\uff0c\u957f\u65f6\u8fd0\u884c\u7b56\u7565\u7684\u8bb0\u5fc6\u673a\u5236\uff0c\u4ee5\u53ca\u4efb\u52a1\u6f02\u79fb\u4e0e\u9519\u8bef\u6062\u590d\u3002\u6709\u7528\u6237\u8be2\u95ee\u6760\u6746\u4ea4\u6613\u8def\u7ebf\uff0c\u4ee5\u53caAI\u6a21\u578b\u5408\u89c4\u6027\uff08\u4f7f\u7528\u5f00\u6e90\/\u95ed\u6e90\u6a21\u578b\uff09\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3\u4ea4\u6613\u786e\u8ba4\u6a21\u5f0f\u3001\u9ed1\u5929\u9e45\u9632\u62a4\u548c\u94b1\u5305\u5bc6\u94a5\u5b89\u5168\u6027\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u5f3a\u8c03\u6a21\u62df\u56de\u6d4b\u3001\u98ce\u9669\u63a7\u5236\u548c\u5b89\u5168\u67b6\u6784\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                Fere AI\u5728\u201cAI+Crypto\u201d\u8fd9\u7247\u7ea2\u6d77\u4e2d\u505a\u51fa\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u5b9a\u4f4d\u5207\u6362\uff1a\u4ece\u201c\u8ba9AI\u5e2e\u4f60\u5206\u6790\u201d\u5230\u201c\u8ba9AI\u5e2e\u4f60\u5e72\u201d\u3002\u8bc4\u8bba\u4e2d\u90a3\u53e5\u201cYour AI should be making your trades, not just narrating them\u201d\u7cbe\u51c6\u51fb\u4e2d\u4e86\u884c\u4e1a\u75db\u70b9\u2014\u2014\u7edd\u5927\u591a\u6570\u6240\u8c13\u7684AI\u52a9\u624b\u4e0d\u8fc7\u662f\u62ab\u7740\u667a\u80fd\u5316\u5916\u8863\u7684\u641c\u7d22\u5f15\u64ce\u6216\u56fe\u8868\u5de5\u5177\uff0c\u6700\u7ec8\u4ecd\u9700\u4eba\u7c7b\u4eb2\u624b\u6267\u884c\u3002Fere\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5b83\u5c06AI\u4ee3\u7406\u7684\u201c\u884c\u52a8\u80fd\u529b\u201d\u4ea7\u54c1\u5316\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u601d\u8003\u80fd\u529b\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6280\u672f\u5c42\u9762\uff0c\u5176\u201c\u4e13\u7528\u5b50\u4ee3\u7406+\u4efb\u52a1\u68c0\u67e5\u70b9+\u5b9e\u65f6\u5e02\u573a\u53cd\u9988\u201d\u7684\u591a\u5c42\u67b6\u6784\uff0c\u662f\u5bf9\u5f53\u524dLLM\u666e\u904d\u5b58\u5728\u7684\u4efb\u52a1\u6f02\u79fb\u548c\u957f\u671f\u53ef\u9760\u6027\u95ee\u9898\u7684\u52a1\u5b9e\u56de\u5e94\u3002\u800c\u9009\u62e9Polymarket\u4f5c\u4e3a\u7a81\u7834\u53e3\uff0c\u5219\u662f\u4e00\u4e2a\u9ad8\u660e\u7684\u5dee\u5f02\u5316\u7b56\u7565\uff1a\u9884\u6d4b\u5e02\u573a\u7684\u4fe1\u53f7\u8d28\u91cf\u4e0e\u4fe1\u606f\u4e0d\u5bf9\u79f0\u6027\uff0c\u6bd4\u7eaf\u52a0\u5bc6\u9891\u8c31\u66f4\u5951\u5408AI\u7684\u63a8\u7406\u4f18\u52bf\uff0c\u4e14\u907f\u5f00\u4e86\u4e0e\u4f17\u591a\u73b0\u8d27\u4ea4\u6613\u673a\u5668\u4eba\u7684\u76f4\u63a5\u7ade\u4e89\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\u3002\u867d\u7136\u56e2\u961f\u58f0\u79f0\u901a\u8fc7\u5b89\u5168\u98de\u5730\uff08AWS Nitro\uff09\u548c\u53ef\u7f16\u7a0b\u5b88\u95e8\u4eba\u5b9e\u73b0\u4e86\u5bc6\u94a5\u4e0e\u6267\u884c\u9694\u79bb\uff0c\u4f46\u7528\u6237\u7684\u4fe1\u4efb\u8d64\u5b57\u4f9d\u7136\u5b58\u5728\u2014\u2014\u4e00\u65e6AI\u56e0\u6a21\u578b\u5e7b\u89c9\u6216\u5e02\u573a\u6781\u7aef\u60c5\u51b5\u9020\u6210\u635f\u5931\uff0c\u201c\u90fd\u662fAI\u7684\u9519\u201d\u5728\u91d1\u878d\u9886\u57df\u7edd\u975e\u514d\u8d23\u58f0\u660e\u3002\u6b64\u5916\uff0c\u5e73\u53f0\u58f0\u79f079%\u7684\u80dc\u7387\uff08\u9488\u5bf9\u90e8\u5206\u7b56\u7565\uff09\u4e14\u201c\u9884\u6784\u5efa\u7b56\u7565\u6301\u7eed\u4ea4\u4ed8\u201d\uff0c\u5728\u725b\u718a\u8f6c\u6362\u4e2d\u80fd\u5426\u6301\u7eed\u5b58\u7591\u3002Fere\u5f53\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u4f46\u5951\u7ea6\u6a21\u7cca\u7684\u201c\u59d4\u6258\u8d26\u6237\u201d\uff0c\u5982\u4f55\u901a\u8fc7\u900f\u660e\u5316\u7b56\u7565\u65e5\u5fd7\u3001\u5f3a\u5316\u7528\u6237\u5bf9AI\u51b3\u7b56\u8fb9\u754c\u7684\u7406\u89e3\uff0c\u662f\u5176\u4eceGeek\u73a9\u5177\u8d70\u5411\u4e3b\u6d41\u5de5\u5177\u7684\u5173\u952e\u4e00\u8dc3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6700\u7ec8\uff0c\u8fd9\u4f9d\u7136\u662f\u201c\u901f\u5ea6\u4e0e\u5b89\u5168\u201d\u7684\u8001\u95ee\u9898\u3002Fere\u505a\u5bf9\u4e86\u7b2c\u4e00\u6b65\uff1a\u8ba9AI\u5177\u6709\u884c\u52a8\u529b\u3002\u4f46\u80fd\u5426\u8d70\u5f97\u66f4\u8fdc\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8ba9\u7528\u6237\u5728\u4ea4\u4ed8\u94a5\u5319\u65f6\uff0c\u76f8\u4fe1AI\u4e0d\u4ec5\u8dd1\u5f97\u5feb\uff0c\u8fd8\u4f1a\u5239\u8f66\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\">Fere AI<\/span>\n                <\/div>\n<div class=\"comment-content\">Unlike generic crypto research assistants, Fere turns market signals into autonomous trading workflows. Agents research opportunities, build trade setups, optimize routes and fees, execute with a wallet, and monitor strategies 24\/7 across crypto and Polymarket. Standout features include autonomous Polymarket trading, entry\/exit rules, stop-loss controls, execution routing, and lower-cost agent runs.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>&#8220;Your AI should be making your trades, not just narrating them.&#8221;<\/strong><\/p>\n<p>That line wouldn&#8217;t leave us alone. So here we are.<\/p>\n<p>I&#8217;m Aron. Pranav and I have been building autonomous AI since 2014, before agents were a buzzword. Enterprise AI for pharma, Fortune 100 ops, web3 infra. Multiple exits. A few brutal failures. One obsession throughout: AI that actually acts, not just answers.<\/p>\n<p>Crypto handed us the perfect environment. But the workflow was broken. I was bouncing between six tabs every morning, and every &#8220;AI&#8221; I tried would research beautifully then hand me back the mouse. Not an agent. A fancy search engine.<\/p>\n<p>The market splits into two failures:<\/p>\n<ul>\n<li>\n<p>Chatbots that walk you through a trade and never make it<\/p>\n<\/li>\n<li>\n<p>Bots that fire orders all day and can&#8217;t tell you why<\/p>\n<\/li>\n<\/ul>\n<p>Either way, you end up doing the work anyway. <strong>Fere is the third thing.<\/strong><\/p>\n<p>Tell it your thesis in plain English. It researches, trades, manages risk \u2014 with its own wallet, across multiple chains, for days unattended.<\/p>\n<p>What you can hand it today:<\/p>\n<p>\u2192 <em>&#8220;Track top 5 AI tokens by 7-day volume. Rebalance weekly. Cut anything down 20%, let winners run.&#8221;<\/em><\/p>\n<p>\u2192 <em>&#8220;Find me easy wins on polymarket&#8221;<\/em><\/p>\n<p>\u2192 <em>&#8220;Every day buy 10$ of eth for me as long as it is under 2400$&#8221;<\/em><\/p>\n<p><strong>Why it works:<\/strong> most &#8220;AI agents&#8221; tap out after one prompt. Ours have been live 90+ days straight \u2014 reasoning, remembering, adapting, improving. Not scripts with vibes. Real system underneath: planner, retriever, analyst, executor, guardian.<\/p>\n<p><strong>Where we are:<\/strong> 7,000+ daily users. 10M+ autonomous executions. Backed by Ethereal Ventures, Galaxy Vision Hill, and Kosmos Ventures.<\/p>\n<p>We&#8217;re just getting started. Swarm framework goes open-source next. The agentic internet is coming \u2014 we&#8217;re building the infrastructure early.<\/p>\n<p>Try free at <a href=\"http:\/\/fereai.xyz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fereai.xyz<\/a> , no card needed.<\/p>\n<p>What&#8217;s the trade or thesis you&#8217;d actually trust an AI to run? Drop it below \ud83d\udc47 Pranav and I are here all day.<\/p>\n<p>~ Aron &amp; Pranav<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>23<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@0xaron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0xaron<\/a>&nbsp;Congrats team! Curious how memory works across long-running strategies. If an agent has been live for 90+ days, does it maintain a structured thesis\/history of why it entered positions, or does it mostly rely on fresh market data and rules?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Polymarket integration is what got me.<\/p>\n<p> You claim that most prediction market tools just surface odds while Fere actually trades them autonomously&#8230;<\/p>\n<p>Curious how the agent decides which markets are worth entering. Is it purely signal-based or does it factor in liquidity and market depth too? Because thin markets on Polymarket can move fast once a position opens.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@0xaron\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"0xaron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0xaron<\/a> would love to understand the edge here vs. just trading spot crypto.<\/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\/@0xaron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0xaron<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@abhiranjan_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiranjan_mehta<\/a>&nbsp;Great question, and you&#8217;ve identified exactly the nuance that makes Polymarket interesting and tricky at the same time.<\/p>\n<p>The agent doesn&#8217;t just chase odds. Before entering a market, it evaluates signal strength, liquidity depth, and spread, thin markets with wide spreads get filtered out because the slippage kills the edge before you even open the position.<\/p>\n<p>The edge vs. spot crypto is in the structure of the market itself. Polymarket resolves on real-world outcomes &#8211; so the signal layer is fundamentally different. You&#8217;re not reading price action, you&#8217;re reading information asymmetry. When the agent finds a market where public odds haven&#8217;t caught up to what the data suggests, that&#8217;s the entry.<\/p>\n<p>It&#8217;s a different muscle than spot trading. Took us a while to get the workflow right, but it&#8217;s one of our favorite things we&#8217;ve built.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>8<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to hunt Fere AI today!<\/p>\n<\/p>\n<p>I&#8217;m impressed by Fere AI&#8217;s execution-first approach to agentic finance: turning market signals into crypto and Polymarket trades, not just research reports.<\/p>\n<\/p>\n<p>What I particularly appreciate is the focus on the full workflow: research the opportunity, build the setup, optimize routes and fees, and execute with a wallet.<\/p>\n<\/p>\n<p>The Polymarket angle also makes this stand out. Most crypto agents compete on research, but Fere is pushing further into autonomous execution.<\/p>\n<\/p>\n<p>Also: cheaper query + execution runs make the product feel practical.<\/p>\n<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a>&nbsp;Thank you for hunting us and for getting it so precisely!<\/p>\n<p>You&#8217;ve nailed the thing we obsess over internally &#8211; research without execution is just a newsletter. The full workflow is the product.<\/p>\n<p>Polymarket was a deliberate bet. Prediction markets are one of the few places where signal quality gets priced in real time. It&#8217;s a natural fit for what we&#8217;re building.<\/p>\n<p>And yes, cost per run matters. An agent you can&#8217;t afford to run daily isn&#8217;t really an agent.<\/p>\n<p>Excited to have the community put it through its paces today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks very impressive, congratulations on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaipandya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaipandya<\/a>&nbsp;Thanks a ton!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaipandya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaipandya<\/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\">I thought some of the frontier models have ToS that say this is maybe not acceptable?<\/p>\n<p>Do you use open source\/weights models?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a>&nbsp;You\u2019re right that some frontier model providers\u2019 terms\/policies treat finance as a sensitive or high-risk domain. But I don\u2019t think the clean reading is \u201cfinancial or crypto research \/ trade is prohibited.\u201d<\/p>\n<\/p>\n<p>OpenAI\u2019s policy calls out \u201ctailored advice that requires a license\u201d and \u201cautomation of high-stakes decisions\u201d in \u201cfinancial activities and credit,\u201d not financial research broadly. Anthropic is even more explicit: finance is a \u201cHigh-Risk Use Case,\u201d including investment advice and financial eligibility\/creditworthiness, but the requirement is human review and disclosure rather than a blanket ban. Google\u2019s policy has the same general shape around high-risk finance decisions.<\/p>\n<\/p>\n<p>Our product follows all standard guidelines for such high risk use case, including disclosures, risk understandings and warnings at necessary steps.<\/p>\n<\/p>\n<p>Regarding our choice of models &#8211; It varies. We do use the top models in both open and closed weights across different places.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@pranavprakash thanks. This (model switching) is going to be the area of innovation, in general.<\/div>\n<div class=\"comment-actions\">\n<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>Question for the team &#8211; is leverage trading on the roadmap?<\/p>\n<\/p>\n<p>The execution-first approach makes a lot of sense for spot and prediction markets. But the real unlock for an autonomous agent feels like perps and leverage, where speed and signal quality actually compound.<\/p>\n<\/p>\n<p>A lot of AI trading tools stop at spot because leverage adds complexity. Curious if Fere is going there or deliberately staying away from it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suyash_kr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyash_kr<\/a>&nbsp;You&#8217;re thinking about it exactly the way we do.<\/p>\n<p>Short answer: yes, we&#8217;re going there.<\/p>\n<p>Longer answer: we&#8217;re actually launching our AI Quant next week &#8211; your personal quant trader that lets you build and run your own strategies, not just use ours. Swing and day trading strategies are already live, and we&#8217;re seeing a 79% win rate on BTC, ETH, and SOL.<\/p>\n<p>On perps specifically, Hyperliquid integration is built. Not publicly live yet, but it&#8217;s coming very soon.<\/p>\n<p>We didn&#8217;t stop at spot because it was easier. We stopped there first because getting execution right on spot is the foundation. <\/p>\n<p>Leverage on top of a shaky execution layer is just a faster way to blow up.<\/p>\n<p>The foundation is solid. Perps are next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gave it a shot, alpha is unreal. Congrats on shipping this you lot.<\/p>\n<\/p>\n<p>Looking forward to trying out AI quant next week<\/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\/@akshitverma5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshitverma5<\/a>&nbsp;This made our day, genuinely.<\/p>\n<p>AI Quant for HyperLiquid next week is going to be worth the wait. Build your own strategies, run them autonomously, your edge your way.<\/p>\n<p>Stay close. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Aron and team!<\/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\/@akhilbvs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akhilbvs<\/a>&nbsp;Thank you! Feels surreal to finally have it out in the world.<\/p>\n<p>Would love to hear what you think once you&#8217;ve had a chance to try it. Your review matters!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Building agents myself, the hardest unsolved problem isn&#8217;t capability; it&#8217;s reliability over long horizons. <\/p>\n<p>What&#8217;s your approach to handling task drift and error recovery in multi-step flows? This is where most agent products silently fail.<\/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\/@ishu86\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishu86<\/a>&nbsp;This is the right question and most people are not asking it yet.<\/p>\n<p>Task drift and silent failure in multi-step flows is genuinely the hardest infrastructure problem we deal with. Our approach has three layers.<\/p>\n<p><strong>First<\/strong>, specialist sub-agents. Instead of one general agent trying to hold context across a long horizon, each sub-agent owns a narrow, well-defined task. Smaller scope means less surface area for drift.<\/p>\n<p><strong>Second<\/strong>, ordered task execution with checkpoints. Fere breaks a strategy into a sequence of atomic tasks. Each step validates its own output before passing to the next. If something looks off, it does not silently proceed.<\/p>\n<p><strong>Third<\/strong>, live market feedback as a correction signal. Because our agents operate with real wallets in real markets, they get continuous ground truth. Reinforcement learning against live outcomes means errors surface fast and the agent self-corrects over time rather than compounding mistakes.<\/p>\n<p>We will not claim we have fully solved this. Nobody has. But 10 million live executions across 90 plus day strategies gives us a real feedback loop that most agent products running on synthetic benchmarks simply do not have.<\/p>\n<p>Would love to compare notes on what you are seeing on your end.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Fere optimize routes and fees compared to manual execution?<\/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\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a>&nbsp;Love this question. For spot DEX swaps, we aggregate the aggregators \u2014 pulling from nearly all the top ones by volume across every chain we support. The optimizer balances execution reliability and best price in real time. So yes, exactly like a trader frantically tabbing between aggregator UIs during a volatile candle, except Fere does it deterministically in the background. Manual execution leaves alpha on the table; we close that gap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a mode where it suggests trades but waits for your confirmation before executing? Would love to start there before going fully autonomous. Great product either way.<\/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\/@vishalmehta8340\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishalmehta8340<\/a>&nbsp;Not exactly in the way you described but we thought about this a lot.<\/p>\n<p>A confirmation-before-every-trade mode sounds great on paper, but the token cost per decision makes it genuinely impractical at scale. We&#8217;d either have to charge a lot more or the agent would be too slow to be useful.<\/p>\n<p>What we do instead: you can backtest and simulate your strategy first. Run it, see how it performs historically, get confident in it, and then flip it to live execution. Same outcome, without the overhead.<\/p>\n<p>And for users who don&#8217;t want to build their own, our pre-built strategies have been tested and have been delivering consistently. You&#8217;re not flying blind either way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice, how does it handle flash crashes or black swans?<\/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\/@rahul_singh_bhadoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_singh_bhadoriya<\/a>&nbsp;Great question, and the one we take seriously. A few layers to how we handle it:<\/p>\n<p>First, the agent doesn&#8217;t just execute blindly. Risk parameters: position sizing, stop logic, exposure limits &#8211; are built into the workflow before a trade ever fires.<br \/>Second, flash crashes are a speed problem. Our execution layer is designed to react faster than a human watching a chart, but we also have circuit-breaker style controls so it doesn&#8217;t double down into a free fall.<\/p>\n<p>Black swans are harder &#8211; no system predicts the truly unprecedented. What we focus on is limiting downside when the model&#8217;s confidence is low and the market is behaving anomalously. The agent knows when to step back.<\/p>\n<p>Happy to go deeper on any specific scenario.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how do you fight the tendencies LLMs have to agree with whatever you say.<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a>&nbsp;Sycophancy in LLMs is real, and a trading agent that agrees with everything you say is a liability, not a feature.<\/p>\n<\/p>\n<p>The Fere Agent Harness is our answer. The agent builds its own thesis first \u2014 grounded in research, live market data, and prior context \u2014 before it ever responds to your input. When your view contradicts the evidence, it doesn&#8217;t fold. It surfaces the conflict, attempts to resolve it, and shows you the reasoning. Think verifier, not yes-man.<\/p>\n<\/p>\n<p>Final call is always yours. But by the time it reaches you, the agent has actually done the work to disagree.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a mode where it suggests trades but waits for your confirmation before executing? Would love to start there before going fully autonomous. Great product either way.<\/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\/@kumar_ritesh21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumar_ritesh21<\/a>&nbsp;Not exactly, and here&#8217;s the honest reason why.<\/p>\n<p>A confirm-before-execute mode burns a huge amount of tokens per trade decision. It&#8217;s technically possible but it makes the product expensive and slow for most users. Didn&#8217;t feel like the right trade-off.<\/p>\n<p>Instead we give you backtesting and simulation &#8211; run your strategy, validate it, get comfortable with how it behaves. Once you&#8217;re confident, you go live.<\/p>\n<p>Our pre-built strategies have already been through that process. Tested, refined, consistently delivering. So you&#8217;re covered either way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice concept.<\/p>\n<\/p>\n<p>I assume Fere AI or the AI directly has access to your wallet. How do you manage transaction approvals and secret key security to create a seamless but secure crypto trading experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flowcast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flowcast<\/a>&nbsp;Yeah, this is the question we obsessed over the longest before launch.<\/p>\n<\/p>\n<p>The honest answer: neither Fere nor the AI ever has access to a private key. We&#8217;re built on Coinbase&#8217;s CDP Server Wallets, which means every wallet \u2014 user or agent \u2014 lives inside a secure enclave (AWS Nitro). Keys are generated and used for signing inside that enclave and never leave it. Not exposed to Coinbase, not exposed to us, not exposed to the model. The agent simply makes scoped API calls; the enclave does the signing.<\/p>\n<\/p>\n<p>The other half of the answer is policy enforcement. Each wallet has programmable guardrails baked in at the signing layer \u2014 what contracts can be called, spending caps, address filters, security checks. So the agent isn&#8217;t free to do &#8220;anything&#8221;; it operates within rails set, and the wallet itself will refuse to sign anything outside them.<\/p>\n<\/p>\n<p>That&#8217;s how we square the circle: you get a seamless, one-click experience across chains, and the security model doesn&#8217;t depend on trusting the AI to behave \u2014 it&#8217;s enforced cryptographically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How finance and investing savvy you need to be to start using the app?<\/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\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a>&nbsp;You don&#8217;t need to be a quant to use Fere. That&#8217;s kind of the point.<\/p>\n<p>The agent handles the research, the signal reading, and the execution. Your job is telling it what you want, risk level, assets, strategy style.<\/p>\n<p>If you&#8217;ve ever bought crypto before, you have enough context to start. The rest you pick up as you go.<\/p>\n<p>Where it gets more powerful is when you layer in your own preferences over time. But day one? Just dive in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As more Fere agents trade the same Polymarket signals, how do you stop your own execution flow from killing the alpha in thin markets?<\/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\/@sinchana_v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sinchana_v<\/a>&nbsp;Sharpest question of the day and one we&#8217;ve thought about a lot.<\/p>\n<p>A few things work in our favour here.<\/p>\n<p>First, Polymarket markets are outcome-based not price-based. The alpha isn&#8217;t in being faster than other traders, it&#8217;s in reading information that hasn&#8217;t been priced into the odds yet. That&#8217;s a fundamentally different dynamic from spot crypto where crowded signals kill returns quickly.<\/p>\n<p>Second, we don&#8217;t route all agents into the same market at the same time. Liquidity and spread are first-class filters. If a market is too thin to absorb position flow without moving the odds against us, the agent doesn&#8217;t enter. We&#8217;d rather miss the trade than cannibilise it.<\/p>\n<p>Third, and honestly the more important answer: as the user base scales, signal diversity scales too. Different users, different risk appetites, different strategy configs. Not a monolithic flow.<\/p>\n<p>The crowding problem is real in quant. We&#8217;re just not as exposed to it as a pure price-signal product would be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you get to pick the LLM to use? Is the cost for the LLM assessments pass-through or included?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hunter_powabase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hunter_powabase<\/a>&nbsp;Right now, you don&#8217;t. The LLM Costs are included in the credits charged for each conversation. This means our credits per chat is dynamic. Simple stuff consumes fewer credits than complex ones.<\/p>\n<\/p>\n<p>We are considering a possibility of letting users choose their own models in a future release.<\/p>\n<p><strong>Pro Tip<\/strong>: You can also use our MCP or CLI to make it work with your own agent (Claude Code, Hermes, OpenClaw etc). <a href=\"https:\/\/docs.fereai.xyz\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.fereai.xyz\/mcp<\/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>How does Fere handle slippage during execution \u2014 does the routing layer adjust in real time, or is it pre-set before the trade runs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hirogure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirogure<\/a>&nbsp;Real-time, not pre-set. Our routing layer reads market conditions live and adapts as it goes. If execution doesn&#8217;t clear during a volatile move, the system keeps adjusting \u2014 trying different routes and recalibrating \u2014 until the trade goes through. Pre-set slippage values tend to break exactly when you need them to work, so we built around that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>woww that&#8217;s stunning!! I&#8217;m just afraid of compliance and legal aspect of it, otherwise you guy have a huge opportunity to thrive <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Fere AI \u6162\u6162\u6539\u53d8\u4e86\u6211\u7684\u4ea4\u6613\u65b9\u5f0f\uff0c\u53cd\u6b63\u53ef\u4ee5\u8bf4\u662f\u6211\u6700\u8fd1\u7528\u8fc7\u6700\u5177\u7a81\u7834\u6027\u7684 Web3 \u5de5\u5177\u4e4b\u4e00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@summer_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@summer_dev<\/a>&nbsp;\u611f\u8c22\u60a8\u7684\u7f8e\u8a00\u3002\u6211\u4eec\u6536\u5230\u7684\u53cd\u54cd\u7b80\u76f4\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u3002<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 support paper trading or a simulation mode before you let the agent start using real funds?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a>&nbsp;Yes, and this was important for us to get right.<\/p>\n<p>We have backtesting and simulation built in. You can run your strategy against historical data, see how it would have performed, and get comfortable with it before a single real dollar moves.<\/p>\n<p>Once you&#8217;re confident, you flip it live. No pressure to go autonomous on day one.<\/p>\n<p>Our pre-built strategies have already been through this process extensively so if you&#8217;d rather start with those while you find your footing, that&#8217;s a completely valid path too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a>&nbsp; Yes \u2014 simulation and backtesting are built in, not an afterthought. Run your strategy against historical data, watch how it would have played out, adjust, and only go live when you&#8217;re convinced. No real capital at risk until you&#8217;ve seen the evidence. It&#8217;s the same philosophy behind our pre-built strategies: every one of them has a visible track record, so you can evaluate before you commit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#2<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/4UYKCH63ZLBZY7\" class=\"app-title\">Vivago Video Agent<\/a><\/p>\n<div class=\"one-liner\">Skip the prompting. Produce consistently compelling videos. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">386<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vivago Video Agent\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u548c\u7ed3\u6784\u5316\u521b\u610f\u6d41\u7a0b\uff0c\u81ea\u52a8\u751f\u6210\u89d2\u8272\u3001\u60c5\u8282\u8fde\u8d2f\u7684\u53d9\u4e8b\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfAI\u89c6\u9891\u5de5\u5177\u9700\u8981\u53cd\u590d\u8c03\u8bd5\u63d0\u793a\u8bcd\u3001\u573a\u666f\u548c\u89d2\u8272\u4e00\u81f4\u6027\u5dee\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dcfd370-3aa9-4b64-ac9f-9eb88ea18639.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\/89c1e12c-f745-4bbe-9737-b8402b8f109b.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\/26912601-53c5-4a7d-9279-97b2c5dc4db0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e2f6209-c8e1-4c70-871f-615bf524c50c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cee44db2-47e5-4ea4-8af0-de6c196e96e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58d4c69d-887e-4fb7-bdbc-683bcbf072bf.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\/282feba6-066d-41b3-a442-7eda60a431bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8f6ad4c-8214-4c66-bb61-535e3f9a858d.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/629cc90d-7126-44d5-9e69-2f420e688c2c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=H0xoG4_dw90\"><source src=\"https:\/\/www.youtube.com\/watch?v=H0xoG4_dw90\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u53d9\u4e8b\u89c6\u9891<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u5bfc\u6f14<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u89d2\u8272\u4e00\u81f4\u6027<\/span><br \/>\n            <span class=\"tag\">\u6545\u4e8b\u677f\u9884\u89c8<\/span><br \/>\n            <span class=\"tag\">AI Agent<\/span><br \/>\n            <span class=\"tag\">\u89c6\u9891\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u70b9\u8d5e\u5176\u89d2\u8272\u4e00\u81f4\u6027\u548c\u201c\u514d\u63d0\u793a\u8bcd\u201d\u5de5\u4f5c\u6d41\uff0c\u8d28\u7591\u70b9\u96c6\u4e2d\u5728\uff1a\u751f\u6210\u65f6\u95f4\uff081\u5206\u949f\u89c6\u9891\u970040-50\u5206\u949f\uff09\u3001\u662f\u5426\u652f\u6301\u5355\u5e27\u91cd\u751f\u6210\u3001\u54c1\u724cLogo\u548c\u5b57\u4f53\u4e00\u81f4\u6027\u3001\u4ee5\u53caDemo\u89c6\u9891\u662f\u5426\u7cbe\u5fc3\u6311\u9009\u3002\u56e2\u961f\u56de\u590d\u786e\u8ba4\u6b63\u5728\u5f00\u53d1\u201c\u521b\u610f\u8bb0\u5fc6\u7cfb\u7edf\u201d\u548c\u201c\u89c4\u5212\u6a21\u5f0f\u201d\u4ee5\u6df1\u5316\u54c1\u724c\u590d\u7528\u4e0e\u524d\u671f\u89c6\u89c9\u63a7\u5236\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Vivago Video Agent\u6700\u5927\u7684\u5356\u70b9\u4e0d\u662f\u201cAI\u751f\u6210\u89c6\u9891\u201d\uff0c\u800c\u662f\u201c\u7ed3\u6784\u5316\u53d9\u4e8b\u201d\u3002\u5b83\u5de7\u5999\u5730\u5305\u88c5\u4e86\u4e00\u4e2a\u884c\u4e1a\u719f\u77e5\u7684\u75db\u70b9\uff1a\u63d0\u793a\u8bcd\u8bd5\u9519\u5730\u72f1\u3002\u901a\u8fc7\u5185\u7f6e\u7684\u201cAI\u5bfc\u6f14\u7fa4\u201d\u5c06\u7528\u6237\u4ece\u53c2\u6570\u8c03\u8bd5\u5458\u89e3\u653e\u4e3a\u6545\u4e8b\u8bb2\u8ff0\u8005\uff0c\u8fd9\u5728\u4ea7\u54c1\u4f53\u9a8c\u4e0a\u662f\u4e00\u8bb0\u7cbe\u51c6\u7684\u964d\u7ef4\u6253\u51fb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\u5c06HiDream-O1-Image\u6a21\u578b\u4e0e\u4e00\u5957\u201c\u89c4\u5212\u5c42+\u8d44\u4ea7ID\u7cfb\u7edf\u201d\u7ed3\u5408\uff0c\u5bf9\u89d2\u8272\u548c\u573a\u666f\u4e00\u81f4\u6027\u8fdb\u884c\u4e86\u786e\u5b9a\u6027\u9501\u5b9a\u3002\u8bc4\u8bba\u4e2d\u56de\u5e94\u7684\u201c9\u5e27\u6545\u4e8b\u677f\u9884\u89c8\u201d\u3001\u201c\u5168\u5c40\u751f\u4ea7\u8d44\u4ea7\u201d\u548c\u201c\u8fde\u7eed\u81ea\u7136\u8bed\u8a00\u8fed\u4ee3\u201d\u8868\u660e\uff0c\u56e2\u961f\u6df1\u523b\u7406\u89e3\u5546\u4e1a\u89c6\u9891\u5236\u4f5c\u7684\u771f\u6b63\u74f6\u9888\u4e0d\u662f\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u53ef\u63a7\u6027\u548c\u53ef\u590d\u73b0\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6307\u51fa\uff0c40\u5206\u949f\u751f\u62101\u5206\u949f\u89c6\u9891\u7684\u6548\u7387\uff0c\u5728\u5f53\u524d\u77ed\u89c6\u9891\u5feb\u6d88\u751f\u6001\u4e0b\u662f\u660e\u663e\u77ed\u677f\u3002\u5c3d\u7ba1\u56e2\u961f\u58f0\u79f0\u901a\u8fc7\u4e91\u67b6\u6784\u4f18\u5316\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u4ecd\u662f\u7b97\u529b\u4e0e\u8d28\u91cf\u7684\u535a\u5f08\uff0c\u800c\u975e\u4f53\u9a8c\u521b\u65b0\u3002\u6b64\u5916\uff0c\u5176\u201c\u514d\u63d0\u793a\u8bcd\u201d\u5b9e\u9645\u4e0a\u662f\u6781\u5ea6\u4f9d\u8d56\u5176\u5e95\u5c42\u6a21\u578b\u548c\u89c4\u5212\u5c42\u7684\u80fd\u529b\uff0c\u82e5\u6a21\u578b\u5728\u590d\u6742\u957f\u6545\u4e8b\u4e2d\u201c\u610f\u56fe\u6f02\u79fb\u201d\uff0c\u7528\u6237\u4ecd\u7136\u8981\u627f\u62c5\u8c03\u4f18\u6210\u672c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u7684\u6765\u8bf4\uff0cVivago\u7684\u4ef7\u503c\u5728\u4e8e\u5b9a\u4e49\u4e86\u201cAI\u89c6\u9891\u521b\u4f5c\u201d\u7684\u65b0\u8303\u5f0f\u2014\u2014\u4ece\u201c\u5de5\u5177\u201d\u8f6c\u5411\u201c\u4ee3\u7406\u201d\uff0c\u4ece\u201c\u5355\u5e27\u751f\u6210\u201d\u8f6c\u5411\u201c\u5168\u6d41\u7a0b\u5bfc\u6f14\u201d\u3002\u5176\u8def\u7ebf\u56fe\u4e2d\u7684\u201c\u54c1\u724c\u8bb0\u5fc6\u7cfb\u7edf\u201d\u548c\u201c\u89c4\u5212\u6a21\u5f0f\u201d\u82e5\u80fd\u843d\u5730\uff0c\u5c06\u771f\u6b63\u64ac\u52a8\u8425\u9500\u548c\u5f71\u89c6\u524d\u671f\u5236\u4f5c\u5e02\u573a\u3002\u4f46\u76ee\u524d\u5b83\u4ecd\u662f\u4e00\u4e2a\u9762\u5411\u201c\u8ba4\u771f\u521b\u4f5c\u8005\u201d\u7684\u7cbe\u54c1\u5de5\u5177\uff0c\u79bb\u5927\u4f17\u201c\u4e00\u952e\u51fa\u7247\u201d\u7684\u5e7b\u60f3\u8fd8\u6709\u8ddd\u79bb\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\">Vivago Video Agent<\/span>\n                <\/div>\n<div class=\"comment-content\">Vivago Video Agent lets you generate consistently compelling narrative videos with natural language. No more annoying prompting! Our video agent ensures every scene stays on-brand and internally coherent by guiding you through a structured creative process. Just share your assets and describe your story \u2014 a swarm of AI directors will invent characters and write a compelling story for you. See the keyframes before rendering. Your 1-min 1080P story video will be ready in 40 mins.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community! \ud83d\udc4b<\/p>\n<p>I\u2019m Zijian, a Senior Product Manager at Vivago. It\u2019s a huge honor to be back here! <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/viva\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"viva\" target=\"_blank\" rel=\"noopener\">@Vivago<\/a> reached the <strong>Top 3 Product of the Day<\/strong> 2 years ago thanks to your incredible support. We&#8217;ve pushed even further, and today, I\u2019m thrilled to announce the <strong>Vivago Video Agent<\/strong>.<\/p>\n<p>Vivago Video Agent lets you generate consistently compelling narrative videos with natural language. No more annoying prompting!<\/p>\n<p>We used only 2 ingredients to tell the very compelling story: one PH Kitty image + one sentence.<\/p>\n<p>Our video agent ensures every scene stays on-brand and internally coherent by guiding you through a structured creative process.<\/p>\n<p>1. Share your assets and describe your story.<br \/>2. A swarm of AI directors invents characters and writes a compelling story for you.<br \/>3. See the keyframes before the video is rendered.<br \/>4. Your 1-min 1080P story video will be ready in 40 minutes.<\/p>\n<p>To celebrate our return to the community, we have a special gift for the first 500 PH members! <\/p>\n<p>Use code \u201c<strong>1MPRO4PH<\/strong>\u201d at checkout to claim <strong>1 Month of Plus Membership for FREE <\/strong>(valid thru May 31). We\u2019d love to hear your feedback on our new &#8220;AI Director&#8221; workflow. <\/p>\n<p>I\u2019ll be here all day to answer your questions!<\/p>\n<p>Keep creating,<\/p>\n<p>Zijian<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>13<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zijian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zijian<\/a>&nbsp;if a user doesn\u2019t like one scene, can they regenerate only that scene\/keyframe while keeping the rest of the story consistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\/@bsy0221\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bsy0221\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bsy0221<\/a> kicked off our first call by demoing the <strong>Vivago Video Agent<\/strong> <em>on me<\/em> \u2014 fed it my profile pic and a one-line prompt (something like &#8220;superhero story, heavy dialogue, multiple twists, ~1 minute, live action&#8221;).<\/p>\n<p>Out came a narrative video where I&#8217;m the hero squaring off against a villain named Evelyn:<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=T_PGW9w2cYg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=T_PGW9w2cYg<\/a><\/p>\n<\/p>\n<p>It also decided my name was <em>Arthur<\/em>. My Future Camelot alter ego, apparently.<\/p>\n<\/p>\n<p>Consider this was produced with a single still and low effort prompt, I was impressed given all my failed attempts to get <a href=\"https:\/\/www.producthunt.com\/products\/sora-by-openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"sora-by-openai\" target=\"_blank\" rel=\"noopener\">@Sora by OpenAI<\/a>  (RIP) to do my bidding!<\/p>\n<\/p>\n<p><strong><em>Think Claude Code, but for video. <\/em><\/strong><\/p>\n<\/p>\n<p>A swarm of AI directors (picture assistant, creative assistant, director, art assistant, etc) handle the conversational back-and-forth so you skip the prompt-wrestling and <em>just describe the story you want to tell<\/em>. <\/p>\n<\/p>\n<p>Their proprietary <a href=\"https:\/\/huggingface.co\/HiDream-ai\/HiDream-O1-Image\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hi-Dream-01 model<\/a> is ranked #1 on the <a href=\"https:\/\/artificialanalysis.ai\/image\/models\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ArtificialAnalysis leaderboard<\/a>, and the agent can reach for <a href=\"https:\/\/www.producthunt.com\/products\/seedance-1-0-pro\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"seedance-1-0-pro\" target=\"_blank\" rel=\"noopener\">@Seedance AI Video Generator<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/google-nano-banana-pro\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"google-nano-banana-pro\" target=\"_blank\" rel=\"noopener\">@Google Nano Banana Pro<\/a>, or <a href=\"https:\/\/www.producthunt.com\/products\/gemini-6\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"gemini-6\" target=\"_blank\" rel=\"noopener\">@Gemini<\/a> when those fit the goal.<\/p>\n<\/p>\n<p>If you&#8217;ve been burned by stitching together 4-second clips that don&#8217;t cohere, Vivago is built for narrative \u2014 15s to 60s today, with 3 minutes on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bsy0221\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bsy0221<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>&nbsp;Now Marvel cosmo should invite Dr Arthur to their squad ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>I&#8217;ve been tracking the AA leaderboard and noticed HiDream-O1-Image at No. 1 for a while. Seeing it used as the backbone here explains why the visual coherence is so strong, the characters actually look like themselves from frame 1 to 50. Impressive engineering!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a>&nbsp;<\/p>\n<p>Wow, thanks for the shoutout! <\/p>\n<p>Coming from you, this means a ton to our engineering team.<\/p>\n<p>We&#8217;re super proud of how HiDream-O1-Image performs as the backbone. Beyond the model itself, we actually built an entire &#8216;swarm of AI directors&#8217; workflow around it this time. It acts like a real creative studio to plan the scenes and map the visuals before rendering, which is how we pushed the boundary to a stable 3-minute output. <\/p>\n<p>Appreciate you stopping by!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Solid work! The 9-frame storyboard preview before render looks like the smartest bit. After I approve those keyframes, is the 1-min render locked to them?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a>&nbsp;<\/p>\n<p>Love that you noticed the storyboard logic! <\/p>\n<p>Let me share a quick insider update on how our architecture scales up from short to long-form storytelling: <\/p>\n<p>For our 15-second mode, yes, it relies heavily on that 9-frame storyboard blueprint to lock coherence. But for our full 1-minute narrative mode, we actually upgraded to a much more advanced, film-industry-style pipeline!<\/p>\n<p>Instead of boxing the AI into a rigid 9-frame grid for long stories, our unified planning layer takes your story script and pre-generates a cohesive set of &#8216;Global Production Assets&#8217; &#8211; including character sheets, environmental concepts, and key props, etc.<\/p>\n<p>Our core agent framework then uses these unified reference assets as absolute anchor points to guide the continuous rendering of the full 1-minute video straight from the script. This gives our workflow much more creative freedom for dynamic camera tracking while ensuring zero character drift. It\u2019s total control, just scaled up for true cinematic production! \ud83c\udfac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">No prompting? How does that work?<\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a>&nbsp;<\/p>\n<p>Great question! <\/p>\n<p>Traditionally, you have to describe every frame, camera angle, and style parameter yourself. With Vivago, you skip all of that.<\/p>\n<p>You just type <strong>a simple story idea in natural language<\/strong>. Then, our built-in &#8216;swarm of AI directors&#8217; takes over. They automatically brainstorm the characters, break down the scenes, and write a cohesive creative logic for you.<\/p>\n<p>Before the heavy rendering begins, the tool presents a 9-frame storyboard preview so you can see exactly what the creative direction looks like. It gives you 100% confidence in the output without doing the heavy lifting of prompt engineering!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@bsy0221 got it. That makes sense. We all build the Claude Code equivalent of the area we are evicted by. \ud83d\ude05<\/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>Skipping the prompting loop is the right problem &#8211; most people quit AI video after 20 failed attempts. What does the agent use as input? A script, reference video, or topic? Curious how much creative direction it still needs from the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christian_knaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_knaut<\/a>&nbsp;<\/p>\n<p>You absolutely understand the user psychological barrier! The &#8217;20 failed attempts before quitting&#8217; is exactly the pain point that kept us up at night. \ud83d\ude2d<\/p>\n<p>To answer your question: <\/p>\n<p>we built the workflow to adapt completely to your style of creative direction. You can be as hands-off or as hands-on as you want, using pure natural language:<\/p>\n<ul>\n<li>\n<p><strong>The &#8216;Hands-Off&#8217; Mode:<\/strong> You can literally just give it a loose topic or a vibe (e.g., <em>&#8220;Make a comedy sketch about a cat trying to code&#8221;<\/em>). Our agent swarm will jump in, brainstorm the script, set up the scene environments, and handle the heavy lifting for you from scratch.<\/p>\n<\/li>\n<li>\n<p><strong>The &#8216;Director&#8217; Mode:<\/strong> If you have a specific vision, you can feed it a full script, upload reference images for your characters, scenes, or props.<\/p>\n<\/li>\n<\/ul>\n<p>And you actually anticipated our roadmap perfectly with the mention of reference videos!<\/p>\n<p>While we currently focus on text and image-based assets to anchor the continuous narrative, supporting reference videos for advanced motion and camera guidance is officially coming next. Stay tuned for that! \ud83d\ude09<\/p>\n<\/p>\n<p>The best part? You don&#8217;t have to get it perfect on the first try. Because our system supports continuous natural language dialogue, you can just chat with the AI director to iterate, tweak, and refine any specific stage of the production pipeline on the fly. Go grab the 1-month free Plus code on our page and see how it feels. You control the narrative, we handle the execution! \ud83c\udfac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>How does the agent handle brand logos and fonts across keyframes? <\/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\/@owen_shaw2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_shaw2<\/a>&nbsp;<\/p>\n<p>Thank you for the congrats! <\/p>\n<p>You just hit on one of the most critical engineering challenges in commercial AI video. \ud83c\udfaf<\/p>\n<p>To give you the exact technical breakdown of how Vivago tackles this: we built a specialized pipeline that combines Vision-Language Models (VLM) with an internal &#8216;Asset ID&#8217; tagging system.<\/p>\n<p>Instead of just blindly projecting your brand logo or fonts across frames, our planning layer uses VLM to deeply comprehend the graphic identity, geometry, and semantic meaning of your upload. It then assigns a unique, immutable Asset ID to it.<\/p>\n<p>Throughout the long-context generation of a 1-minute video, our core agents track this Asset ID continuously, instructing the backend to precisely anchor and lock the IP\u2019s visual consistency without distortion. It\u2019s a deterministic, studio-level approach to brand safety in AI! \u26a1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can i use my own character designs, or does the swarm create everything from scratch? Love this approach, congrats on the big launch<\/p>\n<p><\/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\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a>&nbsp;<\/p>\n<p>Thank you so much for the congrats! You just hit on one of my favorite features. \u2764\ufe0f<\/p>\n<p><strong>YES, <\/strong>you absolutely can use your own character designs! In fact, I just used photos of myself and my cats to generate my own story earlier today.<\/p>\n<p>While our &#8216;swarm&#8217; is brilliant at brainstorming characters from text, we designed Vivago specifically for real creators who already have fixed IPs. For our long-form mode, you can upload your own character images, reference sheets, or environmental designs right into the pipeline. <\/p>\n<p>Our planning layer locks those visual identities first, and then the agent swarm directs the rest of the storytelling around YOUR assets. This ensures your character stays consistent across every single frame. Go grab the 1-month free Pro code on our page and bring your own characters to life! \ud83c\udfac\u26a1 <\/p>\n<p>It won&#8217;t take you too long, so you are more than welcome to post your video onto YouTube &amp; share the link here with the community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>so wait&#8230; i just give it a photo and a sentence and it makes a whole video? that seems too good to be true lol. what&#8217;s the catch here? does it actually look good or is it one of those things where the demo videos are cherry-picked?<\/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\/@monir_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monir_<\/a>&nbsp;<\/p>\n<p>Haha, I totally respect the skepticism! The AI space is flooded with hyper-curated clips, so it&#8217;s 100% fair to ask &#8216;what&#8217;s the catch?&#8217;<\/p>\n<\/p>\n<p>To be honest, we are so confident in our backbone that I&#8217;m not even going to waste your time trying to convince you with another official demo. Instead, I challenge you to go break it yourself.  \ud83d\ude09<\/p>\n<\/p>\n<p>Get 1-month free membership with code<strong> &#8220;1MPRO4PH&#8221;<\/strong>, upload a photo of yourself, and describe your story.<\/p>\n<\/p>\n<p>You can retry the same description &amp; images we used for this demo video as well:<\/p>\n<\/p>\n<p><strong>Description:<\/strong> A kitten travels through a highly futuristic digital frontier, searching for Arthur and inviting him to become the legendary Product Hunter for the global launch of the vivago Agent website.<\/p>\n<\/p>\n<p>Chris (our No. 1 hunter) profile photo can be found here: <a href=\"https:\/\/messina.as.me\/schedule\/9ce1ce24\/appointment\/60975938\/calendar\/9937930\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/messina.as.me\/schedule\/9ce1ce24\/appointment\/60975938\/calendar\/9937930<\/a><\/p>\n<\/p>\n<p>Product Hunt Kitty image we used is this one:<\/p>\n<p><a href=\"https:\/\/elev.io\/blog\/featured-on-product-hunt-what-we-did-right-and-what-wed-change\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/elev.io\/blog\/featured-on-product-hunt-what-we-did-right-and-what-wed-change<\/a><\/p>\n<\/p>\n<p>The only real &#8216;catch&#8217; right now is that a full 1-minute narrative takes about 40-50 mins because the agent swarm is doing heavy frame-by-frame coherence plotting. But the output is raw and real. <\/p>\n<\/p>\n<p>Let us know if we passed your BS test!\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>Really impressed by how smooth the video generation looks \ud83d\udc40<br \/>The 4K enhancement feature sounds super useful for creators. How long does an average video take to generate?<\/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\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a>&nbsp;<\/p>\n<p>Thanks for the love! Glad you like the smoothness. \ud83d\ude4c <\/p>\n<p>Just a quick clarification to keep expectations aligned: Vivago currently renders native 1080P video rather than 4K.  <\/p>\n<p>Regarding the rendering speed: <\/p>\n<p>a standard 15-second video takes about 10 minutes, while a more complex 1-minute narrative takes around 40 to 50 minutes. <\/p>\n<p>Because our &#8216;AI Directors&#8217; are doing heavy, frame-by-frame orchestration and visual continuity alignment behind the scenes, it takes a bit of time to bake. <\/p>\n<p>But we promise the coherent quality is absolutely worth the wait! \ud83c\udfac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 coherence across frames looks solid. How much of that comes from hiDream-O1 itself vs. your planning layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;<\/p>\n<p>Appreciate the sharp question!<\/p>\n<p>Vivago is built from the ground up as an agent-native product.<\/p>\n<p>We\u2019ve architected a proprietary three-tier agent system consisting of &#8216;Tools + Skills + Workflows,&#8217; all orchestrated by a single, unified planning layer that schedules all core capabilities dynamically. <\/p>\n<p>The magic is that our agent framework is natively integrated right into the core architecture of the HiDream-O1 model itself. <\/p>\n<p>So rather than a chaotic struggle between model power and prompt layers, it\u2019s a seamless synergy where the model naturally understands and executes the structured agent logic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team <br \/>does the AI director workflow let you iterate? Like if you get keyframes back and want to explore a different angle on the same story, can you guide it without starting from scratch?<\/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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a>&nbsp;<\/p>\n<p>You nailed the exact core of our product vision! <\/p>\n<p>Yes, iteration is absolutely at the heart of our AI Director workflow.<\/p>\n<p>For our standard 15-second creation mode, we fully support up to 10 rounds of back-and-forth dialogue to freely tweak and modify the generated content. <\/p>\n<p>And it gets even better. For our longer 3-minute storytelling mode (currently in Beta), we\u2019ve unlocked a completely unrestricted, natural language dialogue system. This allows you to interactively guide, iterate, and refine any specific stage or frame of the production process just by talking to it. <\/p>\n<p>No starting from scratch required!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 remember Vivago making the Top 3 two years ago! Great to see the team back with such a massive evolution. <\/p>\n<p>The transition from a pure generation tool to an &#8216;AI Video Agent&#8217; with a structured workflow is amazing product design.<\/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\/@cheng_ju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cheng_ju1<\/a>&nbsp;<\/p>\n<p>Thank you for recognizing the journey! <\/p>\n<p>Two years is a long time in AI, and we\u2019ve poured countless hours into reimagining what the future of video production should look like.<\/p>\n<p>We are thrilled that you love the new structured workflow. Our design goal was to remove the randomness of text prompts and give creators a predictable, step-by-step framework through our AI directors. <\/p>\n<p>Having a long-time user validate this design evolution is the ultimate reward for our product team. <\/p>\n<p>Thanks a lot for the continuous support over the years! So glad to have you back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">It would be cool if it generated a bunch of images before you started about the video and you can choose the ones that you want the video to look like<br \/>\nA bit like grok imagine but better<\/div>\n<div class=\"comment-actions\">\n<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\/@matthias_bettin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthias_bettin<\/a>&nbsp;<\/p>\n<p>Hey there! As the Product Manager for Vivago, reading your comment put a huge smile on my face. You\u2019ve basically predicted our next major feature roadmap! \ud83d\udd2e<\/p>\n<p>You are 100% right! The traditional &#8216;one-click blind box&#8217; video generation leaves too much to chance. That\u2019s why we built Step 3 (<strong>Preview Keyframes<\/strong>) into our current workflow.<\/p>\n<p>But we want to take it even further. We are currently dogfooding an upcoming feature internally called <strong>&#8216;Plan Mode&#8217;<\/strong>.<\/p>\n<p>In this mode, you will get a dedicated <strong>creative sandbox <\/strong>before the video generation even begins. You can freely prompt, generate a bunch of diverse images, pick your absolute favorites, and use them to lock in the visual style. The Video Agent then takes those exact selected images and animates them into a continuous up to 3 minutes story.<\/p>\n<p>It\u2019s going to be exactly that &#8216;Grok Imagine but better&#8217; experience with full creative control. We are pushing hard to ship this in our next big release. <\/p>\n<p>Can&#8217;t wait to hear what you think when it&#8217;s live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zijian Wow\ud83d\ude02<br \/>\nI\u2019m exited<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 storyboard\/keyframe approval flow feels like the right place to build trust before the expensive render.<\/p>\n<\/p>\n<p>One thing I\u2019d be curious about: can a team keep a reusable story\/brand bible across videos \u2014 character rules, proof points, rejected styles, pacing examples \u2014 and have the director show which assets or notes guided a scene? For marketing videos, \u201con-brand\u201d gets much stronger when it\u2019s not just visual consistency, but visible creative memory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a>&nbsp;<\/p>\n<p>You are reading our minds! What you just described is exactly what our engineering and product teams are actively dogfooding behind the scenes.<\/p>\n<p>We are currently internal testing an <strong>independent memory system<\/strong> designed precisely for this. Right now, it operates similarly to a dynamic <a href=\"http:\/\/design.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>design.md<\/strong><\/a><strong> <\/strong>config file &#8211; a centralized source of truth that absorbs, remembers, and syncs your latest brand sense and visual philosophy across projects.<\/p>\n<p>Looking ahead on our roadmap, we will be opening up this memory system to give teams direct editing power. You&#8217;ll be able to micro-adjust the AI&#8217;s internal <strong>&#8216;Brand Bible&#8217; <\/strong>on the fly to ensure absolute, unbreakable brand consistency.<\/p>\n<p>You&#8217;ve perfectly articulated the core problem we want to solve for enterprise teams. Stay tuned, because this &#8216;creative memory&#8217; is coming to life very soon! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, team! As a social media strategist, the biggest bottleneck in video production is always maintaining visual consistency across scenes especially when trying to tell a unified story. Out of curiosity, how does the agent handle custom brand guidelines or strict color palettes during that initial character invention phase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yashika_vahi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashika_vahi<\/a>&nbsp;<\/p>\n<p>Thank you so much! As a social media strategist, you\u2019ve pointed out the absolute holy grail of commercial video production. \ud83c\udfac\ud83c\udfaf<\/p>\n<p>To answer your question: Vivago handles brand guidelines and color palettes through our <strong>Structured Creative Process<\/strong>. During the initial &#8216;Share Assets&#8217; and &#8216;Character Invention&#8217; phases, you aren&#8217;t just giving the agent a prompt, you are establishing a <strong>Visual Anchor<\/strong>.<\/p>\n<p>Our <strong>Swarm of AI Directors<\/strong> locks in these brand assets, character sheets, and specific hex codes <em>before<\/em> the narrative generation begins. The agents then collaborate to map out the storyboards based on those exact parameters, ensuring that the color palette and character features stay completely on-brand across all scenes.<\/p>\n<p>Think of it as passing a strict brand book to a human production team &#8211; our agents review and enforce it at every keyframe. We&#8217;d love for you to stress-test this with your own brand guidelines and let us know how it holds up. \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your second launch!! Happy to see this quality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a>&nbsp;<\/p>\n<p>Thank you so much! Thrilled to hear that you noticed the quality upgrade. <\/p>\n<p>We really pushed our engineering limits to deliver consistent 1080P narrative videos this time. Can&#8217;t wait for you to experience our swarm of AI directors. <\/p>\n<p>Let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;Thanks a lot! \ud83d\udd25 Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product! Congrats on this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a tool that gets rid of &#8216;prompt guessing.&#8217; Just describing the raw story overview and letting the built-in AI directors brainstorm the scenes saves me hours on pre-production. The 1080P high-fidelity output looks cinematic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \u2014 it looks awesome! \u2728<br \/>I\u2019m going to try it out right now\uff5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the official release of Vivago! I want to ask how does this video generation tool perform in maintaining face consistency? This is the point I am most concerned about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Skipping the prompting is exactly what my team needs. We don\u2019t have dedicated prompt engineers, but everyone knows how to describe a story idea. The Plus membership code works seamlessly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious how the prompt optimization works \u2014 does it rewrite the input automatically or show you what it changed so you can learn from it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ANMWQJRL3VEODH\" class=\"app-title\">SUN-to-Spotify <\/a><\/p>\n<div class=\"one-liner\">Generate audio with SUN and send it to your Spotify library<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">299<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SUN-to-Spotify \u662f\u4e00\u5957\u5f00\u6e90\u5de5\u5177\uff0c\u80fd\u8ba9\u7528\u6237\u901a\u8fc7\u6587\u5b57\u63cf\u8ff0\u751f\u6210AI\u64ad\u5ba2\u3001\u6709\u58f0\u4e66\u7b49\u97f3\u9891\u5185\u5bb9\uff0c\u5e76\u4e00\u952e\u63a8\u9001\u5230\u4e2a\u4ebaSpotify\u5e93\u4e2d\uff0c\u5c06\u201c\u60f3\u5b66\u201d\u8f6c\u5316\u4e3a\u201c\u80fd\u542c\u201d\uff0c\u89e3\u51b3\u5b66\u4e60\u5185\u5bb9\u65e0\u6cd5\u878d\u5165\u788e\u7247\u65f6\u95f4\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- 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src=\"https:\/\/ph-files.imgix.net\/1621b9c4-8ace-489b-b735-93e9c57e9c19.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6e4a712a-de86-4e2d-8239-8c163b88754c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PwRToG-32Jg\"><source src=\"https:\/\/youtu.be\/PwRToG-32Jg\" 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\">Education<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Audio<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u97f3\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u64ad\u5ba2\u521b\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u6709\u58f0\u4e66<\/span><br \/>\n            <span class=\"tag\">Spotify\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u6d88\u8d39<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Claude\u6280\u80fd<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u770b\u597d\u5176\u5c06\u5b66\u4e60\u5185\u5bb9\u201c\u97f3\u9891\u5316\u201d\u5e76\u76f4\u63a5\u63a8\u9001\u5230Spotify\u7684\u5b9e\u7528\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u97f3\u9891\u751f\u6210\u51c6\u786e\u5ea6\uff08\u5c24\u5176\u662f\u57fa\u4e8e\u5355\u6b21\u63d0\u793a\u6216\u672c\u5730\u6587\u4ef6\u65f6\uff09\uff0c\u4ee5\u53ca\u6dfb\u52a0PDF\u7b49\u81ea\u5b9a\u4e49\u6e90\u6750\u6599\u7684\u53ef\u884c\u6027\u3002\u8fd8\u6709\u7528\u6237\u5173\u5fc3\u7248\u6743\u98ce\u9669\u4e0e\u79fb\u52a8\u7aef\u64ad\u653e\u7684\u6280\u672f\u5b9e\u73b0\uff08\u56de\u5e94\u79f0\u5df2\u5229\u7528Spotify\u65b0\u5f00\u653e\u7684\u201cSave to Spotify\u201dCLI\u89e3\u51b3\uff09\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n               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\u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c\u5185\u5bb9\u8d28\u91cf\u662f\u751f\u6b7b\u7ebf\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5bf9\u201c\u5355\u6b21\u63d0\u793a\u751f\u6210\u201d\u51c6\u786e\u5ea6\u7684\u8d28\u7591\uff0c\u66b4\u9732\u51faAI\u751f\u6210\u77e5\u8bc6\u5185\u5bb9\u7684\u539f\u7f6a\uff1a\u4e00\u65e6\u4ea7\u751f\u4e8b\u5b9e\u6027\u9519\u8bef\u6216\u903b\u8f91\u8df3\u8dc3\uff0c\u4f1a\u8fc5\u901f\u6467\u6bc1\u7528\u6237\u7684\u4fe1\u4efb\u3002\u5f00\u53d1\u65b9\u58f0\u79f0\u7684\u201c\u591a\u4e8b\u5b9e\u6838\u67e5\u5c42\u201d\u548c\u201c\u7ed3\u6784\u5316\u7f16\u6392\u201d\u9700\u8981\u6301\u7eed\u7528\u57fa\u51c6\u6d4b\u8bd5\u6765\u8bc1\u660e\uff0c\u800c\u975e\u53e3\u5934\u627f\u8bfa\u3002\u5176\u4e8c\uff0c\u7248\u6743\u7070\u8272\u5730\u5e26\u3002\u7528\u6237\u62c5\u5fc3\u201c\u57fa\u4e8e\u4e66\u7c4d\u6458\u8981\u751f\u6210\u97f3\u9891\u201d\u5f15\u53d1\u7248\u6743\u7ea0\u7eb7\uff0c\u8fd9\u5e76\u975e\u675e\u4eba\u5fe7\u5929\u3002\u5728\u5f53\u524d\u7248\u6743\u73af\u5883\u6536\u7d27\u7684\u80cc\u666f\u4e0b\uff0c\u8fd9\u4e2a\u529f\u80fd\u968f\u65f6\u53ef\u80fd\u8e29\u96f7\u3002\u5176\u4e09\uff0c\u58c1\u5792\u8fc7\u4f4e\u3002\u5f00\u6e90\u5c5e\u6027\u51b3\u5b9a\u4e86\u529f\u80fd\u6781\u6613\u88ab\u590d\u5236\uff0cSpotify\u81ea\u8eab\u7684AI\u64ad\u5ba2\u5e03\u5c40\u4e5f\u53ef\u80fd\u5728\u4e0d\u4e45\u540e\u76f4\u63a5\u5c01\u6740\u6216\u6536\u7f16\u6b64\u7c7b\u7b2c\u4e09\u65b9\u5de5\u5177\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u7684\u6765\u8bf4\uff0cSUN-to-Spotify\u662f\u4e00\u4e2a\u201c\u573a\u666f\u9a71\u52a8\u201d\u7684\u7edd\u4f73\u6837\u672c\uff0c\u4f46\u4f5c\u4e3a\u4e00\u4e2a\u201c\u6280\u80fd\u201d\u800c\u975e\u5e73\u53f0\uff0c\u5b83\u79bb\u771f\u6b63\u6539\u53d8\u97f3\u9891\u5185\u5bb9\u751f\u6001\u8fd8\u6709\u5f88\u957f\u7684\u8def\u3002\u5982\u679c\u56e2\u961f\u4e0d\u80fd\u8fc5\u901f\u5c06\u6280\u672f\u95e8\u69db\u8f6c\u5316\u4e3a\u5185\u5bb9\u751f\u6001\u6216\u793e\u533a\u62a4\u57ce\u6cb3\uff0c\u5f88\u5feb\u5c31\u4f1a\u88ab\u540e\u6765\u8005\u6df9\u6ca1\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\">SUN-to-Spotify <\/span>\n                <\/div>\n<div class=\"comment-content\">Download \ud83d\udc49 https:\/\/github.com\/sunapp-ai\/sun-to-spotify SUN-to-Spotify is a skill that lets you generate AI podcasts, audiobooks, and then publish them directly to your Spotify library for streaming or offline listening. Just describe what you want to hear: startup advice, history deep dives, philosophy, news, or custom learning content, and SUN creates a personalized audio experience in minutes. Built for creators, developers, and curious minds exploring the future of AI native audio.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community! \ud83d\udc4b<\/p>\n<p>Excited to share SUN to Spotify today.<\/p>\n<p>A few days ago I saw Spotify talking about the future of AI generated personalized podcasts flowing directly into Spotify. We thought: why not actually build it?<\/p>\n<p>So we created an open source Claude Code skill that lets anyone generate AI podcasts, audiobooks, and audio courses with SUN, then send them directly into Spotify.<\/p>\n<p>You can prompt things like:<br \/>\u201cCreate a 15 minute podcast about raising a startup\u201d<br \/>\u201cGenerate an audiobook about Stoicism\u201d<br \/>\u201cMake a daily AI news podcast\u201d<\/p>\n<p>The goal is simple: audio should become as personalized and generative as text.<\/p>\n<p>Would genuinely love your feedback, ideas, and thoughts on where AI native audio is heading.<\/p>\n<p>And if you enjoy the project, a GitHub star would mean a lot \u2764\ufe0f<\/p>\n<p>Thank you everyone!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amy_wenyan_hua\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"amy_wenyan_hua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amy_wenyan_hua<\/a> How accurate are the audio courses, especially when they\u2019re generated from a single prompt or local files?<\/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\/@bhawna_rathee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhawna_rathee<\/a>&nbsp;Great question! We put a lot of craft into the generation pipeline, things like multiple fact-check layers, web search with sourced citations, and structured orchestration rather than a single raw prompt-to-audio pass. We&#8217;re actually about to publish a benchmark report on quality and accuracy, so stay tuned for that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Download Sun-to-Spotify skill here \ud83d\udc49 <a href=\"https:\/\/github.com\/sunapp-ai\/sun-to-spotify\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/sunapp-ai\/sun-to-spotify<\/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>This is actually a really smart direction for learning. Most people want to learn more, but don\u2019t want more screen time turning education into something you can consume while walking, commuting, or working out feels super natural.<\/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\/@david_richard35\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_richard35<\/a>&nbsp;Exactly this. Audio fits into life without asking you to carve out new time. Glad it resonates!<\/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 Spotify integration is clever \u2014 removing the friction of &#8220;I need to sit down and study&#8221; by meeting people where they already are (their playlist) is a strong behavioral design choice. Audio learning while commuting genuinely changes retention patterns.<\/p>\n<\/p>\n<p>I&#8217;ve been creating structured financial modelling courses for a while, most recently on Udemy (<a href=\"https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.udemy.com\/course\/exc&#8230;<\/a>) covering Excel techniques specifically for deal work and valuations. The gap I always run into is that video courses require active attention \u2014 an audio-native format like SUN could unlock a different audience entirely. Interesting timing on this launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<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;your framing is exactly right and your topic sounds like a perfect audio native slice. Would love to hear what you think after you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I add my own source material, like a PDF or article, for it to base the episode on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a>&nbsp;Yes! Custom source material is on our roadmap, your PDFs, articles, URLs. For now you can paste content directly into your prompt as a workaround. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love it, When will i am be able to clone y own voice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really cool use of Claude skills. The \u201csave for later turns into an infinite graveyard\u201d problem is painfully real.<\/p>\n<\/p>\n<p>I like that this does not feel like another summarizer app. Turning topics\/files into something you can actually listen to on Spotify makes the habit feel much easier to keep.<\/p>\n<\/p>\n<p>Curious, how do you think about making the audio feel worth listening to, not just technically \u201cconverted\u201d from 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea! I&#8217;m curious about summarizing books and turning this into audio \u2014 if I end up doing it like it&#8217;s shown in the demo, and upload my stuff on Spotify, could I get copyright claims from publishers or book authors? \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Set this up in under 10 minutes. Generated a technical deep dive on RAG architecture and sent it straight to Spotify. The developer experience is solid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mia_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mia_y<\/a>&nbsp;Love hearing this! RAG architecture is exactly the kind of dense technical topic that clicks in audio format. Glad the setup was smooth!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually a really smart use of AI. Most AI audio tools stop at generation, but connecting it directly to Spotify makes it feel way more practical for everyday listening. I can see people using this for learning on the go instead of just music or random podcasts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a>&nbsp;Exactly! Generation without a destination is half the job. The &#8220;where do I actually listen to this&#8221; problem is what we kept hearing, so Spotify felt like the obvious answer. Hope you give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Prompt in. Podcast out. Lands in Spotify. I\u2019ve been waiting for someone to build exactly this.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanzhizhang0405\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanzhizhang0405<\/a>&nbsp;this made our day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow thats almost too easy to make such content.  Really cool stuff, i like that the website is interactive.  I wont lie im not personally making podcasts at the moment but it seems really useful to help me learn new materials on the go and i guess i can always push to spotify if i think it will help someone else.  Really cool stuff ill give it a try over the week.  I read a lot of Walter Isaacson which are very big boring biography books haha i wonder how it will do there.  Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewb23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewb23<\/a>&nbsp;thanks Andrew! And Walter Isaacson sounds like a perfect test case, as those books are dense and long, exactly where an audio digest shines. Would love to hear what you think after you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spotify public API doesn&#8217;t let you push arbitrary audio to a user&#8217;s library, so my read is this leans on Local Files sync? How does the mobile playback story actually work there? Overall &#8211; good stuff!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Great catch on the API limitation and that was true until recently! Spotify actually just launched &#8220;Save to Spotify&#8221; (May 7), an official CLI built exactly for this use case. It now lets users push custom audio directly into their Spotify library as &#8220;Personal Podcasts,&#8221; available across all their devices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">AI music going straight to Spotify means we are 6 months away from someone\u2019s AI-generated breakup album going platinum. Wild times.<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a>&nbsp;haha we&#8217;ll leave the breakup albums to someone else, as we&#8217;re all about learning, briefings, and knowledge content. But hey, wild times indeed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support generating episodes from YouTube video URLs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gia_xu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gia_xu<\/a>&nbsp;Custom source material is on our roadmap, your PDFs, articles, or Youtube URLs. For now you can paste content directly into your prompt as a workaround. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#4<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/WCFEM6ZQGND5C5\" class=\"app-title\">Files SDK<\/a><\/p>\n<div class=\"one-liner\">A unified storage SDK for object and blob backends<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">204<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Files SDK \u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u3001\u57fa\u4e8e Web \u6807\u51c6 I\/O \u7684\u5c0f\u578b API\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u4e3a S3\u3001GCS\u3001Azure Blob \u7b49\u4e0d\u540c\u5bf9\u8c61\u5b58\u50a8\u7f16\u5199\u5404\u81ea\u7684\u9002\u914d\u4ee3\u7801\uff0c\u4ece\u800c\u89e3\u51b3\u8de8\u5b58\u50a8\u540e\u7aef\u5207\u6362\u65f6\u7684\u96c6\u6210\u548c\u7ef4\u62a4\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 single-item\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c412f113-421d-46a8-9847-7fae69a5c1ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span><br \/>\n            <span class=\"tag\">SDK<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u7edf\u4e00\u5b58\u50a8SDK<\/span><br \/>\n            <span class=\"tag\">\u5bf9\u8c61\u5b58\u50a8\u62bd\u8c61\u5c42<\/span><br \/>\n            <span class=\"tag\">Web\u6807\u51c6I\/O<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u591a\u4e91\u5b58\u50a8\u9002\u914d<\/span><br \/>\n            <span class=\"tag\">Blob\u5b58\u50a8<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n            <span class=\"tag\">\u539f\u751f\u5ba2\u6237\u7aef\u6269\u5c55<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u8de8\u5b58\u50a8\u540e\u7aef\u7684\u9002\u914d\u75db\u70b9\uff0c\u4f46\u6307\u51fa\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\u63d0\u4f9b\u8005\u4e13\u5c5e\u9519\u8bef\u3001\u5206\u7247\u4e0a\u4f20\u548c\u5217\u8868\u8bed\u4e49\u7b49\u6cc4\u9732\u70b9\u80fd\u5426\u4fdd\u6301\u4e00\u81f4\u3002\u90e8\u5206\u7528\u6237\u8d28\u7591\u4e0e\u73b0\u6709\u5927\u91cf\u7c7b\u4f3c\u5e93\u7684\u5dee\u5f02\u5316\uff0c\u671f\u5f85\u5b9e\u6218\u9a8c\u8bc1\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                Files SDK \u7684 slogan \u201cOne small, honest API\u201d \u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u8bc4\u8bba\u533a\u91cc\u90a3\u53e5\u201cthe real test is where it leaks\u201d\u624d\u662f\u5200\u5200\u89c1\u8840\u3002\u4e91\u5b58\u50a8\u7684\u201c\u7edf\u4e00\u201d\u662f\u6700\u5bb9\u6613\u9a97\u4eba\u3001\u4e5f\u6700\u5bb9\u6613\u7ffb\u8f66\u7684\u62bd\u8c61\u5de5\u7a0b\u3002S3 \u7684\u6700\u7ec8\u4e00\u81f4\u6027\u3001GCS \u7684\u5f3a\u4e00\u81f4\u5217\u8868\u3001Azure Blob \u7684\u5206\u7247\u9650\u5236\u2014\u2014\u8fd9\u4e9b\u4e0d\u662f API \u7b7e\u540d\u80fd\u62b9\u5e73\u7684\u5dee\u5f02\uff0c\u800c\u662f\u4e00\u65e6\u7528\u6237\u9047\u5230\uff0c\u5c31\u4f1a\u7acb\u523b\u4ece\u201c\u62bd\u8c61\u5c42\u201d\u8dcc\u56de\u201c\u539f\u751f\u5ba2\u6237\u7aef\u201d\u7684 bug \u6e29\u5e8a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u6709\u591a\u201c\u5c0f\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u5982\u4f55\u5b9a\u4e49\u201c\u6cc4\u9732\u201d\u3002\u5982\u679c Files SDK \u80fd\u771f\u6b63\u5c06\u9519\u8bef\u7801\u3001\u5206\u7247\u89c4\u5219\u3001\u5206\u9875\u8bed\u4e49\u6807\u51c6\u5316\uff0c\u90a3\u4e48\u5b83\u4eca\u65e5\u7684 204 \u7968\u53ef\u80fd\u53ea\u662f\u8d77\u70b9\uff1b\u4f46\u5982\u679c\u53ea\u662f\u628a\u539f\u751f SDK \u7684\u810f\u6d3b\u5305\u88c5\u4e86\u4e00\u4e0b\uff0c\u7528\u6237\u6362\u5b58\u50a8\u540e\u7167\u6837\u8e29\u5751\uff0c\u90a3\u5b83\u5c31\u4e0d\u8fc7\u662f\u53c8\u4e00\u4e2a\u541e\u566c\u5f00\u53d1\u8005\u65f6\u95f4\u7684\u8fc7\u6e21\u578b\u5de5\u5177\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8bf4\u5b9e\u8bdd\uff0c\u8bc4\u8bba\u533a\u90a3\u53e5\u201cHow is it any different from hundreds of others\uff1f\u201d\u624d\u662f\u6700\u81f4\u547d\u7684\u3002\u4e1a\u5185\u5df2\u6709 TensorStore\u3001Apache Ozone\u3001\u751a\u81f3\u5404\u5927\u4e91\u5b98\u65b9 SDK \u7684\u591a\u540e\u7aef\u652f\u6301\uff0cFiles SDK \u82e5\u6ca1\u6709\u5728\u6027\u80fd\uff08\u5982\u96f6\u62f7\u8d1d\u6d41\uff09\u3001\u9519\u8bef\u5904\u7406\u5c42\u7ea7\u3001\u8de8\u7aef\u8fc1\u79fb\u81ea\u52a8\u5316\u4e0a\u505a\u51fa\u771f\u6b63\u786c\u6838\u7684\u5dee\u5f02\uff0c\u5f88\u96be\u4ece\u201c\u53c8\u4e00\u4e2a\u5305\u88c5\u5e93\u201d\u4e2d\u6740\u51fa\u6765\u3002\u5b83\u9700\u8981\u548c\u7528\u6237\u4e00\u8d77\u6253\u4ed7\uff0c\u800c\u4e0d\u662f\u53ea\u5c55\u793a\u4e00\u4e2a\u6f02\u4eae\u7684\u62bd\u8c61\u754c\u9762\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Files SDK<\/span>\n                <\/div>\n<div class=\"comment-content\">A unified storage SDK for object and blob backends. One small, honest API. Web-standards I\/O. An escape hatch when you need the native client.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Useful abstraction, but the real test is where it leaks: provider-specific errors, multipart uploads, and list semantics. If those stay predictable across S3, R2, GCS, and Azure, the swap cost is much lower.<\/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>Nice! agree with the comments. You don&#8217;t know how important it actually is until you have to fight with real storage. Glad to see you helping on this. All the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of abstraction layer I&#8217;ve been waiting for. I&#8217;ve personally wasted hours setting up different adapters for S3 vs Blob storage across projects having one consistent API with web-standard I\/O means I can finally stop copy-pasting storage boilerplate. The native client escape hatch is a smart touch too, shows the team thought about real-world edge cases. Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How is it any different from hundreds of others ?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">\u201cUnified storage\u201d is one of those phrases that sounds boring until you\u2019ve actually fought with S3, GCS, and blob storage in the same week. Then it sounds like salvation.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/OLRRY6YJ3LNAUB\" class=\"app-title\">Kirki<\/a><\/p>\n<div class=\"one-liner\">WordPress finally has a freeform canvas website builder.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">179<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kirki \u4e3a WordPress \u8bbe\u8ba1\u5e08\u63d0\u4f9b\u65e0\u9650\u753b\u5e03\u5f0f\u81ea\u7531\u5efa\u7ad9\u5de5\u5177\uff0c\u6253\u7834\u4f20\u7edf\u9875\u9762\u6784\u5efa\u5668\u7684\u7ed3\u6784\u9650\u5236\uff0c\u652f\u6301\u4efb\u610f\u5143\u7d20\u62d6\u653e\u3001\u5b9e\u65f6\u534f\u4f5c\u4e0e\u5185\u7f6eCMS\uff0c\u9002\u5408\u9700\u8981\u9ad8\u5ea6\u8bbe\u8ba1\u81ea\u7531\u5ea6\u7684\u4e13\u4e1a\u7528\u6237\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\/787584b2-bb4a-40cf-93ee-8c0319e6dbe9.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\/78fad325-7101-464b-93ad-42824914cf00.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\/382df1df-f0b5-4a88-8154-967d75f92966.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\/a6093496-7d21-40cb-bb08-312f3336e8e8.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\/eff832d1-fb9e-4ec7-b24a-71a590c33274.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\/3c135fba-ceb5-4501-ba16-a90ee008d5cf.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\/19fe3055-b024-4270-9b6d-e41e6fe5ceba.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\/26ad4f02-676a-4e75-91f9-72f731c63959.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\/6a696f91-2a35-4378-80a3-3298551530ad.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\/d2252471-83a1-4ba4-9f89-becd1d141558.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ofDMD1j4A2Y\"><source src=\"https:\/\/www.youtube.com\/watch?v=ofDMD1j4A2Y\" 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\">WordPress<\/span><br \/>\n            <span class=\"tag\">Website Builder<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">WordPress\u5efa\u7ad9\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u9650\u753b\u5e03\u8bbe\u8ba1\u5668<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7531\u5f0f\u9875\u9762\u6784\u5efa<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u539f\u5b50\u5316\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u524d\u7aef\u6e32\u67d3<\/span><br \/>\n            <span class=\"tag\">\u6a21\u677f\u5957\u4ef6<\/span><br \/>\n            <span class=\"tag\">CSS Grid\/Flexbox<\/span><br \/>\n            <span class=\"tag\">CMS<\/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\u65e0\u9650\u753b\u5e03\u4e0e\u534f\u4f5c\u529f\u80fd\uff0c\u4f46\u5173\u6ce8\u6027\u80fd\u4e0e\u8f93\u51fa\u8d28\u91cf\uff1a\u8be2\u95ee\u81ea\u7531\u753b\u5e03\u80fd\u5426\u751f\u6210\u6807\u51c6\u7684HTML\/CSS\uff08\u542bGrid\/Flexbox\uff09\uff0c\u6216\u4f9d\u8d56\u81ea\u5b9a\u4e49\u6e32\u67d3\u5c42\uff1b\u53e6\u6709\u7528\u6237\u8d5e\u8d4f\u5f39\u51fa\u7684CMS\u3001SEO\u7b49\u8f85\u52a9\u529f\u80fd\uff0c\u671f\u671bWordPress\u539f\u751f\u8865\u9f50\u77ed\u677f\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                Kirki \u7684\u201c\u65e0\u9650\u753b\u5e03\u201d\u7406\u5ff5\u5728\u6280\u672f\u754c\u5e76\u4e0d\u7b97\u65b0\u9c9c\u2014\u2014Figma\u3001Webflow \u65e9\u5df2\u9a8c\u8bc1\u4e86\u81ea\u7531\u5f0f\u8bbe\u8ba1\u7684\u53ef\u884c\u6027\u3002\u5176\u771f\u6b63\u7684\u5dee\u5f02\u5728\u4e8e\uff1a\u5b83\u662f\u751f\u957f\u5728 WordPress \u8fd9\u7247\u88ab\u53e4\u817e\u5821\u548c\u5c0f\u90e8\u4ef6\u7cfb\u7edf\u9501\u6b7b\u7684\u571f\u5730\u4e0a\u3002\u5bf9\u4e8e\u4e00\u4e2a\u66fe\u4ee5\u201cDroip\u201d\u4e4b\u540d\u6298\u621f\u7684\u56e2\u961f\uff0c\u8fd9\u6b21\u201c\u4ece\u96f6\u91cd\u5199\u201d\u62bc\u5b9d\u5728\u4e00\u4e2a\u66f4\u6fc0\u8fdb\u7684\u5047\u8bbe\u4e0a\uff1a\u8bbe\u8ba1\u5e08\u538c\u6076\u7ed3\u6784\u5316\u6846\u67b6\uff0c\u5b81\u613f\u62e5\u62b1\u65e0\u7ea6\u675f\u7684\u539f\u5b50\u5316\u5806\u53e0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u95ee\u9898\u968f\u4e4b\u800c\u6765\u3002\u8bc4\u8bba\u4e2d\u6700\u6709\u4ef7\u503c\u7684\u8d28\u7591\u662f\u201c\u753b\u5e03\u5982\u4f55\u6620\u5c04\u56de\u5e72\u51c0\u7684 WordPress \u8f93\u51fa\uff1f\u201d\u5982\u679c Kirki \u53ea\u662f\u5728\u524d\u7aef\u505a\u4e00\u5957\u81ea\u5b9a\u4e49\u6e32\u67d3\u5c42\u6765\u6a21\u62df\u81ea\u7531\uff0c\u90a3\u4e48\u5b83\u5728\u6027\u80fd\u3001SEO\u3001\u4e3b\u9898\u517c\u5bb9\u6027\u4e0a\u5fc5\u7136\u6253\u6298\u6263\uff0c\u6700\u7ec8\u6ca6\u4e3a\u201c\u7ed9\u8bbe\u8ba1\u5e08\u73a9\u7684\u82b1\u74f6\u201d\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u662f\u5426\u80fd\u5728\u4fdd\u6301\u65e0\u9650\u753b\u5e03\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u751f\u6210\u53ef\u76f4\u63a5\u88ab WordPress \u5757\u7f16\u8f91\u5668\u3001\u751a\u81f3\u5176\u4ed6\u4e3b\u9898\u8c03\u7528\u7684\u6807\u51c6 HTML\/CSS \u7ed3\u6784\u2014\u2014\u8ba9\u201c\u81ea\u7531\u521b\u4f5c\u201d\u4e0e\u201c\u751f\u4ea7\u7ea7\u8f93\u51fa\u201d\u5171\u5b58\u3002\u76ee\u524d\u4ea7\u54c1\u4ecb\u7ecd\u8bed\u7109\u4e0d\u8be6\uff0c\u4ee4\u4eba\u5b58\u7591\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c100+ \u6a21\u677f\u5957\u4ef6\u770b\u4f3c\u4e30\u5bcc\uff0c\u5374\u53ef\u80fd\u62b9\u5e73\u201c\u81ea\u7531\u753b\u5e03\u201d\u7684\u521d\u8877\u3002\u5982\u679c\u7528\u6237\u53ea\u662f\u4ece\u6a21\u677f\u5806\u91cc\u9009\u4e00\u4e2a\u518d\u5fae\u8c03\uff0c\u90a3\u5b83\u548c Elementor\u3001Brizy \u7684\u201c\u62d6\u62fd\u5efa\u7ad9\u201d\u4f53\u9a8c\u53c8\u6709\u591a\u5927\u533a\u522b\uff1f\u518d\u52a0\u4e0a\u534f\u4f5c\u529f\u80fd\u5728 WordPress \u5efa\u7ad9\u573a\u666f\u4e2d\u5c1a\u5c5e\u5c0f\u4f17\u9700\u6c42\u2014\u2014\u8bbe\u8ba1\u5e08\u4e0e\u5f00\u53d1\u8005\u771f\u6b63\u7684\u75db\u70b9\u662f\u7248\u672c\u51b2\u7a81\u548c\u5bfc\u51fa\u63a5\u5165\uff0c\u800c\u975e\u5b9e\u65f6\u770b\u5230\u5bf9\u65b9\u62d6\u4e86\u4e2a\u65b9\u5757\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e00\u53e5\u8bdd\uff1aKirki \u61c2\u8bbe\u8ba1\u5e08\u7684\u75d2\uff0c\u4f46\u672a\u5fc5\u80fd\u6cbb WordPress \u7684\u6839\u3002\u5148\u8ba9\u5b83\u7528\u4e00\u5957\u201c\u81ea\u7531\u753b\u5e03 + \u6807\u51c6\u8f93\u51fa\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u53c8\u4e00\u4e2a\u534e\u4e3d\u7684\u9875\u9762\u6784\u5efa\u5668\u58f3\u5b50\uff0c\u518d\u8c08\u98a0\u8986\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\">Kirki<\/span>\n                <\/div>\n<div class=\"comment-content\">Kirki gives WordPress designers a freeform infinite canvas \u2014 design freely without structure imposed. Built-in CMS, real-time collaboration, visual interaction timeline, and 100+ template kits. Free for everyone.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kirki gives you an infinite canvas. Place anything, anywhere \u2014 or use CSS Grid and Flexbox when structure serves your design. We use an atomic design approach \u2014 every element starts as a primitive. You compose upward. No pre-decided widgets. No component ceilings. Structure is a tool you choose, not a constraint imposed on you.<\/p>\n<\/p>\n<p>A note for transparency: Kirki was previously launched on Product Hunt as Droip. This is not an update \u2014 it&#8217;s a complete rebuild from scratch with a fundamentally different philosophy. New canvas engine. New design approach. Simpler workflow. Easier learning curve. The freeform canvas replaces everything Droip was.<\/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\/@kawshar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kawshar<\/a>&nbsp;really excited to check. many congratulations. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kawshar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kawshar<\/a>&nbsp;how does the canvas map back to clean WordPress output? Does Kirki generate standard HTML\/CSS with Grid\/Flexbox, or is there a custom rendering layer?<\/p>\n<p>For designers, freedom is amazing \u2014 but performance and maintainability matter a lot 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>The infinite canvas + collaboration combo feels super useful for modern WordPress workflows. Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@ehsan_riyadh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ehsan_riyadh<\/a>&nbsp;Thank you \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>you built the whole design thing, but I&#8217;m in love with the pop up, CMS and SEO features LOL <\/p>\n<\/p>\n<p>anyway, it&#8217;s the thing that I&#8217;ve wanted as WordPress isn&#8217;t natively built for us. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@salmansaafi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@salmansaafi<\/a>&nbsp;thank you \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/JFVSQLVR6RVO4S\" class=\"app-title\">OffShelf: Learn &#038; Focus<\/a><\/p>\n<div class=\"one-liner\">Stop procrastenating on things you should learn!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OffShelf\u662f\u4e00\u6b3e\u501f\u52a9AI\u51b3\u7b56\u4e0e\u4e13\u6ce8\u8ba1\u65f6\u673a\u5236\uff0c\u89e3\u51b3\u5b66\u4e60\u8005\u201c\u591a\u4efb\u52a1\u762b\u75ea\u201d\u4e0e\u201c\u534a\u9014\u800c\u5e9f\u201d\u75db\u70b9\u7684\u4e2a\u4eba\u5b66\u4e60\u8ddf\u8e2a\u7cfb\u7edf\uff0c\u8ba9\u4f60\u5728\u591a\u4e2a\u60f3\u5b66\u7684\u5185\u5bb9\u4e0a\u4fdd\u6301\u6301\u7eed\u884c\u52a8\u800c\u4e0d\u662f\u7ba1\u7406\u4efb\u52a1\u5217\u8868\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\/6f83e123-6baf-49d3-a317-d5f9af2f61f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b56b872-639e-4196-98d6-1145208a6ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af3211be-4f1b-48f1-aa3b-1da1ddab338b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Android<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Task Management<\/span><br \/>\n            <span class=\"tag\">Education<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5b66\u4e60\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u4e13\u6ce8\u8ba1\u65f6<\/span><br \/>\n            <span class=\"tag\">\u6df1\u5ea6\u5b66\u4e60\u8ddf\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n            <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u53cd\u62d6\u5ef6<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u5fc3\u662f\u5426\u80fd\u81ea\u7531\u9009\u62e9\u5b66\u4e60\u5185\u5bb9\uff08\u83b72\u8d5e\uff09\uff0c\u4ee5\u53caAI\u5728\u8bbe\u5b9a\u65f6\u95f4\u5185\u80fd\u5426\u5b8c\u6210\u4e3b\u9898\u6216\u4ec5\u4e2d\u65ad\uff08\u83b71\u8d5e\uff09\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u7528\u6237\u53ef\u81ea\u5b9a\u4e49\u4e3b\u9898\uff0cAI\u4f5c\u4e3a\u966a\u7ec3\u4fdd\u7559\u8fdb\u5ea6\uff0c\u4e0d\u4f1a\u5f3a\u5236\u7ed3\u675f\u5185\u5bb9\uff0c\u540c\u65f6\u53ef\u4e00\u952e\u7531\u7b97\u6cd5\u9009\u9898\u4ee5\u907f\u514d\u201c\u5b66\u4e60\u51b7\u843d\u201d\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                OffShelf\u5728Product Hunt\u4e0a\u4ec5\u670914\u7968\u548c3\u6761\u8bc4\u8bba\uff0c\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u4f46\u5176\u6838\u5fc3\u521b\u610f\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6c89\u91cd\u7684\u75db\u70b9\uff1a\u60f3\u5b66\u592a\u591a\uff0c\u5374\u4ece\u672a\u575a\u6301\u3002\u591a\u6570\u6548\u7387\u5de5\u5177\u8bd5\u56fe\u5e2e\u4f60\u201c\u7ba1\u7406\u4efb\u52a1\u201d\uff0c\u800cOffShelf\u8bd5\u56fe\u201c\u7ba1\u7406\u5b66\u4e60\u201d\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u5fae\u5999\u4f46\u5173\u952e\u7684\u533a\u522b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u7684\u201c\u667a\u80fd\u51b3\u7b56\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u5c06\u9009\u62e9\u6743\u4ece\u7528\u6237\u624b\u4e2d\u5265\u79bb\u3002\u4eba\u7c7b\u5728\u9762\u5bf9\u591a\u4e2a\u201c\u5e94\u8be5\u505a\u201d\u4f46\u201c\u90fd\u4e0d\u7d27\u6025\u201d\u7684\u4e8b\u60c5\u65f6\uff0c\u51b3\u7b56\u672c\u8eab\u5c31\u662f\u62d6\u5ef6\u7684\u5143\u51f6\u3002AI\u66ff\u4f60\u968f\u673a\u6216\u57fa\u4e8e\u7b97\u6cd5\u9009\u9898\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u5f3a\u5236\u7684\u5916\u90e8\u7ea6\u675f\uff0c\u7c7b\u4f3c\u201c\u756a\u8304\u949f\u201d\u7684\u65b0\u53d8\u4f53\uff0c\u53ea\u4e0d\u8fc7\u6447\u9ab0\u5b50\u7684\u5de5\u5177\u6362\u6210\u4e86AI\u3002\u540c\u65f6\uff0c\u5b83\u5f31\u5316\u201c\u5b8c\u6210\u201d\u800c\u5f3a\u8c03\u201c\u6301\u7eed\u201d\uff0c\u54ea\u6015\u53ea\u5b66\u4e00\u5206\u949f\u4e5f\u7b97\u8fdb\u6b65\uff0c\u8fd9\u5bf9\u5b8c\u7f8e\u4e3b\u4e49\u8005\u662f\u826f\u836f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u77ed\u677f\u540c\u6837\u660e\u663e\uff1aAI\u4f5c\u4e3a\u201c\u5bfc\u5e08\u201d\u7a76\u7adf\u80fd\u63d0\u4f9b\u591a\u5c11\u5b9e\u8d28\u6307\u5bfc\uff0c\u8fd8\u662f\u4ec5\u4ec5\u662f\u4e00\u4e2a\u82b1\u54e8\u7684\u8ba1\u65f6\u5668\uff1f\u5982\u679cAI\u53ea\u662f\u5728\u6253\u65ad\u548c\u91cd\u9009\u4e4b\u95f4\u5207\u6362\u5b66\u4e60\u4e3b\u9898\uff0c\u800c\u6ca1\u6709\u5bf9\u77e5\u8bc6\u70b9\u7684\u6df1\u5ea6\u8fde\u63a5\u6216\u95f4\u9694\u590d\u4e60\uff0c\u90a3\u5b83\u6700\u7ec8\u53ea\u662f\u4e00\u4e2a\u5e26\u5012\u8ba1\u65f6\u7684\u968f\u673a\u64ad\u653e\u5668\u3002\u5176\u6b21\uff0c14\u6295\u7968\u610f\u5473\u7740\u9a8c\u8bc1\u6df1\u5ea6\u8fd1\u4e4e\u4e3a\u96f6\uff0c\u7528\u6237\u63d0\u51fa\u7684\u201c20\u5206\u949f\u5185AI\u662f\u5426\u80fd\u5b8c\u6210\u4e00\u4e2a\u4e3b\u9898\u201d\u5176\u5b9e\u662f\u6838\u5fc3\u4f53\u9a8c\u7684\u81f4\u547d\u62f7\u95ee\u2014\u2014\u5982\u679c\u5b66\u4e60\u88ab\u7c97\u66b4\u5207\u5272\uff0c\u8fd8\u4e0d\u5982\u770b\u4e66\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e00\u53e5\u8bdd\u6bd2\u820c\uff1a\u5b83\u7528AI\u628a\u201c\u4e0d\u77e5\u9053\u5b66\u4ec0\u4e48\u201d\u53d8\u6210\u4e86\u201cAI\u8ba9\u4f60\u5b66\u4ec0\u4e48\u201d\uff0c\u89e3\u51b3\u4e86\u9009\u62e9\u56f0\u96be\uff0c\u4f46\u8fd8\u6ca1\u89e3\u51b3\u600e\u4e48\u201c\u5b66\u4f1a\u201d\u3002\u8def\u8fd8\u5f88\u957f\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\">OffShelf: Learn &#038; Focus<\/span>\n                <\/div>\n<div class=\"comment-content\">OffShelf is a personal learning system that keeps you accountable, helps you stay consistent, and uses AI to decide what you should focus on next. Track deep work sessions, measure real progress, and grow your skills over time \u2014 not just your task list.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can we choose any activity we are trying to learn? <\/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\">@busmark_w_nika yes you can also choose anything you are trying to learn also the ai can also with one button doing score algorithms and choose for you, this algorithm works on not causing any starvation for any topic.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I have a problem a lot of you probably share: a mental shelf full of stuff I want to learn \u2014 a language, an code, a skill and I never touch most of it. The ones I do start, I quit like reading half a book..<\/p>\n<p>So I built OffShelf.<\/p>\n<p>You add the things you want to learn to a shelf. Instead of you deciding what to study, an AI picks one for you and sits with you for a focused hour, half hour or whatever time you want, topics you&#8217;ve been ignoring get surfaced before they go cold.<\/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>Let&#8217;s say I pick 20 mins, does the AI finish the topic in that timeframe, or it cuts and continues next 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\">@daniel_nwankwo<br \/>\nNo you decide, the AI acts more like a mentor or an accountability companion, your progress will be saved even if it is only one minute.<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/NPXRWAABZECJMG\" class=\"app-title\">CodeBreak<\/a><\/p>\n<div class=\"one-liner\">Claude Code Companion. Done, Blocked, Broken &#8211; you&#8217;ll know<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CodeBreak\u901a\u8fc7\u4e00\u4e2a\u7a7f\u900f\u6240\u6709\u7a97\u53e3\u7684\u50cf\u7d20\u98ce\u89d2\u8272\uff0c\u5b9e\u65f6\u663e\u793aAI\u7f16\u7a0b\u52a9\u624bClaude Code\u7684\u8fd0\u884c\u72b6\u6001\uff08\u5b8c\u6210\u3001\u963b\u585e\u3001\u51fa\u9519\uff09\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u9891\u7e41\u5207\u6362\u6807\u7b7e\u9875\u5c31\u80fd\u638c\u63e1\u5de5\u4f5c\u8fdb\u5ea6\uff0c\u89e3\u51b3\u201c\u6c89\u9ed8\u7b49\u5f85\u201d\u548c\u201c\u9519\u8fc7\u5b8c\u6210\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\/05d39965-04d6-4e56-92f2-ff7693516ab3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/265e22ff-9851-4b2a-b6fd-32090d8bb323.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5de5\u5177\u4f34\u4fa3<\/span><br \/>\n            <span class=\"tag\">\u50cf\u7d20\u98ce<\/span><br \/>\n            <span class=\"tag\">Claude Code<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u901a\u77e5<\/span><br \/>\n            <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n            <span class=\"tag\">\u72b6\u6001\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u5ba0\u7269\u89d2\u8272<\/span><br \/>\n            <span class=\"tag\">\u58f0\u97f3\u5305<\/span><br \/>\n            <span class=\"tag\">\u6d41\u7a0b\u53ef\u89c6\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u540c\u75db\u70b9\uff0c\u79f0\u201c\u6bcf\u4e2aClaude Code\u7528\u6237\u90fd\u9047\u5230\u8fc7\u201d\u3002\u5efa\u8bae\u5305\u62ec\uff1a\u672a\u6765\u652f\u6301Cursor\u3001Codex\u3001Gemini CLI\u7b49\u5de5\u5177\uff0c\u80fd\u5426\u6210\u4e3a\u8de8AI\u5de5\u5177\u7684\u201c\u7edf\u4e00\u72b6\u6001\u4f34\u4fa3\u201d\u3002\u5bf9\u4e00\u6b21\u6027\u4ed8\u8d39\u548c\u50cf\u7d20\u98ce\u8bbe\u8ba1\u8868\u793a\u8d5e\u8d4f\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                CodeBreak\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4f46\u9ad8\u9891\u7684\u75db\u70b9\u2014\u2014AI\u7f16\u7a0b\u5de5\u5177\u7684\u4efb\u52a1\u72b6\u6001\u6ea2\u51fa\u3002\u5f53Claude Code\u5728\u540e\u53f0\u8fd0\u884c\u65f6\uff0c\u7ec8\u7aef\u4efb\u52a1\u7684\u751f\u547d\u5468\u671f\u4e0e\u5f00\u53d1\u8005\u7684\u6ce8\u610f\u529b\u5206\u914d\u5b58\u5728\u6839\u672c\u77db\u76fe\uff1a\u4f20\u7edf\u901a\u77e5\u7cfb\u7edf\u65e0\u6cd5\u5728\u8de8\u5e94\u7528\u573a\u666f\u4e0b\u6709\u6548\u4f20\u9012\u201c\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u201d\u7684\u77ac\u65f6\u4fe1\u53f7\uff0c\u800c\u8f6e\u8be2\u68c0\u67e5\u53c8\u7834\u574f\u4e86\u6c89\u6d78\u5f0f\u5de5\u4f5c\u6d41\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7528\u50cf\u7d20\u5316\u89d2\u8272\u4f5c\u4e3a\u201c\u6ce8\u610f\u529b\u951a\u70b9\u201d\u7684\u505a\u6cd5\u5f88\u806a\u660e\u3002\u89c6\u89c9\u4e0a\uff0c\u5b83\u5229\u7528\u4eba\u7c7b\u5bf9\u52a8\u753b\u4e8b\u7269\u7684\u672c\u80fd\u5173\u6ce8\uff0c\u6bd4\u7cfb\u7edf\u6258\u76d8\u56fe\u6807\u6216\u5f39\u7a97\u66f4\u6613\u6355\u83b7\uff1b\u529f\u80fd\u4e0a\uff0c\u5b83\u5c06\u201c\u4efb\u52a1\u72b6\u6001\u201d\u4ece\u6280\u672f\u6027\u6587\u672c\u8f6c\u5316\u4e3a\u60c5\u611f\u5316\u7684\u89d2\u8272\u52a8\u753b\uff08\u5e86\u795d\u3001\u6050\u614c\u3001\u6cae\u4e27\uff09\uff0c\u964d\u4f4e\u4e86\u8ba4\u77e5\u8d1f\u8377\u30027\u7f8e\u5143\u4e00\u6b21\u6027\u6536\u8d39\u662f\u7edd\u4f73\u7b56\u7565\uff1a\u9762\u5bf9\u9ad8\u9891\u4f7f\u7528\u7684\u5f00\u53d1\u8005\uff0c\u8ba2\u9605\u75b2\u52b3\u771f\u5b9e\u5b58\u5728\uff0c\u201c\u4e70\u65ad\u672a\u6765\u514d\u8d39\u66f4\u65b0\u201d\u6d88\u9664\u4e86\u51b3\u7b56\u963b\u529b\uff0c\u4e5f\u6697\u793a\u56e2\u961f\u5bf9\u4ea7\u54c1\u6301\u7eed\u8fed\u4ee3\u7684\u4fe1\u5fc3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u98ce\u9669\u4e5f\u5f88\u660e\u786e\u3002\u9996\u5148\uff0c\u5b83\u5f53\u524d\u4ec5\u7ed1\u5b9aClaude Code\uff0c\u800cAI\u5de5\u5177\u751f\u6001\u6b63\u5feb\u901f\u6269\u5f20\u2014\u2014Cursor\u3001Codex\u3001Copilot\u5404\u6709\u81ea\u5df1\u7684\u72b6\u6001\u673a\u5236\uff0c\u5982\u679c\u6269\u5c55\u6210\u901a\u7528\u5de5\u5177\u9700\u8981\u9002\u914d\u5927\u91cfAPI\uff0c\u7ef4\u62a4\u6210\u672c\u4f1a\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u5176\u6b21\uff0c\u50cf\u7d20\u89d2\u8272\u80fd\u5426\u771f\u6b63\u63d0\u5347\u6548\u7387\u5b58\u7591\uff1a\u5b83\u672c\u8d28\u4e0a\u8fd8\u662f\u201c\u88ab\u52a8\u7684\u72b6\u6001\u663e\u793a\u201d\uff0c\u5982\u679c\u7528\u6237\u65e0\u6cd5\u5728\u89c6\u89c9\u4e0a\u8fc5\u901f\u5206\u8fa8\u201c\u6050\u614c\u201d\u548c\u201c\u5e86\u795d\u201d\u7684\u5177\u4f53\u542b\u4e49\uff08\u6bd4\u5982\u9700\u8981\u770b\u6587\u5b57\u65e5\u5fd7\u624d\u80fd\u786e\u5b9a\uff09\uff0c\u90a3\u5b83\u53ea\u662f\u628a\u201c\u6807\u7b7e\u9875\u5207\u6362\u201d\u53d8\u6210\u201c\u7a97\u53e3\u89d2\u843d\u5077\u7784\u201d\u3002\u6700\u540e\uff0c\u8fd9\u79cd\u201c\u53ef\u7231\u5316\u201d\u8bbe\u8ba1\u53ef\u80fd\u88ab\u67d0\u4e9b\u4e25\u8083\u5f00\u53d1\u8005\u89c6\u4e3a\u5e7c\u7a1a\uff0c\u5ba1\u7f8e\u504f\u597d\u5dee\u5f02\u4f1a\u5f71\u54cd\u6e17\u900f\u7387\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u52a1\u5b9e\u7684\u8def\u5f84\u6216\u8bb8\u662f\uff1a\u5148\u505a\u597dClaude Code\u7684\u5355\u70b9\u6df1\u5ea6\u2014\u2014\u6bd4\u5982\u589e\u52a0\u201c\u81ea\u52a8\u6062\u590d\u963b\u585e\u4efb\u52a1\u201d\u7684\u4ea4\u4e92\u80fd\u529b\uff0c\u8ba9\u7528\u6237\u53ef\u76f4\u63a5\u70b9\u51fb\u89d2\u8272\u8fdb\u884c\u56de\u5e94\uff0c\u800c\u4e0d\u4ec5\u662f\u770b\u5b83\u5728\u8d70\u52a8\u3002\u7136\u540e\u51ed\u501f\u5f00\u6e90\u6216\u63d2\u4ef6\u5316\u7b56\u7565\uff0c\u6210\u4e3aAI\u5de5\u5177\u7684\u201c\u901a\u7528\u72b6\u6001\u5c42\u201d\uff0c\u8ba9\u6bcf\u4e2aLLM CLI\u90fd\u80fd\u63a5\u4e0a\u8fd9\u5957\u60c5\u611f\u5316\u901a\u77e5\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6b62\u6b65\u4e8e\u201c\u8ba9\u7b49\u5f85\u53d8\u5f97\u6709\u8da3\u201d\uff0c\u800c\u4e0d\u662f\u201c\u8ba9\u7b49\u5f85\u6d88\u5931\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\">CodeBreak<\/span>\n                <\/div>\n<div class=\"comment-content\">Three things kept hitting me using Claude Code. Tab switching every 30 seconds just to check if it&#8217;s still running. Claude silently blocking for 12 minutes while I was in another app. Coming back to find it finished or stuck 15 minutes ago. So I built CodeBreak. A pixel-art character walks your screen while CC runs. It celebrates when done, panics when it needs you, sulks on errors. $7 one-time. No sub. All future updates are free. Its for CC now, eventually will be Universal for all AI tools.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! Jagadeesh here, maker of CodeBreak.<\/p>\n<p>This is my first ever shipped product and I&#8217;m equal parts terrified and thrilled to be here today.<\/p>\n<p>The idea came from three things I kept hitting myself:<\/p>\n<p>First, the tab switching loop. Claude Code is running, I switch to do something else, and 30 seconds later I&#8217;m back checking the terminal. Then again. Then again. I never actually got anything else done.<\/p>\n<p>Second, the silent block. Claude hits a decision point and just&#8230; waits. No signal reaches you. I&#8217;ve come back to find it had been sitting there for 12 minutes asking a question I never saw.<\/p>\n<p>Third, the missed finish. Task done, but you were in another app. By the time you checked, it had been sitting there for 15 minutes. Or worse, blocked for 15 minutes and you thought it was still running.<\/p>\n<p>CodeBreak fixes all three. A pixel-art companion walks your screen while CC works, visible across every app, every window. It speeds up and plays an urgent sound the moment CC needs input. It celebrates when the task is done. You always know what&#8217;s happening without checking a thing.<\/p>\n<p>Four characters, Dev, Pup, Kitty, Byte. Eight sound packs including, yes, goat screams. Kitty + air horn is a fully supported configuration and I stand by that decision.<\/p>\n<p>$7 one-time. No subscription, no upsell, ever.<\/p>\n<p>Would love to hear what you think, feedback, feature ideas, roasts, all welcome. If you&#8217;re a Claude Code developer who&#8217;s ever lost 15 minutes to a silent block&#8230; this one&#8217;s for you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jagadeesh37\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jagadeesh37<\/a>&nbsp;Congratulations on your first initiative on this kind of creative work <\/p>\n<p>To     <\/p>\n<p>                                Mr. Jagadeesh <\/p>\n<p>                      creator of &#8220;CODE BREAK&#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<div class=\"reply-item\">\n<div class=\"reply-content\">@jagadeesh37 This is honestly a very smart and relatable idea. The problem statement is super clear because every Claude Code user has faced these exact issues \u2014 constant tab switching, silent waiting, and missing completed tasks.<br \/>\nI really like how CodeBreak turns a frustrating workflow problem into something fun and interactive with the pixel-art companion concept. The branding, animations, and sound-pack idea make it feel unique instead of just another productivity tool.<br \/>\nAlso, the landing page and copywriting are excellent \u2014 simple, engaging, and easy to understand within seconds. The \u201cno subscription, one-time payment\u201d approach is another big plus.<br \/>\nFor a first shipped product, this looks polished and genuinely useful. Excited to see how this evolves beyond Claude Code into a universal AI companion tool. Great work and congratulations on launching \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jagadeesh37\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jagadeesh37<\/a>&nbsp;Curious how you\u2019re thinking about the roadmap once CodeBreak becomes universal. Would it monitor Cursor, Codex, Gemini CLI, etc. separately, or become one unified \u201cAI work status companion\u201d across all agent tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/QGU2VJLXHENBN6\" class=\"app-title\">ChessBout<\/a><\/p>\n<div class=\"one-liner\">Multiple-choice chess duels &#038; daily challenges \u265f\ufe0f<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChessBout\u5c06\u4f20\u7edf\u8c61\u68cb\u8c1c\u9898\u6539\u9020\u4e3a\u591a\u4eba\u9009\u62e9\u9898\u5f0f\u5feb\u8282\u594f\u5bf9\u6218\u6e38\u620f\uff0c\u65e0\u9700\u4e0b\u8f7d\u6ce8\u518c\u5373\u53ef\u5728\u79fb\u52a8\u7aef\u5b9e\u73b01v1\u5bf9\u51b3\u3001\u6bcf\u65e5\u6311\u6218\u4e0e\u5f02\u6b65\u5bf9\u6218\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u8c61\u68cbApp\u64cd\u4f5c\u7e41\u7410\u3001\u5b66\u4e60\u611f\u5f3a\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\/b104353e-9c02-4d1c-9213-6c976d4f300b.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\/87b0aa48-38f5-4d62-9e64-356c7f6d67b2.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\/77f720a4-6295-46b0-89f1-26b039a2a27e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/739c87bd-f56b-4c2e-b8a4-28f5b681184c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6a0148a-3e7f-40eb-839e-78e00032c423.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/981d11f8-e77e-4ede-9e9d-321a58f8a9dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a5fa75d-b245-4751-8b3a-dbd9d814c422.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1672371-b04a-4a92-b0ed-7b5701c48a19.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13c6604b-7482-4f56-af54-965f741c57e4.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\/79fdf05e-229e-4fc2-908d-ec4310614595.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/dae3c270e1294e1aaccd7e40150564e0\"><source src=\"https:\/\/www.loom.com\/share\/dae3c270e1294e1aaccd7e40150564e0\" 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\">Indie Games<\/span><br \/>\n            <span class=\"tag\">Puzzle Games<\/span><br \/>\n            <span class=\"tag\">Games<\/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\u591a\u9009\u5f62\u5f0f\u589e\u5f3a\u68cb\u8c31\u8bb0\u6cd5\u719f\u6089\u5ea6\uff0c\u8ba4\u4e3a\u6bd4\u62d6\u62fd\u64cd\u4f5c\u66f4\u6d41\u7545\u3001\u6e38\u620f\u611f\u66f4\u5f3a\u3002\u5f00\u53d1\u8005\u900f\u9732\u540e\u7eed\u5c06\u589e\u52a0\u57fa\u4e8e\u8bc4\u5206\u7684\u5339\u914d\u7cfb\u7edf\u4ee5\u652f\u6301\u964c\u751f\u4eba\u5b9e\u65f6\u5bf9\u6218\uff0c\u5f53\u524d\u624b\u52a8\u9080\u53cb\u73a9\u6cd5\u53d7\u9650\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                ChessBout\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u8c61\u68cb\u89e3\u9898\u80fd\u529b\u7684\u63d0\u5347\uff0c\u800c\u5728\u4e8e\u628a\u201c\u966a\u7ec3\u201d\u573a\u666f\u6539\u88c5\u6210\u4e86\u201c\u5bf9\u6297\u201d\u573a\u666f\uff0c\u4ece\u800c\u5b8c\u6210\u4ece\u5b66\u4e60\u5de5\u5177\u5230\u793e\u4ea4\u6e38\u620f\u7684\u54c1\u7c7b\u8f6c\u6362\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7528\u9009\u62e9\u9898\u66ff\u6362\u62d6\u62fd\u64cd\u4f5c\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u79fb\u52a8\u7aef\u89e6\u63a7\u4ea4\u4e92\u7f3a\u9677\u7684\u59a5\u534f\uff0c\u4f46\u610f\u5916\u6210\u4e86\u964d\u4f4e\u8ba4\u77e5\u95e8\u69db\u7684\u624b\u6bb5\u2014\u2014\u7528\u6237\u4e0d\u518d\u9700\u8981\u8bb0\u4f4f\u6574\u5957\u68cb\u76d8\u8bed\u6cd5\uff0c\u53ea\u9700\u5728\u6709\u9650\u9009\u9879\u4e2d\u8bc6\u522b\u6b63\u786e\u8d70\u6cd5\uff0c\u8fd9\u4f7f\u5f97\u8c61\u68cb\u8bad\u7ec3\u53d8\u5f97\u66f4\u50cf\u201c\u5224\u65ad+\u70b9\u51fb\u201d\u7684\u4f11\u95f2\u7ade\u6280\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u79cd\u6a21\u5f0f\u4e5f\u610f\u5473\u7740\u771f\u6b63\u7684\u9ad8\u624b\u4f1a\u88ab\u627c\u6740\uff1a\u9009\u62e9\u80a2\u7684\u523b\u610f\u6392\u9664\u5265\u593a\u4e86\u201c\u81ea\u7b97\u53d8\u62db\u201d\u7684\u8bad\u7ec3\u610f\u4e49\uff0c\u800c\u6781\u77ed\u7684\u4f5c\u7b54\u65f6\u95f4\u548c\u96f6\u5931\u8bef\u8981\u6c42\u4f7f\u5176\u66f4\u50cf\u53cd\u5e94\u6d4b\u8bd5\u800c\u975e\u6218\u7565\u63a8\u6f14\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u4ea7\u54c1\u76ee\u524d\u4e25\u91cd\u4f9d\u8d56\u7528\u6237\u81ea\u5efa\u793e\u4ea4\u5173\u7cfb\u94fe\uff0c\u6ca1\u6709\u7cfb\u7edf\u5339\u914d\u548cELO\u673a\u5236\uff0c\u957f\u7ebf\u7559\u5b58\u5b58\u7591\u3002\u5f00\u53d1\u8005\u867d\u6709\u660e\u786e\u7684\u5339\u914d\u8ba1\u5212\uff0c\u4f46\u4ee5\u4ec511\u7968\u30017\u6761\u53cd\u9988\u7684\u51b7\u542f\u52a8\u72b6\u6001\u6765\u770b\uff0c\u793e\u533a\u89c4\u6a21\u5c1a\u4e0d\u8db3\u4ee5\u652f\u6491\u8fd9\u4e00\u8bbe\u8ba1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u82e5\u80fd\u56f4\u7ed5\u201c\u8f7b\u91cf\u5373\u65f6\u5bf9\u6297\u201d\u8fd9\u4e00\u6838\u5fc3\u505a\u6df1\u2014\u2014\u6bd4\u5982\u5f15\u5165\u968f\u673a\u5bf9\u5c40+\u6bb5\u4f4d\u7cfb\u7edf\u3001\u63a8\u51fa\u6bcf\u65e5\u9650\u65f6\u6218\u672f\u95ea\u7535\u8d5b\u2014\u2014ChessBout\u6709\u671b\u5728\u975e\u6838\u5fc3\u8c61\u68cb\u4eba\u7fa4\uff08\u5982\u901a\u52e4\u65cf\u3001\u8f7b\u5ea6\u793e\u4ea4\u73a9\u5bb6\uff09\u4e2d\u5efa\u7acb\u72ec\u7279\u751f\u6001\u4f4d\uff0c\u5426\u5219\u53ea\u80fd\u505c\u7559\u5728\u201c\u7ed9\u670b\u53cb\u53d1\u94fe\u63a5\u201d\u7684\u8da3\u5473\u73a9\u5177\u9636\u6bb5\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\">ChessBout<\/span>\n                <\/div>\n<div class=\"comment-content\">Most chess puzzle apps feel like study tools. ChessBout makes them feel like a game. Solve multiple-choice chess puzzles, play live 1v1 duels, compete in daily challenges, and climb global leaderboards in a fast mobile-first experience with no drag-to-move friction.<\/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>Most chess puzzle apps still feel like study tools built around drag-to-move interactions.<\/p>\n<p>With ChessBout, I wanted to experiment with a different approach: multiple-choice chess puzzles that help players associate notation directly with moves on the board, while making gameplay much faster and more mobile-friendly.<\/p>\n<p>That evolved into:<br \/>\n\u265f\ufe0f Daily timed challenges<br \/>\n\ud83d\udd25 Live 1v1 puzzle duels<br \/>\n\ud83d\udc65 Async friend battles via shareable links<br \/>\n\ud83c\udfc6 Speed-based leaderboards &amp; streaks<br \/>\n\ud83e\udde0 Practice mode with categories + difficulty filters<br \/>\n\u26a1 No app download or signup required to start playing<\/p>\n<p>The goal was to make chess puzzles feel more like a fast social game than traditional chess training software.<\/p>\n<p>Would genuinely love your feedback \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deepak_pathania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepak_pathania<\/a>&nbsp;How are you generating or selecting the answer choices? Are the wrong options random legal moves, common mistakes, or intentionally tempting tactical alternatives?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Minimalistic, easy to get a hang of, hopefully I will be able to get my friends to finally play chess now \ud83d\ude42<\/p>\n<p>Really interesting concept. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2390877-bb93-495b-982f-a929a96ab3d9.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@chawlaaditya8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chawlaaditya8<\/a>&nbsp;Thanks for trying it out, see you on the leaderboard! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 fun take on chess puzzles. I like how ChessBout removes the usual drag-and-drop friction and makes notation feel easier to understand. The daily challenges + leaderboard angle also makes it feel much more like a game than a study tool. Excited to see where this goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@hrishikesh_sharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hrishikesh_sharma<\/a>&nbsp;Thanks, Hrishikesh. <\/p>\n<\/p>\n<p>Goal was to make chess puzzles feel more like a game, so it\u2019s great to hear that came through in your experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The multiple choice options are a different take but I actually really enjoyed it, also helped me get more familiar with chess notation. <\/p>\n<\/p>\n<p>Hopefully there can be some matchmaking for live duels in the future to play with strangers, but playing with friends is fun so far! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ruchi_verma4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruchi_verma4<\/a>&nbsp;Thanks for trying it out! <\/p>\n<\/p>\n<p>And yes, once the platform has enough players, I\u2019ll add a matchmaking layer, with a rating system to match similarly experienced players. <\/p>\n<\/p>\n<p>Till then, please continue to enjoy playing with your friends! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#9<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/KGQ6FUKAMCGGMQ\" class=\"app-title\"> Ludr AI \u2014 Understand Any Screen<\/a><\/p>\n<div class=\"one-liner\">AI layer that understands and acts across your desktop<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ludr AI \u662f\u4e00\u6b3e\u5c4f\u5e55\u667a\u80fd\u52a9\u624b\uff0c\u8ba9\u4f60\u5728\u4efb\u4f55\u684c\u9762\u5e94\u7528\u4e2d\u901a\u8fc7\u5feb\u6377\u952e\u6846\u9009\u6216\u9009\u4e2d\u5185\u5bb9\u540e\uff0c\u76f4\u63a5\u63d0\u95ee\u5e76\u83b7\u53d6\u5373\u65f6\u53cd\u9988\uff0c\u5f7b\u5e95\u6d88\u9664\u622a\u56fe-\u5207\u6362-\u7c98\u8d34\u7684\u7e41\u7410\u4e0a\u4e0b\u6587\u5207\u6362\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\/3371365b-b667-4597-96e3-473b6fa0032a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7IakTx89HJ4\"><source src=\"https:\/\/www.youtube.com\/watch?v=7IakTx89HJ4\" 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\/9f5ac1d1-70aa-46a5-b3e3-dcaa8b1586c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dadec167-8223-4512-ba02-c9edd1d82712.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c8c3ae7-b02b-420e-827c-d392a744d715.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4d25b32-bbd3-4064-9989-6d40f0410d34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e741b64d-a777-44e0-8c8e-98d4bbb1e910.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72f15686-fd8e-43b8-b22e-b8d0a1e41695.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c20cd3bf-a78f-4c9f-bb7a-efd233b12d69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7260d2e2-7833-4d8d-a992-d3f9d4cf6c66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffc9ea1c-88c6-42ca-8d38-492abe25fd71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f65e9fc4-5612-4430-bee0-a301e3061e28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dfeb23a-37b4-4b6a-80a6-a2c91fbfcabf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0cf73fc-c371-428e-a12d-79fb4fa57a23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5298348-6f62-4342-9712-54d54f89320e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea830889-e703-4c15-ad56-462b1e127d2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acef0b8e-d865-4cc0-bf1c-1cd40c808950.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5c4f\u5e55AI<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n            <span class=\"tag\">AI\u95ee\u7b54<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u667a\u80fd<\/span><br \/>\n            <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">Windows\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u65e0\u5207\u6362\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaBekay\u5206\u4eab\u4e86\u4ea7\u54c1\u4ece\u201c\u8bed\u97f3\u4e3a\u4e3b\u201d\u5230\u201c\u7b80\u5316\u96c6\u6210\u201d\u7684\u8fed\u4ee3\u6559\u8bad\uff0c\u5f3a\u8c03\u4fe1\u4efb\u4f18\u5148\uff08\u4fdd\u62a4API\u5bc6\u94a5\uff09\uff0c\u5e76\u627f\u8ba4\u66fe\u56e0\u8ba9\u7528\u6237\u622a\u56fe\u5df2\u9ad8\u4eae\u6587\u672c\u800c\u589e\u52a0\u6469\u64e6\uff0c\u73b0\u6539\u56de\u76f4\u63a5\u7406\u89e3\u9009\u4e2d\u6587\u672c\uff0c\u8ffd\u6c42\u65e0\u611f\u8fde\u7eed\u7684AI\u5de5\u4f5c\u5c42\u4f53\u9a8c\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                Ludr AI \u9009\u62e9\u4e86\u4e00\u4e2a\u6781\u5176\u5201\u94bb\u4f46\u65e0\u6bd4\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u8f7b\u91cf\u7ea7\u3001\u9ad8\u9891\u6b21\u7684\u5c4f\u5e55\u4fe1\u606f\u68c0\u7d22\u4e0e\u4ea4\u4e92\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u6bd4ChatGPT\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u7528\u201c\u96f6\u5207\u6362\u201d\u7684\u4ea4\u4e92\u8303\u5f0f\u91cd\u5851\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u7c92\u5ea6\u3002\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u56e2\u961f\u5177\u5907\u96be\u5f97\u7684\u201c\u51cf\u6cd5\u601d\u7ef4\u201d\u2014\u2014\u679c\u65ad\u629b\u5f03\u72ec\u7acb\u7684\u8bed\u97f3\u6a21\u5f0f\uff0c\u627f\u8ba4\u201c\u622a\u56fe\u5df2\u9009\u4e2d\u6587\u672c\u201d\u662f\u53cd\u667a\u8bbe\u8ba1\uff0c\u8fd9\u90fd\u8868\u660e\u4ed6\u4eec\u6df1\u523b\u7406\u89e3\u5de5\u5177\u7684\u672c\u8d28\u662f\u201c\u6d88\u5931\u201d\uff0c\u800c\u975e\u529f\u80fd\u5806\u780c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c9\u4e2a\u6295\u7968\u6570\u5728Product Hunt\u4e0a\u51e0\u4e4e\u662f\u5bc2\u9759\u7684\uff0c\u8fd9\u6697\u793a\u4e86\u4ea7\u54c1\u53ef\u80fd\u9762\u4e34\u7684\u6b8b\u9177\u73b0\u5b9e\uff1a\u7b2c\u4e00\uff0c\u51c6\u5165\u95e8\u69db\u3002\u5c3d\u7ba1\u5ba3\u79f0\u201cAI\u5c42\u201d\uff0c\u4f46\u7528\u6237\u4ecd\u9700\u4e0b\u8f7d\u5ba2\u6237\u7aef\u5e76\u7ed1\u5b9a\u5bc6\u94a5\uff0c\u8fd9\u5929\u7136\u6392\u65a5\u4e86\u4e60\u60ef\u4f7f\u7528\u7f51\u9875\u7aef\u7684\u8f7b\u5ea6\u7528\u6237\u3002\u7b2c\u4e8c\uff0c\u62a4\u57ce\u6cb3\u6781\u7a84\u3002\u4e00\u65e6\u5fae\u8f6f\u3001\u82f9\u679c\u6216OpenAI\u672c\u8eab\u5728\u7cfb\u7edf\u7ea7\u96c6\u6210\u7c7b\u4f3c\u529f\u80fd\uff08\u5982Copilot\uff09\uff0c\u72ec\u7acb\u5de5\u5177\u6781\u6613\u88ab\u539f\u751f\u529f\u80fd\u541e\u566c\u3002Ludr\u771f\u6b63\u7684\u6740\u624b\u950f\u6216\u8bb8\u5728\u4e8e\u5bf9\u201c\u672c\u5730\u5316\u3001\u9690\u79c1\u4f18\u5148\u201d\u7684\u575a\u6301\uff0c\u4ee5\u53ca\u5bf9\u5f02\u5e38\u8f93\u5165\uff08\u5982\u5168\u5916\u8bed\u83dc\u5355\u3001\u975e\u6807\u51c6\u56fe\u8868\uff09\u7684\u7cbe\u7ec6\u4f18\u5316\uff0c\u8fd9\u9700\u8981\u6d77\u91cf\u7684\u957f\u5c3e\u573a\u666f\u8bad\u7ec3\uff0c\u662f\u5176\u73b0\u9636\u6bb5\u6700\u5927\u7684\u6210\u672c\u4e0e\u673a\u4f1a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1aLudr\u662f\u6548\u7387\u5de5\u5177\u4e2d\u7684\u201c\u624b\u672f\u5200\u201d\uff0c\u5207\u5f97\u51c6\uff0c\u4f46\u5207\u5f97\u75db\u3002\u5b83\u6700\u9700\u8981\u8bc1\u660e\u7684\u4e0d\u662f\u201c\u80fd\u4e0d\u80fd\u505a\u201d\uff0c\u800c\u662f\u201c\u80fd\u4e0d\u80fd\u5728\u5de8\u5934\u53cd\u5e94\u8fc7\u6765\u4e4b\u524d\uff0c\u6210\u4e3a\u7528\u6237\u808c\u8089\u8bb0\u5fc6\u91cc\u90a3\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684AI\u5c42\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\"> Ludr AI \u2014 Understand Any Screen<\/span>\n                <\/div>\n<div class=\"comment-content\">Ludr AI &#8211; is a screen AI for macOS and Windows. Press \u2325 Space anywhere to draw a box over code, a chart, a foreign menu, or an error \u2014 get a streamed answer right next to your selection. Press \u2318 \u21e7 L on highlighted text in any app to ask without a screenshot. Follow-ups remember the whole thread. The model can extract text, fix grammar in place via Accessibility, draft replies into focused fields (Slack,Mail,Telegram), and render real charts inside the answer. Voice input too.<\/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<br \/>\nI\u2019m Bekay \u2014 co-founder &amp; CEO of Ludr.<br \/>\nMy co-founder Alazim (CTO) and I have been building Ludr AI with our team in Astana over the past year.<\/p>\n<p>The idea came from a habit we couldn\u2019t stop noticing in ourselves:<\/p>\n<p>Every time we got stuck on something on our screen  a Postgres error, a Japanese menu, a weird chart, a design screenshot  we\u2019d take a screenshot, switch to ChatGPT, paste it, type a question, wait for the answer, then switch back.<\/p>\n<p>The AI was useful.<br \/>\nThe constant context switching was exhausting.<\/p>\n<p>So we started asking ourselves:<\/p>\n<p>What if instead of moving the question to the AI, we moved the AI directly to the question?<br \/>\nThat became Ludr.<br \/>\nYou press a hotkey, select anything on your screen, ask naturally (text or voice), and the answer appears right beside your workflow \u2014 without tab switching or breaking focus.<\/p>\n<p>A few things completely changed how we built the product along the way:<\/p>\n<p>At one point, we thought voice would be the main feature. We built an entire separate voice mode around it. But users got confused and thought Ludr was \u201ca voice app.\u201d<\/p>\n<p>So we simplified everything.<\/p>\n<p>Now voice is just part of the flow \u2014 one small button inside the input bar. That became a rule for us: if a feature needs its own complicated surface, we\u2019re probably doing something wrong.<\/p>\n<p>Another big lesson was trust.<\/p>\n<p>We paused feature development for weeks to rebuild how model requests work because we didn\u2019t want users worrying about exposed API keys or security tradeoffs. Not the fun part of building, but absolutely necessary.<\/p>\n<p>One of our favorite recent improvements came from watching someone take a screenshot of text that was already highlighted on their screen <\/p>\n<p>We realized we were accidentally teaching people extra friction.<\/p>\n<p>Now Ludr can directly understand selected text instantly \u2014 no screenshot or OCR needed.<\/p>\n<p>The bigger thing we\u2019re chasing now is continuity:<br \/>\nmaking Ludr feel less like a chatbot you open and close, and more like an AI layer that stays with you while you work.<\/p>\n<p>We\u2019d genuinely love brutal feedback today:<br \/>\nUX issues, weird model behavior, things that broke, things that feel magical \u2014 all of it.<\/p>\n<p>Alazim and I will be here in the comments all day.<\/p>\n<p>\u2014 Bekay<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/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\/4PVGO2EZ3RYY6O\" class=\"app-title\">Screenshot Beautifier Pro<\/a><\/p>\n<div class=\"one-liner\">Elevate your screenshots<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u5de5\u5177\uff0c\u901a\u8fc7\u6dfb\u52a0\u6e10\u53d8\u30013D\u6548\u679c\u548c\u7cbe\u7f8e\u5e03\u5c40\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u5c06\u7c97\u7cd9\u622a\u56fe\u63d0\u5347\u4e3a\u4e13\u4e1a\u7ea7\u89c6\u89c9\u5c55\u793a\uff0c\u89e3\u51b3\u4ea7\u54c1\u622a\u56fe\u201c\u4e11\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\/0f5fd7cb-5102-476a-af47-cd34bc62f012.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07a64a48-fb21-440e-a55e-859e4682ecb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9db8af6d-9452-4c7e-abb7-3d0db6ca7fbd.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\">Chrome Extensions<\/span><br \/>\n            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u622a\u56fe\u7f8e\u5316<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u5c55\u793a<\/span><br \/>\n            <span class=\"tag\">3D\u6548\u679c<\/span><br \/>\n            <span class=\"tag\">\u6e10\u53d8\u80cc\u666f<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u754c\u9762<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n            <span class=\"tag\">Product Hunt<\/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>\u552f\u4e00\u8bc4\u8bba\u6765\u81ea\u5f00\u53d1\u8005\uff0c\u81ea\u8ff0\u56e0\u4e0d\u6ee1\u622a\u56fe\u8d28\u91cf\u800c\u521b\u5efa\u6b64\u5de5\u5177\uff0c\u4ee5\u5b9e\u73b0\u514d\u8d39\u5347\u7ea7\u622a\u56fe\u3002\u6682\u65e0\u7528\u6237\u53cd\u9988\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                \u8fd9\u6b3e\u4ea7\u54c1\u5b8c\u7f8e\u8be0\u91ca\u4e86\u201c\u9700\u6c42\u662f\u6700\u597d\u7684\u8001\u5e08\u201d\u3002\u5f00\u53d1\u8005\u81ea\u66dd\u75db\u70b9\u5e76\u4eb2\u624b\u89e3\u51b3\uff0c\u5176\u771f\u8bda\u7684\u7559\u8a00\u6bd4\u4efb\u4f55\u534e\u4e3d\u6587\u6848\u90fd\u66f4\u6709\u8bf4\u670d\u529b\u3002\u7136\u800c\uff0c\u4ec5\u6709\u4e00\u4e2a\u8bc4\u8bba\u4e14\u4e3a\u96f6\u70b9\u8d5e\uff0c\u66b4\u9732\u51fa\u4ea7\u54c1\u5728\u51b7\u542f\u52a8\u9636\u6bb5\u7684\u5c34\u5c2c\uff1a\u529f\u80fd\u80fd\u5426\u8d85\u8d8a\u201c\u81ea\u55e8\u201d\uff0c\u5c1a\u672a\u5f97\u5230\u5e02\u573a\u9a8c\u8bc1\u3002\u4ece\u6838\u5fc3\u4ef7\u503c\u770b\uff0c\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u5c0f\u56e2\u961f\u5728\u4ea7\u54c1\u66dd\u5149\u65f6\u7684\u771f\u5b9e\u521a\u9700\u2014\u2014\u4e00\u5f20\u5438\u5f15\u773c\u7403\u7684\u622a\u56fe\u6709\u65f6\u6bd4\u4ee3\u7801\u672c\u8eab\u66f4\u80fd\u51b3\u5b9a\u7528\u6237\u7684\u505c\u7559\u7387\u3002\u4f46\u5e02\u9762\u5df2\u6709\u4f17\u591a\u7c7b\u4f3c\u5de5\u5177\uff08\u5982Cleanshot\u3001Snipaste\u7684\u589e\u5f3a\u63d2\u4ef6\uff09\uff0c\u5176\u5dee\u5f02\u5316\u4ec5\u5728\u4e8e\u201c\u514d\u8d39\u201d\u4e0e\u201c\u5b9a\u5236\u53163D\u6548\u679c\u201d\u3002\u82e5\u4e0d\u80fd\u5efa\u7acb\u7a33\u5065\u7684\u8fed\u4ee3\u8def\u7ebf\uff08\u5982\u6279\u91cf\u5904\u7406\u3001\u4e00\u952e\u9002\u914d\u4e3b\u6d41\u5c55\u793a\u5e73\u53f0\u753b\u5e03\uff09\uff0c\u6216\u5f15\u5165AI\u667a\u80fd\u6392\u5e03\uff0c\u6781\u6613\u88ab\u540c\u7c7b\u7ade\u54c1\u541e\u566c\u3002\u53ef\u4ee5\u8bf4\uff0c\u4ea7\u54c1\u89e3\u51b3\u4e86\u201c\u6709\u6ca1\u6709\u201d\u7684\u95ee\u9898\uff0c\u4f46\u8ddd\u79bb\u201c\u597d\u7528\u5230\u8ba9\u4eba\u4ed8\u8d39\u201d\u5c1a\u6709\u8ddd\u79bb\u3002\u5176\u672a\u6765\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u4e2a\u4eba\u5de5\u5177\u8fdb\u5316\u4e3a\u56e2\u961f\u534f\u4f5c\u7684\u8425\u9500\u8d44\u4ea7\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\">Screenshot Beautifier Pro<\/span>\n                <\/div>\n<div class=\"comment-content\">Elevate your captures into professional visuals with customizable gradients, 3D effects, and polished layouts.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I make a lot of products and one thing that disturbs me is the &#8220;badness&#8221; of the screenshots. That&#8217;s why I built this, so that I can upgrade my captures into quality screenshot for free.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/GNHNMKCL22ZTR6\" class=\"app-title\">SnapSub &#8211; subscriptions hub<\/a><\/p>\n<div class=\"one-liner\">SnapSub &#8211; Stop paying for subscriptions you forgot about<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SnapSub\u662f\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u4e0d\u8fde\u94f6\u884c\u7684iOS\u8ba2\u9605\u7ba1\u7406\u5de5\u5177\uff0c\u5e2e\u4f60\u4e00\u952e\u8ffd\u8e2a\u6240\u6709\u5fd8\u8bb0\u7684\u81ea\u52a8\u7eed\u8d39\uff0c\u907f\u514d\u6bcf\u5e74\u5e73\u5747204\u7f8e\u5143\u7684\u9690\u5f62\u6d6a\u8d39\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\/ae2f95f7-59da-4d22-8428-cdf7cde7ea9e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/601bc1a7-c14b-4a42-bf6f-b941974da691.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac75df9a-8e23-4052-93f4-19b3909bd82f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">iOS<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Finance<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u7eed\u8d39\u63d0\u9192<\/span><br \/>\n            <span class=\"tag\">iOS\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/span><br \/>\n            <span class=\"tag\">iCloud\u540c\u6b65<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n            <span class=\"tag\">Solo\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\u79f0\u8d5e\u65e0\u8d26\u53f7\u3001\u65e0\u94f6\u884c\u7ed1\u5b9a\u7684\u9690\u79c1\u8bbe\u8ba1\uff1b\u5efa\u8bae\u589e\u52a0\u201c\u672a\u67657\/14\/30\u5929\u7eed\u8d39\u5468\u89c6\u56fe\u201d\u4ee5\u4fbf\u63d0\u524d\u51b3\u7b56\u53d6\u6d88\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u4f7f\u7528MMKV\u672c\u5730\u5b58\u50a8+iCloud\u540c\u6b65\uff0c\u5e76\u901a\u8fc7\u672c\u5730\u901a\u77e5\u5b9e\u73b0\u63d0\u9192\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                SnapSub\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u5b58\u5728\u7684\u75db\u70b9\u2014\u2014\u7528\u6237\u5bf9\u9057\u5fd8\u8ba2\u9605\u7684\u7126\u8651\u4e0e\u5bf9\u590d\u6742\u91d1\u878d\u5de5\u5177\u7684\u6392\u65a5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u201c\u6700\u5c0f\u5316\u5fc3\u667a\u8d1f\u62c5\u201d\u7684\u4ea7\u54c1\u54f2\u5b66\uff1a\u65e0\u8d26\u6237\u767b\u5f55\u3001\u65e0\u94f6\u884c\u8fde\u63a5\u3001\u65e0\u5197\u4f59\u529f\u80fd\uff0c\u8ba9\u8ffd\u8e2a\u8ba2\u9605\u8fd9\u4e00\u52a8\u4f5c\u4ece\u201c\u7406\u8d22\u4efb\u52a1\u201d\u964d\u7ea7\u4e3a\u201c\u65e5\u5e38\u4e60\u60ef\u201d\u3002\u8fd9\u6070\u6070\u51fb\u4e2d\u4e86\u591a\u6570\u4f20\u7edf\u8ba2\u9605\u7ba1\u7406\u5de5\u5177\uff08\u5982Truebill\u3001Rocket Money\uff09\u7684\u8f6f\u808b\u2014\u2014\u5b83\u4eec\u867d\u529f\u80fd\u5f3a\u5927\uff0c\u5374\u8981\u6c42\u6df1\u5ea6\u6388\u6743\u6216\u590d\u6742\u8bbe\u7f6e\uff0c\u53cd\u800c\u8ba9\u61d2\u4e8e\u7ba1\u7406\u7684\u7528\u6237\u671b\u800c\u5374\u6b65\u3002\u4ece\u6280\u672f\u67b6\u6784\u770b\uff0cMMKV+\u672c\u5730\u901a\u77e5+iCloud\u540c\u6b65\u7684\u7ec4\u5408\u662f\u660e\u667a\u7684\u6743\u8861\uff1a\u65e2\u4fdd\u8bc1\u4e86\u901f\u5ea6\u4e0e\u79bb\u7ebf\u53ef\u7528\u6027\uff0c\u53c8\u907f\u5f00\u4e86\u670d\u52a1\u5668\u7aef\u6570\u636e\u5408\u89c4\u98ce\u9669\uff0c\u7b26\u5408\u82f9\u679c\u751f\u6001\u7528\u6237\u5bf9\u9690\u79c1\u7684\u5929\u7136\u504f\u597d\u3002\u4f46\u9700\u8b66\u60d5\u7684\u662f\uff0c\u7eaf\u672c\u5730\u5b58\u50a8\u610f\u5473\u7740\u7528\u6237\u4e00\u65e6\u5378\u8f7dApp\u6216\u6362\u5b89\u5353\u8bbe\u5907\uff0c\u6570\u636e\u5c06\u4e22\u5931\uff0c\u8fd9\u9650\u5236\u4e86\u957f\u671f\u7559\u5b58\u548c\u8de8\u5e73\u53f0\u6269\u5c55\u3002\u6b64\u5916\uff0c\u7f3a\u4e4f\u4ed8\u8d39\u5899\u548c\u8d26\u6237\u4f53\u7cfb\u610f\u5473\u7740\u5546\u4e1a\u53d8\u73b0\u8def\u5f84\u72ed\u7a84\u2014\u2014\u540e\u7eed\u5982\u679c\u52a0\u5165\u9ad8\u7ea7\u529f\u80fd\uff08\u5982\u8de8\u8bbe\u5907\u667a\u80fd\u5206\u6790\u3001\u6279\u91cf\u53d6\u6d88\u5efa\u8bae\uff09\uff0c\u53ef\u80fd\u9762\u4e34\u7528\u6237\u62b5\u89e6\u3002\u603b\u4f53\u800c\u8a00\uff0cSnapSub\u662f\u4e00\u6b3e\u7cbe\u81f4\u7684\u201c\u51cf\u6cd5\u578b\u201d\u4ea7\u54c1\uff0c\u4f46\u5728\u7528\u6237\u7c98\u6027\u548c\u5546\u4e1a\u5316\u4e4b\u95f4\uff0c\u4ecd\u9700\u627e\u5230\u66f4\u4f18\u96c5\u7684\u5e73\u8861\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">SnapSub &#8211; subscriptions hub<\/span>\n                <\/div>\n<div class=\"comment-content\">Most people are paying for 3\u20134 subscriptions they&#8217;ve forgotten about. The average? $204 wasted per year. SnapSub is a clean, no-account iOS app that helps you track every subscription in one place, eg: streaming, SaaS, gym, whatever.. Set renewal reminders, see your real monthly spend at a glance, and stop getting surprised by charges you forgot about. No bank connection required. No ads. No account. Just open it, add your subscriptions, and know exactly where your money goes.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I&#8217;m a solo developer!<\/p>\n<p>I built SnapSub after realising I was paying for Notion, a VPN, and a fitness app I hadn&#8217;t opened in months, all at the same time. I went looking for a simple tracker and found either overly complicated budgeting apps or tools that wanted my bank login.<\/p>\n<p>So I built the simple version I actually wanted. No account, no bank connection, no monthly fee. Just add your subscriptions and get reminded before they renew.<\/p>\n<p>It&#8217;s my first app on the App Store and I&#8217;d genuinely love your honest feedback: what&#8217;s missing, what&#8217;s confusing, what would make you actually use it daily. <\/p>\n<p>Happy to answer anything. \ud83d\ude4f<\/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\/@xdoneonx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xdoneonx<\/a>&nbsp;One feature I\u2019d personally find useful: a \u201crenewal week\u201d view that shows what\u2019s coming up in the next 7\/14\/30 days, so I can decide what to cancel before the charge hits.<\/p>\n<p>Are you planning more planning-style views, or keeping the app intentionally minimal?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Since there&#8217;s no account, how do you persist them? iCloud? or solely on device? Are the reminders via local notifications?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hboon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hboon<\/a>&nbsp;Thanks for checking us out! Great questions.<\/p>\n<p>Here is how the architecture works under the hood:<\/p>\n<p>Data Persistence: Everything is stored locally on your device using MMKV, which gives us blazing-fast read\/write speeds compared to traditional AsyncStorage or CoreData.<\/p>\n<p>Syncing: To keep things seamless without forcing you to make an account, we use iCloud sync. Your data stays yours, safely synced across your own Apple devices.<\/p>\n<p>Reminders: Spot on! Reminders are triggered entirely via local notifications.<\/p>\n<p>Our goal was to build something fast, lightweight, and 100% privacy-first\u2014no tedious sign-ups or third-party servers tracking your data. Let me know if you have any other questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/AJZMG6ZC6EBRML\" class=\"app-title\">Been There<\/a><\/p>\n<div class=\"one-liner\">Know Before You Go. Travel Smarter, Stay Safer.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Been There \u662f\u4e00\u6b3e\u4ee5\u793e\u533a\u4f17\u5305\u6570\u636e\u4e3a\u6838\u5fc3\u7684\u65c5\u884c\u5b89\u5168\u60c5\u62a5\u5e73\u53f0\uff0c\u89e3\u51b3\u7528\u6237\u5728\u9884\u8ba2\u6216\u62b5\u8fbe\u76ee\u7684\u5730\u524d\u65e0\u6cd5\u83b7\u53d6\u771f\u5b9e\u3001\u7ec6\u9897\u7c92\u5ea6\u5b89\u5168\u8bc4\u4ef7\uff08\u5982\u591c\u95f4\u7167\u660e\u3001\u8bc8\u9a97\u98ce\u9669\u3001\u5973\u6027\u72ec\u884c\u611f\u53d7\uff09\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\/88a36ec8-5403-48e4-bbce-7476ae8fd91f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6901565-4226-4544-b1a2-9b58e4761bf2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d921aa7-0247-4f42-bb13-9d88194b3458.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b14a5e1-dcb6-4962-b188-02cca3ade5a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d30e9aec-161f-4751-aeaa-3a1df098ae75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad002dee-fab3-4554-8fc1-59f1327dd4be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b01694f2-68ea-4f1f-988d-2e1b51b1c7d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e25b360e-4e6b-47e3-89c3-4c98b1e55f45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91c5feaa-5d79-4da3-9a80-4dcd6551d74a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Social Network<\/span><br \/>\n            <span class=\"tag\">Travel<\/span><br \/>\n            <span class=\"tag\">Community<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u65c5\u884c\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">\u4f17\u5305\u8bc4\u4ef7<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168\u6307\u6570<\/span><br \/>\n            <span class=\"tag\">\u5973\u6027\u65c5\u884c<\/span><br \/>\n            <span class=\"tag\">\u9632\u9a97\u63d0\u9192<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u4f4d\u7f6e<\/span><br \/>\n            <span class=\"tag\">\u51fa\u884c\u653b\u7565<\/span><br \/>\n            <span class=\"tag\">\u5c0f\u4f17\u65c5\u884c<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u72e9\u730e<\/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\u517c\u521b\u59cb\u4eba\u5f3a\u8c03\uff0c\u73b0\u6709\u65c5\u884c\u5e73\u53f0\u5ffd\u89c6\u5b89\u5168\u8bc4\u4ef7\uff0c\u5bfc\u81f4\u201c\u56fe\u7247\u7f8e\u597d\u3001\u73b0\u5b9e\u5371\u9669\u201d\u7684\u843d\u5dee\u3002\u4ed6\u63d0\u51faBeen There\u901a\u8fc7\u7ed3\u6784\u5316\u95ee\u5377\uff08\u7167\u660e\u3001\u8bc8\u9a97\u3001\u6c1b\u56f4\uff09\u548c\u5b9e\u65f6\u4f4d\u7f6e\u63d0\u9192\u5f25\u8865\u7a7a\u767d\uff0c\u5e76\u9080\u8bf7\u793e\u533a\u53cd\u9988\u5b89\u5168\u65b9\u6cd5\uff0c\u4f46\u5c1a\u672a\u6536\u5230\u5916\u90e8\u7528\u6237\u7684\u6279\u5224\u6027\u5efa\u8bae\u6216\u529f\u80fd\u8bf7\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                Been There\u7684\u5207\u5165\u70b9\u8db3\u591f\u950b\u5229\u2014\u2014\u5728Booking\u3001TripAdvisor\u7b49\u5de8\u5934\u7edf\u6cbb\u7684\u65c5\u884c\u8bc4\u4ef7\u5e02\u573a\uff0c\u201c\u5b89\u5168\u201d\u957f\u671f\u88ab\u7b80\u5316\u4e3a\u201c\u6cbb\u5b89\u6307\u6570\u201d\u6216\u5076\u53d1\u7684\u8d1f\u9762\u8bc4\u8bba\uff0c\u7f3a\u4e4f\u9488\u5bf9\u5973\u6027\u3001\u72ec\u884c\u8005\u7b49\u7ec6\u5206\u4eba\u7fa4\u7684\u611f\u77e5\u7ea7\u6570\u636e\u3002\u5176\u201c\u5b89\u5168\u6307\u6570\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u57fa\u4e8e\u4f17\u5305\u7684\u60c5\u7eea\u91cf\u5316\u5de5\u5177\uff0c\u6bd4\u7eaf\u5ba2\u89c2\u72af\u7f6a\u7387\u6570\u636e\u66f4\u8d34\u8fd1\u65c5\u8005\u76f4\u89c9\uff0c\u8fd9\u662f\u5dee\u5f02\u5316\u7684\u4ef7\u503c\u951a\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u4ea7\u54c1\u9762\u4e34\u4e09\u91cd\u9690\u5fe7\uff1a\u7b2c\u4e00\uff0c\u51b7\u542f\u52a8\u6096\u8bba\u3002\u5b89\u5168\u6570\u636e\u5929\u7136\u654f\u611f\u4e14\u573a\u666f\u4f4e\u9891\uff08\u7528\u6237\u4ec5\u5728\u6709\u7591\u8651\u65f6\u624d\u4f1a\u4e3b\u52a8\u8bc4\u4ef7\uff09\uff0c\u521d\u671f\u80fd\u5426\u79ef\u7d2f\u8db3\u591f\u5bc6\u96c6\u3001\u53ef\u4fe1\u7684\u6807\u7b7e\u6570\u636e\uff0c\u76f4\u63a5\u51b3\u5b9a\u63a8\u8350\u7684\u6709\u6548\u6027\u3002\u7b2c\u4e8c\uff0c\u7528\u6237\u6fc0\u52b1\u9677\u9631\u3002\u6240\u8c13\u201c\u7ecf\u9a8c\u70b9\u201d\u548c\u793e\u533a\u5730\u4f4d\uff0c\u5bf9\u7f13\u89e3\u65c5\u884c\u7126\u8651\u7684\u5b9e\u7528\u4e3b\u4e49\u7528\u6237\u800c\u8a00\u52a8\u673a\u504f\u5f31\u2014\u2014\u4eba\u4eec\u66f4\u613f\u4e3a\u201c\u5e2e\u52a9\u4ed6\u4eba\u201d\u70b9\u8d5e\uff0c\u800c\u975e\u82b1\u65f6\u95f4\u586b\u5199\u7ed3\u6784\u5316\u95ee\u5377\u3002\u7b2c\u4e09\uff0c\u5b9e\u65f6\u4f4d\u7f6e\u529f\u80fd\u7684\u98ce\u9669\u3002\u4e00\u65e6\u7528\u6237\u56e0\u201c\u4f4e\u5206\u533a\u57df\u201d\u63d0\u9192\u4ea7\u751f\u8bef\u5224\u6216\u8fc7\u5ea6\u6050\u614c\uff0c\u4ea7\u54c1\u6216\u80cc\u8d1f\u201c\u5236\u9020\u7126\u8651\u201d\u800c\u975e\u201c\u89e3\u51b3\u7126\u8651\u201d\u7684\u9053\u5fb7\u6307\u63a7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u4ea7\u54c1\u6807\u8bed\u201cTravel Smarter, Stay Safer\u201d\u672c\u8d28\u4e0a\u5c06\u201c\u5b89\u5168\u201d\u5305\u88c5\u4e3a\u4e00\u79cd\u53ef\u6d88\u8d39\u7684\u667a\u5546\u7a0e\u2014\u2014\u82e5\u793e\u533a\u6570\u636e\u88ab\u65c5\u884c\u793e\u3001\u9152\u5e97\u6216\u533a\u57df\u8425\u9500\u65b9\u6076\u610f\u5237\u5206\uff0c\u5b89\u5168\u6307\u6570\u4f1a\u77ac\u95f4\u6ca6\u4e3a\u5ba3\u4f20\u5de5\u5177\u3002\u5728\u672a\u5efa\u7acb\u5f3a\u5ba1\u6838\u673a\u5236\u548c\u72ec\u7acb\u6570\u636e\u516c\u8bc1\u524d\uff0c\u5b83\u7684\u516c\u4fe1\u529b\u6c38\u8fdc\u7ad9\u5728\u73bb\u7483\u5730\u677f\u4e0a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u6709\u673a\u4f1a\u7684\u8def\u5f84\uff0c\u662f\u653e\u5f03\u5927\u800c\u5168\u7684\u5168\u7403\u8986\u76d6\uff0c\u805a\u7126\u4e1c\u5357\u4e9a\u3001\u5370\u5ea6\u3001\u62c9\u7f8e\u7b49\u5b89\u5168\u4fe1\u606f\u4e25\u91cd\u4e0d\u5bf9\u79f0\u7684\u65c5\u884c\u533a\u57df\uff0c\u5e76\u7528\u6781\u7aef\u900f\u660e\u7684\u8bc4\u5206\u89c4\u5219\uff08\u5982\u5c55\u793a\u4e3b\u52a8\u8bc4\u4ef7\u6210\u672c\u4e0e\u6b3a\u8bc8\u68c0\u6d4b\u6b21\u6570\uff09\u6784\u5efa\u4fe1\u4efb\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u201c\u597d\u60f3\u6cd5\uff0c\u4f46\u6d3b\u4e0d\u8fc7B\u8f6e\u201d\u7684\u793e\u4ea4\u5b9e\u9a8c\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Been There<\/span>\n                <\/div>\n<div class=\"comment-content\">BeenThere is a community-driven travel platform focused on something most travel apps ignore: Travel Safety. What makes BeenThere different: \ud83c\udf0d Community-powered Safety Index \u2728 Honest highlight &#038; lowlight from people who\u2019ve actually been there \ud83e\udded Insider tips from real travelers \u26a0\ufe0f Scam alerts &#038; safety precautions \ud83d\udccd Optional real-time location awareness \ud83d\udc63 Solo &#038; female traveler safety insights Because travellers deserve more than ratingsthey deserve to know how safe a place actually feels.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">&#8220;Hey Product Hunt! \ud83d\udc4b<br \/>\nI\u2019m so excited to share BeenThere with you today.<br \/>\nAs travellers, we\u2019ve all been there: you book a beautiful hotel, show up, and realize the surrounding streets don&#8217;t feel right. Reviews talk about the breakfast or the bed, but they almost never mention if the area is well-lit at night , if solo travellers feel safe walking back alone ,is it safe for female or are scam common in that area.<\/p>\n<p>We built BeenThere to bridge that gap. It\u2019s not just another travel review site; it\u2019s a Safety Intelligence Platform powered by people who have actually &#8216;been there.&#8217;<\/p>\n<p>What makes BeenThere different?<\/p>\n<p>\ud83c\udf0dThe Safety Index: A crowdsourced &#8216;vibe check&#8217; for every destination, giving you a gist of the location&#8217;s safety for solo and female travellers.<br \/>\n\ud83d\udccdReal-time Location Alerts: Our app syncs with your location to give you gentle nudges if you&#8217;re entering an area with poor traveller reports.<br \/>\n\u26a0\ufe0fStructured Insights: We don&#8217;t do generic text. We ask about lighting, scams, &#8216;vibe,&#8217; and specific precautions you should take.<br \/>\nContributor Rewards: Earn Experience Points for sharing verified safety tips, turning your knowledge into community status.<br \/>\nOur goal is simple: helping everyone travel with the confidence of a local.<br \/>\nI\u2019d love to hear your feedback, feature ideas, or any questions you have! How do you stay safe when you travel?<br \/>\nLet\u2019s make travel safer together! \ud83c\udf0d\u2728&#8221;<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/WGCJZ6LS3J4LPZ\" class=\"app-title\">Elvixs<\/a><\/p>\n<div class=\"one-liner\">Skip Easy Apply. Reach recruiters directly.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Elvixs\u662f\u4e00\u6b3e\u9762\u5411\u5b66\u751f\u7684\u62db\u8058\u5b98\u76f4\u8054\u5de5\u5177\uff0c\u901a\u8fc7AI\u81ea\u52a8\u6316\u6398HR\u90ae\u7bb1\u3001\u64b0\u5199\u4e2a\u6027\u5316\u51b7\u90ae\u4ef6\u5e76\u8ddf\u8e2a\u56de\u590d\uff0c\u89e3\u51b3\u6c42\u804c\u8005\u201c\u6d77\u6295\u65e0\u6548\u3001\u624b\u52a8\u51b7\u90ae\u7e41\u7410\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\/310a95d4-c84f-4adf-b9f4-c05b36f74c31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac3fb1b8-a74c-47aa-8b14-27d76738590d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be062754-d608-4089-8190-359ea19822d3.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\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Career<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6c42\u804c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u62db\u8058\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">AI\u90ae\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u51b7\u90ae\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u5b66\u751f\u6c42\u804c<\/span><br \/>\n            <span class=\"tag\">HR\u76f4\u8054<\/span><br \/>\n            <span class=\"tag\">\u90ae\u7bb1\u6316\u6398<\/span><br \/>\n            <span class=\"tag\">Follow-up\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">Gmail\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">ProductHunt<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4f5c\u4e3a\u5b66\u751f\uff0c\u5206\u4eab\u4e86\u624b\u52a8\u51b7\u90ae\u6548\u7387\u4f4e\u3001\u6613\u653e\u5f03\u7684\u75db\u70b9\u3002\u4ea7\u54c1\u4eceAI\u5199\u90ae\u4ef6\u6269\u5c55\u5230\u5b8c\u6574\u7684\u5de5\u4f5c\u6d41\uff0c\u5305\u542b\u7b80\u5386\u4e0a\u4f20\u3001\u90ae\u7bb1\u6316\u6398\u3001\u4e2a\u6027\u5316\u751f\u6210\u3001\u771f\u5b9eGmail\u53d1\u9001\u3001\u6253\u5f00\u4e0e\u56de\u590d\u8ffd\u8e2a\u30017\u5929\u540e\u81ea\u52a8\u8ddf\u8fdb\u3002\u5f3a\u8c03\u201c\u771f\u5b9e\u611f\u201d\u4e0e\u9632\u5783\u573e\u4f53\u9a8c\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                Elvixs\u7684\u5b9a\u4f4d\u7cbe\u51c6\u4f46\u5e02\u573a\u62e5\u6324\u3002\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5199\u90ae\u4ef6\u201d\uff0c\u800c\u5728\u4e8e\u201c\u627e\u5230HR\u90ae\u7bb1+\u81ea\u52a8\u5316\u8ddf\u8fdb\u201d\u8fd9\u4e00\u7ec4\u5408\u62f3\u3002\u8fd9\u5207\u4e2d\u4e86\u5b66\u751f\u7fa4\u4f53\u6700\u5927\u7684\u4fe1\u606f\u5dee\u2014\u2014\u4ed6\u4eec\u666e\u904d\u7f3a\u4e4f\u4f01\u4e1aHR\u8054\u7cfb\u65b9\u5f0f\u6570\u636e\u5e93\u548c\u4e13\u4e1a\u8ddf\u8fdb\u7b56\u7565\u3002\u4ea7\u54c1\u7528AI\u5c06\u8fd9\u79cd\u201c\u6697\u80fd\u529b\u201d\u5bf9\u63a5\u5230\u4e86\u666e\u901a\u7528\u6237\u7684Gmail\u4e2d\uff0c\u7528\u6237\u4f53\u9a8c\u4f1a\u6bd4\u624b\u52a8\u6316LinkedIn\u597d\u5f97\u591a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9700\u8981\u8b66\u60d5\u4e24\u4e2a\u98ce\u9669\uff1a\u7b2c\u4e00\uff0c\u4f9d\u8d56Gmail\u53d1\u9001\u7684\u771f\u5b9e\u6027\u548c\u9000\u4fe1\u7387\u3002\u5927\u591a\u6570\u4f01\u4e1a\u90ae\u7bb1\u4f1a\u5c4f\u853d\u6279\u91cf\u53d1\u9001\u6216\u542b\u94fe\u63a5\u7684\u51b7\u90ae\u4ef6\uff0c\u4e00\u65e6\u8d26\u53f7\u88ab\u6807\u8bb0\u4e3a\u5783\u573e\uff0cGmail\u8d26\u53f7\u6781\u6613\u88ab\u5c01\u3002\u7b2c\u4e8c\uff0c\u51b7\u90ae\u4ef6\u672c\u8eab\u662f\u4e00\u4e2a\u4f4e\u8f6c\u5316\u7387\u7b56\u7565\uff0c\u5373\u4f7f\u6253\u5f00\u7387\u4e0d\u9519\uff0c\u56de\u590d\u7387\u901a\u5e38\u4e0d\u52305%\u3002Elvixs\u76ee\u524d\u7684\u8ffd\u8e2a\u903b\u8f91\u53ea\u8ddf\u8e2a\u201c\u6253\u5f00\u201d\u548c\u201c\u56de\u590d\u201d\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u8bdd\u8d28\u91cf\u5206\u6790\u3002\u8fd9\u8ba9\u4ea7\u54c1\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u81ea\u52a8\u6295\u9012\u673a\u201d\u800c\u975e\u201c\u804c\u4e1a\u589e\u957f\u52a9\u624b\u201d\uff0c\u6781\u6613\u6ca6\u4e3a\u201c\u65e0\u6548\u52e4\u594b\u201d\u7684\u653e\u5927\u5668\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u5173\u952e\u7684\u662f\uff0c\u76ee\u524d7\u4e2a\u70b9\u8d5e\u548c\u96f6\u7528\u6237\u8bc4\u8bba\u7684\u5b58\u5728\u4f7f\u5f97\u4ea7\u54c1\u5c5e\u4e8e\u6781\u65e9\u671f\u3002\u521b\u59cb\u4eba\u8bf4\u662f\u201c\u4e3a\u5b66\u751f\u642d\u5efa\u201d\uff0c\u8fd9\u540c\u65f6\u610f\u5473\u7740\u8d27\u5e01\u5316\u8def\u5f84\u6a21\u7cca\u2014\u2014\u5b66\u751f\u7fa4\u4f53\u4ed8\u8d39\u610f\u613f\u6781\u5f31\uff0c\u800c\u4e00\u65e6\u52a0\u4ef7\u53c8\u5fc5\u7136\u5931\u53bb\u7528\u6237\u57fa\u7840\u3002\u5efa\u8bae\u4ea7\u54c1\u5728\u201c\u662f\u5426\u8ffd\u8e2a\u5230\u6709\u6548\u9762\u8bd5\u8f6c\u5316\u201d\u4e0a\u4e0b\u529f\u592b\uff0c\u5efa\u7acb\u4e00\u4e2a\u201c\u90ae\u4ef6\u2192\u56de\u590d\u2192\u9762\u8bd5\u201d\u7684\u95ed\u73af\u6570\u636e\u770b\u677f\uff0c\u624d\u80fd\u771f\u6b63\u8ba9\u5b66\u751f\u7fa4\u4f53\u4e70\u5355\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u548cHunter.io\u3001Apollo\u8fd9\u7c7b\u5de5\u5177\u62a2\u90ae\u7bb1\u6316\u6398\u7684\u672b\u5e2d\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\">Elvixs<\/span>\n                <\/div>\n<div class=\"comment-content\">Elvixs finds HR contacts at any company, writes AI cold emails, sends from your Gmail, and tracks opens &#038; replies. Built for freshers and college students.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m a college student, and almost everyone around me is searching for internships or jobs. We kept hearing that cold emailing recruiters works better than mass applying, but doing it manually was painful. Finding recruiter emails, writing personalized emails, tracking replies, and remembering follow-ups.<\/p>\n<p>That frustration is what inspired us to build Elvixs.<\/p>\n<p>Initially, we only wanted to make AI-generated cold emails. But while building, we realized the real problem wasn\u2019t just writing emails but the entire outreach workflow.<\/p>\n<p>So Elvixs evolved into a full recruiter outreach platform:<\/p>\n<p>* upload your resume once<br \/>\n* find recruiter emails + LinkedIn profiles<br \/>\n* generate personalized emails<br \/>\n* send through your own Gmail<br \/>\n* track opens and replies<br \/>\n* automate follow-ups after 7 days<\/p>\n<p>We focused heavily on making the outreach feel genuine instead of spammy by using actual resume context and real inbox sending.<\/p>\n<p>Still improving it every day, and I\u2019d genuinely love feedback or criticism from the community.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/6CPLH3VXPFZUPN\" class=\"app-title\">Noteshell<\/a><\/p>\n<div class=\"one-liner\">One second brain. Notes, reports, dashboards \u2014 any interface<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Noteshell \u662f\u4e00\u6b3e AI \u539f\u751f\u7b14\u8bb0\u5de5\u5177\uff0c\u80fd\u5c06\u7b14\u8bb0\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u8fd0\u884c\u7684\u4eea\u8868\u76d8\u3001\u62a5\u544a\u7b49\u754c\u9762\uff0c\u89e3\u51b3\u4f20\u7edf\u7b14\u8bb0\u5de5\u5177\u7ef4\u62a4\u6210\u672c\u9ad8\u3001\u77e5\u8bc6\u6613\u6c89\u6dc0\u4e3a\u9759\u6001\u6863\u6848\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u201c\u79d2\u5efa\u7b2c\u4e8c\u5927\u8111\u201d\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\/481b1de2-dbe2-4d8b-805c-67b8a71d9c67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13701ed1-672d-4ad9-83ab-d65c41060324.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bf66aea-e9d7-45d6-9c43-a4d92c9b2c0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/883c6ceb-9fb6-4d6d-8766-661016848b2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f812d2d-b1b2-430d-85c2-7b17f4212cbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0514c7c-717d-4a16-8003-9fdb4250ce82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c5c57e6-3de1-4fcc-81ab-c04aa6e5a158.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\/87c2fe77-0ea8-4c3f-b420-d3bb4bfccac7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GQjEBUHyNDo\"><source src=\"https:\/\/youtu.be\/GQjEBUHyNDo\" 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\">Notes<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n            <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7b14\u8bb0<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u7b2c\u4e8c\u5927\u8111<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n            <span class=\"tag\">Obsidian\u66ff\u4ee3<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u539f\u751f\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u7ed3\u6784\u5316\u7b14\u8bb0<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u201c\u7b14\u8bb0\u53d8\u754c\u9762\u201d\u7684\u65b9\u5411\uff0c\u5c24\u5176\u5bf9\u4e8e\u653e\u5f03Obsidian\u7684\u7528\u6237\u6709\u5438\u5f15\u529b\u3002\u4f46\u5efa\u8bae\uff081\u70b9\u8d5e\uff09\u660e\u786e\u6307\u51fa\uff1aAI\u751f\u6210\u62a5\u544a\u65f6\uff0c\u5fc5\u987b\u6e05\u6670\u533a\u5206\u539f\u59cb\u7b14\u8bb0\u4e0e\u884d\u751f\u89c6\u56fe\uff0c\u5e76\u6807\u6ce8\u6570\u636e\u6765\u6e90\u548c\u5047\u8bbe\u94fe\u6761\uff0c\u4ee5\u589e\u5f3a\u53ef\u4fe1\u5ea6\uff0c\u8fd9\u662f\u4ea7\u54c1\u4fe1\u4efb\u57fa\u77f3\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                Noteshell \u7684\u91ce\u5fc3\u4e0d\u53ea\u662f\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u7b14\u8bb0\u8f6f\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u6784\u201c\u77e5\u8bc6\u201d\u7684\u5b9a\u4e49\u2014\u2014\u4ece\u9759\u6001\u6587\u672c\u5230\u53ef\u6267\u884c\u3001\u53ef\u4ea4\u4e92\u7684\u6a21\u5757\u3002\u5176\u201c\u7b14\u8bb0\u5373\u754c\u9762\u201d\u7684\u7406\u5ff5\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406\uff08PKM\uff09\u4e0e\u4f4e\u4ee3\u7801\/\u6570\u636e\u53ef\u89c6\u5316\u7ed3\u5408\uff0c\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u9ad8\u7ea7\u7528\u6237\uff08\u5982\u5206\u6790\u5e08\u3001\u9879\u76ee\u7ba1\u7406\u8005\uff09\u7684\u6df1\u5c42\u9700\u6c42\uff1a\u4ed6\u4eec\u4e0d\u9700\u8981\u66f4\u591a\u7b14\u8bb0\uff0c\u800c\u662f\u9700\u8981\u7b14\u8bb0\u80fd\u4e3b\u52a8\u4ea7\u51fa\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u663e\u8457\u3002\u4ece\u4ec5\u6709\u76846\u4e2a\u6295\u7968\u548c\u7528\u6237\u5be5\u5be5\u7684\u53cd\u9988\u770b\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u662f\u5c0f\u4f17\u53d1\u70e7\u53cb\u7684\u73a9\u7269\u3002\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\uff1a1\uff09\u590d\u6742\u5ea6\u6096\u8bba\u3002Obsidian \u7684\u5931\u8d25\u5df2\u8bc1\u660e\uff0c\u591a\u6570\u7528\u6237\u4e0d\u613f\u4e3a\u201c\u53ef\u7ef4\u62a4\u6027\u201d\u4ed8\u51fa\u8fc7\u9ad8\u5b66\u4e60\u6210\u672c\u3002Noteshell \u7684\u201c\u7ed3\u6784\u5316\u6570\u636e+\u903b\u8f91+\u89c6\u56fe\u201d\u542c\u7740\u5c31\u50cf\u53c8\u4e00\u628a\u4e09\u4f53\u4eba\u7ea7\u522b\u7684\u745e\u58eb\u519b\u5200\uff0c\u666e\u901a\u7528\u6237\u73a9\u4e0d\u8f6c\u30022\uff09AI \u7684\u201c\u9ed1\u7bb1\u4fe1\u4efb\u5371\u673a\u201d\u3002\u5982\u8bc4\u8bba\u533a\u7528\u6237\u6240\u8a00\uff0c\u4e00\u65e6\u7b14\u8bb0\u5f00\u59cb\u751f\u6210\u201c\u8bba\u65ad\u201d\u6216\u201c\u51b3\u7b56\u201d\uff0c\u6570\u636e\u6eaf\u6e90\u80fd\u529b\u5c31\u662f\u751f\u547d\u7ebf\u3002\u76ee\u524d\u4ea7\u54c1\u4ecb\u7ecd\u5bf9\u6b64\u907f\u800c\u4e0d\u8c08\uff0c\u82e5\u5904\u7406\u4e0d\u597d\uff0cAI \u751f\u6210\u7684\u62a5\u544a\u53ea\u4f1a\u662f\u66f4\u6f02\u4eae\u7684\u5783\u573e\u30023\uff09\u751f\u6001\u8584\u5f31\u3002\u672a\u63d0\u53ca Obsidian \u65e2\u6709\u63d2\u4ef6\u7684\u517c\u5bb9\u6216\u8fc1\u79fb\u8def\u5f84\uff0c\u76f4\u63a5\u8ba9\u7528\u6237\u629b\u5f03\u6c89\u6dc0\u7684\u7b14\u8bb0\u4f53\u7cfb\u91cd\u5efa\u77e5\u8bc6\u7ed3\u6784\uff0c\u95e8\u69db\u6781\u9ad8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u70b9\u5728\u4e8e\uff1a\u5b83\u53ef\u80fd\u662f\u201c\u6570\u636e\u9a71\u52a8\u578b\u77e5\u8bc6\u5de5\u4f5c\u8005\u201d\u7684\u7ec8\u6781\u5f62\u6001\u2014\u2014\u628a\u7b14\u8bb0\u53d8\u6210\u4e2a\u4eba\u5206\u6790\u5f15\u64ce\u3002\u4f46\u524d\u63d0\u662f\uff0c\u56e2\u961f\u5fc5\u987b\u6c89\u4e0b\u5fc3\u6765\u89e3\u51b3\u201c\u6613\u4e0a\u624b\u201d\u548c\u201c\u53ef\u6eaf\u6e90\u201d\u8fd9\u4e24\u4e2a\u81f4\u547d\u77db\u76fe\u3002\u5426\u5219\uff0cNoteshell \u53ea\u4f1a\u662f\u53c8\u4e00\u4e2a\u806a\u660e\u4f46\u6ca1\u6709\u7528\u6237\u7684\u201c\u6570\u5b57\u73a9\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\">Noteshell<\/span>\n                <\/div>\n<div class=\"comment-content\">Noteshell is an AI-native, interactive, user-friendly version of Obsidian. Noteshell turns notes into interactive, executable interfaces. Instead of writing plain text, users create structured notes made of data, logic, and views, extracted from any sources. From that, users or AI can generate interactive outputs like dashboards, analyses, and custom interfaces tailored to their workflow.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey peeps, I&#8217;m Quang, one of the co-founders of Noteshell. We&#8217;re really excited to share Noteshell with y&#8217;all.<\/p>\n<\/p>\n<p>Noteshell is an AI-native workspace where your notes become interactive. Instead of plain text pages, every note can run calculations, connect to other notes, pull live data, and generate dashboards, reports, and canvases from simple prompts.<\/p>\n<\/p>\n<p>We built Noteshell because we were frustrated with how today&#8217;s note-taking tools either become too complex to maintain or turn into static archives where knowledge just gets forgotten. We wanted something that actually helps you think, connect ideas, and turn your knowledge into real outputs.<\/p>\n<\/p>\n<p>We&#8217;d especially love feedback from people who&#8217;ve tried tools like Obsidian but eventually dropped them because the setup became too overwhelming to maintain.<\/p>\n<\/p>\n<p>There&#8217;s a lot more coming soon \u2014 Windows support, web support, more integrations, and collaborative workflows. If you have feature requests or ideas, we&#8217;d genuinely love to hear them.<\/p>\n<\/p>\n<p>We&#8217;re excited to see how folks build their own second brain, each in their own style!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@quang_nguyen37\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quang_nguyen37<\/a>&nbsp;Let&#8217;s go Quang!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 \u201cnotes become interfaces\u201d direction is interesting, especially for people who bounced off Obsidian because the system became work to maintain.<\/p>\n<\/p>\n<p>One thing I\u2019d want in an AI-native notes product is a clear distinction between raw captured knowledge and generated views\/reports. If a dashboard or analysis is generated from notes, show which notes\/data points it used and where the assumptions are coming from. That source trail matters a lot once the note stops being a static page and starts making claims or decisions for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VAGNER2O5PQFWT\" class=\"app-title\">DashBuster<\/a><\/p>\n<div class=\"one-liner\">Replace em dashes on any website<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DashBuster\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u8ba9\u7528\u6237\u4e00\u952e\u5c06\u7f51\u9875\u4e0a\u6cdb\u6ee5\u7684\u7834\u6298\u53f7\uff08em dash\uff09\u66ff\u6362\u4e3a\u81ea\u5b9a\u4e49\u5b57\u7b26\uff0c\u89e3\u51b3\u9605\u8bfb\u6d41\u7545\u6027\u88ab\u7834\u574f\u7684\u75db\u70b9\uff0c\u4e13\u6cbb\u6ee5\u7528\u957f\u7834\u6298\u53f7\u7684\u6587\u7ae0\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\/3a2883be-929f-4ee3-a8a9-cf39f21e4813.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\/51251704-a430-45b6-8ec9-4ed3b9234e99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2efeb8fc-9f14-4a99-aeb6-0a74102b9a4b.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\">Chrome Extensions<\/span><br \/>\n            <span class=\"tag\">Funny<\/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\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u9605\u8bfb\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u6587\u672c\u66ff\u6362<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u51c0\u5316<\/span><br \/>\n            <span class=\"tag\">\u5199\u4f5c\u98ce\u683c<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u5410\u69fd<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u5e7d\u9ed8\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\u6574\u4f53\u79ef\u6781\uff0c\u79f0\u8d5e\u5176\u201c\u6700\u5c0f\u5fc3\u773c\u4e14\u51fa\u8272\u201d\uff0c\u6838\u5fc3\u529f\u80fd\u76f4\u63a5\u89e3\u51b3\u6392\u7248\u75db\u70b9\u3002\u76ee\u524d\u65e0\u8d1f\u9762\u5efa\u8bae\uff0c\u4f460\u70b9\u8d5e\u8bc4\u8bba\u4e5f\u6697\u793a\u66dd\u5149\u5ea6\u4e0d\u8db3\uff0c\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7528\u6237\u573a\u666f\u9a8c\u8bc1\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                DashBuster\u662f\u4e00\u4e2a\u7cbe\u51c6\u5207\u4e2d\u201c\u6587\u5b57\u6d01\u7656\u201d\u7528\u6237\u75db\u70b9\u7684\u4ea7\u54c1\uff0c\u4f46\u5b83\u7684\u6210\u529f\u4e0e\u5426\u5e76\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u5b83\u5982\u4f55\u5b9a\u4e49\u5e76\u6ee1\u8db3\u4e00\u79cd\u88ab\u957f\u671f\u5ffd\u7565\u7684\u201c\u9605\u8bfb\u63a7\u5236\u6743\u201d\u9700\u6c42\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u6781\u7b80\u5230\u8fd1\u4e4e\u4f18\u96c5\uff1a\u4e00\u4e2a\u5f00\u5173\u3001\u4e00\u4e2a\u9009\u62e9\u3001\u4e00\u4e2a\u6392\u884c\u699c\u3002\u4f46\u771f\u6b63\u6709\u4ef7\u503c\u7684\u662f\u5176\u201cHall of Shame\u201d\u529f\u80fd\u2014\u2014\u5b83\u628a\u4e2a\u4eba\u9605\u8bfb\u4e60\u60ef\u7684\u7ea0\u6b63\uff0c\u53d8\u6210\u4e86\u53ef\u91cf\u5316\u7684\u3001\u5177\u6709\u793e\u4ea4\u7f9e\u8fb1\u8272\u5f69\u7684\u96c6\u4f53\u884c\u52a8\u3002\u7528\u6237\u4e0d\u4ec5\u80fd\u51c0\u5316\u81ea\u5df1\u773c\u524d\u7684\u6587\u672c\uff0c\u8fd8\u80fd\u901a\u8fc7\u622a\u56fe\u548c\u6392\u540d\u5bf9\u6ee5\u7528\u7834\u6298\u53f7\u7684\u7f51\u7ad9\u8fdb\u884c\u201c\u516c\u5f00\u5904\u5211\u201d\uff0c\u8fd9\u79cd\u4ece\u201c\u88ab\u52a8\u63a5\u53d7\u201d\u5230\u201c\u4e3b\u52a8\u60e9\u7f5a\u201d\u7684\u5fc3\u7406\u8f6c\u6362\uff0c\u8d4b\u4e88\u4e86\u5de5\u5177\u6781\u5f3a\u7684\u4f20\u64ad\u5c5e\u6027\u548c\u60c5\u611f\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5fc5\u987b\u6307\u51fa\u5176\u5c40\u9650\u6027\u3002\u9996\u5148\uff0c\u7834\u6298\u53f7\u6ee5\u7528\u867d\u662f\u771f\u5b9e\u75db\u70b9\uff0c\u4f46\u5b83\u662f\u5426\u5c5e\u4e8e\u201c\u9ad8\u9891\u75db\u70b9\u201d\uff1f\u5bf9\u4e8e\u666e\u901a\u7528\u6237\uff0c\u9664\u975e\u9605\u8bfb\u91cf\u6781\u5927\u6216\u5bf9\u6392\u7248\u654f\u611f\uff0c\u5426\u5219\u5207\u6362\u7684\u6210\u672c\u53ef\u80fd\u9ad8\u4e8e\u6536\u76ca\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u7559\u5b58\u4f9d\u8d56\u4e8e\u201cHall of Shame\u201d\u6570\u636e\u7684\u6301\u7eed\u6027\u548c\u8da3\u5473\u6027\uff0c\u5982\u679c\u6570\u636e\u589e\u957f\u7f13\u6162\u6216\u7f3a\u4e4f\u516c\u4fe1\u529b\uff0c\u8be5\u529f\u80fd\u4f1a\u8fc5\u901f\u6ca6\u4e3a\u6446\u8bbe\u3002\u6700\u540e\uff0c\u96f6\u6570\u636e\u6536\u96c6\u7684\u58f0\u660e\u867d\u7136\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5176\u4f18\u5316\u63a8\u8350\u548c\u4e2a\u6027\u5316\u80fd\u529b\u7684\u53ef\u80fd\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7efc\u4e0a\uff0cDashBuster\u662f\u4e00\u4e2a\u6709\u8da3\u3001\u7280\u5229\u7684\u201c\u5fae\u521b\u65b0\u201d\u5de5\u5177\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u6b21\u9488\u5bf9\u7cdf\u7cd5\u6392\u7248\u884c\u4e3a\u7684\u201c\u884c\u4e3a\u827a\u672f\u201d\u800c\u975e\u521a\u9700\u4ea7\u54c1\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u63d0\u793a\u6211\u4eec\uff1a\u597d\u7684\u5de5\u5177\u4e0d\u5fc5\u89e3\u51b3\u666e\u904d\u95ee\u9898\uff0c\u53ea\u9700\u8ba9\u4e00\u5c0f\u7fa4\u4eba\u7684\u4f53\u9a8c\u53d8\u5f97\u66f4\u597d\uff0c\u5e76\u7ed9\u4ed6\u4eec\u4e00\u4e2a\u7406\u7531\u53bb\u5206\u4eab\u8fd9\u79cd\u53d8\u597d\u7684\u5feb\u611f\u3002\u4f46\u82e5\u8981\u6253\u7834\u5c0f\u4f17\u5708\u5c42\uff0c\u5b83\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7b11\u8bdd\u6216\u4e00\u4e2a\u622a\u56fe\uff0c\u800c\u662f\u771f\u7684\u80fd\u6539\u53d8\u7f51\u7ad9\u7684\u5185\u5bb9\u4e60\u60ef\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\">DashBuster<\/span>\n                <\/div>\n<div class=\"comment-content\">Replace em dashes on any website. Pick your replacement character and see which sites overuse them the most. Tired of writers who think a 2-em-dash sentence like this makes them sound smarter? DashBuster silently replaces every em dash on any website with the character of your choice. One toggle. Zero tolerance.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tired of writers who think a 2-em-dash sentence like this makes them sound smarter?  DashBuster silently replaces every em dash on any website with the character of your choice. One toggle. Zero tolerance.  <\/p>\n<\/p>\n<p>What It Does <\/p>\n<\/p>\n<p>Instant replacement em dashes become hyphens, spaces, robot emojis \ud83e\udd16, or poop emojis \ud83d\udca9 Real-time counter see how many dashes you&#8217;ve busted on the current page Hall of Shame lifetime leaderboard of which sites abuse em dashes the most. Screenshot it. Share it. Shame them. Persistent settings your choice survives browser restarts SPA-safe works on React, Next.js, Vue, and any dynamically loaded content  <\/p>\n<\/p>\n<p>Why Install It <\/p>\n<\/p>\n<p>Em dashes break reading flow. Hyphens don&#8217;t. Writers overuse them  now you have the receipts (Hall of Shame) Zero performance impact: chunked scanning, idle-callback scheduling, no infinite loops No data collection. No analytics. No BS.  <\/p>\n<\/p>\n<p>How to Use <\/p>\n<\/p>\n<p>Click the DashBuster icon Toggle ON <\/p>\n<p>Pick your weapon (hyphen, space, robot, or poop) <\/p>\n<p>Watch the counter climb and the leaderboard fill <\/p>\n<p>Built for readers who value clarity over pretension.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the most petty and brilliant browser extension I\u2019ve seen in a while \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<\/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\/G3X4RNK6FGJBV6\" class=\"app-title\">AppStoreStatistics<\/a><\/p>\n<div class=\"one-liner\">App Store Analytics, revenue signals and ASO data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4f4e\u4ef7\u4f4dApp Store\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u6b21\u6027\u652f\u4ed8$19.99\u63d0\u4f9b\u7ade\u54c1\u6d1e\u5bdf\u3001ASO\u5de5\u5177\u548c\u5386\u53f2\u8868\u73b0\u8ffd\u8e2a\uff0c\u89e3\u51b3\u4e2d\u5c0f\u5f00\u53d1\u8005\u56e0\u4f20\u7edf\u5206\u6790\u5e73\u53f0\u4ef7\u683c\u8fc7\u9ad8\u800c\u65e0\u6cd5\u83b7\u53d6\u5173\u952e\u6570\u636e\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\/dee526c4-ce37-4cd4-b6ea-59e4593aab94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b8cb529-3fff-4862-9f4d-3e47f985bb8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb164bef-1164-44c6-a9c8-f35dedc26e2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f894701c-a9a7-4d1f-a1af-d657ee5e62c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/span><br \/>\n            <span class=\"tag\">Growth Hacking<\/span><br \/>\n            <span class=\"tag\">Tech<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">App Store\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">ASO\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7ade\u54c1\u6d1e\u5bdf<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u8d8b\u52bf<\/span><br \/>\n            <span class=\"tag\">\u5386\u53f2\u6570\u636e<\/span><br \/>\n            <span class=\"tag\">\u6536\u5165\u4fe1\u53f7<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ef7\u8ba2\u9605<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0<\/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\u6307\u51fa\u5e02\u573a\u4e0a\u73b0\u6709ASO\u548cApp Store\u5206\u6790\u5de5\u5177\u5b9a\u4ef7\u8fc7\u9ad8\uff0c\u56e0\u6b64\u5c1d\u8bd5\u6784\u5efa\u4e00\u6b3e\u9762\u5411\u6240\u6709\u79fb\u52a8\u5f00\u53d1\u8005\u90fd\u80fd\u8d1f\u62c5\u5f97\u8d77\u7684\u66ff\u4ee3\u54c1\uff0c\u627f\u8bfa\u6bcf\u5468\u66f4\u65b0\u65b0\u529f\u80fd\uff0c\u4ec5\u6536$4.99\/\u6708\u6216$20\u7ec8\u8eab\uff0c\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\u6781\u81f4\u6027\u4ef7\u6bd4\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                \u8fd9\u6b3e\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u9488\u5bf9\u73b0\u6709ASO\u5de5\u5177\u5b9a\u4ef7\u4f53\u7cfb\u7684\u201c\u7834\u574f\u6027\u521b\u65b0\u201d\u5b9e\u9a8c\u30026\u4e2a\u6295\u7968\u6570\u7684\u6570\u636e\u5df2\u7136\u8bf4\u660e\uff0c\u5b83\u5c1a\u672a\u83b7\u5f97\u5927\u89c4\u6a21\u5e02\u573a\u9a8c\u8bc1\uff0c\u4f46\u5176\u7b56\u7565\u975e\u5e38\u6e05\u6670\uff1a\u7528\u4e00\u6b21\u6027$19.99\u7684\u7ec8\u8eab\u4ef7\uff08\u6216$4.99\/\u6708\uff09\u5bf9\u6807Sensor Tower\u3001App Annie\u90a3\u52a8\u8f84\u6570\u5343\u7f8e\u5143\u7684\u4f01\u4e1a\u7ea7\u5b9a\u4ef7\u3002\u5728\u529f\u80fd\u4e0a\uff0c\u5b83\u56ca\u62ec\u4e86\u6536\u5165\u4fe1\u53f7\u3001\u7ade\u54c1\u5206\u6790\u3001\u8d8b\u52bf\u8ffd\u8e2a\u548cASO\u5957\u4ef6\u8fd9\u4e09\u5408\u4e00\u6807\u914d\uff0c\u6ca1\u6709\u660e\u663e\u5251\u8d70\u504f\u950b\u7684\u529f\u80fd\u5dee\u5f02\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u70b9\u5728\u4e8e\u201c\u8d22\u52a1\u95e8\u69db\u6d88\u9664\u201d\u2014\u2014\u5b83\u5c06\u539f\u672c\u53ea\u6709\u5927\u578b\u56e2\u961f\u6216\u878d\u8d44\u5f00\u53d1\u8005\u624d\u80fd\u4f7f\u7528\u7684\u6570\u636e\u670d\u52a1\uff0c\u62c9\u4f4e\u5230\u4e2a\u4eba\u5f00\u53d1\u8005\u7684\u5fc3\u7406\u8212\u9002\u533a\u4e4b\u5185\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u8d4c\uff1a\u5355\u4ef7\u8db3\u591f\u4f4e\u3001\u529f\u80fd\u8db3\u591f\u7528\uff0c\u5c31\u80fd\u9760\u53e3\u7891\u88c2\u53d8\u4e0e\u7eed\u8d39\u79ef\u7d2f\u7528\u6237\u6c60\u3002\u4f46\u98ce\u9669\u540c\u6837\u5207\u80a4\uff1a\u6301\u7eed\u7684\u6570\u636e\u91c7\u96c6\u3001\u63a5\u53e3\u7ef4\u62a4\u3001\u6bcf\u5468\u65b0\u529f\u80fd\u8fed\u4ee3\u6240\u9700\u8981\u7684\u4eba\u529b\u6210\u672c\uff0c\u8fdc\u8fdc\u9ad8\u4e8e$19.99\u7684\u4e00\u6b21\u6027\u6536\u5165\u3002\u5982\u679c\u6ca1\u6709\u7a33\u5b9a\u7684\u6708\u6d3b\u7528\u6237\u5927\u89c4\u6a21\u8f6c\u6362\u6210\u4ed8\u8d39\u8ba2\u9605\uff0c\u8fd9\u5957\u5b9a\u4ef7\u6a21\u578b\u4f1a\u5728\u6570\u636e\u6e90\u6210\u672c\u9762\u524d\u8fc5\u901f\u574d\u584c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u76f4\u767d\u5730\u8bf4\uff0c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u9760\u4ea7\u54c1\u4f53\u9a8c\u6216\u6280\u672f\u58c1\u5792\u83b7\u80dc\u7684\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u9760\u201c\u6253\u7834\u884c\u4e1a\u66b4\u5229\u201d\u6765\u535a\u53d6\u5f00\u53d1\u8005\u597d\u611f\u4e0e\u6d41\u91cf\u7684\u5165\u573a\u5238\u3002\u5b83\u771f\u6b63\u89e3\u51b3\u7684\u95ee\u9898\u4e0d\u662f\u201c\u6570\u636e\u8db3\u591f\u591a\u201d\uff0c\u800c\u662f\u201c\u6211\u4e0d\u518d\u56e0\u4e3a\u7a77\u800c\u88ab\u6570\u636e\u5206\u6790\u629b\u5f03\u201d\u3002\u80fd\u5426\u6d3b\u4e0b\u53bb\uff0c\u53d6\u51b3\u4e8e\u521b\u59cb\u4eba\u662f\u5426\u5728$19.99\u540e\u9762\u85cf\u4e86\u771f\u6b63\u7684\u589e\u503c\u8ba2\u9605\u6a21\u578b\uff0c\u6216\u8005\u51c6\u5907\u9760\u793e\u533a\u88c2\u53d8\u628a\u6708\u6d3b\u62c9\u5230\u51e0\u5341\u4e07\u91cf\u7ea7\u3002\u5426\u5219\uff0c\u4f4e\u5ba2\u5355\u4ef7\u7684\u201c\u76d7\u706b\u8005\u201d\uff0c\u5f88\u5bb9\u6613\u88ab\u81ea\u8eab\u7684\u670d\u52a1\u5668\u8d26\u5355\u53cd\u566c\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\">AppStoreStatistics<\/span>\n                <\/div>\n<div class=\"comment-content\">Get access to powerful App Store analytics, ASO tools, competitor insights, trending apps, and historical performance data \u2014 all in one platform. Everything you need to grow your apps for a one-time payment of just $19.99.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">There are a lot of ASO Tools and AppStore Analytics Software Companies out there but they charge so much for their product so I wanted to know if I can build an Software like theirs which is affordable for every mobile app developer so I build this tool and there will be new features every week for only a cost of 4,99 a month or 20 dollar lifetime.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/MXMCR7GLGLW7QN\" class=\"app-title\">TaskFlow<\/a><\/p>\n<div class=\"one-liner\">One subscription. Your whole team gets Pro features.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TaskFlow \u662f\u4e00\u6b3e\u9762\u54112-8\u4eba\u5c0f\u578b\u5f00\u53d1\u56e2\u961f\u7684\u8f7b\u91cf\u7ea7\u770b\u677f\u5de5\u5177\uff0c\u901a\u8fc7\u72ec\u7279\u7684\u201c\u5355\u8ba2\u9605\u89e3\u9501\u5168\u5458Pro\u201d\u5b9a\u4ef7\u6a21\u5f0f\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u534f\u4f5c\u4e2d\u5c42\u7ea7\u7ba1\u7406\u3001\u5b9e\u65f6\u540c\u6b65\u4e0e\u9884\u7b97\u6d6a\u8d39\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\/99264c52-1419-40a5-9992-feb2e10eecbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cf2619f-73e7-4d21-9ed5-f96b900acbb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d9d707e-3523-4c33-bd7a-8a7b0a1f2e90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3773ddf2-c20e-4d0c-b294-54345b510c96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12dbfeb2-16ff-4b5e-8a1a-917d18fd72e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65ecfee0-cc3e-4d28-ad3c-f9704cdb10d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/579eeef0-6571-4955-a838-5d000025921e.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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u770b\u677f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5c0f\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u56e2\u961f<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u540c\u6b65<\/span><br \/>\n            <span class=\"tag\">\u5b50\u4efb\u52a1<\/span><br \/>\n            <span class=\"tag\">\u6811\u5f62\u89c6\u56fe<\/span><br \/>\n            <span class=\"tag\">\u5355\u8ba2\u9605\u6a21\u5f0f<\/span><br \/>\n            <span class=\"tag\">Next.js<\/span><br \/>\n            <span class=\"tag\">Supabase<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5f3a\u8c03\u4ea7\u54c1\u9488\u5bf9\u5c0f\u56e2\u961f\u771f\u5b9e\u75db\u70b9\uff08\u5c42\u7ea7\u7ba1\u7406\u3001\u6bcf\u65e5\u7ad9\u4f1a\u3001\u5b9e\u65f6\u540c\u6b65\uff09\uff0c\u4e14\u5b9a\u4ef7\u900f\u660e\uff1b\u7528\u6237\u671f\u5f85\u514d\u8d39\u7248\u80fd\u5b8c\u6574\u8986\u76d6\u5c0f\u578b\u9879\u76ee\u6d41\u7a0b\uff0c\u5e76\u5efa\u8bae\u4f18\u5148\u4fee\u590d\u963b\u788d\u9996\u4e2a\u9879\u76ee\u4f7f\u7528\u7684\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                TaskFlow \u7684\u7cbe\u51c6\u5b9a\u4f4d\u548c\u201c\u4e00\u52b3\u6c38\u9038\u201d\u7684\u5b9a\u4ef7\u7b56\u7565\uff0c\u662f\u5176\u5728 Product Hunt \u4e0a\u83b7\u5f97\u5173\u6ce8\u7684\u6838\u5fc3\u3002\u521b\u59cb\u4eba\u76f4\u8a00\u4e0d\u8bb3\u5730\u6307\u51fa\u4e86\u884c\u4e1a\u4e24\u5927\u75db\u70b9\uff1a\u5927\u578b\u5de5\u5177\u7684\u529f\u80fd\u5197\u4f59\u548c\u4ee4\u4eba\u5934\u75bc\u7684\u6309\u4eba\u5934\u8ba1\u8d39\u3002\u4ea7\u54c1\u672c\u8eab\uff08\u770b\u677f\u3001\u5217\u8868\u3001\u6811\u5f62\u89c6\u56fe\uff09\u529f\u80fd\u5e76\u4e0d\u65b0\u9896\uff0c\u4f46\u5b83\u72e0\u780d\u5197\u4f59\uff0c\u4e3a2-8\u4eba\u7684\u5c0f\u56e2\u961f\u63d0\u4f9b\u4e86\u6070\u597d\u591f\u7528\u7684\u201c\u7eaf\u91d1\u201d\u89e3\u51b3\u65b9\u6848\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u201cOne subscription unlocks all Pro features\u201d\u7684\u5b9a\u4ef7\u6a21\u578b\uff0c\u5b83\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5c0f\u56e2\u961f\u7ba1\u7406\u8005\u4e00\u4eba\u627f\u62c5\u9884\u7b97\u3001\u5374\u8981\u8bf4\u670d\u5168\u5458\u4ed8\u8d39\u7684\u5c34\u5c2c\u3002\u4e8c\u662f\u521b\u59cb\u4eba\u201cmostly shipping on weekends\u201d\u7684\u5766\u8bda\u6001\u5ea6\uff0c\u4ee5\u53ca\u4e0e\u7528\u6237\u201cBlunt feedback > politeness\u201d\u7684\u4e92\u52a8\u627f\u8bfa\uff0c\u8fd9\u79cd\u900f\u660e\u548c\u793e\u533a\u9a71\u52a8\u611f\uff0c\u5bf9\u4e8e\u65e9\u671f\u4ea7\u54c1\u662f\u6bd4\u4efb\u4f55\u529f\u80fd\u90fd\u73cd\u8d35\u7684\u4fe1\u4efb\u8d44\u4ea7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e0d\u8fc7\uff0c\u9690\u60a3\u4e5f\u5f88\u660e\u663e\u3002$19\/mo\u7684\u5b9a\u4ef7\u58c1\u5792\u6781\u4f4e\uff0c\u4e00\u65e6\u56e2\u961f\u4eba\u6570\u8d85\u8fc78\u4eba\u4e0a\u9650\uff0c\u6216\u9700\u8981\u7518\u7279\u56fe\u3001\u5de5\u65f6\u8ffd\u8e2a\u3001\u81ea\u52a8\u5316\u7b49\u8fdb\u9636\u529f\u80fd\uff0c\u7528\u6237\u4f1a\u8fc5\u901f\u6d41\u5931\u3002\u540c\u65f6\uff0c\u4f9d\u8d56Supabase\u4f5c\u4e3a\u5b9e\u65f6\u540e\u7aef\uff0c\u5728\u6570\u636e\u91cf\u589e\u957f\u548c\u590d\u6742\u67e5\u8be2\u4e0b\u7684\u6027\u80fd\u548c\u6210\u672c\u63a7\u5236\u5c06\u662f\u9690\u5fe7\u3002\u76ee\u524d6\u5f20\u9009\u7968\u548c\u96f6\u6df1\u5ea6\u7528\u6237\u8bc4\u8bba\u4e5f\u8bf4\u660e\uff0c\u5b83\u4ecd\u5904\u4e8e\u201c\u89c1\u5149\u201d\u9636\u6bb5\uff0c\u5c1a\u672a\u7ecf\u5386\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u6bd2\u6253\u3002\u5982\u679c\u521b\u59cb\u4eba\u80fd\u5c06\u201c\u5355\u8ba2\u9605\u201d\u6a21\u5f0f\u4ece\u201c\u9879\u76ee\u7ea7\u201d\u8fdb\u5316\u5230\u201c\u7ec4\u7ec7\u7ea7\u201d\uff0c\u5e76\u5728\u589e\u957f\u74f6\u9888\u5230\u6765\u524d\uff0c\u901a\u8fc7\u7528\u6237\u53cd\u9988\u5feb\u901f\u8fed\u4ee3\u51fa\u7b2c\u4e8c\u4e2a\u5dee\u5f02\u5316\u529f\u80fd\uff0c\u5b83\u624d\u53ef\u80fd\u4ece\u201c\u597d\u70b9\u5b50\u201d\u8715\u53d8\u4e3a\u201c\u597d\u751f\u610f\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\">TaskFlow<\/span>\n                <\/div>\n<div class=\"comment-content\">I wanted a tool that stayed this simple. TaskFlow: lightweight boards for small dev teams (2\u20138). Real-time Kanban, list, and tree\u2014no bloat. One Pro subscription from the owner unlocks Pro for every invited member (unlimited projects &#038; members, standup, feedback). No per-seat pricing. Free: 1 project, up to 3 members, unlimited tasks. Pro: $19\/mo (Stripe). EN &#038; JP UI. Next.js, Supabase, Stripe.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH \ud83d\udc4b I&#8217;m Yurinchi from Japan.<\/p>\n<p>&#8220;The simple team task app I always wished existed.&#8221;<\/p>\n<p>I built TaskFlow because tiny dev teams shouldn&#8217;t need a heavyweight PM tool \u2014 or a per-seat bill when only the owner controls the budget.<\/p>\n<p>**The problem:** spreadsheets and generic boards break down when you need hierarchy (subtasks), quick daily rhythm, and everyone seeing the same realtime board \u2014 without paying for 20 seats you&#8217;ll never fill.<\/p>\n<p>**What we ship:** Kanban, list, and tree views; invites by link; Supabase realtime so updates appear for the whole team. **Pro ($19\/mo):** unlimited projects &amp; members, standup, feedback. **The twist:** when the **project owner** is Pro, **every invited member gets those Pro features** on that project \u2014 one subscription, whole team unlocked.<\/p>\n<p>**Free:** 1 project, up to 3 members, unlimited tasks.<\/p>\n<p>I&#8217;m early, mostly shipping on weekends, and I read comments. Blunt feedback &gt; politeness \u2014 tell me what&#8217;s missing for your 2\u20138 person team and I&#8217;ll prioritize fixes.<\/p>\n<p>Try: <a href=\"https:\/\/task-app-xi-two.vercel.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/task-app-xi-two.vercel.app<\/a> \u00b7 Pricing: <a href=\"https:\/\/task-app-xi-two.vercel.app\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/task-app-xi-two.vercel.a&#8230;<\/a><\/div>\n<div class=\"comment-actions\">\n<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>Quick note for anyone trying TaskFlow: the <strong>free tier is meant to be usable<\/strong> \u2014 <strong>1 project<\/strong>, <strong>up to 3 team members<\/strong>, <strong>unlimited tasks<\/strong> (Kanban + list). If you\u2019ve got a small side project or a client board, you can run it end-to-end without paying.<\/p>\n<p>If anything blocks you from that first project, tell me here \u2014 I\u2019ll prioritize fixes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/YY4ZHTIYM5QI2I\" class=\"app-title\">TicoAI<\/a><\/p>\n<div class=\"one-liner\">a buddy that follows your cursor, listen and guide you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TicoAI\u662f\u4e00\u6b3e\u5e38\u9a7bWindows\u684c\u9762\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u8bed\u97f3\u4ea4\u4e92\u548c\u5c4f\u5e55\u8bc6\u522b\uff0c\u5e2e\u4f60\u5b9e\u65f6\u5b9a\u4f4d\u4efb\u4f55\u8f6f\u4ef6\u4e2d\u7684\u6309\u94ae\u6216\u83dc\u5355\uff0c\u7701\u53bb\u624b\u52a8\u641c\u7d22\u548c\u770b\u957f\u6559\u7a0b\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\/c411813e-de03-438e-b442-984bbc007d3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe5a08e3-e8f5-4bf9-b816-2530ee77b1b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2efbacaf-3b4a-445c-9e1c-a8ffbb9c1a09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u684c\u9762\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u5c4f\u5e55\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">Windows\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n            <span class=\"tag\">\u8f6f\u4ef6\u5f15\u5bfc<\/span><br \/>\n            <span class=\"tag\">\u591a\u8bed\u8a00<\/span><br \/>\n            <span class=\"tag\">\u5149\u6807\u8ddf\u968f<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u5206\u4eab\u4e86\u4ece\u5468\u672b\u9879\u76ee\u5230\u65e5\u5e38\u4f7f\u7528\u7684\u5fc3\u8def\u5386\u7a0b\uff0c\u5f3a\u8c03Tico\u80fd\u770b\u89c1\u5c4f\u5e55\u3001\u6307\u5411\u5177\u4f53\u6309\u94ae\u3001\u652f\u6301\u591a\u8bed\u8a00\u548c\u7f51\u7edc\u641c\u7d22\uff0c\u5e76\u50cf\u4e2a\u6709\u6027\u683c\u7684\u670b\u53cb\u3002\u53e6\u4e00\u4f4d\u8bc4\u8bba\u5217\u51fa\u4e861.1.0\u7248\u7684\u5b89\u5168\u4fee\u590d\uff0c\u5982URL\u767d\u540d\u5355\u3001\u622a\u56fe\u6e05\u7406\u548c\u70ed\u952e\u4f18\u5316\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                TicoAI\u5728\u201cAI Copilot\u201d\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u9009\u62e9\u4e86\u4e00\u4e2a\u6781\u5176\u52a1\u5b9e\u7684\u5207\u5165\u70b9\uff1a\u89e3\u51b3\u7528\u6237\u5728\u590d\u6742\u8f6f\u4ef6\u754c\u9762\u4e2d\u201c\u627e\u4e0d\u5230\u6309\u94ae\u201d\u7684\u7410\u788e\u70e6\u8e81\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u521b\u9020\u65b0\u4e1c\u897f\uff0c\u800c\u662f\u5c06\u201c\u5c4f\u5e55\u8bc6\u522b+\u8bed\u97f3+UI\u5f15\u5bfc\u201d\u8fd9\u4e09\u4e2a\u6210\u719f\u6280\u672f\u7f1d\u5408\u8fdb\u4e00\u4e2a\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u76f4\u89c9\u7684\u4ea4\u4e92\u91cc\u2014\u2014\u8ba9AI\u4ece\u5bf9\u8bdd\u6846\u91cc\u8df3\u51fa\u6765\uff0c\u76f4\u63a5\u98de\u5230\u4f60\u773c\u76ae\u5e95\u4e0b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f466\u7968\u7684\u6570\u636e\u548c\u96f6\u70b9\u8d5e\u7684\u8bc4\u8bba\u6697\u793a\u4e86\u4e24\u4e2a\u6f5c\u5728\u95ee\u9898\uff1a\u4e00\u662f\u4ea7\u54c1\u76ee\u524d\u4ec5\u9650Windows\uff0c\u4e14\u4f9d\u8d56\u5168\u5c40\u70ed\u952e\u548c\u5c4f\u5e55\u622a\u53d6\uff0c\u5728\u9690\u79c1\u654f\u611f\u7684\u7528\u6237\u7fa4\u4f53\u4e2d\u5b58\u5728\u5929\u7136\u4fe1\u4efb\u95e8\u69db\uff0c\u5c3d\u7ba1\u66f4\u65b0\u65e5\u5fd7\u5728\u8bd5\u56fe\u4fee\u8865\u5b89\u5168\u6f0f\u6d1e\uff0c\u4f46\u201cAI\u76d1\u63a7\u4f60\u7684\u5c4f\u5e55\u201d\u8fd9\u4e2a\u5fc3\u7406\u963b\u529b\u6bd4\u6280\u672f\u963b\u529b\u66f4\u96be\u514b\u670d\u3002\u4e8c\u662f\u201c\u8ddf\u968f\u5149\u6807\u7684\u5c0f\u7d2b\u4eba\u201d\u867d\u7136\u589e\u52a0\u4e86\u8da3\u5473\u6027\uff0c\u4f46\u53ef\u80fd\u6ca6\u4e3a\u5671\u5934\u2014\u2014\u5bf9\u4e8e\u6df1\u5ea6\u7528\u6237\uff08\u5982Blender\u526a\u8f91\u5e08\uff09\uff0c\u4ed6\u4eec\u66f4\u9700\u8981\u7684\u662f\u6279\u91cf\u64cd\u4f5c\u81ea\u52a8\u5316\uff0c\u800c\u975e\u4e00\u6b21\u4e00\u6b21\u7684\u70b9\u4f4d\u5f15\u5bfc\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0cTico\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u8f7b\u91cf\u7ea7\u7684RPA\uff08\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316\uff09+\u8bed\u97f3\u5916\u58f3\u201d\u3002\u5982\u679c\u5b83\u540e\u7eed\u4e0d\u80fd\u6f14\u5316\u4e3a\u53ef\u8bb0\u5f55\u3001\u53ef\u56de\u653e\u3001\u53ef\u81ea\u5b9a\u4e49\u7684\u201c\u4efb\u52a1\u5b8f\u201d\u5de5\u5177\uff0c\u800c\u4ec5\u4ec5\u505c\u7559\u5728\u201c\u95ee-\u7b54-\u6307\u201d\u7684\u4fdd\u59c6\u5c42\u9762\uff0c\u90a3\u5b83\u5f88\u5bb9\u6613\u88abSiri\u3001\u5c0f\u7231\u540c\u5b66\u7b49\u7cfb\u7edf\u7ea7\u667a\u80fd\u52a9\u7406\u7684\u5c4f\u5e55\u611f\u77e5\u529f\u80fd\u6240\u8986\u76d6\u3002\u76ee\u524d\u7684\u514d\u8d39\u7b56\u7565\u867d\u7136\u964d\u4f4e\u4e86\u8bd5\u9519\u6210\u672c\uff0c\u4f46\u82e5\u65e0\u6cd5\u5feb\u901f\u79ef\u7d2f\u51fa\u9488\u5bf9\u4e0d\u540c\u8f6f\u4ef6\u7684\u201c\u64cd\u4f5c\u77e5\u8bc6\u56fe\u8c31\u201d\uff0cTico\u5f88\u53ef\u80fd\u5728\u201c\u9177\u201d\u548c\u201c\u6709\u7528\u201d\u4e4b\u95f4\u6447\u6446\uff0c\u6700\u7ec8\u6210\u4e3a\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u5468\u672b\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\">TicoAI<\/span>\n                <\/div>\n<div class=\"comment-content\">tico is an AI buddy that lives on your Windows screen. press a hotkey, ask anything by voice, and tico sees your screen, answers out loud, and points to exactly where you need to click. it works with any app \u2014 blender, vscode, davinci resolve, browsers, anything. tico searches the web when needed, speaks multiple languages, and guides you like a friend who knows everything. free to start, no card required.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey everyone! \ud83d\udc4b<\/p>\n<p>  i built tico because i was tired of switching between apps, googling &#8220;where is this button&#8221;, and watching 20-minute tutorials<br \/>\n  just to find one setting.<\/p>\n<p>  the idea was simple: what if you had a friend sitting next to you who could see your screen, hear your question, and just point<br \/>\n  to the right place?<\/p>\n<p>  that&#8217;s tico. you press a key, ask out loud, and he answers by voice while flying to the exact button or menu you need. he works<br \/>\n  with any app on windows \u2014 i use him daily with vscode, blender, and davinci resolve.<\/p>\n<p>  some things i&#8217;m proud of:<br \/>\n  &#8211; he actually sees your screen and references specific things<br \/>\n  &#8211; he searches the web when he doesn&#8217;t know something<br \/>\n  &#8211; he responds in whatever language you speak to him<br \/>\n  &#8211; the little purple buddy follows your cursor and has personality<\/p>\n<p>  it started as a weekend project and evolved into something i use every single day. would love your feedback \u2014 what would you want<br \/>\n   an AI screen buddy to do?<\/p>\n<p>  try it free at ticoai.app \ud83d\udfe3<\/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>hey guys! new update coming soon, Tico version 1.1.0 is now avaiable to download.<\/p>\n<\/p>\n<p>security fixes:<\/p>\n<\/p>\n<pre><code>- URL allowlist on update flow\n- Immutable critical endpoints\n- Strip old screenshots from history\n- Server-side logout\n- No sensitive data in logs\n- RegisterHotKey instead of global hook\n- Audio max duration 60s\n- Focused screen only (multi-monitor but focus where cursor are).<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/PYGJWA43OEUPTP\" class=\"app-title\">TestLaunch Pro<\/a><\/p>\n<div class=\"one-liner\">Paid Google Play testing campaigns<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TestLaunch Pro\u901a\u8fc7\u4ed8\u8d39\u673a\u5236\u5e2e\u52a9Android\u5f00\u53d1\u8005\u83b7\u5f97\u771f\u5b9e\u3001\u6709\u53cd\u9988\u7684Google Play\u5c01\u95ed\u6d4b\u8bd5\u8005\uff0c\u907f\u514d\u4f4e\u6548\u7684\u4e92\u6d4b\u6362\u91cf\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d12b0f17-95fe-4ed2-88c7-d03e84f58f55.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\">Android<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Android\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Google Play\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u5c01\u95ed\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u6d4b\u8bd5\u7528\u6237\u83b7\u53d6<\/span><br \/>\n            <span class=\"tag\">\u4ed8\u8d39\u6d4b\u8bd5\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u53cd\u9988<\/span><br \/>\n            <span class=\"tag\">ASO<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u730e<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u53ea\u6709\u4e00\u6761\u521b\u59cb\u4eba\u7684\u81ea\u8ff0\u8bc4\u8bba\uff0c\u6307\u51fa\u884c\u4e1a\u75db\u70b9\uff08\u4e92\u6d4b\u5e38\u5bfc\u81f4\u65e0\u53cd\u9988\u7684\u5b89\u88c5\uff09\uff0c\u5e76\u8bf4\u660e\u5e73\u53f0\u5df2\u4e0a\u7ebf\u4e14\u6b63\u5728\u8fd0\u8425\u771f\u5b9e\u6d4b\u8bd5\u6d3b\u52a8\uff0c\u5e0c\u671b\u83b7\u53d6\u66f4\u591a\u5f00\u53d1\u8005\u548c\u72ec\u7acb\u521b\u4f5c\u8005\u7684\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                TestLaunch Pro\u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u5177\u4f53\u4e14\u75db\u82e6\u7684\u7ec6\u5206\u573a\u666f\u2014\u2014Google Play\u5c01\u95ed\u6d4b\u8bd5\u7684\u771f\u4eba\u6d4b\u8bd5\u8005\u83b7\u53d6\u3002\u8fd9\u4e00\u75db\u70b9\u5bf9\u4e8e\u9700\u4e0a\u67b6\u6216\u66f4\u65b0\u5e94\u7528\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u4e2d\u5c0f\u56e2\u961f\u800c\u8a00\u771f\u5b9e\u4e14\u9ad8\u9891\uff0c\u4f20\u7edf\u7684\u201ctest-for-test\u201d\u793e\u533a\u6a21\u5f0f\u6548\u7387\u4f4e\u4e0b\uff0c\u8d28\u91cf\u4e0d\u53ef\u63a7\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u7528\u73b0\u91d1\u6fc0\u52b1\u4ee3\u66ff\u4e92\u60e0\u6362\u91cf\u662f\u66f4\u76f4\u63a5\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u5b9a\u4ef7\u673a\u5236\u5929\u7136\u7b5b\u9009\u51fa\u613f\u610f\u8ba4\u771f\u5b8c\u6210\u4efb\u52a1\u7684\u6d4b\u8bd5\u8005\uff0c\u622a\u56fe\u5ba1\u6838\u4e0e\u9a8c\u6536\u6d41\u7a0b\u5219\u4fdd\u969c\u4e86\u53cd\u9988\u8d28\u91cf\uff0c\u8fd9\u6bd4\u5355\u7eaf\u5237\u4eba\u6ee1\u8db3Google Play\u95e8\u69db\u8981\u66f4\u5177\u957f\u671f\u4ef7\u503c\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u5728\u4e8e\u53cc\u8fb9\u5e02\u573a\u7684\u51b7\u542f\u52a8\uff1a\u4ed8\u8d39\u6d4b\u8bd5\u8005\u7684\u4f9b\u7ed9\u8d28\u91cf\u548c\u6570\u91cf\u80fd\u5426\u5339\u914d\u5f00\u53d1\u8005\u9700\u6c42\uff1f\u6d4b\u8bd5\u8005\u8bda\u4fe1\u4f53\u7cfb\uff08\u5982\u622a\u56fe\u4f2a\u9020\u3001\u6577\u884d\u53cd\u9988\uff09\u5982\u4f55\u7ba1\u63a7\uff1f\u5e73\u53f0\u5f53\u524d\u4ec5\u67096\u7968\u4e14\u8bc4\u8bba\u4e3a\u81ea\u8ff0\uff0c\u8bf4\u660e\u5c1a\u5904\u5728\u6781\u65e9\u671f\uff0c\u8fd8\u672a\u83b7\u5f97\u771f\u5b9e\u7684\u7b2c\u4e09\u65b9\u7528\u6237\u8bc1\u8a00\u3002\u4e00\u65e6\u540e\u7eed\u7f3a\u4e4f\u8db3\u591f\u5f00\u53d1\u8005\u4e70\u5355\u6216\u6d4b\u8bd5\u8005\u8d28\u91cf\u4e0b\u964d\uff0c\u5c31\u4f1a\u9677\u5165\u201c\u5f00\u53d1\u8005\u5acc\u8d35\u3001\u6d4b\u8bd5\u8005\u5acc\u5c11\u201d\u7684\u6b7b\u4ea1\u87ba\u65cb\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u5b83\u6709\u53ef\u80fd\u6210\u4e3aAndroid\u751f\u6001\u5185\u4e00\u4e2a\u5e95\u5c42\u7684\u201c\u6d4b\u8bd5\u5e02\u573a\u201d\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u975e\u7b80\u5355\u7684\u83b7\u5ba2\u5de5\u5177\u2014\u2014\u5982\u679c\u5b83\u80fd\u6c89\u6dc0\u6d4b\u8bd5\u8005\u4fe1\u8a89\u753b\u50cf\u3001\u5efa\u7acb\u53cd\u9988\u8bc4\u5206\u4f53\u7cfb\uff0c\u5e76\u9010\u6b65\u5c06\u5e94\u7528\u7c7b\u578b\u4e0e\u6d4b\u8bd5\u8005\u6280\u80fd\u5339\u914d\uff0c\u5c31\u6709\u673a\u4f1a\u4ece\u201c\u53d1\u94b1\u627e\u4eba\u6d4b\u8bd5\u201d\u5347\u7ea7\u4e3a\u201c\u6309\u9700\u8d28\u91cf\u4fdd\u8bc1\u670d\u52a1\u201d\u3002\u4f46\u4f5c\u4e3a\u8d77\u6b65\u4ea7\u54c1\uff0c\u5f53\u524d\u6a21\u5f0f\u8fc7\u4e8e\u4f9d\u8d56\u73b0\u91d1\u9a71\u52a8\uff0c\u7f3a\u5c11\u793e\u4ea4\u6216\u6e38\u620f\u5316\u673a\u5236\u6765\u7559\u4f4f\u4f18\u8d28\u6d4b\u8bd5\u8005\uff0c\u957f\u671f\u590d\u8d2d\u7387\u548c\u7528\u6237\u7559\u5b58\u5c06\u662f\u6838\u5fc3\u8003\u9a8c\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">TestLaunch Pro<\/span>\n                <\/div>\n<div class=\"comment-content\">TestLaunch Pro helps Android developers get real Google Play closed testers without relying on random test-for-test swaps. Developers launch paid campaigns, choose how many testers they need, review feedback and screenshots, then approve completed work. Testers request access, join campaigns, test apps, submit proof, and get paid after approval.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built TestLaunch Pro after seeing the same Google Play closed testing problem over and over: developers need real testers, but test-for-test swaps often turn into installs without useful feedback.<\/p>\n<p>The idea is simple. A developer creates a paid testing campaign, testers request access, join the test, submit feedback and screenshots, and the developer approves completed work before payout.<\/p>\n<p>The platform is live and already being tested with real campaigns. I\u2019m using this launch to get more feedback from Android developers, indie makers, and people who have struggled with Google Play testing requirements.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/TJX22OHJUDPJLB\" class=\"app-title\">Gossipic<\/a><\/p>\n<div class=\"one-liner\">Be the brand AI recommends<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gossipic \u662f\u4e00\u6b3e\u5e2e\u52a9\u4f01\u4e1a\u76d1\u6d4b\u5e76\u4f18\u5316\u54c1\u724c\u5728 ChatGPT\u3001Perplexity \u7b49 AI \u641c\u7d22\u5f15\u64ce\u4e2d\u5448\u73b0\u7ed3\u679c\u7684 GEO\uff08\u751f\u6210\u5f15\u64ce\u4f18\u5316\uff09\u5e73\u53f0\uff0c\u901a\u8fc7\u6bcf\u65e5\u4efb\u52a1\u548c\u6df1\u5ea6\u5206\u6790\u89e3\u51b3\u54c1\u724c\u5728 AI \u65f6\u4ee3\u201c\u88ab\u5ffd\u89c6\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\/c96bde86-bcf5-41af-9aa5-993bc357f19c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a5f843e-f7cc-4a79-9942-c8737357f5b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ac9a9fb-3732-4e83-aa15-315e9d2e48f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f02ff860-c8c1-4ae9-b0a9-4bb6925c76b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84aaae05-8f04-44de-a925-c1c4f7e1812f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0caae248-178b-4cbf-96ae-d2869bd1715a.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\/e9a3c0ba-f102-4941-ad1a-35c48d40912e.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/8a55cb56dcb54dfb8065cc381a9f46ea\"><source src=\"https:\/\/www.loom.com\/share\/8a55cb56dcb54dfb8065cc381a9f46ea\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">SEO<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">GEO\uff08\u751f\u6210\u5f15\u64ce\u4f18\u5316\uff09<\/span><br \/>\n            <span class=\"tag\">AI \u54c1\u724c\u76d1\u6d4b<\/span><br \/>\n            <span class=\"tag\">AI \u641c\u7d22\u53ef\u89c1\u6027<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u8206\u60c5\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u7ade\u4e89\u5bf9\u624b\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u7f3a\u53e3\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">LLM \u722c\u866b\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u8425\u9500\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI \u63a8\u8350\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u516c\u5173<\/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\u6765\u81ea\u521b\u59cb\u4eba Jash\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u7684\u5341\u9879\u6838\u5fc3\u529f\u80fd\uff0c\u5305\u62ec AI \u884c\u52a8\u65b9\u6848\u3001\u60c5\u611f\u5206\u6790\u3001\u7ade\u54c1\u60c5\u62a5\u3001\u5185\u5bb9\u7f3a\u53e3\u3001\u53cd\u5411\u94fe\u63a5\u7b49\u3002\u672a\u6536\u5230\u5176\u4ed6\u7528\u6237\u7684\u6709\u6548\u53cd\u9988\u6216\u5177\u4f53\u95ee\u9898\uff0c\u4ec5\u5305\u542b\u4e00\u4e2a\u9650\u65f6\u6298\u6263\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                Gossipic \u8e29\u51c6\u4e86\u201cAI \u53d6\u4ee3\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u201d\u8fd9\u4e00\u7126\u8651\u98ce\u53e3\uff0c\u7784\u51c6\u4e86\u54c1\u724c\u4e3b\u4ece SEO \u8f6c\u5411 GEO \u7684\u7a7a\u767d\u5730\u5e26\u3002\u4ece\u4ea7\u54c1\u529f\u80fd\u770b\uff0c\u5b83\u5e76\u975e\u5355\u7eaf\u7684\u76d1\u6d4b\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u53d1\u73b0-\u5206\u6790-\u884c\u52a8\u201d\u7684\u95ed\u73af\uff1a\u8bc6\u522b\u54c1\u724c\u5728 LLM \u56de\u590d\u4e2d\u7684\u66dd\u5149\u4f4d\u7f6e\u3001\u60c5\u611f\u503e\u5411\uff0c\u751a\u81f3\u70b9\u660e\u201c\u54ea\u4e2a\u7f51\u9875\u88ab\u6a21\u578b\u5f15\u7528\u201d\u5e76\u7ed9\u51fa\u8054\u7cfb\u65b9\u5f0f\uff0c\u76f4\u51fb\u516c\u5173\u4e0e\u8425\u9500\u4eba\u5458\u7684\u6267\u884c\u75db\u70b9\u3002\u4e0d\u8fc7\uff0c\u6295\u7968\u6570\u4ec5 6\uff0c\u4e14\u8bc4\u8bba\u533a\u51b7\u6e05\u5230\u53ea\u6709\u521b\u59cb\u4eba\u81ea\u8bf4\u81ea\u8bdd\uff0c\u793e\u533a\u9a8c\u8bc1\u4e25\u91cd\u4e0d\u8db3\u3002\u66f4\u6df1\u5c42\u7684\u7591\u95ee\u5728\u4e8e\uff1aGEO \u7684\u6807\u51c6\u5c1a\u672a\u6210\u578b\uff0cAI 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Google, your brand needs to show up in ChatGPT, Perplexity, Gemini &#038; more. Gossipic is the only GEO platform that doesn&#8217;t just track your AI visibility it analyzes every response and gives you simple daily tasks to improve it. Built for enterprises, agencies, and fast-growing brands ready to win the AI search era.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! I\u2019m Jash, the founder of gossipic. I built this to help brands figure out how they show up in AI answers like ChatGPT, Perplexity, Gemini and more.<\/p>\n<p>Here\u2019s a quick rundown of what it does:<\/p>\n<p>\ud83d\udccb AI Action Plan: Get daily summaries and clear action items on how to improve your brand visibility.<br \/>\ud83d\udc40 Brand Tracking: See exactly how often &amp; where your brand is being mentioned across ChatGPT, Perplexity, Gemini, and more.<br \/>\ud83d\udcac Sentiment Analysis: Understand the context. Is the AI recommending you, criticizing you, or missing you entirely?<br \/>\ud83d\udd0d Competitor Intel: Track your rivals. Know when an LLM recommends a competitor over you &amp; why.<br \/>\ud83d\udcdd Content Gaps: Discover the queries and topics where your brand is missing out in AI-generated answers.<br \/>\ud83d\udd17 Build Backlinks: Find out exactly which web sources AI models are using to shape their answers about you.<br \/>\ud83d\udce7 Source Contacts: Get verified email addresses and social handles for every source and citation that mentions your brand, start outreach in seconds.<br \/>\ud83e\udd16 Crawler Analytics: See which LLM bots like GPTBot, ClaudeBot, Bytespider &amp; more are crawling your site, how often, and what they\u2019re indexing.<br \/>\ud83c\udf0d Multi-location Tracking: Track how your brand appears in AI prompts from different regions and locations worldwide.<\/p>\n<p>I\u2019m around all day if you have questions, feedback, or just want to chat. Happy to help with anything!<\/p>\n<p>Also as a thanks to PH community, the first 50 PH users can grab 30% off for first 3 billing cycles with the code PHFIRST50.<\/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<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/span><br \/>\n    <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n    \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n    const modal = document.getElementById(\"imageModal\");\n    const modalImg = document.getElementById(\"modalImage\");\n    const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p>    \/\/ 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