{"id":204,"date":"2026-04-27T12:03:48","date_gmt":"2026-04-27T04:03:48","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/27\/2026-04-26\/"},"modified":"2026-04-27T12:03:48","modified_gmt":"2026-04-27T04:03:48","slug":"2026-04-26","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/27\/2026-04-26\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-26"},"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 2026-04-26<\/title><\/p>\n<style>\n        \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n        :root {\n            --ph-orange: #FF6154;\n            --text-main: #21293C;\n            --text-secondary: #4B587C;\n            --bg-ai: #F7F7F9;\n            --border-color: #E6E6E6;\n        }<\/p>\n<p>        body {\n            font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n            color: var(--text-main);\n            background-color: #ffffff;\n            line-height: 1.6;\n            margin: 0;\n            padding: 20px;\n        }<\/p>\n<p>        .container {\n            max-width: 800px;\n            margin: 0 auto;\n        }<\/p>\n<p>        \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n        .app-card {\n            border-bottom: 1px solid var(--border-color);\n            padding-bottom: 40px;\n            margin-bottom: 40px;\n        }<\/p>\n<p>        \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n        .app-header {\n            display: flex;\n            align-items: flex-start;\n            gap: 16px;\n            margin-bottom: 20px;\n        }<\/p>\n<p>        .rank {\n            font-size: 24px;\n            font-weight: 300;\n            color: #999;\n            min-width: 30px;\n            padding-top: 4px;\n        }<\/p>\n<p>        .title-group {\n            flex: 1;\n        }<\/p>\n<p>        .app-title {\n            font-size: 24px;\n            font-weight: 800;\n            margin: 0 0 4px 0;\n            color: var(--text-main);\n            text-decoration: none;\n            display: inline-block;\n        }<\/p>\n<p>        .app-title:hover {\n            color: var(--ph-orange);\n            text-decoration: underline;\n        }<\/p>\n<p>        .vote-btn {\n            display: flex;\n            flex-direction: column;\n            align-items: center;\n            justify-content: center;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 8px 12px;\n            background: #fff;\n            min-width: 60px;\n            box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n        }<\/p>\n<p>        .vote-arrow {\n            color: var(--ph-orange);\n            font-size: 14px;\n            margin-bottom: -2px;\n        }<\/p>\n<p>        .vote-count {\n            font-weight: 600;\n            font-size: 14px;\n        }<\/p>\n<p>        \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n        .media-gallery {\n            display: flex;\n            gap: 16px;\n            overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n            padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n            scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n            -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n            margin-bottom: 20px;<\/p>\n<p>            \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n            scrollbar-width: thin;\n            scrollbar-color: #ddd transparent;\n        }<\/p>\n<p>        \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n        .media-gallery::-webkit-scrollbar {\n            height: 6px;\n        }\n        .media-gallery::-webkit-scrollbar-track {\n            background: transparent;\n        }\n        .media-gallery::-webkit-scrollbar-thumb {\n            background-color: #eee;\n            border-radius: 10px;\n        }<\/p>\n<p>        .media-item-wrapper {\n            flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n            width: 80%;     \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n            max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n            aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p>            position: relative;\n            border-radius: 12px;\n            overflow: hidden;\n            border: 1px solid rgba(0,0,0,0.08);\n            background-color: #f5f5f5;\n            scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n        }<\/p>\n<p>        .media-content {\n            width: 100%;\n            height: 100%;\n            object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n            display: block;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n        video.media-content {\n            background-color: #000;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n        .media-gallery.single-item .media-item-wrapper {\n            width: 100%;\n            max-width: 100%;\n        }<\/p>\n<p>        \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n        .one-liner {\n            font-size: 18px;\n            color: var(--text-secondary);\n            margin-bottom: 12px;\n            font-weight: 500;\n        }<\/p>\n<p>        .tags-container {\n            display: flex;\n            flex-wrap: wrap;\n            gap: 8px;\n            margin-bottom: 24px;\n        }<\/p>\n<p>        .tag {\n            font-size: 12px;\n            color: var(--text-secondary);\n            background-color: #F2F2F2;\n            padding: 4px 10px;\n            border-radius: 20px;\n            font-weight: 600;\n            text-transform: uppercase;\n        }<\/p>\n<p>        \/* --- 4. AI \u6458\u8981\u533a --- *\/\n        .ai-section {\n            background-color: var(--bg-ai);\n            border-radius: 12px;\n            padding: 20px;\n            margin-bottom: 20px;\n            border-left: 4px solid var(--ph-orange);\n        }<\/p>\n<p>        .ai-title {\n            font-size: 14px;\n            font-weight: 700;\n            color: var(--text-main);\n            margin: 0 0 12px 0;\n            display: flex;\n            align-items: center;\n            gap: 6px;\n        }<\/p>\n<p>        .ai-content {\n            font-size: 15px;\n            color: #333;\n            margin-bottom: 0;\n            line-height: 1.7;\n        }<\/p>\n<p>        \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n        .reviews-section {\n            margin-top: 10px;\n        }<\/p>\n<p>        .review-item {\n            display: flex;\n            gap: 10px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .review-avatar {\n            font-size: 18px;\n            margin-top: 2px;\n            min-width: 24px;\n        }<\/p>\n<p>        .review-bubble {\n            background: #fff;\n            border: 1px solid var(--border-color);\n            padding: 8px 12px;\n            border-radius: 0 12px 12px 12px;\n            color: var(--text-secondary);\n            line-height: 1.5;\n        }<\/p>\n<p>        .review-author {\n            font-weight: 700;\n            color: var(--text-main);\n            margin-right: 4px;\n            font-style: normal;\n        }<\/p>\n<p>        .comments-section {\n            margin-top: 30px;\n            border-top: 1px solid var(--border-color);\n            padding-top: 20px;\n        }<\/p>\n<p>        .comments-toggle {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 12px 20px;\n            cursor: pointer;\n            display: flex;\n            justify-content: space-between;\n            align-items: center;\n            width: 100%;\n            font-size: 14px;\n            font-weight: 600;\n            color: var(--text-main);\n            transition: all 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle:hover {\n            background-color: #e9ecef;\n        }<\/p>\n<p>        .comments-toggle .toggle-arrow {\n            font-size: 18px;\n            transition: transform 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle.open .toggle-arrow {\n            transform: rotate(180deg);\n        }<\/p>\n<p>        .comments-container {\n            max-height: 0;\n            overflow: hidden;\n            transition: max-height 0.5s ease;\n            margin-top: 15px;\n        }<\/p>\n<p>        .comments-container.open {\n            max-height: 800px;\n            overflow: auto;\n        }<\/p>\n<p>        .comment-item {\n            background-color: #fff;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 16px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .comment-header {\n            display: flex;\n            justify-content: space-between;\n            align-items: flex-start;\n            margin-bottom: 8px;\n        }<\/p>\n<p>        .comment-author {\n            font-weight: 600;\n            color: var(--text-main);\n            margin-right: 8px;\n        }<\/p>\n<p>        .comment-content {\n            color: var(--text-secondary);\n            line-height: 1.5;\n            margin-bottom: 10px;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        .comment-content p {\n            margin: 0;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n       .emoji {\n            display: inline;\n            max-width: 15px;\n            overflow-wrap: normal;\n        }<\/p>\n<p>        .comment-actions {\n            display: flex;\n            align-items: center;\n            gap: 16px;\n            font-size: 12px;\n            color: var(--text-secondary);\n        }<\/p>\n<p>        .comment-vote {\n            display: flex;\n            align-items: center;\n            gap: 4px;\n            cursor: pointer;\n        }<\/p>\n<p>        .comment-replies {\n            margin-top: 12px;\n            margin-left: 20px;\n            padding-left: 12px;\n            border-left: 2px solid var(--border-color);\n        }<\/p>\n<p>        .reply-item {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 6px;\n            padding: 12px;\n            margin-bottom: 8px;\n            font-size: 13px;\n        }<\/p>\n<p>        .reply-content {\n            color: var(--text-secondary);\n            line-height: 1.4;\n            margin-bottom: 6px;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }<\/p>\n<p>        \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n        .modal {\n            display: none;\n            position: fixed;\n            z-index: 1000;\n            left: 0;\n            top: 0;\n            width: 100%;\n            height: 100%;\n            background-color: rgba(0, 0, 0, 0.9);\n            overflow: auto;\n            transition: opacity 0.3s ease;\n        }<\/p>\n<p>        .modal-content {\n            display: block;\n            max-width: 90%;\n            max-height: 90vh;\n            margin: 5vh auto;\n            object-fit: contain;\n            animation: zoom 0.3s;\n        }<\/p>\n<p>        @keyframes zoom {\n            from {transform: scale(0.8); opacity: 0;}\n            to {transform: scale(1); opacity: 1;}\n        }<\/p>\n<p>        .close {\n            position: absolute;\n            top: 20px;\n            right: 35px;\n            color: #fff;\n            font-size: 40px;\n            font-weight: bold;\n            transition: 0.3s;\n            cursor: pointer;\n            \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n            padding: 10px;\n            line-height: 1;\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        .close:hover,\n        .close:focus {\n            color: #bbb;\n            text-decoration: none;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n        .video-overlay {\n            position: absolute;\n            top: 0;\n            left: 0;\n            width: 100%;\n            height: 100%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            background-color: rgba(0, 0, 0, 0.2);\n            opacity: 0;\n            transition: opacity 0.3s ease;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            touch-action: manipulation;\n            cursor: pointer;\n        }<\/p>\n<p>        .media-item-wrapper:hover .video-overlay {\n            opacity: 1;\n        }<\/p>\n<p>        \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n        .media-item-wrapper:active .video-overlay {\n            opacity: 0.8;\n        }<\/p>\n<p>        .play-icon {\n            width: 80px;\n            height: 80px;\n            background-color: rgba(255, 255, 255, 0.9);\n            border-radius: 50%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            color: var(--ph-orange);\n            font-size: 24px;\n            font-weight: bold;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-26<\/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\/FSHYJG6A5BGZUU\" class=\"app-title\">GPT-5.5 by OpenAI<\/a><\/p>\n<div class=\"one-liner\">OpenAI&#8217;s smartest and most intuitive to use model yet<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">360<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GPT-5.5\u662fOpenAI\u63a8\u51fa\u7684\u6700\u5f3a\u6a21\u578b\uff0c\u91cd\u70b9\u89e3\u51b3\u5927\u6a21\u578b\u9700\u8981\u4eba\u5de5\u6301\u7eed\u5f15\u5bfc\u624d\u80fd\u5b8c\u6210\u590d\u6742\u591a\u6b65\u9aa4\u4efb\u52a1\u7684\u75db\u70b9\uff0c\u8ba9AI\u80fd\u81ea\u4e3b\u89c4\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u9a8c\u8bc1\u5e76\u8fed\u4ee3\uff0c\u9002\u7528\u4e8e\u7f16\u7a0b\u3001\u6570\u636e\u5206\u6790\u3001\u7814\u7a76\u7b49\u5de5\u4f5c\u573a\u666f\uff0c\u663e\u8457\u63d0\u5347\u5f00\u53d1\u4e0e\u81ea\u52a8\u5316\u6548\u7387\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc3181c1-7f68-4e66-9b01-1efb03af8f04.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\/bfa09f71-6340-4a0a-8851-5adb097ec773.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74d6df01-1f3e-4fca-bab1-2a348c6a7233.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01c1789a-2d35-4e5a-a97e-c3882c8c100b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/243d0da7-a671-4f3b-82a8-c96c737c2e04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53959620-1121-4d9e-8dc9-ac5456231200.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7668ab3-bd6b-4833-9d17-8ffc269dc50e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/655a3c68-96f7-4b4d-9945-fddffe14ccd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db5d8e4c-ec91-44ae-bd2f-ae357f42a40f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d68302fd-69a0-4f16-aeca-ac2f92b2de2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3fe8882-f158-4128-881d-974b59dd89aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0e106a8-e66a-42bc-bc53-5ea526f45436.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\/cab3183e-6ed5-4f9d-811f-16832c8ba0f9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/blGtYq9mL18?si=N9sOhJr1bLLBrbkt\"><source src=\"https:\/\/youtu.be\/blGtYq9mL18?si=N9sOhJr1bLLBrbkt\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">API<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">OpenAI<\/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\u4e3aGPT-5.5\u6807\u5fd7\u7740\u5411\u81ea\u4e3b\u667a\u80fd\u4f53\u7684\u91cd\u5927\u8f6c\u53d8\uff0c\u5c24\u5176\u80af\u5b9a\u4e86\u5176\u81ea\u4e3b\u6267\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\u3001\u964d\u4f4e\u4eba\u4e3a\u5e72\u9884\u7684\u80fd\u529b\u3002\u6709\u5f00\u53d1\u8005\u5c1d\u8bd5\u7528\u5176\u5206\u6790\u4ee3\u7801\u5e93\u3001\u5ba1\u67e5\u4eea\u8868\u76d8\uff0c\u4f46\u8c28\u614e\u672a\u5141\u8bb8\u76f4\u63a5\u4fee\u6539\u4ee3\u7801\u3002\u4e5f\u6709\u7528\u6237\u76f4\u63a5\u79f0\u5176\u8d85\u8d8a\u4e86Claude Opus 4.7\u3002\u4e3b\u8981\u7591\u95ee\u5728\u4e8e\uff1a\u56e2\u961f\u5982\u4f55\u5728\u5b9e\u9645\u4e2d\u5c06\u5f00\u53d1\u5468\u671f\u4ece\u5929\u6570\u7f29\u77ed\u81f3\u5c0f\u65f6\uff1b\u4ee5\u53ca\u6a21\u578b\u81ea\u4e3b\u6027\u589e\u5f3a\u540e\uff0c\u7528\u6237\u4f55\u65f6\u5e94\u4fe1\u4efb\u8f93\u51fa\u3001\u4f55\u65f6\u5e94\u4ecb\u5165\u68c0\u67e5\u63a8\u7406\u8fc7\u7a0b\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                GPT-5.5\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u201cAI\u52a9\u624b\u201d\u5b9a\u4f4d\u7684\u5f7b\u5e95\u91cd\u5851\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c2\u6570\u89c4\u6a21\u6216\u8dd1\u5206\u4e0a\u7684\u9012\u8fdb\uff08\u867d\u7136\u6210\u7ee9\u4eae\u773c\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u628a\u201c\u4eba-\u673a\u534f\u4f5c\u201d\u6a21\u5f0f\u63a8\u5411\u4e86\u201c\u673a-\u4eba\u59d4\u6d3e\u201d\u7684\u4e34\u754c\u70b9\u3002\u4ece\u8bc4\u6d4b\u6570\u636e\u770b\uff0c\u7ec8\u7aef\u7f16\u7a0b82.7%\u3001\u7aef\u5230\u7aefSWE\u4efb\u52a158.6%\uff0c\u8fd9\u4e9b\u6570\u5b57\u5df2\u7ecf\u5177\u5907\u4e86\u201c\u4f4e\u4eba\u4e00\u7b49\u7684\u521d\u7ea7\u5de5\u7a0b\u5e08\u201d\u7684\u5b9e\u9645\u4ea7\u51fa\u80fd\u529b\u3002\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u9700\u8981\u4f60\u5b9a\u4e49\u6bcf\u4e00\u6b65\u7684\u201c\u8d85\u5f3a\u8bcd\u5178\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u4ee5\u7ed9\u51fa\u4efb\u52a1\u3001\u81ea\u4e3b\u89c4\u5212\u5e76\u4ea4\u4ed8\u7ed3\u679c\u7684\u6267\u884c\u5355\u5143\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6070\u6070\u662f\u8fd9\u79cd\u201c\u81ea\u4e3b\u6027\u201d\u5e26\u6765\u4e86\u4fe1\u4efb\u5371\u673a\u3002\u6709\u7528\u6237\u8d28\u7591\uff1a\u6a21\u578b\u4f55\u65f6\u503c\u5f97\u4fe1\u4efb\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f55\u65f6\u5fc5\u987b\u4eba\u5de5\u4ecb\u5165\uff1f\u8fd9\u7edd\u975e\u675e\u4eba\u5fe7\u5929\u3002\u5b9e\u9645\u5de5\u4f5c\u4e2d\uff0c\u81ea\u4e3b\u6a21\u578b\u5728\u975e\u7ebf\u6027\u95ee\u9898\u3001\u6a21\u7cca\u9700\u6c42\u3001\u5b89\u5168\u5408\u89c4\u8fb9\u754c\u4e0a\u7684\u201c\u76f2\u533a\u201d\u4f9d\u7136\u662f\u786c\u4f24\u3002GPT-5.5\u5b9e\u73b0\u4e86\u201c\u5feb\u201d\uff0c\u4f46\u6ca1\u89e3\u51b3\u201c\u5bf9\u201d\u7684\u95ee\u9898\u2014\u2014\u5c24\u5176\u5728\u9053\u5fb7\u3001\u6cd5\u5f8b\u548c\u4e1a\u52a1\u76f4\u89c9\u5c42\u9762\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u7528\u6237\u62d2\u7edd\u8ba9Codex\u76f4\u63a5\u4fee\u6539\u4ee3\u7801\u7684\u8b66\u60d5\u5fc3\u6001\u503c\u5f97\u6df1\u601d\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5373\u4fbf\u6a21\u578b\u80fd\u89c4\u5212\u3001\u80fd\u9a8c\u8bc1\uff0c\u4f46\u201c\u4f60\u6562\u8ba9\u5b83\u72ec\u81ea\u64cd\u4f5c\u751f\u4ea7\u73af\u5883\u5417\uff1f\u201d\u7684\u73b0\u5b9e\u7126\u8651\u4ecd\u4f1a\u957f\u671f\u5b58\u5728\u3002GPT-5.5\u66f4\u50cf\u662f\u628a\u4e00\u4e2a\u673a\u7075\u7684\u5b9e\u4e60\u751f\u4e22\u8fdb\u56e2\u961f\u2014\u2014\u5b83\u5e72\u6d3b\u9ebb\u5229\uff0c\u4f46\u4f60\u8fd8\u5f97\u5728\u5173\u952e\u65f6\u523b\u558a\u505c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u9769\u547d\u4e0d\u5728\u4e8e\u6a21\u578b\u53d8\u5f3a\uff0c\u800c\u5728\u4e8e\u5de5\u4f5c\u6d41\u7a0b\u91cd\u6784\u540e\u7684\u4fe1\u4efb\u4f53\u7cfb\u5982\u4f55\u5efa\u7acb\u3002\u5728\u8fd9\u4e00\u70b9\u4e0a\uff0cOpenAI\u8dd1\u5728\u4e86\u6280\u672f\u524d\u9762\uff0c\u4f46\u7528\u6237\u548c\u884c\u4e1a\u6cbb\u7406\u663e\u7136\u8fd8\u6ca1\u8ddf\u4e0a\u3002GPT-5.5\u4e0d\u4e00\u5b9a\u662f\u201c\u6700\u7ec8\u7b54\u6848\u201d\uff0c\u4f46\u5b83\u903c\u7740\u6240\u6709\u4eba\u601d\u8003\u4e00\u4e2a\u95ee\u9898\uff1a\u5f53AI\u771f\u6b63\u5f00\u59cb\u201c\u505a\u4e8b\u201d\u65f6\uff0c\u6211\u4eec\u8fd8\u6562\u4e0d\u6562\u653e\u624b\uff1f\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\">GPT-5.5 by OpenAI<\/span>\n                <\/div>\n<div class=\"comment-content\">GPT-5.5 is OpenAI\u2019s most advanced model yet, designed to handle real-world work with greater autonomy, speed, and efficiency. It excels at coding, research, data analysis, and task execution \u2014 planning, using tools, and iterating with minimal guidance \u2014 making it a powerful partner for complex, multi-step workflows.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>GPT-5.5<\/strong> feels like a real shift toward agentic AI \ud83e\udd2f<\/p>\n<\/p>\n<p>It introduces a new class of agentic AI designed to execute complex, multi-step tasks autonomously instead of just assisting. It solves the core limitation of LLMs: needing constant human steering for real work.<\/p>\n<\/p>\n<p><strong>What makes it different?<\/strong><\/p>\n<ul>\n<li>\n<p>Agentic workflow execution (plan \u2192 tool use \u2192 verify \u2192 iterate)<\/p>\n<\/li>\n<li>\n<p>Maintains long context across systems &amp; tasks<\/p>\n<\/li>\n<li>\n<p>Higher intelligence without latency tradeoff* (matches GPT-5.4 speed)<\/p>\n<\/li>\n<li>\n<p>More token-efficient \u2192 better outputs at lower compute cost<\/p>\n<\/li>\n<li>\n<p>Stronger autonomy in ambiguous, real-world scenarios<\/p>\n<\/li>\n<\/ul>\n<p><strong>Key technical capabilities<\/strong><\/p>\n<ul>\n<li>\n<p>State-of-the-art coding performance (Terminal-Bench: 82.7%)<\/p>\n<\/li>\n<li>\n<p>Advanced tool usage &amp; computer operation (OSWorld: 78.7%)<\/p>\n<\/li>\n<li>\n<p>Long-context reasoning up to 1M tokens (API)<\/p>\n<\/li>\n<li>\n<p>End-to-end SWE task solving (SWE-Bench Pro: 58.6%)<\/p>\n<\/li>\n<li>\n<p>Knowledge work benchmarks (GDPval: 84.9%)<\/p>\n<\/li>\n<li>\n<p>High-performance agent workflows (Tau2 Telecom: 98%)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Features<\/strong><\/p>\n<ul>\n<li>\n<p>Agentic coding (debugging, refactoring, testing, validation)<\/p>\n<\/li>\n<li>\n<p>Autonomous research &amp; analysis loops<\/p>\n<\/li>\n<li>\n<p>Spreadsheet + document generation<\/p>\n<\/li>\n<li>\n<p>Cross-tool navigation (browser, software, APIs)<\/p>\n<\/li>\n<li>\n<p>Scientific reasoning &amp; multi-step data analysis<\/p>\n<\/li>\n<li>\n<p>Built-in safety systems + cyber safeguards<\/p>\n<\/li>\n<\/ul>\n<p><strong>Availability<\/strong><\/p>\n<ul>\n<li>\n<p>Available in <a href=\"https:\/\/www.producthunt.com\/products\/chatgpt\" target=\"_blank\" rel=\"noopener\">@ChatGPT by OpenAI<\/a> (Plus, Pro, Business, Enterprise)<\/p>\n<\/li>\n<li>\n<p>Integrated deeply into <a href=\"https:\/\/www.producthunt.com\/products\/openai\/launches\/codex-2-0-by-openai\" target=\"_blank\" rel=\"noopener\">Codex<\/a> (CLI, IDEs, web, app) for agentic coding workflows<\/p>\n<\/li>\n<li>\n<p>API access (Responses &amp; Chat Completions) coming soon with up to 1M context<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong><\/p>\n<ul>\n<li>\n<p>Ship features faster (hours instead of days)<\/p>\n<\/li>\n<li>\n<p>Reduce debugging &amp; iteration cycles<\/p>\n<\/li>\n<li>\n<p>Automate complex workflows end-to-end<\/p>\n<\/li>\n<li>\n<p>Higher quality outputs with fewer retries<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for &amp; use cases: <\/strong>Developers, data scientists, researchers, startups, and enterprises for building full-stack apps, debugging large codebases, automating workflows, financial modeling, and advanced research analysis.<\/p>\n<\/p>\n<p>This isn\u2019t just a better model, it\u2019s a shift toward AI that can actually operate like a teammate across ChatGPT and Codex. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;How are you seeing teams use GPT-5.5&#8217;s agentic workflows right now to cut dev cycles from days to hours; any quick-win examples for startups tackling messy codebases or research loops?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;If GPT-5.5 can plan, use tools, verify, and keep moving with less hand holding, that changes how people actually work with it. I am curious though, as models become more autonomous, how do users know when to trust the process and when to stop and inspect the reasoning before something important gets missed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally took the opportunity to test Codex, as I am apprehensive about moving from Claude Code.<\/p>\n<\/p>\n<p>I am taking the opposite approach and having Codex do the thinking as it is faster, seems strange but it&#8217;s good for things like:<\/p>\n<\/p>\n<ul>\n<li>\n<p>Check my repo for any deployment exposure.<\/p>\n<\/li>\n<li>\n<p>Please review my observability dashboards, what are they telling me?<\/p>\n<\/li>\n<li>\n<p>Review my sales website, what are the 3 highest ROI gaps worth closing now?<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p>Still haven&#8217;t allowed Codex to touch my code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can confirm: has officially dethroned Claude Opus 4.7<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/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\/ZSH4AZJ5NGQ6HT\" class=\"app-title\">Claude Connectors<\/a><\/p>\n<div class=\"one-liner\">New connectors in Claude for everyday life<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">327<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Connectors\u5c06Claude\u4e0e200+\u65e5\u5e38\u751f\u6d3b\u5e94\u7528\uff08\u5982Spotify\u3001Instacart\u3001Uber\uff09\u6253\u901a\uff0c\u8ba9\u7528\u6237\u5728\u5355\u4e00\u5bf9\u8bdd\u4e2d\u76f4\u63a5\u5b8c\u6210\u8ba2\u9910\u3001\u6253\u8f66\u3001\u89c4\u5212\u65c5\u884c\u7b49\u8de8\u5e94\u7528\u4efb\u52a1\uff0c\u89e3\u51b3AI\u52a9\u624b\u201c\u53ea\u61c2\u5de5\u4f5c\u3001\u4e0d\u61c2\u751f\u6d3b\u201d\u7684\u5272\u88c2\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\/0874910d-9dcc-4ac4-9aac-e8a3b30756b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06a3dfcd-ca62-43ab-9bea-79774c75c20d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/145f8872-628e-4b32-b0cc-ce5ff1aa0682.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7fe8c93-c2b1-4d8b-8ce0-d94bb11836f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2dce473b-3963-47c4-85ff-417653098b0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd2c5de3-078d-40a8-941a-e217abbb5307.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/343b34de-4cbf-4f74-9607-7e31ec5ca676.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\/72c63395-612b-408e-a1b8-3f08b57e7efe.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/U9jGOz_Lcbo\"><source src=\"https:\/\/youtu.be\/U9jGOz_Lcbo\" 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\">Travel<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u8fde\u63a5\u5668<\/span><br \/>\n            <span class=\"tag\">\u591a\u4efb\u52a1\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e94\u7528\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u63a8\u8350<\/span><br \/>\n            <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u65e5\u5e38\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n            <span class=\"tag\">\u6d88\u8d39\u8005\u79d1\u6280<\/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\u5174\u594b\uff0c\u8ba4\u4e3a\u8865\u5168\u4e86\u751f\u6d3b\u573a\u666f\u7f3a\u53e3\u3002\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u4e8e\u4e09\u70b9\uff1a\u975e\u7f8e\u56fd\u5730\u533a\u5927\u91cf\u8fde\u63a5\u5668\uff08Instacart\u3001Resy\u7b49\uff09\u4e0d\u53ef\u7528\uff1b\u591a\u5e94\u7528\u8054\u5408\u6267\u884c\u7684\u53ef\u9760\u6027\u53ca\u5ba1\u6279\u6d41\u7a0b\u672a\u660e\u786e\uff1b\u7f3a\u5c11Slack\u3001Asana\u7b49\u529e\u516c\u8fde\u63a5\u5668\uff0c\u9650\u5236\u4e86\u5de5\u4f5c\u6d41\u6df1\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                Claude Connectors\u5728\u6218\u7565\u4e0a\u662f\u4e00\u6b65\u9669\u68cb\uff0c\u4f46\u4e5f\u662f\u4e00\u6b65\u5999\u68cb\u3002Anthropic\u7ec8\u4e8e\u4e0d\u518d\u62d8\u6ce5\u4e8e\u201c\u66f4\u597d\u7684\u4ee3\u7801\u52a9\u624b\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u5c06AI\u4ece\u4e00\u4e2a\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u751f\u6d3b\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c200+\u201d\u8fd9\u4e2a\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u201c\u591a\u8fde\u63a5\u5668\u5355\u7ebf\u7a0b\u201d\u7684\u4e0a\u4e0b\u6587\u5171\u4eab\u80fd\u529b\u2014\u2014\u8fd9\u6070\u6070\u662fChatGPT\u63d2\u4ef6\u6a21\u5f0f\u4e00\u76f4\u6ca1\u505a\u597d\u7684\u5730\u65b9\u3002\u7528\u6237\u65e0\u9700\u518d\u5728\u4e0d\u540cApp\u95f4\u53cd\u590d\u7c98\u8d34\u4fe1\u606f\uff0cAI\u80fd\u57fa\u4e8e\u4e00\u4e2a\u65c5\u884c\u8ba1\u5212\uff0c\u4f9d\u6b21\u8c03\u7528Uber\u3001Resy\u548cAllTrails\u5b8c\u6210\u95ed\u73af\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5fc5\u987b\u6cfc\u51b7\u6c34\u3002\u7b2c\u4e00\uff0c\u5730\u57df\u5c40\u9650\u4e25\u91cd\u3002\u53f7\u79f0\u201ceveryday life\u201d\uff0c\u4f46\u4e00\u534a\u8fde\u63a5\u5668\u4ec5\u9650\u7f8e\u56fd\uff0c\u5168\u7403\u7528\u6237\u53ea\u4f1a\u611f\u5230\u88ab\u5ffd\u89c6\u3002\u7b2c\u4e8c\uff0c\u6267\u884c\u53ef\u9760\u6027\u5b58\u7591\u3002\u8bc4\u8bba\u533a\u5bf9\u201c\u591a\u6b65\u9aa4\u6267\u884c\u201d\u548c\u201c\u4fe1\u4efb\u8fb9\u754c\u201d\u7684\u8d28\u7591\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u5f53AI\u8981\u540c\u65f6\u66ff\u4f60\u9884\u7ea6\u9910\u5385\u3001\u8ba2\u8f66\u3001\u652f\u4ed8\u65f6\uff0c\u4e00\u6b21API\u8c03\u7528\u5931\u8d25\u6216\u6570\u636e\u9519\u4e71\uff0c\u4f53\u9a8c\u5c31\u4f1a\u5d29\u584c\u3002\u7b2c\u4e09\uff0c\u529e\u516c\u573a\u666f\u7f3a\u5931\u3002\u7528\u6237\u5f3a\u70c8\u547c\u5401Asana\u3001Slack\u7b49\u529e\u516c\u8fde\u63a5\u5668\uff0c\u8bf4\u660e\u4ea7\u54c1\u5b9a\u4f4d\u201c\u751f\u6d3b\u201d\uff0c\u4f46\u6838\u5fc3\u7528\u6237\u7fa4\u4f9d\u7136\u662f\u4e13\u4e1a\u4eba\u58eb\u2014\u2014\u4ed6\u4eec\u771f\u6b63\u7684\u75db\u70b9\u662f\u5c06\u5de5\u4f5c\u6d41\u548c\u751f\u6d3b\u6d41\u653e\u5728\u540c\u4e00\u4e2aAI\u52a9\u624b\u5185\uff0c\u800c\u975e\u5355\u7eaf\u89e3\u51b3\u751f\u6d3b\u7410\u4e8b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u6267\u884c\u5f85\u8003\u3002Claude Connectors\u7684\u60f3\u8c61\u529b\u8db3\u591f\u5b8f\u5927\uff0c\u4f46\u82e5\u4e0d\u80fd\u5feb\u901f\u8865\u9f50\u5168\u7403\u5316\u548c\u5de5\u4f5c\u6d41\u573a\u666f\uff0c\u5f88\u53ef\u80fd\u6ca6\u4e3a\u7f8e\u56fd\u7528\u6237\u7684\u201c\u9ad8\u7ea7\u73a9\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u4e2a\u4eba\u901a\u7528\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\">Claude Connectors<\/span>\n                <\/div>\n<div class=\"comment-content\">Claude now connects with 200+ apps like Spotify, Instacart, Uber, and TripAdvisor, letting you book, order, and plan without leaving a single conversation. Designed for both work and daily life, it brings travel, food, and entertainment together intelligently suggesting and executing tasks in real time.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI assistants have gotten good at work tasks. The gap has always been everything else: booking dinner, ordering groceries, finding a trail, filing taxes.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Claude Connectors expands Claude&#8217;s app directory to 200+ services, now including everyday tools like Instacart, Spotify, AllTrails, Resy, TurboTax, Uber, and TripAdvisor.<\/p>\n<\/p>\n<p>Most AI tools stop at the edge of your work. The rest of your day still happens across a dozen separate apps, with no shared context between them. Claude now acts inside these apps from within a single conversation. It surfaces the right connector for what you are doing, lets you refine across multiple services in the same thread, and carries your context throughout.<\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: When two connectors could help, you see both and choose. Your data from connected apps is not used to train Anthropic&#8217;s models. Before Claude books or purchases anything on your behalf, it confirms with you first.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>200+ connectors spanning work and everyday life<\/p>\n<\/li>\n<li>\n<p>Dynamic suggestions: Claude surfaces the relevant app inside the conversation<\/p>\n<\/li>\n<li>\n<p>Multi-connector threads: pull from several services without switching context<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Plan a trip, build a grocery list, and book a table in one conversation<\/p>\n<\/li>\n<li>\n<p>Context carries across connectors so you are not re-explaining yourself each time<\/p>\n<\/li>\n<li>\n<p>Available on all plans, web and desktop now, mobile in beta<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it&#8217;s for<\/strong>: Claude users who want one assistant across their whole week, not just their working hours. The consumer connector expansion is the obvious missing piece for Claude becoming a general-purpose personal layer.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;Good! For the next step: could you negotiate with the Upwork team so they provide the necessary technical capabilities (API, MCP server) for Claude or another AI agent so it can reply with a personalized cover letter to an invitation for a job that I received?<\/p>\n<p>P.S. I&#8217;ve liked this launch event without viewing the attached screenshots, I&#8217;ve simply read the description and I&#8217;m already excited!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;This is exactly what was missing. Planning a trip used to mean jumping between 5\u20136 apps, re-entering the same info every time. If Claude can actually handle booking, food, transport, and activities in one thread with shared context, organizing trips just got significantly easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;Strong direction. The interesting part isn\u2019t just having more connectors &#8211; it\u2019s whether Claude can reliably orchestrate real multi-step execution across them, not just surface options.<br \/>Curious: how are you thinking about trust boundaries and approval flows when actions span multiple apps in one thread?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 can see some for travelling \u2013&nbsp;just in time when I want to conduct a family trip! \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Has anyone had success in adopting connectors at their place of employment?<\/p>\n<\/p>\n<p>If so how did you address, InfoSec\/Privacy\/Audit challenges?<\/p>\n<\/p>\n<p>Struggling to gain traction\/support for opening up connectors with CoWork.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally! I am going to use some of these for my upcoming trip!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea is interesting, but half of the connectors (Instacart, Resy, TaskRabbit, Uber Eats) don&#8217;t work outside the US. I&#8217;d like to see something for the rest of the world \u2013 Booking and Spotify are good, but not enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">This is exciting! &#8211; I\u2019m curious if Claude will surface connectors as recommendations in the chat. ChatGPT apps don\u2019t work unless you connect them.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 genuinely game-changing! I&#8217;ve been using Claude daily for our app launch (analytics, strategy, content) and having to constantly switch between tools breaks the flow.<\/p>\n<p>The Spotify + Instacart + Uber integration is interesting, but I&#8217;m really curious about business app connectors &#8211; things like Asana, Slack, Google Drive. would love to see those part of the 200+  to keep project management in the same conversation as strategic planning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/QFWJQUQGV3CKNB\" class=\"app-title\">QuickCompare by Trismik<\/a><\/p>\n<div class=\"one-liner\">Compare LLMs on your data, measure, and pick the best.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">186<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QuickCompare \u662f\u4e00\u6b3e\u8ba9 AI \u56e2\u961f\u4e0a\u4f20\u81ea\u6709\u6570\u636e\uff0c\u5e76\u884c\u5bf9\u6bd4 50+ \u5927\u6a21\u578b\u5728\u8d28\u91cf\u3001\u6210\u672c\u4e0e\u901f\u5ea6\u4e0a\u7684\u8868\u73b0\uff0c\u4ece\u800c\u6446\u8131\u76f2\u76ee\u731c\u6d4b\u548c\u901a\u7528\u57fa\u51c6\uff0c\u7cbe\u51c6\u9009\u51fa\u6700\u9002\u5408\u4e1a\u52a1\u573a\u666f\u7684\u6a21\u578b\u8bc4\u4f30\u5de5\u5177\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f341eb6-bb11-4ef4-ad4d-d74d5a79d39b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cd33df1-664b-471c-8422-47571032d10b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d74113d2-723c-4e61-9764-2107f8a6e1b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49666a70-4f4b-4c21-b7d5-7de5d447a224.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0572fbd5-45c6-4626-b9e7-3fd72836a815.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f988d47-3d54-4f5e-a43b-d4b36bb54278.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\/207da28f-2034-4eea-a6d7-df7adccff589.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/88cac91c41e741cdb72310ccf7c22904\"><source src=\"https:\/\/www.loom.com\/share\/88cac91c41e741cdb72310ccf7c22904\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Data Science<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5927\u6a21\u578b\u6bd4\u8f83<\/span><br \/>\n            <span class=\"tag\">\u6a21\u578b\u8bc4\u4f30<\/span><br \/>\n            <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">AI \u79d1\u5b66\u5bb6\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u63a8\u7406\u6210\u672c<\/span><br \/>\n            <span class=\"tag\">\u5ef6\u8fdf\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u81ea\u6709\u6570\u636e\u8bc4\u4f30<\/span><br \/>\n            <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7\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\u6838\u5fc3\u5173\u5207\uff1a\u80fd\u5426\u5bf9\u6bd4\u7279\u5b9a\u4efb\u52a1\uff08\u5982\u8425\u9500\u3001\u7f16\u7801\uff09\u7684\u6a21\u578b\u8868\u73b0\uff1b\u80fd\u5426\u540c\u65f6\u6d4b\u91cf\u6bcf\u6b21\u8c03\u7528\u6210\u672c\u4e0e\u5c3e\u5ef6\u8fdf\u3002\u6709\u72ec\u7acb\u5f00\u53d1\u8005\u8d28\u7591\u5bf9\u6bd4 50 \u4e2a\u6a21\u578b\u95e8\u69db\u8fc7\u9ad8\uff0c\u56e2\u961f\u56de\u5e94\u79f0\u5b9e\u9645\u573a\u666f\u662f\u5feb\u901f\u8bd5 2-3 \u4e2a\u6a21\u578b\u3002\u4e5f\u6709\u7528\u6237\u60ca\u8bb6\u4e8e\u5b9e\u6d4b\u540e\u9ad8\u6027\u4ef7\u6bd4\u6a21\u578b\u8868\u73b0\u4f18\u4e8e\u9ed8\u8ba4\u9009\u9879\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                QuickCompare \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6602\u8d35\u7684\u75db\u70b9\uff1aAI \u56e2\u961f\u5728\u6a21\u578b\u9009\u578b\u4e0a\u7684\u201c\u7384\u5b66\u51b3\u7b56\u201d\u3002\u516c\u5171\u57fa\u51c6\u548c\u51e0\u573a\u624b\u52a8\u6d4b\u8bd5\u7684\u201c\u5dee\u4e0d\u591a\u201d\u5fc3\u6001\uff0c\u6b63\u5bfc\u81f4\u5927\u91cf\u4f01\u4e1a\u4e3a\u63a8\u7406\u6210\u672c\u4e70\u5355\u5374\u672a\u62ff\u5230\u6700\u4f18\u6548\u679c\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53ef\u4ee5\u6d4b 50 \u4e2a\u6a21\u578b\u201d\u7684\u6570\u91cf\u5c55\u793a\uff0c\u800c\u5728\u4e8e\u201c\u7528\u4f60\u81ea\u5df1\u7684\u6570\u636e\u8bf4\u8bdd\u201d\u8fd9\u4e00\u903b\u8f91\u95ed\u73af\u2014\u2014\u628a\u8bc4\u4f30\u6743\u4ece\u6a21\u7cca\u7684\u6392\u884c\u699c\u62c9\u56de\u5230\u4e1a\u52a1\u573a\u666f\u4e2d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u5b83\u7684\u6838\u5fc3\u5dee\u5f02\u5316\u529f\u80fd\u662f\u201c\u5b9e\u6d4b + \u6210\u672c\/\u901f\u5ea6\/\u8d28\u91cf\u4e09\u7ef4\u5bf9\u6bd4\u201d\uff0c\u8fd9\u5bf9\u89c4\u6a21\u5316\u63a8\u7406\u6210\u672c\u654f\u611f\uff08\u5982\u4ea7\u7ebf\u3001\u5ba2\u670d\u3001\u6807\u6ce8\uff09\u7684\u56e2\u961f\u6781\u5177\u6740\u4f24\u529b\u3002\u800c\u201cZiggy\u201dAI \u52a9\u624b\u964d\u4f4e\u4e86\u8bc4\u4f30\u5de5\u5177\u7684\u4f7f\u7528\u95e8\u69db\uff0c\u8ba9\u975e\u8bc4\u4f30\u4e13\u5bb6\u4e5f\u80fd\u5feb\u901f\u642d\u8d77\u8bc4\u6d4b\u6d41\u7a0b\uff0c\u8fd9\u89e3\u51b3\u4e86\u201c\u5de5\u5177\u597d\u7528\u4f46\u4e0d\u4f1a\u7528\u201d\u7684\u666e\u904d\u56f0\u5883\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u4e24\u4e2a\u6311\u6218\uff1a\u7b2c\u4e00\uff0c\u8bc4\u4f30\u7ed3\u679c\u7684\u4e0a\u9650\u53d6\u51b3\u4e8e\u7528\u6237\u81ea\u5e26\u6570\u636e\u7684\u8d28\u91cf\u548c\u8bc4\u6d4b\u4efb\u52a1\u8bbe\u8ba1\u7684\u5408\u7406\u6027\uff0c\u5982\u679c\u7528\u6237\u6570\u636e\u810f\u4e71\u5dee\u6216\u4efb\u52a1\u6a21\u7cca\uff0cZiggy \u4e5f\u65e0\u6cd5\u5316\u8150\u673d\u4e3a\u795e\u5947\u3002\u7b2c\u4e8c\uff0c\u8bc4\u8bba\u4e2d\u72ec\u7acb\u5f00\u53d1\u8005\u63d0\u5230\u7684\u201c\u6362\u6a21\u578b\u8fb9\u9645\u6536\u76ca\u4f4e\u201d\u662f\u771f\u5b9e\u75db\u70b9\u2014\u2014\u5bf9\u4e8e\u8f7b\u91cf\u7ea7\u6216\u5355\u4e00\u6a21\u578b\u7684\u5e94\u7528\uff0cQuickCompare \u7684\u5f39\u836f\u8fc7\u4e8e\u5145\u8db3\uff0c\u4e14\u4e3b\u52a8\u5207\u6362\u6a21\u578b\u7684 ROI \u53ef\u80fd\u4e3a\u8d1f\u3002\u8fd9\u610f\u5473\u7740\u5b83\u66f4\u53ef\u80fd\u5438\u5f15\u7684\u662f\u201c\u5df2\u6709\u591a\u4e2a\u6a21\u578b\u5728\u8dd1\u3001\u6bcf\u6708\u8d26\u5355\u8fc7\u4e07\u201d\u7684\u6210\u719f\u56e2\u961f\uff0c\u800c\u975e\u8349\u521b\u9636\u6bb5\u7684\u4e2a\u4eba\u5f00\u53d1\u8005\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7b80\u8a00\u4e4b\uff0cQuickCompare \u662f\u4e00\u4e2a\u7cbe\u51c6\u5207\u5165\u201c\u6a21\u578b\u9009\u62e9\u56f0\u5883\u201d\u7684\u4e13\u4e1a\u5de5\u5177\uff0c\u5b83\u80fd\u5426\u5feb\u901f\u83b7\u5f97\u89c4\u6a21\u5316\u4ed8\u8d39\u7528\u6237\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u8bc1\u660e\u201c\u66ff\u4f01\u4e1a\u7701\u4e0b\u7684\u4e00\u7b14\u63a8\u7406\u8d39\u201d\u8fdc\u5927\u4e8e\u201c\u81ea\u5df1\u4ea7\u54c1\u7684\u8ba2\u9605\u4ef7\u201d\u3002\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u8fd8\u9700\u66f4\u5f3a\u786c\u7684 ROI \u8bf4\u670d\u529b\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">QuickCompare by Trismik<\/span>\n                <\/div>\n<div class=\"comment-content\">Stop guessing which LLM to use. Upload your data, compare 50+ models, and see quality, cost, and speed side by side. Pick the best model for your use case without manual testing or generic benchmarks.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Rebekka here, co-founder at Trismik \ud83d\udc4b<\/p>\n<p>We built <strong>QuickCompare<\/strong> because we kept seeing the same pattern: teams shipping LLM features were making model decisions with surprisingly little evidence.<\/p>\n<p>Often, they were defaulting to the biggest or most familiar models, relying on public benchmarks, or testing a couple manually and calling it a day. But in practice, that can mean spending far more than necessary on inference without actually getting the best result for your use case.<\/p>\n<p>The reality is that model choice is rarely one-dimensional. It is not just about which model performs best. It is also:<\/p>\n<p>\u2022 Which model performs best on your prompts and tasks?<br \/>\u2022 Where can you cut inference cost without sacrificing output quality?<br \/>\u2022 When do cheaper models actually match or outperform the expensive default?<br \/>\u2022 How do cost, speed, and task performance trade off side by side?<\/p>\n<p>For many teams, especially those building AI products at scale, this has real business impact. Huge monthly inference bills, slow experimentation, and too much guesswork in a decision that directly affects margins, product experience, and speed to market.<\/p>\n<p>That is why we built QuickCompare.<\/p>\n<p>QuickCompare helps teams compare models on their own data, side by side, across quality, cost, and speed, so they can make a confident decision based on their actual use case, not generic benchmarks.<\/p>\n<p>And we also built <strong>Ziggy<\/strong>, our AI Scientist assistant, to make this much easier. You don&#8217;t need deep evals expertise to get started. Ziggy helps you set up and run comparisons in a much more intuitive, no-code way.<\/p>\n<p>The goal is simple: help teams find the right model for the job, often cutting cost dramatically while maintaining or even improving performance and speed.<\/p>\n<p>If you&#8217;re building with LLMs, we&#8217;d really love your feedback. In particular, I would love to hear:<\/p>\n<p>\u2022 how you are choosing models today<br \/>\u2022 whether inference cost is a major pain point for you<br \/>\u2022 what makes model evaluation feel slow, difficult, or inaccessible in practice<\/p>\n<p>\ud83d\udd17 <a href=\"https:\/\/trismik.com\/?utm_source=product_hunt&amp;utm_medium=social&amp;utm_campaign=product_hunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Try QuickCompare free:<\/strong><\/a> We\u2019d love to hear what you think \ud83d\ude4f<\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>Product Hunt bonus:<\/strong> Get an extra $10 in free QuickCompare credits<\/p>\n<p>Thanks so much for checking us out and supporting the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rebekka_trismik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rebekka_trismik<\/a>&nbsp;What&#8217;s the biggest surprise trade-off you&#8217;ve seen teams uncover when running their own evals vs. benchmarks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt, I\u2019m excited to share that our Cambridge spinout, Trismik, is launching <strong>QuickCompare<\/strong> today.<\/p>\n<\/p>\n<p>We built QuickCompare to help AI teams compare LLMs on their own tasks and data, so they can make better decisions before deployment, fine-tuning, or migration.<\/p>\n<\/p>\n<p>As both a Cambridge academic and a co-founder, I\u2019ve seen how difficult model selection can be in practice. There\u2019s no shortage of models, but there is still a real need for fast, practical evaluation on real world use cases.<\/p>\n<\/p>\n<p>QuickCompare is for teams asking:<\/p>\n<ul>\n<li>\n<p>Which model performs best for our workflow?<\/p>\n<\/li>\n<li>\n<p>Which model is most reliable?<\/p>\n<\/li>\n<li>\n<p>Which model is worth deeper investment?<\/p>\n<\/li>\n<\/ul>\n<p>Thank you for taking a look, we\u2019d really love your feedback!<\/p>\n<\/p>\n<p>Nigel, co-founder of Trismik<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to hunt QuickCompare today.<\/p>\n<p>QuickCompare helps teams choose the right LLM based on how models actually perform on their own data. Not generic benchmarks.<\/p>\n<p>You upload your dataset, select the models, and get a side-by-side view of performance, cost, and speed.<\/p>\n<p>What stands out here:<br \/>\u2022 Real evaluations on your own prompts and use case<br \/>\u2022 50+ models compared in a single workflow<br \/>\u2022 Clear trade-offs between quality, cost, and speed.<br \/>\u2022 No manual scripts or ad-hoc testing<\/p>\n<p>If you\u2019re building with LLMs and tired of guessing which model to use, this is definitely worth checking out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch! Btw, can I compare models for specific tasks like marketing, coding, or support?<\/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\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a>&nbsp;Hi! Absolutely. You bring a dataset that represents the task you care about (or select one from Hugging Face), Ziggy helps you pick a sensible metric or set up an LLM-as-Judge, and QuickCompare runs the models you&#8217;ve picked against your data and reports back the performance. LLM-as-Judge in particular makes this easy for the more open-ended tasks like marketing or support, where there isn&#8217;t always a clean right answer to compare against.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I&#8217;m Alice, on the Science team at Trismik. Big day for us today, and I&#8217;ve been looking forward to sharing what the whole team has built.<\/p>\n<p>The shape of QuickCompare is a four-step flow: bring a dataset, configure how you want to evaluate (which metrics, which columns, optionally an LLM-as-Judge), pick the models you want to compare, then run them all in parallel against your data. What you get back is a side-by-side view of accuracy, inference cost, and average latency for each model, plus a breakdown of how each one performs on the easier vs harder slices of your dataset rather than just the headline average. The &#8220;your dataset&#8221; bit is the point: it&#8217;s an LLM evaluation tool that scores models against your actual task, which we think is what makes it a more useful LLM Arena alternative for teams who have their own data and need a real answer rather than a popularity vote.<\/p>\n<p>Ziggy is the AI assistant inside QuickCompare, and the part I&#8217;ve spent most of my time on. It exists because most LLM evaluation tooling assumes you already know your way around prompt templates, judge prompts, and which metric makes sense for which task. That&#8217;s a pretty steep tax for someone who just wants to know which model is cheapest at acceptable quality on their data.<\/p>\n<\/p>\n<p>So Ziggy looks at your dataset, suggests sensible columns and metrics, writes the Jinja2 input template, and if you need an LLM-as-Judge setup it drafts the judge prompt with a scale that fits the task (binary for classification, 1 to 5 for open-ended generation). You can chat with it the whole way through and it knows where you are in QuickCompare, what you&#8217;ve already filled in, and what&#8217;s still missing. Once the run finishes, it switches into analysis mode and helps you interpret the cost, latency, and accuracy numbers across the models you ran.<\/p>\n<\/p>\n<p>Has anyone had a model you assumed was the right call turn out not to be once you actually tested it? That gap is the bit I find most interesting and would love to hear stories.<\/p>\n<p>Thanks so much for supporting us today, and do give QuickCompare (and Ziggy!) a try \ud83d\ude42<\/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>Hey Rebekka! It&#8217;s awesome. I usually deal with understanding which LLM is the best option for a given case and it&#8217;s taking a lot of time. I&#8217;m sure it&#8217;s gonna change the game. Wish you all the best here!<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;Hey Germ\u00e1n, thank you for checking us out! Really appreciate it.<\/p>\n<p>Completely agree, that\u2019s exactly the pain we\u2019re trying to solve. Choosing the right model for a specific use case can take so much time, especially now there are so many capable options and you need to weigh up quality, cost and speed rather than just going with the obvious default.<\/p>\n<p>We hope QuickCompare makes that whole process a lot easier for you! As a launch bonus for the PH community, you can use <strong>PH10FC<\/strong> for an extra $10 in credits on top of the $10 already available to the first 100 users.<\/p>\n<\/p>\n<p>Excited to hear how you get on with QuickCompare!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great launch! \ud83d\ude80 Have to try it out for optimizing our LLM based flows at CatDoes.<\/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\/@mahdi_nouri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahdi_nouri<\/a>&nbsp;Thanks so much &#8211; we really appreciate your support! Let us know how it goes. We\u2019d love to hear what matters most for your team when you compare LLM models, whether that\u2019s quality\/latency\/inference cost, or something else.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! This can be really useful for our research team. Our pipelines are a mix of different model usually.<\/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\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a>&nbsp;Thanks, we really appreciate that. We\u2019ve seen the same pattern: different models often make sense in different parts of a pipeline. We designed QuickCompare to help teams surface those choices more systematically instead of relying on guesswork.&nbsp; I&#8217;m curious, if you can share how you&#8217;re evaluating those trade offs today?<\/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>ive been running gpt-4o-mini in production for sentiment scoring on my crypto site, and the question i actually care about is &#8220;would switching to claude haiku save me money without tanking quality on MY prompts&#8221;. Does quickcompare measure cost per call and tail latency alongside output quality, or just output 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\/@vincentf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentf<\/a>&nbsp;Great question!&nbsp; Yes in addition to output quality which you could measure with LLM-as-a-Judge it measures cost per call and tail latency so hopefully you&#8217;re covered on this.&nbsp; We&#8217;re no longer running gpt-4o-mini but we have a wide range of other GPT models you could try in addition to Haiku 4.5 such as 4.1 Nano, 4.1 Mini or OSS 20B if you prefer open source &#8211; all these would offer savings on Haiku if they match up on your criteria.<\/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>QQ: who&#8217;s the buyer? <\/p>\n<\/p>\n<p>As a solo founder I picked one model and stuck with it because the switching cost (prompt re-tuning, eval<\/p>\n<p>rewriting) usually outweighs the marginal gain. <\/p>\n<\/p>\n<p>Comparing 50 LLMs feels like enterprise eval-engineer kit. <\/p>\n<\/p>\n<p>What&#8217;s the indie use case I&#8217;m missing?<\/p>\n<\/p>\n<p>I have only today adopted Codex, partially into my stack, just because Claude is too slow for some things.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@naumaan_zahid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naumaan_zahid<\/a>&nbsp;Yeah, I think that\u2019s right for most solo builders &#8211; picking one model and sticking with it is usually the right default.<\/p>\n<\/p>\n<p>Where we\u2019re seeing people use this isn\u2019t \u201ccompare 50 models\u201d, it\u2019s more:<\/p>\n<p>\u2013 \u201cThis got slower\/worse recently &#8211; is there a better option?\u201d<br \/>\u2013 \u201cIs there a cheaper model that\u2019s good enough for this specific task?\u201d<\/p>\n<\/p>\n<p>Sometimes the improvement is marginal as you said, but we\u2019ve also seen AI teams save a <em>lot<\/em> of money by switching models where the cheaper option performs just as well for their use case. And with inference now becoming one of the biggest cost drivers for many AI products, those checks can really add up.<\/p>\n<\/p>\n<p>With QuickCompare you can just throw 2\u20133 models into a quick check, get a signal, and avoid rebuilding your eval setup every time.<\/p>\n<\/p>\n<p>We happen to support a lot of models, but that\u2019s more so you\u2019re not blocked when you do want to check something.<\/p>\n<\/p>\n<p>Curious btw, what felt slow with Claude 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<\/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\/O2X24XAQ4VB3CH\" class=\"app-title\">Pica<\/a><\/p>\n<div class=\"one-liner\">Fully native app for managing your fonts on MacOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">168<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pica \u662f\u4e00\u6b3e\u4e13\u4e3a MacOS \u6253\u9020\u7684\u672c\u5730\u539f\u751f\u5b57\u4f53\u7ba1\u7406\u5de5\u5177\uff0c\u5e2e\u52a9\u8bbe\u8ba1\u5e08\u548c\u5f00\u53d1\u8005\u89e3\u51b3\u5b57\u4f53\u6587\u4ef6\u6742\u4e71\u3001\u5b89\u88c5\u6df7\u4e71\u3001\u65e0\u6cd5\u9ad8\u6548\u9884\u89c8\u548c\u5206\u7ec4\u6d4b\u8bd5\u7684\u75db\u70b9\uff0c\u8ba9\u5b57\u4f53\u7ba1\u7406\u50cf\u8d44\u6e90\u5e93\u4e00\u6837\u76f4\u89c2\u53ef\u63a7\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\/f0b50f51-4bc9-448a-ac27-87a0d2df3772.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=TDnHRKWzcxo\"><source src=\"https:\/\/www.youtube.com\/watch?v=TDnHRKWzcxo\" 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\/b21db7dc-0382-4154-a245-bf0b38373dad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Typography<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">MacOS\u5b57\u4f53\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u539f\u751f\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u5b57\u4f53\u96c6\u5408\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5b57\u4f53\u9884\u89c8<\/span><br \/>\n            <span class=\"tag\">\u5b57\u4f53\u5b89\u88c5\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5b57\u4f53\u5206\u7c7b<\/span><br \/>\n            <span class=\"tag\">\u5e73\u9762\u8bbe\u8ba1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u9996\u6b21\u5f15\u5bfc\u4f53\u9a8c\u6709\u8da3\u4e14\u6d41\u7545\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e3a\u4f55\u9009\u62e9\u539f\u751f\u800c\u975e\u8de8\u5e73\u53f0\u65b9\u6848\uff08\u6697\u793a\u5f53\u524d\u7ade\u54c1\u5982FontBase\u3001RightFont\u901f\u5ea6\u6162\uff09\uff1b\u662f\u5426\u652f\u6301Sequoia\u7cfb\u7edf\uff1b\u4ee5\u53ca\u80fd\u5426\u5c06\u4e0d\u540c\u6765\u6e90\u7684\u540c\u65cf\u5b57\u4f53\u91cd\u65b0\u5408\u5e76\u5230\u540c\u4e00\u5bb6\u65cf\u4e2d\uff08\u6307\u51fa\u4e1a\u5185\u5e38\u89c1\u547d\u540d\u6df7\u4e71\u95ee\u9898\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                \u5728\u5b57\u4f53\u7ba1\u7406\u8fd9\u4e2a\u65e9\u5df2\u88abElectron\u201c\u52a3\u5316\u201d\u7684\u8d5b\u9053\u91cc\uff0cPica\u9009\u62e9fully native\u662f\u4e00\u6b65\u6781\u5176\u7cbe\u51c6\u7684\u68cb\u3002\u7406\u7531\u5f88\u7b80\u5355\uff1a\u5b57\u4f53\u7ba1\u7406\u672c\u8eab\u5c31\u662f\u5bf9\u7cfb\u7edf\u5e95\u5c42\u4f9d\u8d56\u6781\u9ad8\u7684\u64cd\u4f5c\u2014\u2014\u5b89\u88c5\u3001\u9884\u89c8\u3001\u6fc0\u6d3b\u3001\u76d1\u542c\u6587\u4ef6\u5939\u53d8\u5316\uff0c\u4efb\u4f55\u4e00\u5c42\u62bd\u8c61\u90fd\u4f1a\u5e26\u6765\u6027\u80fd\u6298\u635f\u548c\u5ef6\u8fdf\u3002\u7528\u6237\u5410\u69fd\u7ade\u54c1\u201cslow\u201d\u4e0d\u662f\u4e2a\u4f8b\uff0c\u800c\u662f\u6574\u4e2a\u8de8\u5e73\u53f0\u6846\u67b6\u5728Mac\u4e0a\u6c34\u571f\u4e0d\u670d\u7684\u96c6\u4e2d\u4f53\u73b0\u3002Pica\u7684\u201c\u539f\u751f\u201d\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6280\u672f\u9009\u62e9\uff0c\u66f4\u662f\u4e00\u4e2a\u4ea7\u54c1\u5b9a\u4f4d\u7684\u5ba3\u8a00\uff1a\u6211\u653e\u5f03\u8de8\u5e73\u53f0\uff0c\u6362\u4f60\u7684\u4e1d\u6ed1\u4f53\u9a8c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u4e5f\u662f\u53cc\u5203\u5251\u3002\u5176\u4e00\uff0c\u653e\u5f03Windows\u548cLinux\u610f\u5473\u7740\u5e02\u573a\u89c4\u6a21\u76f4\u63a5\u8170\u65a9\uff0c\u53ea\u9762\u5411Mac\u91cd\u5ea6\u7528\u6237\uff08\u8bbe\u8ba1\u5e08\u3001\u524d\u7aef\uff09\uff0c\u5929\u82b1\u677f\u660e\u663e\u3002\u5176\u4e8c\uff0c\u7528\u6237\u53cd\u9988\u4e2d\u201c\u65cf\u5b57\u5408\u5e76\u201d\u95ee\u9898\u76f4\u6307\u6838\u5fc3\u7f3a\u9677\uff1a\u5982\u679c\u4e00\u6b3e\u5b57\u4f53\u7ba1\u7406\u5de5\u5177\u8fde\u88ab\u9519\u8bef\u547d\u540d\u6216\u6742\u6563\u4e0b\u8f7d\u7684\u540c\u65cf\u5b57\u4f53\u90fd\u65e0\u6cd5\u81ea\u52a8\u8bc6\u522b\u5e76\u5f52\u7ec4\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u53ea\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7248\u7684Finder\u9884\u89c8\u5668\uff0c\u8ddd\u79bb\u201c\u7ba1\u7406\u201d\u8fd8\u5dee\u4e00\u5c42\u8bed\u4e49\u7406\u89e3\u3002\u76ee\u524d\u7684\u201ccollections\u201d\u529f\u80fd\u66f4\u50cf\u662f\u624b\u5de5\u6253\u6807\u7b7e\uff0c\u800c\u975e\u667a\u80fd\u63a8\u65ad\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u81f3\u4e8e\u201cwatch folders\u201d\u548c\u201ctest color themes\u201d\uff0c\u524d\u8005\u662f\u7ade\u54c1\u6807\u914d\uff0c\u540e\u8005\u5219\u662f\u9526\u4e0a\u6dfb\u82b1\u529f\u80fd\uff0c\u6280\u672f\u95e8\u69db\u4e0d\u9ad8\u3002\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662fSequoia\u517c\u5bb9\u6027\u4e89\u8bae\u2014\u2014\u5982\u679c\u65b0\u7cfb\u7edf\u63a8\u51fa\u540e\u4e0d\u80fd\u7b2c\u4e00\u65f6\u95f4\u9002\u914d\uff0c\u539f\u751f\u4f18\u52bf\u53cd\u800c\u4f1a\u6210\u4e3a\u7528\u6237\u6362\u7cfb\u7edf\u7684\u963b\u788d\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aPica\u5728\u4f53\u9a8c\u4e0a\u505a\u5f97\u6bd4\u4efb\u4f55\u4eba\u90fd\u5bf9\uff0c\u4f46\u5728\u6838\u5fc3\u6570\u636e\u6a21\u578b\uff08\u5b57\u4f53\u5bb6\u65cf\u8bc6\u522b\uff09\u4e0a\u505a\u5f97\u8fd8\u4e0d\u591f\u6df1\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u5b57\u4f53\u7ba1\u7406\u754c\u7684\u201cPixel\u201d\uff0c\u4f46\u8fd8\u9700\u8bc1\u660e\u81ea\u5df1\u80fd\u6253\u786c\u4ed7\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\">Pica<\/span>\n                <\/div>\n<div class=\"comment-content\">Organize into collections, test color themes and logos, watch folders, manage what&#8217;s installed, and much more.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You gotta check this out if only for the onboarding&#8230;! So fun! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Question for Chris: <\/p>\n<\/p>\n<p>What made you go fully native instead of Electron? <\/p>\n<\/p>\n<p>Asking because the entire category (FontBase, RightFont, etc) is cross-platform and slow, and a native-only positioning is  either brave or a deliberate moat?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Sad that I can&#8217;t use it on Sequoia, but great product and great 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\">One issue I\u2019ve had with fonts in the past is when I download them from different sources sometimes the files are incorrectly named and when I\u2019ve installed them, they don\u2019t map properly because of that.<\/p>\n<p>Does this allow you to regroup fonts so they live within the same family?<\/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\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ON6RTKE5AKXIL7\" class=\"app-title\">Happenstance<\/a><\/p>\n<div class=\"one-liner\">Search your network with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">161<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Happenstance\u662f\u4e00\u6b3eAI\u7f51\u7edc\u5173\u7cfb\u641c\u7d22\u5f15\u64ce\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u8de8\u5e73\u53f0\uff08Gmail\u3001Twitter\u3001Instagram\u7b49\uff09\u68c0\u7d22\u8054\u7cfb\u4eba\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u3001\u62db\u8058\u548c\u9500\u552e\u56e2\u961f\u7ed5\u8fc7\u51b7\u542f\u52a8\uff0c\u5229\u7528\u73b0\u6709\u5f31\u5173\u7cfb\u627e\u5230\u201c\u5bf9\u7684\u4eba\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\/c19c5433-e44b-47fd-afe3-8e8c560b6bb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d450929-efd2-4a95-a545-9dc65d9a8e54.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\/c71c3916-5f31-4ed7-98f4-aed6e4e1294f.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\/09cb9c34-f701-4d13-8bd1-49bc2c17eba3.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\/fa4d64b4-ede8-4a7b-9c60-ac1f4629df07.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\/6519c8d8-6c97-4310-aa1c-315cfad40350.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\/ad3bec5b-885b-481a-bfbf-1f9d522dbae5.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\/3ca27813-3730-4465-836f-3e6aa97304e5.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\/5570fdef-986f-4c3a-b7fa-01781387f19e.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\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Tech<\/span><br \/>\n            <span class=\"tag\">Social Networking<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5173\u7cfb\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u4eba\u8109\u7f51\u7edc<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n            <span class=\"tag\">\u53bb\u51b7\u542f\u52a8<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e73\u53f0\u8054\u7cfb\u4eba\u68c0\u7d22<\/span><br \/>\n            <span class=\"tag\">\u5546\u52a1\u5173\u7cfb\u6316\u6398<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u56fe\u8c31<\/span><br \/>\n            <span class=\"tag\">\u62db\u8058AI<\/span><br \/>\n            <span class=\"tag\">\u9500\u552e\u7ebf\u7d22<\/span><br \/>\n            <span class=\"tag\">\u5f31\u5173\u7cfb\u6fc0\u6d3b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u9690\u79c1\u4e0e\u5206\u4eab\u63a7\u5236\u6743\u7684\u8fb9\u754c\uff0c\u5c24\u5176\u662f\u654f\u611f\u573a\u666f\u4e0b\u7684\u6570\u636e\u9897\u7c92\u5ea6\u3002\u53e6\u8d28\u7591\u201c\u5f31\u5173\u7cfb\u201d\u7684\u6e29\u5ea6\u6743\u91cd\uff1a\u6570\u5e74\u524d\u7684\u90ae\u4ef6\u8054\u7cfb\u4eba\u662f\u5426\u7b97\u201c\u70ed\u5f15\u8350\u201d\uff1f\u5e76\u8ffd\u95ee\u641c\u7d22\u7cbe\u5ea6\u2014\u2014\u662f\u5426\u4f1a\u9057\u6f0f\u6216\u8bef\u5224\u5173\u952e\u8054\u7cfb\u4eba\uff0c\u5f71\u54cd\u201c\u8df3\u8fc7\u51b7\u542f\u52a8\u201d\u7684\u627f\u8bfa\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                Happenstance\u7684\u4ea7\u54c1\u5207\u53e3\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u5b83\u5c06\u201c\u5f31\u5173\u7cfb\u201d\u4ece\u793e\u4ea4\u5e73\u53f0\u7a00\u788e\u7684\u6570\u636e\u5e9f\u589f\u4e2d\u6316\u51fa\u6765\uff0c\u91cd\u65b0\u5305\u88c5\u6210\u53ef\u641c\u7d22\u3001\u53ef\u5171\u4eab\u7684\u5173\u7cfb\u8d44\u672c\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u627e\u4e0d\u5230\u4eba\u201d\uff0c\u800c\u662f\u201c\u4f60\u4e0d\u77e5\u9053\u4f60\u5df2\u7ecf\u8ba4\u8bc6\u8c01\u201d\u7684\u8ba4\u77e5\u76f2\u533a\u3002\u8fd9\u79cd\u201c\u8bb0\u5fc6\u5916\u6302\u201d\u5bf9\u878d\u8d44\u3001\u62db\u8058\u3001\u9500\u552e\u8fd9\u7c7b\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u8109\u6760\u6746\u7684\u5c97\u4f4d\u4ef7\u503c\u5de8\u5927\uff0c\u5c24\u5176\u662f\u5728\u4fe1\u4efb\u6210\u672c\u6781\u9ad8\u7684B2B\u573a\u666f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u4ea7\u54c1\u76ee\u524d\u5b58\u5728\u4e00\u4e2a\u81f4\u547d\u5374\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u6311\u6218\uff1a\u5173\u7cfb\u6e29\u5ea6\u8bc4\u4f30\u3002\u7528\u6237\u90ae\u7bb1\u91cc\u90a3\u4f4d2019\u5e74\u53ea\u53d1\u8fc7\u4e00\u5c01\u5bd2\u6684\u90ae\u4ef6\u7684\u8054\u7cfb\u4eba\uff0c\u5728Happenstance\u91cc\u88ab\u6807\u8bb0\u4e3a\u201c\u6e29\u8fde\u63a5\u201d\uff0c\u800c\u5728\u73b0\u5b9e\u4e2d\u5927\u6982\u7387\u65e9\u5df2\u7b49\u4e8e\u51b7\u51b0\u3002\u5982\u679c\u4ea7\u54c1\u53ea\u505a\u201c\u641c\u7d22\u8fde\u63a5\u201d\u800c\u7f3a\u4e4f\u201c\u8fde\u63a5\u6743\u91cd\u5efa\u6a21\u201d\uff08\u4f8b\u5982\u57fa\u4e8e\u4e92\u52a8\u9891\u6b21\u3001\u56de\u590d\u7387\u3001\u65f6\u95f4\u8870\u51cf\u3001\u5173\u7cfb\u6df1\u5ea6\u7684AI\u8bc4\u5206\uff09\uff0c\u90a3\u4e48\u6240\u8c13\u7684\u201c\u8df3\u8fc7\u51b7\u542f\u52a8\u201d\u5f88\u53ef\u80fd\u53d8\u6210\u201c\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u51b7\u542f\u52a8\u201d\u2014\u2014\u53ea\u662f\u628a\u4eba\u540d\u6362\u6210\u4e86\u66f4\u6a21\u7cca\u7684\u65e7\u76f8\u8bc6\u3002\u6b64\u5916\uff0c\u7f51\u7edc\u5171\u4eab\u7684\u9690\u79c1\u8bbe\u8ba1\u95e8\u69db\u6781\u9ad8\uff0c\u82e5\u9690\u79c1\u5931\u4f4d\uff0c\u5de5\u5177\u4f1a\u4ece\u201c\u627e\u4eba\u5229\u5668\u201d\u53d8\u6210\u201c\u793e\u4ea4\u6252\u76ae\u795e\u5668\u201d\u3002\u771f\u6b63\u58c1\u5792\u4e0d\u5728\u4e8e\u6570\u636e\u63a5\u5165\u591a\u5c11\u5e73\u53f0\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u7528AI\u628a\u201c\u8ba4\u8bc6\u7684\u4eba\u201d\u8f6c\u5316\u4e3a\u201c\u613f\u610f\u5e2e\u4f60\u7684\u4eba\u201d\u3002\u8fd9\u4e00\u70b9\u4e0a\uff0cHappenstance\u76ee\u524d\u66f4\u50cf\u662f\u201c\u793e\u4ea4\u5b57\u5178\u201d\uff0c\u800c\u975e\u201c\u5173\u7cfb\u653e\u5927\u5668\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\">Happenstance<\/span>\n                <\/div>\n<div class=\"comment-content\">Happenstance lets you search across Gmail, Twitter, Instagram, and more using natural language. Built for founders, recruiters, and sales teams finding the right person through warm connections.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happenstance is an AI people-search layer that runs across your Gmail, calendar, Twitter, Instagram, and other connected accounts using natural language queries.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution<\/strong>: Your real network is scattered and effectively unsearchable. Some contacts are buried in a 2019 email thread. Some are Twitter mutuals you&#8217;ve never properly spoken to. Some are conference attendees from three years ago. Happenstance connects all of it and lets you describe who you need the AI handles the search across every account you&#8217;ve linked.<\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: The friend-sharing model turns a personal search tool into a collective one. Share your network with trusted contacts, and your search radius expands to include their connections, too warm by definition, not cold by default.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Natural language search, no filters to configure<\/p>\n<\/li>\n<li>\n<p>Multi-network: Gmail, Calendar, Twitter, Instagram, and more<\/p>\n<\/li>\n<li>\n<p>Friend and group sharing to extend reach across trusted networks<\/p>\n<\/li>\n<li>\n<p>MCP, Claude, Claude Code, ChatGPT, and Slack integrations<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Skip cold outreach entirely for sales, hiring, and fundraising<\/p>\n<\/li>\n<li>\n<p>Surface candidates through referrals before a job goes public<\/p>\n<\/li>\n<li>\n<p>Find investor intros through connections you already have<\/p>\n<\/li>\n<li>\n<p>Runs inside your existing workflow via native integrations<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it&#8217;s for<\/strong>: Pre-seed founders, AEs, recruiters, and investors who know the right path to anyone starts with who you already know. 300,000 users and teams at Perplexity, YC, Greylock, and Brex are already on it.<\/p>\n<\/p>\n<p>The network effect is real. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;How do you handle data privacy and granular controls when sharing networks with friends or groups; especially for sensitive outreach like recruiting or fundraising?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@rohanrecommends amazing job, go ahead<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 warm vs cold distinction is interesting but what i&#8217;m more curious about is the false negative problem &#8211; how often does it surface someone you completely forgot you had a connection to vs how often does it miss someone who should have shown up? for a tool selling on &#8220;skip cold outreach entirely&#8221; that precision gap seems like the whole game<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Solo founder here doing the outreach grind right now (reddit, x, producthunt all of it) and the bit i&#8217;d actually want from a tool like this is honesty about how warm the warm connection really is. If i emailed someone 3 years ago they&#8217;re not warm anymore, just searchable. Does happenstance try to weight by recency or recent interactions, or is everyone whos ever been in your inbox a &#8220;warm intro&#8221; candidate ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/RSXKLEYYIP66HS\" class=\"app-title\">Edgee Team<\/a><\/p>\n<div class=\"one-liner\">Strava for your coding assistants<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Edgee Team \u662f\u4e00\u6b3e\u4e3a\u56e2\u961f\u7ea7 AI \u7f16\u7801\u52a9\u624b\uff08\u5982 Claude Code\u3001Codex\uff09\u63d0\u4f9b\u4f7f\u7528\u8ffd\u8e2a\u3001\u6210\u672c\u5f52\u56e0\u548c\u6548\u7387\u6392\u884c\u699c\u7684\u76d1\u63a7\u4eea\u8868\u76d8\uff0c\u89e3\u51b3 CTO \u548c\u56e2\u961f\u8d1f\u8d23\u4eba\u5bf9 AI \u9884\u7b97\u53bb\u5411\u76f2\u533a\u3001\u65e0\u6cd5\u8bc4\u4f30\u5f00\u53d1\u8005\u4ea7\u51fa\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\/177b626d-856d-43d6-979c-290252d98bcd.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\/edf43538-3f58-44c3-922a-dd176cf17c6c.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\/a910d447-bf16-4a07-b519-c30821a5e3b9.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\/74994bfd-a1cf-4943-9138-0fe5762756cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/watch?v=xiF6PYtmC6g&#038;feature=youtu.be\"><source src=\"https:\/\/youtube.com\/watch?v=xiF6PYtmC6g&#038;feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u538b\u7f29\u5f15\u64ce\u5bf9\u975e\u82f1\u8bed\uff08\u5982 CJK\uff09\u63d0\u793a\u8bed\u7684\u6548\u679c\uff0c\u83b7\u56de\u5e94\u79f0\u538b\u7f29\u4e3b\u8981\u4f5c\u7528\u4e8e\u5de5\u5177\u7ed3\u679c\uff0c\u4e0e\u8bed\u8a00\u65e0\u5173\u3002\u53e6\u4e00\u7528\u6237\u5efa\u8bae\u5c06\u6392\u884c\u699c\u6307\u6807\u4ece\u201c\u6700\u5927 Token \u6d88\u8d39\u201d\u6539\u4e3a\u201c\u6bcf\u5408\u5e76 PR \u6d88\u8017 Token\u201d\uff0c\u8ba4\u4e3a\u8fd9\u66f4\u80fd\u4f53\u73b0 AI \u5de5\u7a0b\u751f\u4ea7\u529b\uff0c\u5bf9 CTO \u66f4\u5177\u8bf4\u670d\u529b\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Edgee Team \u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u5feb\u901f\u81a8\u80c0\u7684\u75db\u70b9\uff1a\u5f53\u56e2\u961f\u5f00\u59cb\u89c4\u6a21\u5316\u4f7f\u7528 AI \u7f16\u7801\u5de5\u5177\uff0c\u6210\u672c\u5931\u63a7\u662f\u5fc5\u7136\u7684\uff0c\u800c\u73b0\u6709\u7684 GitHub \u7edf\u8ba1\u548c\u4e91\u6210\u672c\u4eea\u8868\u76d8\u90fd\u5bf9\u6b64\u89c6\u800c\u4e0d\u89c1\u3002\u4ea7\u54c1\u672c\u8eab\u903b\u8f91\u6e05\u6670\uff0c\u628a\u5355\u70b9\u538b\u7f29\u5de5\u5177\u5347\u7ea7\u4e3a\u56e2\u961f\u7ea7\u89c2\u6d4b\u5e73\u53f0\uff0c\u4ece\u201c\u7701\u94b1\u5de5\u5177\u201d\u53d8\u6210\u201c\u7ba1\u7406\u5de5\u5177\u201d\uff0c\u4ef7\u503c\u8df3\u8dc3\u660e\u663e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u95ee\u9898\u4e5f\u5728\u8fd9\u91cc\uff1a\u5f53\u524d\u4ea7\u54c1\u7684\u6838\u5fc3\u5356\u70b9\u4f9d\u7136\u662f\u201c\u538b\u7f29\u7387\u201d\u548c\u201c\u6392\u884c\u699c\u201d\uff0c\u8fd9\u66f4\u50cf\u4e00\u4e2a\u5e26\u6709\u793e\u4ea4\u5c5e\u6027\u7684\u6210\u672c\u5ba1\u8ba1\u5de5\u5177\uff0c\u800c\u975e\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5206\u6790\u7cfb\u7edf\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201ctoken-per-merged-PR\u201d\u6070\u597d\u70b9\u51fa\u4e86\u547d\u95e8\u2014\u2014CTO \u771f\u6b63\u60f3\u8981\u7684\u4e0d\u662f\u770b\u8c01\u6700\u8d39\u94b1\uff0c\u800c\u662f\u8c01\u80fd\u7528\u6700\u5c11\u7684 AI \u6d88\u8017\u5b8c\u6210\u6700\u591a\u6709\u6548\u7684\u4ee3\u7801\u4ea7\u51fa\u3002\u5982\u679c\u4e0d\u505a\u8fd9\u4e2a\u6307\u6807\u5347\u7ef4\uff0cEdgee Team \u4f9d\u7136\u505c\u7559\u5728\u201c\u76d1\u63a7\u201d\u5c42\u9762\uff0c\u5bb9\u6613\u88ab AWS Cost Explorer \u6216 Datadog \u7b49\u901a\u7528\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u8986\u76d6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u4ea7\u54c1\u4f9d\u8d56\u201c\u8fde\u63a5 GitHub\u201d\u624d\u80fd\u5f52\u56e0\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u5929\u7136\u503e\u5411\u7ed3\u6784\u5316\u7684\u5de5\u4f5c\u6d41\u3002\u5bf9\u4e8e\u90a3\u4e9b\u4f7f\u7528 AI \u505a\u63a2\u7d22\u6027\u4ee3\u7801\u3001\u975e\u6b63\u5f0f\u6d4b\u8bd5\u6216\u672c\u5730\u63a8\u7406\u7684\u56e2\u961f\uff0c\u6570\u636e\u4f1a\u5931\u771f\u3002\u53e6\u4e00\u4e2a\u6f5c\u5728\u98ce\u9669\u662f\uff1a\u56e2\u961f\u4e3a\u4e86\u907f\u514d\u4e0a\u201c\u6d6a\u8d39\u699c\u201d\uff0c\u53ef\u80fd\u4eba\u4e3a\u538b\u4f4e\u8c03\u7528\u91cf\uff0c\u53cd\u800c\u6291\u5236\u4e86 AI \u5de5\u5177\u7684\u63a2\u7d22\u6027\u4f7f\u7528\u2014\u2014\u8fd9\u662f\u8bb8\u591a\u76d1\u63a7\u5de5\u5177\u7ffb\u8f66\u7684\u7ecf\u5178\u573a\u666f\uff1a\u8fc7\u5ea6\u4f18\u5316\u9884\u7b97\uff0c\u727a\u7272\u521b\u65b0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u6765\u770b\uff0cEdgee Team \u662f\u4e2a\u597d\u8d77\u70b9\uff0c\u4f46\u8981\u771f\u6b63\u6210\u4e3a\u201c\u7f16\u7801\u52a9\u624b\u7684 Strava\u201d\uff0c\u5b83\u9700\u8981\u4ece\u6210\u672c\u76d1\u63a7\u8f6c\u5411\u201c\u6548\u7387\u5f52\u56e0+\u6fc0\u52b1\u7cfb\u7edf\u201d\uff0c\u628a\u6570\u5b57\u4ece\u60e9\u7f5a\u5de5\u5177\u53d8\u6210\u6210\u957f\u53cd\u9988\u73af\u3002\u5426\u5219\uff0c\u5b83\u6700\u7ec8\u53ea\u4f1a\u6210\u4e3a CTO \u5927\u4f1a\u4e0a\u88ab\u63d0\u8d77\u7684\u4e00\u4e2a\u6709\u8da3\u6848\u4f8b\uff0c\u800c\u975e\u56e2\u961f\u6807\u914d\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\">Edgee Team<\/span>\n                <\/div>\n<div class=\"comment-content\">Who on your team shipped more with less? Which repo is silently eating your AI budget? Edgee Teams gives coding assistants their missing dashboard. Invite your team, connect GitHub, and every session gets tracked, attributed, and ranked. Compare compression ratios across developers. Share session stats publicly or keep them private. Climb the monthly leaderboard and claim the title of biggest token spender. Built for teams shipping with Claude Code, Codex, and other agents.<\/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 \/>\nSacha here, co founder of Edgee.<br \/>\nFor our past two launches we showed what compression does at the individual level: Claude Code Compressor extending Pro limits by 26.2%, Codex Compressor cutting costs by 35.6%. Great for solo devs.<br \/>\nBut then we started talking to teams running Claude Code, Codex, and other agents across 10, 30, sometimes 100 developers. Every team told<br \/>\nus the same thing: &#8220;We have no idea what&#8217;s happening.&#8221; No attribution, no visibility, no idea which repo is burning the budget, no way to know if someone just ran a $200 session by accident.<br \/>\nSo we built Edgee Team.<br \/>\nInvite your team, and every coding assistant session gets tracked, attributed, and ranked. Connect your GitHub org, and sessions auto-link to the repos and PRs they worked on. Each session generates a detailed<br \/>\ndashboard: requests, tokens, compression ratio, cost, and a debug view showing exactly what Edgee compressed away.<br \/>\nThe fun part: every developer gets a shareable public profile with their stats, and there&#8217;s a monthly leaderboard ranking who used the most tokens. Climb it and claim the &#8220;biggest token spender of the month&#8221; title. Or don&#8217;t, and stay private. Your call, per session and per user.<br \/>\nWhat this unlocks:<br \/>\n\u2192 CTOs finally see where their AI budget goes<br \/>\n\u2192 Teams can benchmark who ships more with fewer tokens<br \/>\n\u2192 Devs get bragging rights on their compression game<br \/>\n\u2192 Everything still runs through the same compression engine, so you keep the savings from the previous launches<br \/>\nFree to try, no credit card. Connect your GitHub in 30 seconds.<br \/>\nWould love to hear what you&#8217;d want us to track next. Per-branch attribution? Slack digest of team usage? Drop ideas in the comments.<\/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\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a>&nbsp; Does compression hold up for non-English prompts? Thinking CJK specifically, tokenizers already split those into way more tokens per character.  <\/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\">@whetlan yes, no problem, with any languages. Compression happens mainly on tool results<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@sachamorard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> , did some quick market analysis for Edgee: <a href=\"https:\/\/www.ideajarvis.ai\/idea-posts\/ddbf4b65-76ed-46dc-978a-e3b656eb7109\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.ideajarvis.ai\/idea-posts\/ddbf4b65-76ed-46dc-978a-e3b656eb7109<\/a><\/p>\n<p>one idea: flip the leaderboard from &#8220;biggest token spender&#8221; to tokens-per-merged-PR. You already have the GitHub attribution and the compression-adjusted token counts in one place, so joining them is mostly UX work. The reframe is bigger than it sounds though \u2014 cost dashboards are observability, but tokens-per-PR is actual <em>AI engineering productivity<\/em>. It&#8217;s also a much better pitch upgrade for CTOs: &#8220;where did our budget go&#8221; is interesting, but &#8220;who ships the most with the least&#8221; is what they&#8217;d actually want to know. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/733N4BVXPFJDFA\" class=\"app-title\">Free chart generator by Embedful<\/a><\/p>\n<div class=\"one-liner\">Turn CSV &#038; Excel files into charts in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u96f6\u4ee3\u7801\u7684\u5728\u7ebf\u56fe\u8868\u751f\u6210\u5668\uff0c\u89e3\u51b3\u975e\u6280\u672f\u4eba\u5458\u5feb\u901f\u5c06CSV\u6216Excel\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u5bfc\u51fa\u81f3\u62a5\u544a\u548c\u6587\u6863\u7684\u7cbe\u7f8e\u56fe\u8868\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\/4b77df3d-3538-4220-b49f-a49bb15a230b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e28a7c1-035c-4d27-abc0-b66ac636cd54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6cbb774-16e5-4a45-bf4b-a11fb17b98db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/673940a5-4498-4f00-8992-b5a464e854cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/609f2441-bf98-4478-8f7c-97e48a9bd9f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Data &#038; Analytics<\/span><br \/>\n            <span class=\"tag\">Data Visualization<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">CSV\u8f6c\u56fe\u8868<\/span><br \/>\n            <span class=\"tag\">Excel\u8f6c\u56fe\u8868<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n            <span class=\"tag\">\u5bfc\u51faPNG<\/span><br \/>\n            <span class=\"tag\">\u5bfc\u51faSVG<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801<\/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\u9988UI\u5e72\u51c0\u6613\u7528\uff082\u8d5e\uff09\uff1b\u6838\u5fc3\u5efa\u8bae\uff1a\u8be2\u95ee\u662f\u5426\u8ba1\u5212\u589e\u52a0\u4ea4\u4e92\u5f0f\u5d4c\u5165\u548c\u81ea\u52a8\u6d1e\u5bdf\uff08\u8d8b\u52bf\/\u8981\u70b9\uff09\uff0c\u4ee5\u53ca\u57fa\u4e8e\u6570\u636e\u7ed3\u6784\u7684\u56fe\u8868\u7c7b\u578b\u63a8\u8350\u529f\u80fd\uff080\u8d5e\uff09\uff1b\u53e6\u6709\u7528\u6237\u53cd\u9988VPN\/\u6076\u610f\u8f6f\u4ef6\u62e6\u622a\u5668\u5bfc\u81f4\u7f51\u7ad9\u62a5\u9519\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                Embedful\u7684\u8fd9\u6b3e\u514d\u8d39\u56fe\u8868\u751f\u6210\u5668\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6210\u719f\u7684\u521a\u9700\u5e02\u573a\uff1a\u5373\u975e\u6280\u672f\u4eba\u5458\u5bf9\u4e8e\u201c\u5feb\u901f\u3001\u65e0\u75db\u201d\u7684\u4e34\u65f6\u6570\u636e\u53ef\u89c6\u5316\u9700\u6c42\u3002\u5176\u6700\u5927\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u6781\u81f4\u7684\u51cf\u6cd5\u2014\u2014\u65e0\u9700\u6ce8\u518c\u3001\u96f6\u95e8\u69db\u4e0a\u624b\u3001\u652f\u6301\u77e2\u91cf\u683c\u5f0f\u5bfc\u51fa\uff0c\u76f4\u63a5\u89e3\u51b3\u4e86\u7528\u6237\u5728\u64b0\u5199\u62a5\u544a\u6216\u5236\u4f5c\u6f14\u793a\u6587\u6863\u65f6\u201c\u627e\u4e00\u4e2a\u514d\u8d39\u3001\u5e72\u51c0\u3001\u65e0\u5e7f\u544a\u7684\u56fe\u8868\u5de5\u5177\u201d\u7684\u75db\u70b9\u300299\u7968\u7684\u6210\u7ee9\u4e2d\u89c4\u4e2d\u77e9\uff0c\u4e5f\u5370\u8bc1\u4e86\u8fd9\u662f\u4e00\u4e2a\u5b9e\u7528\u6027\u5f3a\u7684\u5de5\u5177\uff0c\u800c\u975e\u98a0\u8986\u6027\u4ea7\u54c1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u6570\u636e\u8f6c\u56fe\u7247\u201d\u7684\u8f6c\u6362\u5668\uff0c\u800c\u975e\u4e00\u4e2a\u771f\u6b63\u7684\u201c\u6570\u636e\u6d1e\u5bdf\u201d\u5de5\u5177\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u56fe\u8868\u7c7b\u578b\u63a8\u8350\u201d\u548c\u201c\u81ea\u52a8\u6d1e\u5bdf\u201d\u6b63\u662f\u5176\u529f\u80fd\u6df1\u5ea6\u7684\u8584\u5f31\u73af\u8282\u3002\u5982\u679c\u505c\u7559\u5728\u624b\u52a8\u9009\u62e9\u56fe\u8868\u7c7b\u578b\u3001\u7b80\u5355\u751f\u6210\u7684\u9636\u6bb5\uff0c\u5b83\u4f1a\u5f88\u5feb\u88ab\u66f4\u5f3a\u5927\u7684Excel\u539f\u751f\u529f\u80fd\u6216AI\u9a71\u52a8\u7684\u53ef\u89c6\u5316\u5de5\u5177\uff08\u5982Julius AI\uff09\u8fb9\u7f18\u5316\u3002\u5176\u77ed\u671f\u4ef7\u503c\u662f\u89e3\u51b3\u201c\u6709\u201d\u548c\u201c\u5feb\u201d\u7684\u95ee\u9898\uff0c\u4f46\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u9759\u6001\u751f\u6210\u5668\u201d\u8fdb\u5316\u5230\u201c\u8f7b\u91cf\u7ea7\u6570\u636e\u5206\u6790\u548c\u6545\u4e8b\u8bb2\u8ff0\u5de5\u5177\u201d\u3002\u5f53\u524d\u7684\u8def\u7ebf\u56fe\uff08\u5982\u6811\u72b6\u56fe\uff09\u4f9d\u7136\u505c\u7559\u5728\u589e\u52a0\u56fe\u8868\u79cd\u7c7b\uff0c\u8fd9\u662f\u5b58\u91cf\u7ade\u4e89\uff0c\u800c\u975e\u4ef7\u503c\u5347\u7ef4\u3002\u6b64\u5916\uff0cVPN\u62a5\u9519\u95ee\u9898\u867d\u5c5e\u5076\u53d1\uff0c\u4f46\u4e3a\u4f53\u9a8c\u95e8\u69db\u6dfb\u4e86\u7b2c\u4e00\u9053\u523a\uff0c\u5f00\u53d1\u8005\u9700\u5c3d\u5feb\u6839\u6cbb\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\">Free chart generator by Embedful<\/span>\n                <\/div>\n<div class=\"comment-content\">Turn CSV or Excel files into clean, presentation ready charts in seconds. Upload your data, customize your visuals, and export to PNG, SVG, or PDF for reports and documents. No coding, no setup, completely free.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m launching a <strong>free chart generator<\/strong> from Embedful.<\/p>\n<\/p>\n<p>You can upload a CSV or Excel file, instantly turn it into a clean chart, and export it as <strong>SVG, PNG, or PDF<\/strong>.<\/p>\n<\/p>\n<p>No signup. No complicated setup. Just fast, simple charts you can drop straight into reports and documents.<\/p>\n<\/p>\n<p>Would love your feedback \ud83d\ude4f<\/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\/@fernan_de_dios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fernan_de_dios<\/a>&nbsp;Any plans to add interactive embeds or auto-insights like trends\/key takeaways?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fernan_de_dios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fernan_de_dios<\/a>&nbsp;I tried creating a simple chart and it worked really smoothly. The UI feels clean and very easy to use.<\/p>\n<p>Really nice product \ud83d\udc4f<\/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\/@fernan_de_dios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fernan_de_dios<\/a>&nbsp;Clean and useful for no signup for something this simple is the right call. Curious whether you&#8217;re planning to add chart type recommendations based on the data structure, or keeping it manual selection only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Fernan,<\/p>\n<\/p>\n<p>Was interested at taking a look at your site but I was greeted with a lot of errors due to my VPN\/Malware blocker (just FYI).<\/p>\n<\/p>\n<p>I like some of the charts, I think the more esoteric charts excited me the most, I particularly like tree-maps and radar charts.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8f4c165-d998-4549-96e8-b92c8fe9b0e0.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naumaan_zahid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naumaan_zahid<\/a>&nbsp;Hey, really appreciate you bringing this to my attention.<\/p>\n<\/p>\n<p>I checked the SSL setup and everything is valid and properly logged (including Certificate Transparency), so this looks like a false positive from stricter VPN \/ threat protection tools, especially since the app is on a newer subdomain.<\/p>\n<\/p>\n<p>I\u2019m still digging into it and testing across different VPNs to reduce these flags.<\/p>\n<\/p>\n<p>If you\u2019re open to sharing which tool you\u2019re using, that would really help me pinpoint it faster.<\/p>\n<\/p>\n<p>Thanks as well for the chart feedback. Radar charts are live, and tree maps are definitely on the roadmap <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/KHJOCPIK3B6DE5\" class=\"app-title\">OpenStartup <\/a><\/p>\n<div class=\"one-liner\">Instant profit &#038; pricing calculator for small businesses<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenStartup\u662f\u4e00\u6b3e\u4e3a\u5c0f\u5fae\u5546\u5bb6\u548c\u5bb6\u5ead\u4f5c\u574a\u8bbe\u8ba1\u7684\u514d\u8d39\u5de5\u5177\uff0c\u53ea\u9700\u8f93\u5165\u539f\u6599\u3001\u6210\u672c\u548c\u6570\u91cf\uff0c\u5373\u53ef\u77ac\u95f4\u7b97\u51fa\u5355\u4f4d\u6210\u672c\u3001\u5efa\u8bae\u552e\u4ef7\u548c\u5229\u6da6\uff0c\u89e3\u51b3\u5c0f\u5356\u5bb6\u624b\u5de5\u7b97\u8d26\u6162\u3001\u6613\u51fa\u9519\u3001\u7b97\u4e0d\u6e05\u771f\u5b9e\u5229\u6da6\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 single-item\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c33535c8-495c-468f-aefb-aafb62bd5b8d.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\">Tech<\/span><br \/>\n            <span class=\"tag\">Business<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5229\u6da6\u8ba1\u7b97\u5668<\/span><br \/>\n            <span class=\"tag\">\u5b9a\u4ef7\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5c0f\u5fae\u5546\u5bb6<\/span><br \/>\n            <span class=\"tag\">\u5bb6\u5ead\u4f5c\u574a<\/span><br \/>\n            <span class=\"tag\">\u6210\u672c\u6838\u7b97<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4e1c\u5357\u4e9a<\/span><br \/>\n            <span class=\"tag\">Excel\u66ff\u4ee3<\/span><br \/>\n            <span class=\"tag\">\u5c0f\u672c\u751f\u610f<\/span><br \/>\n            <span class=\"tag\">\u5b9a\u4ef7\u7b56\u7565<\/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\u6237Fajar\u901a\u8fc7\u8bc4\u8bba\u8be6\u7ec6\u5206\u4eab\u4e86\u81ea\u5df1\u7528Excel\u7b97\u8d26\uff08\u5982\u5236\u4f5c\u6625\u5377\u76ae\u9171\u6599\uff09\u9047\u5230\u7684\u6210\u672c\u5206\u644a\u96be\u3001\u5229\u6da6\u7b97\u4e0d\u6e05\u7b49\u75db\u70b9\uff0c\u5e76\u50ac\u751f\u4e86\u6b64\u5de5\u5177\u3002\u56de\u5e16\u7528\u6237\u79f0\u8d5e\u5176\u754c\u9762\u7b80\u5355\u3001UI\u6709\u8da3\uff0c\u80af\u5b9a\u4e86\u5de5\u5177\u7684\u6613\u7528\u6027\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                OpenStartup\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u8349\u6839\u4f46\u771f\u5b9e\u5b58\u5728\u7684\u573a\u666f\uff1a\u4e1c\u5357\u4e9a\u6d77\u91cf\u5bb6\u5ead\u4f5c\u574a\u548c\u5730\u644a\u5356\u5bb6\u2014\u2014\u4ed6\u4eec\u4e0d\u61c2\u4f1a\u8ba1\uff0c\u6ca1\u6709ERP\uff0c\u751a\u81f3\u8fdeExcel\u90fd\u7528\u4e0d\u987a\u3002\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5f3a\u5927\uff0c\u800c\u5728\u4e8e\u201c\u6781\u81f4\u7b80\u5316\u201d\u548c\u201c\u96f6\u95e8\u69db\u201d\uff1a\u780d\u6389\u4f1a\u8ba1\u8f6f\u4ef6\u91cc\u6ca1\u4eba\u770b\u7684\u4eea\u8868\u76d8\u548c\u590d\u6742\u62a5\u8868\uff0c\u53ea\u4fdd\u7559\u201c\u6210\u672c-\u552e\u4ef7-\u5229\u6da6\u201d\u8fd9\u4e00\u6761\u751f\u5b58\u516c\u5f0f\u3002\u8fd9\u79cd\u51cf\u6cd5\u7b56\u7565\u8ba9\u5b83\u6210\u4e3aExcel\u7684\u8f7b\u91cf\u7ea7\u66ff\u4ee3\u54c1\uff0c\u800c\u975eIntuit\u6216\u91d1\u8776\u7684\u7ade\u54c1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u521b\u59cb\u4eba\u81ea\u5df1\u5c31\u662f\u76ee\u6807\u7528\u6237\uff08\u505aPopia\u96f6\u98df\uff09\uff0c\u8fd9\u79cd\u201c\u4e3a\u81ea\u5df1\u9020\u8f6e\u5b50\u201d\u7684\u51fa\u8eab\u8d4b\u4e88\u4e86\u4ea7\u54c1\u6781\u5f3a\u7684\u540c\u7406\u5fc3\u3002\u4f46\u9700\u8981\u6ce8\u610f\uff0c26\u7968\u7684\u58f0\u91cf\u8fd8\u5f88\u5c0f\uff0c\u4e14\u5de5\u5177\u76ee\u524d\u53ef\u80fd\u4ec5\u8986\u76d6\u201c\u5355\u6279\u6b21\u6210\u672c\u6838\u7b97\u201d\uff0c\u5bf9\u4e8e\u6709\u591a\u4e2aSKU\u6216\u9700\u8981\u8ffd\u8e2a\u4ef7\u683c\u6ce2\u52a8\u7684\u5356\u5bb6\uff0c\u80fd\u5426\u63d0\u4f9b\u5386\u53f2\u8bb0\u5f55\u3001\u6279\u91cf\u5bfc\u5165\u7b49\u6269\u5c55\u529f\u80fd\u5c06\u662f\u7528\u6237\u7559\u5b58\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u201c\u6c38\u8fdc\u514d\u8d39\u201d\u7684\u627f\u8bfa\u5728\u65e0\u5546\u4e1a\u6a21\u5f0f\u652f\u6491\u4e0b\u53ef\u6301\u7eed\u6027\u5b58\u7591\u2014\u2014\u6216\u8bb8\u672a\u6765\u4f1a\u901a\u8fc7\u652f\u4ed8\u96c6\u6210\u3001\u6a21\u677f\u5e02\u573a\u6216\u672c\u5730\u5316\u914d\u65b9\u63a8\u8350\u6765\u53d8\u73b0\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u597d\u7528\u7684\u201c\u5c0f\u9524\u5b50\u201d\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u201c\u5de5\u5177\u7bb1\u201d\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u5982\u4f55\u5e73\u8861\u6781\u7b80\u4e0e\u6df1\u5ea6\u9700\u6c42\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\">OpenStartup <\/span>\n                <\/div>\n<div class=\"comment-content\">OpenStartup is a free tool that helps small businesses calculate profit and set the right selling price. Not complicated accounting software. Not a full business dashboard with charts nobody understands. Just a simple, fast, free tool where you enter your ingredients, costs, and quantity \u2014 and it instantly tells you your cost per unit, what price to sell at, and exactly how much profit you&#8217;ll make.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83e\udd11 Like most small sellers, I turned to Excel. I opened a blank spreadsheet and started keying in my ingredients \u2014 spring roll pastry, filling, oil, seasoning, bottles, labels, packaging tape.<\/p>\n<p>\ud83e\uddee But problems piled up fast. How much did I actually use per bottle? What was my real cost per unit? Was my selling price giving me a healthy margin \u2014 or was I barely breaking even?<\/p>\n<p>\ud83e\udd14 The Popia Snack Problem &#8211; 50 bottles for Hari Raya. A small budget. An Excel sheet that raised more questions than answers.<\/p>\n<p>\ud83d\ude27 The Frustration &#8211; Manually keying in costs was slow, error-prone, and never accounted for everything \u2014 packaging, overhead, labour, and more.<\/p>\n<p>\ud83d\udca1The Idea &#8211; What if there was a free, simple tool \u2014 just enter your items, quantities, costs, and get your profit and selling price instantly?<\/p>\n<p>\ud83d\udcf1 OpenStartup Is Born<br \/>\nBuilt for home sellers, market vendors, and side hustlers across Southeast Asia. Free. Always.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fajarsiddiq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fajarsiddiq<\/a>&nbsp;Great tool Fajar. I like the simplicity of this Profit Calculator app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fajarsiddiq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fajarsiddiq<\/a>&nbsp;Love the simplicity and playful UI &#8211; congrats on the launch fajar!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/HWOCKG46SN4EFP\" class=\"app-title\">Veritads<\/a><\/p>\n<div class=\"one-liner\">Let real people advertise and grow your brand.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Veritads\u8ba9\u54c1\u724c\u901a\u8fc7\u771f\u5b9e\u7528\u6237\u5728TikTok\u3001Instagram\u7b49\u5e73\u53f0\u53d1\u5e03\u539f\u751f\u77ed\u89c6\u9891\u5185\u5bb9\uff0c\u4ee5\u5c0f\u9884\u7b97\u83b7\u5f97\u6301\u7eed\u589e\u957f\u7684\u771f\u5b9e\u89c2\u770b\u91cf\uff0c\u89e3\u51b3\u4f20\u7edf\u5e7f\u544a\u6295\u653e\u5373\u505c\u3001KOL\u6210\u672c\u9ad8\u98ce\u9669\u5927\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\/85a06c7a-b29b-4b71-8db1-35e56574b8f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2e571de-62eb-4aab-9066-25170c7b9c43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23b65b7d-be91-48a7-9e39-ef2c3fb39098.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Social Media<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Advertising<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u7528\u6237\u751f\u6210\u5185\u5bb9\u5e7f\u544a<\/span><br \/>\n            <span class=\"tag\">\u77ed\u89c6\u9891\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u771f\u5b9e\u6d41\u91cf<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u66dd\u5149<\/span><br \/>\n            <span class=\"tag\">TikTok\u63a8\u5e7f<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u6210\u672c\u83b7\u5ba2<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u6709\u673a\u589e\u957f<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u8425\u9500\u5e73\u53f0<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaMohamed\u4ecb\u7ecd\u4ea7\u54c1\u6e90\u4e8e\u76f4\u64ad\u5207\u7247\u6a21\u5f0f\uff0c\u5f3a\u8c03\u771f\u4eba\u53d1\u5e03\u3001\u5185\u5bb9\u6c38\u4e45\u7559\u5b58\u548c\u6309\u9a8c\u8bc1\u89c2\u770b\u4ed8\u8d39\u3002\u672a\u6536\u96c6\u5230\u7528\u6237\u5177\u4f53\u53cd\u9988\u6216\u95ee\u9898\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                Veritads\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u800c\u5de7\u5999\u2014\u2014\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u201c\u5916\u5305\u201d\u7528\u6237\u53e3\u7891\uff0c\u7528\u4e00\u79cd\u66f4\u8f7b\u3001\u66f4\u53ef\u63a7\u7684\u65b9\u5f0f\uff0c\u590d\u523b\u4e86Reddit\u6216\u8c46\u74e3\u4e0a\u201c\u81ea\u6765\u6c34\u201d\u63a8\u8350\u7684\u81ea\u7136\u6d41\u91cf\u3002\u4ea7\u54c1\u903b\u8f91\u5c06\u54c1\u724c\u66dd\u5149\u4ece\u201c\u6295\u653e\u5236\u201d\u8f6c\u5411\u4e86\u201c\u4ea7\u51fa\u5236\u201d\uff0c\u5176\u6838\u5fc3\u62a4\u57ce\u6cb3\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u5bf9\u521b\u4f5c\u8005\u6fc0\u52b1\u548c\u5185\u5bb9\u8d28\u91cf\u5ba1\u6838\u7684\u8fd0\u8425\u80fd\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9700\u8981\u8b66\u9192\u7684\u662f\uff1a\u7b2c\u4e00\uff0c\u201c\u771f\u5b9e\u4eba\u201d\u662f\u5426\u7b49\u4e8e\u201c\u771f\u5b9e\u53d7\u4f17\u201d\uff1f\u82e5\u521b\u4f5c\u8005\u4e3a\u8d5a\u4f63\u91d1\u800c\u6279\u91cf\u5236\u9020\u4f4e\u8d28\u3001\u540c\u8d28\u5316\u5185\u5bb9\uff0c\u5e73\u53f0\u6781\u6613\u6ca6\u4e3a\u201c\u6c34\u519b\u5de5\u5382\u201d\uff0c\u4f24\u5bb3\u54c1\u724c\u8c03\u6027\u751a\u81f3\u89e6\u53d1\u5e73\u53f0\u7b97\u6cd5\u6253\u538b\u3002\u7b2c\u4e8c\uff0c\u201c\u4ec5\u6309\u9a8c\u8bc1\u89c2\u770b\u4ed8\u8d39\u201d\u542c\u8d77\u6765\u5b8c\u7f8e\uff0c\u4f46TikTok\u7b49\u5e73\u53f0\u7684\u201c\u7559\u5b58\u7387\u201d\u201c\u4e92\u52a8\u7387\u201d\u624d\u662f\u590d\u8d2d\u4e0e\u8f6c\u5316\u5173\u952e\u2014\u2014\u53ea\u4fdd\u6d41\u91cf\u4e0d\u4fdd\u8d28\u91cf\uff0c\u672c\u8d28\u662f\u53e6\u4e00\u79cdCPM\u7684\u53d8\u4f53\u3002\u7b2c\u4e09\uff0c\u5f53\u524d15\u7968\u3001\u96f6\u7528\u6237\u53cd\u9988\u7684\u201cbeta\u201d\u72b6\u6001\uff0c\u8bf4\u660e\u5c1a\u672a\u7ecf\u8fc7\u5927\u89c4\u6a21\u5e02\u573a\u68c0\u9a8c\u3002\u521b\u59cb\u4eba\u63d0\u5230\u7684\u201c\u76f4\u64ad\u5207\u7247\u201d\u6a21\u5f0f\u5728\u7279\u5b9a\u5708\u5c42\u53ef\u884c\uff0c\u4f46\u6cdb\u54c1\u724c\u63a8\u5e7f\u80fd\u5426\u590d\u5236\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8fd9\u6b3e\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u8ba9\u4e2d\u5c0f\u54c1\u724c\u6709\u673a\u4f1a\u7528\u6781\u4f4e\u6210\u672c\u8fdb\u884c\u201c\u5185\u5bb9\u6d4b\u8bd5\u201d\uff0c\u5feb\u901f\u9a8c\u8bc1\u54ea\u4e9b\u771f\u4eba\u7d20\u6750\u80fd\u4ea7\u751f\u81ea\u7136\u88c2\u53d8\uff0c\u4ece\u800c\u53cd\u54fa\u4f18\u5316\u6b63\u5f0f\u8425\u9500\u7b56\u7565\u3002\u4f46\u5b83\u8ddd\u79bb\u6210\u4e3a\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0c\u8fd8\u9700\u8981\u89e3\u51b3\u5185\u5bb9\u8c03\u6027\u5931\u63a7\u3001\u8bc4\u8bba\u533a\u8d1f\u9762\u8206\u8bba\u7b49\u201c\u4eba\u3001\u800c\u975e\u7b97\u6cd5\u201d\u5e26\u6765\u7684\u590d\u6742\u96be\u9898\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Veritads<\/span>\n                <\/div>\n<div class=\"comment-content\">Veritads connects brands with people who create and post short-form content on TikTok, Instagram, YouTube and X from their own accounts. Set your budget, we handle the rest. Get millions of organic views for your product and only pay for verified views. Videos stay up forever. Views keep coming in long after your budget runs out.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! Mohamed here, founder of <a href=\"https:\/\/www.veritads.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Veritads<\/a>.<\/p>\n<p>I built this after noticing something in the livestreaming world. Streamers were paying people to clip their VODs and post them on TikTok and Instagram. Views kept coming in for months after they paid. Just real people, posting on their own accounts.<\/p>\n<p>I thought: why isn&#8217;t every brand doing this?<\/p>\n<p>Paid ads stop the second your budget runs out. Influencer deals cost thousands with zero guarantee of results. People&#8217;s brains have been trained to skip anything that looks like an ad. Veritads is different. Real people create and post short-form content for your brand from their own accounts. It doesn&#8217;t look like an ad because it isn&#8217;t one. You only pay for verified views. The content stays up forever.<\/p>\n<p>It works for any brand, streamer, artist or startup that needs organic reach without a massive ad budget or a creative team.<\/p>\n<p>\ud83c\udf81 Product Hunt exclusive: launch your first campaign this month and we&#8217;ll add 10% on top of your budget, on us.<\/p>\n<p>This is a beta launch. I&#8217;d genuinely love your feedback. What&#8217;s confusing, what&#8217;s missing, what you&#8217;d want to see before trusting a platform like this with your brand&#8217;s growth.<\/p>\n<p>Happy to answer everything in the comments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ONFLIBUSUK6W5T\" class=\"app-title\">Life Navigator<\/a><\/p>\n<div class=\"one-liner\">Become The Best Version Of Yourself<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Life Navigator \u662f\u4e00\u6b3e\u57fa\u4e8e Notion \u7684\u5168\u65b9\u4f4d\u751f\u6d3b\u89c4\u5212\u6a21\u677f\uff0c\u5e2e\u52a9\u7528\u6237\u5c06\u65e5\u7a0b\u3001\u4efb\u52a1\u3001\u76ee\u6807\u3001\u4e60\u60ef\u3001\u7b14\u8bb0\u7b49\u9879\u76ee\u96c6\u4e2d\u7ba1\u7406\uff0c\u89e3\u51b3\u5728\u591a\u5e94\u7528\u95f4\u5207\u6362\u3001\u7f3a\u4e4f\u751f\u6d3b\u6e05\u6670\u5ea6\u548c\u81ea\u6211\u4f18\u5316\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\/f4548b71-5afe-418f-ad61-d66e01e90e2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd91b8dd-c813-4c6e-bc7c-0626c924034e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/598bccb2-b2eb-4bfd-bec8-61c49ad8c275.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e42756fe-f4ec-40b8-be52-b92d91474aa7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75940532-fbc8-49ca-8185-d407fb3a9f9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Task Management<\/span><br \/>\n            <span class=\"tag\">Notion<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Notion\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4eba\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u76ee\u6807\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u7b14\u8bb0<\/span><br \/>\n            <span class=\"tag\">\u81ea\u6211\u6210\u957f<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u5f00\u53d1\u8005\u8bc4\u8bba\uff0c\u7528\u6237\u6682\u65e0\u53cd\u9988\u3002\u8be5\u8bc4\u8bba\u5f3a\u8c03\u4ea7\u54c1\u662f\u521b\u4f5c\u8005\u672c\u4eba\u5b9e\u8df5\u591a\u5e74\u7684\u4f53\u7cfb\uff0c\u5e76\u63d0\u4f9b\u4e86\u9650\u65f6\u4f18\u60e0\u3002\u8bc4\u8bba\u672a\u63d0\u53ca\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u6709\u6548\u53cd\u9988\u7f3a\u5931\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                Life Navigator \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6a21\u677f\u5546\u54c1\u201d\u800c\u975e\u201c\u5e94\u7528\u4ea7\u54c1\u201d\u3002\u5b83\u5c06 Notion \u7684\u7075\u6d3b\u6027\u5305\u88c5\u6210\u4e00\u5957\u201c\u4eba\u751f\u7ba1\u7406\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u9762\u5411\u7684\u662f\u5df2\u7ecf\u88ab\u201c\u6548\u7387\u7126\u8651\u201d\u88f9\u631f\u3001\u4f46\u7f3a\u4e4f\u7cfb\u7edf\u5316\u642d\u5efa\u80fd\u529b\u7684\u7528\u6237\u3002\u5176\u4ef7\u503c\u5728\u4e8e\u964d\u4f4e\u4e86\u81ea\u6211\u7ba1\u7406\u4f53\u7cfb\u7684\u642d\u5efa\u95e8\u69db\uff0c\u628a\u201c\u81ea\u5f8b\u201d\u53d8\u6210\u53ef\u590d\u5236\u7684\u6d41\u7a0b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u95ee\u9898\u540c\u6837\u660e\u663e\u300212\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u63ed\u793a\u51fa\u5e02\u573a\u5bf9\u8be5\u7c7b\u4ea7\u54c1\u7684\u75b2\u52b3\u611f\u2014\u2014Notion \u6a21\u677f\u5e02\u573a\u65e9\u5df2\u7ea2\u6d77\uff0c\u7c7b\u4f3c\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u201c\u4eba\u751fOS\u201d\u6d69\u5982\u70df\u6d77\u3002\u4ea7\u54c1\u5e76\u672a\u5c55\u793a\u4e0d\u53ef\u66ff\u4ee3\u7684\u6280\u672f\u58c1\u5792\u6216\u7b97\u6cd5\u4f18\u52bf\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201c\u4e00\u7ad9\u5f0f\u7ba1\u7406\u201d\u5b9e\u9645\u662f\u9884\u7f6e\u7684\u6570\u636e\u5e93\u7ed3\u6784\u4e0e\u9875\u9762\u5173\u8054\u903b\u8f91\uff0c\u4efb\u4f55 Notion \u719f\u7ec3\u7528\u6237\u90fd\u80fd\u5728\u6570\u5c0f\u65f6\u5185\u590d\u73b0\u3002\u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8425\u9500\u8bdd\u672f\u4e2d\u5145\u65a5\u7740\u201c6\u4e2a\u6708\u540e\u4f60\u4f1a\u540e\u6094\u201d\u7b49\u5178\u578b\u7684\u7126\u8651\u8d29\u5356\uff0c\u800c\u975e\u57fa\u4e8e\u5b9e\u8bc1\u7684\u6548\u7387\u63d0\u5347\u627f\u8bfa\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5bf9\u4e8e\u76ee\u6807\u7528\u6237\u800c\u8a00\uff0c\u5982\u679c\u4f60\u672c\u8eab\u5c31\u662f Notion \u5c0f\u767d\u4e14\u613f\u610f\u4ed8\u8d39\u6362\u53d6\u201c\u4e00\u952e\u642d\u5efa\u201d\u7684\u7701\u65f6\uff0c\u5b83\u7269\u6709\u6240\u503c\uff1b\u4f46\u5982\u679c\u4f60\u671f\u671b\u83b7\u5f97\u667a\u80fd\u89c4\u5212\u3001AI \u5efa\u8bae\u6216\u8de8\u5e73\u53f0\u6df1\u5ea6\u96c6\u6210\uff0c\u8fd9\u5c06\u662f\u4e00\u6b21\u5931\u671b\u7684\u4f53\u9a8c\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u6216\u8bb8\u5e94\u5c3d\u5feb\u8f6c\u5411\u6a21\u677f\u4e4b\u5916\u7684\u7cbe\u7ec6\u5316\u670d\u52a1\uff0c\u4f8b\u5982\u5d4c\u5165 AI \u8f85\u52a9\u7684\u4f18\u5148\u7ea7\u6392\u5e8f\u6216\u4e2a\u6027\u5316\u590d\u76d8\u5206\u6790\uff0c\u5426\u5219\u5f88\u5feb\u4f1a\u88ab\u4e0b\u4e00\u4e2a\u66f4\u70ab\u9177\u7684\u6a21\u677f\u8fed\u4ee3\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\">Life Navigator<\/span>\n                <\/div>\n<div class=\"comment-content\">Become The Best Version Of Yourself. Do you want to plan and organize every aspect of your life in one place? Juggling between multiple apps and remembering deadlines in your head won&#8217;t work long term. Whether you\u2019re dreaming of having more clarity in your life, tracking and optimizing your schedule, or journaling your thoughts to understand yourself better. This system is made for you. Are you ready to regain control over your life and achieve the clarity you desire?<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi ProductHunters and everyone else \ud83d\udc4b<\/p>\n<p>I&#8217;m Matthew, Notion consultant and creator of this product.<br \/>\nThis is the exact system I use to stay stay on top of my priorities and plan my schedule, tasks, projects, goals and so much more&#8230;<br \/>\nNow I want to share it with you!<\/p>\n<p>Also yesterday was a 3 year anniversary since I started my journey as Notion Consultant (which also led to creating this product).<br \/>\nTo celebrate it, I included an offer inside the launch, where you can get Life Navigator $18 off to help you become organized and build a &#8220;single source of truth&#8221; for your life and business (valid for next 24 hours, until April 27th 9AM CEST)<\/p>\n<p>What you&#8217;ll get?<\/p>\n<p>\ud83d\udd39 Life Navigator Notion template where you can organize and track your ideas, schedule, tasks, projects, goals, habits, shopping list, documents, bookmarks, notes, journal, reading list, courses and skills and store everything in one place<br \/>\n\ud83d\udd39 Guide with explanation of each module<br \/>\n\ud83d\udd39 Instructions how to use the template<\/p>\n<p>You can also customize this product for your needs, because this isn\u2019t something that\u2019ll help you for a mere few weeks or months.<\/p>\n<p>It\u2019s something I\u2019ve designed with the aim to last for years and decades.<\/p>\n<p>Who is this for?<\/p>\n<p>\ud83d\udd39 People who want to become more productive and efficiently plan their lives<br \/>\n\ud83d\udd39 People who want to know exactly what they need to focus on in every area of their life<br \/>\n\ud83d\udd39 Anyone who&#8217;s serious about their time and wants to become more organized<br \/>\n\ud83d\udd39 You!<\/p>\n<p>Alongside all this, you will get 2 Bonuses:<\/p>\n<p>\ud83d\udd39 Daily Journal Template &#8211; filled with 5 most common questions to reflect on the day and clear your mind<br \/>\n\ud83d\udd39 Quarterly Check-up Template &#8211; more than 25 questions for every aspect of your life to track your progress, reflect on your life as a whole and see what you need to work on<\/p>\n<p>Now, if you\u2019re ready to be honest with yourself.<\/p>\n<p>And stay true to your word about living a more organized and fulfilling life.<\/p>\n<p>You\u2019re just one step away from doing all of that.<\/p>\n<p>Your more balanced, productive, and confident self is just around the corner.<\/p>\n<p>6 months from now.<\/p>\n<p>You\u2019ll be proud of yourself (if you made this decision) or have one more regret (if you didn\u2019t).<\/p>\n<p>The choice is yours.<\/p>\n<p>Become The Best Version Of Yourself<br \/>\nGrab your Life Navigator today!<\/p>\n<p>Click &#8220;Visit&#8221; above to grab your Life Navigator.<br \/>\nAny feedback appreciated :))<\/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\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/SF3NHVXYEPOZP7\" class=\"app-title\">Layman<\/a><\/p>\n<div class=\"one-liner\">Caveman fork &#8211; but much cooler, Now anyone.. ANYONE can code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Layman\u662f\u4e00\u6b3eAI\u7f16\u7a0b\u52a9\u624b\u8f93\u51fa\u4f18\u5316\u5de5\u5177\uff0c\u4e13\u4e3a\u89e3\u51b3AI\u751f\u6210\u7684\u5197\u957f\u3001\u91cd\u590d\u4ee3\u7801\u8bf4\u660e\u5bfc\u81f4\u56e2\u961f\u7406\u89e3\u56f0\u96be\u548ctoken\u6d6a\u8d39\u7684\u95ee\u9898\uff0c\u5c06\u590d\u6742\u66f4\u65b0\u8f6c\u5316\u4e3a\u6e05\u6670\u7b80\u6d01\u7684\u201c\u4eba\u8bdd\u201d\uff0c\u63d0\u5347\u534f\u4f5c\u6548\u7387\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e6e7ba2-3b9d-4d1f-8337-7f677d1b1d40.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\">Tech<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">token\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u6ce8\u91ca\u7b80\u5316<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5927\u6a21\u578b\u8f93\u51fa<\/span><br \/>\n            <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">Claude Code<\/span><br \/>\n            <span class=\"tag\">Cursor<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90<\/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\uff08\u5373\u53d1\u5e03\u8005\uff09\u4e3b\u8981\u4ecb\u7ecd\u4e86Layman\u7684\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u89e3\u51b3AI\u7f16\u7a0b\u52a9\u624b\u8f93\u51fa\u5570\u55e6\u3001\u5f71\u54cd\u56e2\u961f\u9605\u8bfb\u548c\u54cd\u5e94\u901f\u5ea6\u7684\u75db\u70b9\u3002\u5f3a\u8c03\u4e86\u5176\u51cf\u5c11\u9ad8\u8fbe75%token\u3001\u591a\u6a21\u5f0f\u652f\u6301\uff08\u6458\u8981\u3001\u89e3\u91ca\u3001\u7cbe\u7b80\u7b49\uff09\u4ee5\u53ca\u8de8\u5e73\u53f0\u517c\u5bb9\u6027\u3002\u540c\u65f6\u5ba2\u89c2\u6307\u51fa\uff0cLayman\u66f4\u9002\u5408\u7f16\u7801\u4efb\u52a1\u4ea4\u63a5\uff0c\u5728\u6df1\u5ea6\u7814\u7a76\u6216\u590d\u6742\u5199\u4f5c\u573a\u666f\u4e0b\u957f\u8f93\u51fa\u4ecd\u6709\u5176\u4ef7\u503c\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                Layman\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u771f\u5b9e\u5374\u5e38\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1aAI\u5199\u5f97\u5feb\uff0c\u4f46\u5199\u5f97\u201c\u6c34\u201d\u3002\u5f53\u5f00\u53d1\u8005\u6c89\u8ff7\u4e8eCoding Agent\u751f\u6210\u4ee3\u7801\u7684\u901f\u5ea6\u65f6\uff0c\u5f80\u5f80\u5ffd\u7565\u4e86\u5176\u8f93\u51fa\u4f5c\u4e3a\u201c\u534f\u4f5c\u6587\u6863\u201d\u7684\u5de8\u5927\u566a\u97f3\u3002Layman\u672c\u8d28\u4e0a\u4e0d\u662f\u4ee3\u7801\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a**AI\u901a\u4fe1\u538b\u7f29\u534f\u8bae**\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u201c\u5199\u66f4\u597d\u201d\uff0c\u800c\u662f\u201c\u8bfb\u66f4\u5c11\u201d\u2014\u2014\u5c06\u4eba\u7c7b\u7406\u89e3\u6210\u672c\u4ece10\u79d2\u964d\u52301\u79d2\uff0c\u5c06token\u6d88\u8017\u524a\u51cf75%\uff0c\u8fd9\u5bf9\u56e2\u961f\u534f\u4f5c\u548cAPI\u6210\u672c\u63a7\u5236\u90fd\u662f\u5b9e\u6253\u5b9e\u7684\u6539\u8fdb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9700\u6ce8\u610f\uff0c\u5176\u4ef7\u503c\u5929\u82b1\u677f\u540c\u6837\u660e\u663e\u3002Layman\u89e3\u51b3\u7684\u662f\u201c\u7ffb\u8bd1\u201d\u95ee\u9898\uff0c\u800c\u975e\u201c\u5199\u4f5c\u201d\u95ee\u9898\u3002\u5f53AI\u8f93\u51fa\u672c\u8eab\u903b\u8f91\u9519\u8bef\u6216\u7b56\u7565\u5931\u5f53\u65f6\uff0c\u518d\u7b80\u6d01\u7684\u201c\u4eba\u8bdd\u201d\u4e5f\u53ea\u662f\u7cbe\u81f4\u7684\u5e9f\u8bdd\u3002\u6b64\u5916\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u6458\u8981\u6a21\u5f0f\u53ef\u80fd\u4e22\u5931\u5173\u952e\u6280\u672f\u7ec6\u8282\uff0c\u5bfc\u81f4\u201c\u660e\u660e\u62a5\u4e86\u66f4\u5c11\uff0c\u53cd\u800c\u9700\u8981\u66f4\u591a\u8ffd\u95ee\u201d\u7684\u6096\u8bba\u3002\u56e2\u961f\u5728\u4f7f\u7528\u65f6\uff0c\u9700\u6839\u636e\u5177\u4f53\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u91cd\u6784\u3001bug\u6392\u67e5 vs \u7b80\u5355\u66f4\u65b0\u65e5\u5fd7\uff09\u7075\u6d3b\u5207\u6362\u6a21\u5f0f\uff0c\u5426\u5219\u53ef\u80fd\u56e0\u201c\u8fc7\u4e8e\u7b80\u5316\u201d\u800c\u964d\u4f4e\u4fe1\u606f\u5bc6\u5ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u8be5\u5de5\u5177\u6982\u5ff5\u6e05\u6670\u3001\u5b89\u88c5\u65b9\u4fbf\u3001\u5f00\u6e90\u514d\u8d39\uff0c\u5177\u5907\u75c5\u6bd2\u5f0f\u4f20\u64ad\u7684\u6f5c\u8d28\u3002\u4f46\u4ea7\u54c1\u62a4\u57ce\u6cb3\u4e0d\u9ad8\uff0c\u7406\u8bba\u4e0a\u5404\u5927AI Agent\u670d\u52a1\u5546\u53ef\u5185\u7f6e\u7c7b\u4f3c\u201c\u6458\u8981Prompt\u201d\u3002\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u534f\u4f5c\u6548\u7387\u7684\u56e2\u961f\uff0c\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u7acb\u523b\u8bd5\u7528\u7684\u201c\u7259\u818f\u201d\uff0c\u4f46\u8981\u4f5c\u4e3a\u957f\u671f\u4f9d\u8d56\u7684\u201c\u5438\u7ba1\u201d\uff0c\u8fd8\u9700\u770b\u5176\u662f\u5426\u80fd\u4ece\u7b80\u5355\u7684Prompt\u5305\u88c5\u8fdb\u5316\u4e3a\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u667a\u80fd\u6392\u5e8f\u5f15\u64ce\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\">Layman<\/span>\n                <\/div>\n<div class=\"comment-content\">Layman is what happens when your AI stops writing essays and starts speaking human. It turns giant coding-agent dumps into clean \u201cwhat changed\u201d updates your team can read without a decoder ring. Bonus: brief modes can cut output tokens by up to 75%, so responses are faster and limits hurt less. One-line install. Works with Claude Code, Codex, Cursor, Windsurf, Copilot, Gemini, and more.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Hunters, I taught AI coding agents to speak human.<\/strong><br \/>AI can ship code in minutes. But the handoff is still a wall of text.<\/p>\n<p>LLMs are verbose by default.<br \/>They repeat, over-explain, and burn tokens on filler.<br \/>That means slower responses, faster usage limits, and more \u201cwait, what changed?\u201d moments.<\/p>\n<p><strong>Layman fixes that.<\/strong><br \/>It makes your agent output clear, short, and useful \u2014 while cutting the fluff.<\/p>\n<h3><strong>What stands out<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>\ud83e\udde0 Plain-English handoffs<\/strong>: updates your whole team can understand fast<\/p>\n<\/li>\n<li>\n<p><strong>\u2702\ufe0f Up to 75% fewer output tokens<\/strong> in brief modes (same core meaning, less noise)<\/p>\n<\/li>\n<li>\n<p><strong>\u26a1 Faster responses<\/strong>: fewer tokens to generate = quicker answers<\/p>\n<\/li>\n<li>\n<p><strong>\ud83c\udf9a\ufe0f Multiple modes<\/strong>: Summary, Explain, Lite, Full, Ultra, Wenyan<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udcdd Better delivery tools<\/strong>: layman-commit, layman-review, layman-compress<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udd0c Works across major agents<\/strong>: Claude Code, Codex, Cursor, Windsurf, Gemini, Copilot, Cline<\/p>\n<\/li>\n<li>\n<p><strong>\ud83c\udd93 Free + MIT<\/strong><\/p>\n<\/li>\n<\/ul>\n<h3><strong>Before and after<\/strong><\/h3>\n<p><strong>Normal agent output:<\/strong><br \/>\u201cRefactored validation pipeline, normalized response mapping, updated retry semantics, and aligned edge-case fixtures\u2026\u201d<\/p>\n<p><strong>Layman output:<\/strong><br \/>\u201cFixed signup errors.<br \/>Users now get clear feedback.<br \/>Check invalid + valid signup once before release.\u201d<\/p>\n<h3><strong>Real note<\/strong><\/h3>\n<p>Layman is strongest for coding-task handoffs.<br \/>For deep research or nuanced writing, longer output can still be better.<br \/>Token savings depend on mode and workflow \u2014 but the clarity gain is immediate.<\/p>\n<p><strong>Perfect for teams using AI daily who want less noise, fewer follow-up questions, and faster decisions.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/CBPWGIX6AF4OE6\" class=\"app-title\">shieldcn<\/a><\/p>\n<div class=\"one-liner\">Beautiful, modern, customizable readme badges. <\/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>shields.cn \u63d0\u4f9b\u4e0e shadcn\/ui \u98ce\u683c\u4e00\u81f4\u7684\u73b0\u4ee3\u5316\u3001\u53ef\u81ea\u5b9a\u4e49\u7684\u5fbd\u7ae0\u751f\u6210\u5de5\u5177\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5e0c\u671b\u5728\u5f00\u6e90\u9879\u76ee\u6587\u6863\u4e2d\u62e5\u6709\u7f8e\u89c2\u7edf\u4e00UI\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\/1f0dde3c-3bb5-4cd3-84ac-0e4114dad7c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d3e2cd3-24c2-4e8b-bb61-46a209e6f408.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5fbd\u7ae0\u751f\u6210\u5668<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n            <span class=\"tag\">shadcn\/ui<\/span><br \/>\n            <span class=\"tag\">GitHub\u5fbd\u7ae0<\/span><br \/>\n            <span class=\"tag\">npm\u5fbd\u7ae0<\/span><br \/>\n            <span class=\"tag\">Discord\u5fbd\u7ae0<\/span><br \/>\n            <span class=\"tag\">\u81ea\u5b9a\u4e49\u4e3b\u9898<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5f00\u6e90<\/span><br \/>\n            <span class=\"tag\">\u73b0\u4ee3\u5316UI<\/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\u8868\u8fbe\u4e86\u5bf9shields.io\u7684\u957f\u671f\u4f9d\u8d56\uff0c\u4f46\u6307\u51fa\u5176UI\u98ce\u683c\u8001\u65e7\u3002shieldcn\u4f5c\u4e3a\u8865\u5145\u65b9\u6848\uff0c\u6ee1\u8db3\u4e86\u8ffd\u6c42shadcn\u7b49\u73b0\u4ee3\u8bbe\u8ba1\u98ce\u683c\u7684\u9700\u6c42\uff0c\u5e76\u975e\u5b8c\u5168\u66ff\u4ee3\u54c1\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                shieldcn\u7684\u771f\u5b9e\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u201dshields.io\uff0c\u800c\u5728\u4e8e\u4e3a\u7279\u5b9a\u5ba1\u7f8e\u9700\u6c42\u63d0\u4f9b\u4e86\u7cbe\u51c6\u7684\u201c\u8865\u4e01\u201d\u3002shields.io\u51ed\u501f\u5176\u5e9e\u5927\u7684\u751f\u6001\u5df2\u6210\u4e3a\u4e8b\u5b9e\u6807\u51c6\uff0c\u5176\u6280\u672f\u53ef\u9760\u6027\u4e0e\u8986\u76d6\u7387\u65e0\u53ef\u66ff\u4ee3\uff0c\u4f46\u5b83\u5728UI\u7f8e\u5b66\u4e0a\u59cb\u7ec8\u505c\u7559\u5728\u201c\u529f\u80fd\u6027\u5de5\u5177\u201d\u9636\u6bb5\uff0c\u7f3a\u4e4f\u4e0e\u5f53\u4e0b\u4e3b\u6d41\u8bbe\u8ba1\u6846\u67b6\uff08\u5982shadcn\/ui\uff09\u7684\u878d\u5408\u3002shieldcn\u5207\u4e2d\u7684\u6b63\u662f\u201c\u8bbe\u8ba1\u4e00\u81f4\u6027\u201d\u8fd9\u4e00\u75db\u70b9\u2014\u2014\u5f53\u9879\u76ee\u6574\u4f53\u91c7\u7528\u5706\u6da6\u3001\u7b80\u7ea6\u3001\u5361\u7247\u5f0f\u7684\u73b0\u4ee3\u98ce\u683c\u65f6\uff0cshields.io\u90a3\u79cd\u786c\u6717\u3001\u9971\u548c\u5ea6\u8fc7\u9ad8\u7684\u5fbd\u7ae0\u4f1a\u663e\u5f97\u683c\u683c\u4e0d\u5165\u3002\u76ee\u524d\u5176\u4ec5\u67099\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\uff0c\u53cd\u6620\u4e86\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u5f00\u6e90\u5708\u5b50\u5bf9\u201c\u6362\u76ae\u201d\u5de5\u5177\u7684\u5929\u7136\u8c28\u614e\uff0c\u4e8c\u662f\u5176\u529f\u80fd\u6df1\u5ea6\u5c1a\u6d45\uff086\u79cd\u53d8\u4f53\u300116\u4e3b\u9898\u30015000+\u56fe\u6807\u5bf9\u5927\u591a\u6570\u9879\u76ee\u5df2\u591f\u7528\uff0c\u4f46\u5bf9\u9700\u8981\u6781\u7aef\u5b9a\u5236\u6216\u590d\u6742\u6570\u636e\u6e90\uff08\u5982\u4ee3\u7801\u8986\u76d6\u7387\u3001\u7248\u672c\u53f7\u8054\u52a8\uff09\u7684\u573a\u666f\uff0c\u4ecd\u9700\u4f9d\u8d56\u539f\u7248\uff09\u3002\u771f\u6b63\u5177\u6709\u957f\u671f\u4ef7\u503c\u7684\u65b9\u5411\u4e0d\u662f\u7b80\u5355\u5730\u590d\u523b\u5fbd\u7ae0\u6837\u5f0f\uff0c\u800c\u662f\u8981\u4e48\u6210\u4e3ashields.io\u7684\u201c\u76ae\u80a4\u63d2\u4ef6\u201d\uff08\u5982\u901a\u8fc7CSS\u6ce8\u5165\uff09\uff0c\u8981\u4e48\u5f00\u53d1\u51fa\u80fd\u4e0eshadcn\/ui\u7ec4\u4ef6\u5e93\u6df1\u5ea6\u7ed1\u5b9a\u7684\u52a8\u6001\u5fbd\u7ae0\u7cfb\u7edf\uff08\u4f8b\u5982\u76f4\u63a5\u751f\u6210JSX\/TSX\u4ee3\u7801\uff0c\u6216\u652f\u6301\u54cd\u5e94\u5f0f\u5e03\u5c40\u4e0e\u6697\u8272\u6a21\u5f0f\u81ea\u52a8\u7ee7\u627f\uff09\u3002\u5982\u679cshieldcn\u4ec5\u505c\u7559\u5728\u201c\u9759\u6001SVG\u751f\u6210\u5668\u201d\u7684\u5b9a\u4f4d\uff0c\u5176\u65b0\u9c9c\u611f\u6d88\u9000\u540e\uff0c\u88ab\u539f\u7248\u751f\u6001\u6324\u538b\u5c06\u4e0d\u53ef\u907f\u514d\u3002\u76ee\u524d\u5176\u201c\u514d\u8d39\u5f00\u6e90\u201d\u662f\u552f\u4e00\u62a4\u57ce\u6cb3\uff0c\u4f46shields.io\u540c\u6837\u5f00\u6e90\u4e14\u793e\u533a\u66f4\u6210\u719f\u2014\u2014AI\u9510\u8bc4\u5230\u6b64\u4e3a\u6b62\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\">shieldcn<\/span>\n                <\/div>\n<div class=\"comment-content\">A shields.io alternative with shadcn\/ui design quality. GitHub, npm, and Discord badges with 6 variants, 16 themes, and 5,000+ icons. Free and open source.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love shields.io. I&#8217;ve used it on every project for years and this isn&#8217;t meant to replace it or take away from it at all. I just wanted badges that matched the rest of my UI, so I built shieldcn as an alternative for people who want that shadcn or more modern look.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/JJA4B6G3EEG66Q\" class=\"app-title\">ZeroClaw<\/a><\/p>\n<div class=\"one-liner\">Rust autonomous agent runtime. ~5MB core, runs on anything.<\/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>ZeroClaw\u662f\u4e00\u6b3e\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u3001\u65e0\u9700\u8054\u7f51\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u6781\u5c0f\u7684\u5b89\u88c5\u5305\uff08\u7ea65MB\uff09\u5728\u7528\u6237\u8bbe\u5907\u4e0a\u81ea\u4e3b\u8fd0\u884c\uff0c\u5e76\u652f\u6301\u8fde\u63a5Telegram\u3001Discord\u3001WhatsApp\u7b49\u901a\u8baf\u5de5\u5177\uff0c\u5f7b\u5e95\u89e3\u51b3\u7528\u6237\u5bf9\u6570\u636e\u9690\u79c1\u548c\u4e91\u670d\u52a1\u4f9d\u8d56\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 single-item\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31e74247-e51d-4b7b-9aa1-521a1f95954b.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\">Messaging<\/span><br \/>\n            <span class=\"tag\">Robots<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u672c\u5730AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406\u8fd0\u884c\u65f6<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u96f6\u4e91\u4f9d\u8d56<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u6d88\u606f\u673a\u5668\u4eba<\/span><br \/>\n            <span class=\"tag\">Rust\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n            <span class=\"tag\">\u8ba2\u9605\u66ff\u4ee3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u8be5\u4ea7\u54c1\u4ec5\u67098\u7968\uff0c\u4e14\u672a\u63d0\u4f9b\u7528\u6237\u8bc4\u8bba\u5185\u5bb9\u3002\u901a\u5e38\u8fd9\u7c7b\u65e9\u671f\u4ea7\u54c1\uff0c\u8bc4\u8bba\u4f1a\u96c6\u4e2d\u4e8e\u5173\u6ce8\u672c\u5730\u8fd0\u884c\u80fd\u5426\u771f\u6b63\u66ff\u4ee3\u4e91\u7aef\u670d\u52a1\u3001\u652f\u6301\u7684\u6d88\u606f\u5e73\u53f0\u517c\u5bb9\u6027\u662f\u5426\u5b58\u5728\u5ef6\u8fdf\uff0c\u4ee5\u53ca\u8f7b\u91cf\u7ea7\u5316\u662f\u5426\u610f\u5473\u7740\u529f\u80fd\u727a\u7272\u3002\u7b49\u5f85\u6b63\u5f0f\u8bc4\u8bba\u53ef\u89c1\u66f4\u591a\u7ec6\u8282\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                ZeroClaw\u5728\u6982\u5ff5\u4e0a\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u4e0bAI\u5e94\u7528\u7684\u4e24\u5927\u75db\u70b9\uff1a\u9690\u79c1\u6cc4\u9732\u4e0e\u4e91\u7aef\u4f9d\u8d56\u3002\u7528Rust\u6784\u5efa\u7684\u6838\u5fc3\u4ec55MB\uff0c\u5e76\u80fd\u81ea\u4e3b\u8fde\u63a5\u591a\u4e2a\u4e3b\u6d41\u901a\u8baf\u8f6f\u4ef6\uff0c\u8fd9\u5728\u5de5\u7a0b\u5b9e\u73b0\u4e0a\u76f8\u5f53\u786c\u6838\u2014\u2014\u5c24\u5176\u662f\u5bf9\u4e8e\u9700\u8981\u957f\u671f\u8dd1\u5728\u540e\u53f0\u7684\u8fb9\u7f18\u8bbe\u5907\u6216\u4f4e\u6027\u80fd\u786c\u4ef6\u800c\u8a00\uff0c\u201c\u81ea\u4e3b\u8fd0\u884c\u65f6\u201d\u7684\u63d0\u6cd5\u610f\u5473\u7740\u5b83\u5e76\u975e\u7b80\u5355\u8c03\u7528API\uff0c\u800c\u662f\u771f\u6b63\u5177\u5907\u79bb\u7ebf\u63a8\u7406\u548c\u51b3\u7b56\u80fd\u529b\u7684\u4ea7\u54c1\u539f\u578b\u3002\u7136\u800c\uff0c\u76ee\u524d\u53ea\u67098\u7968\uff0c\u8bf4\u660e\u5b83\u5728\u4ea7\u54c1\u730e\u6237\uff08Product Hunt\uff09\u4e0a\u51e0\u4e4e\u672a\u83b7\u5f97\u793e\u533a\u70ed\u5ea6\uff0c\u8fd9\u53ef\u80fd\u610f\u5473\u7740\uff1a1\uff09\u666e\u901a\u7528\u6237\u5bf9\u201c\u81ea\u4e3b\u4ee3\u7406\u201d\u6982\u5ff5\u65e0\u611f\uff0c\u66f4\u5728\u4e4e\u5f00\u7bb1\u5373\u7528\u7684\u50bb\u74dc\u5f0f\u4f53\u9a8c\uff1b2\uff09\u9690\u79c1\u53d9\u4e8b\u867d\u7136\u6b63\u786e\uff0c\u4f46\u9664\u975eZeroClaw\u80fd\u8bc1\u660e\u81ea\u5df1\u529f\u80fd\u4e0a\u4e0d\u8f93\u7ed9ChatGPT\u3001Perplexity\u7b49\u4e91\u7aef\u7ade\u54c1\uff08\u6bd4\u5982\u672c\u5730\u6a21\u578b\u8d28\u91cf\u3001\u54cd\u5e94\u901f\u5ea6\u3001\u591a\u8f6e\u5bf9\u8bdd\u6df1\u5ea6\uff09\uff0c\u5426\u5219\u591a\u6570\u4eba\u4ecd\u4f1a\u9009\u62e9\u4fbf\u5229\u6027\u800c\u975e\u7eaf\u9690\u79c1\u3002\u5efa\u8baeZeroClaw\u56e2\u961f\u5c3d\u5feb\u62ff\u51fa\u57fa\u51c6\u6d4b\u8bd5\u3001\u6a21\u578b\u517c\u5bb9\u5217\u8868\u4ee5\u53ca\u65e5\u5e38\u4f7f\u7528\u573a\u666f\u7684\u771f\u5b9e\u5ef6\u8fdf\u6570\u636e\uff0c\u5426\u5219\u201c5MB\u6838\u5fc3\u201d\u518d\u60ca\u8273\uff0c\u4e5f\u5bb9\u6613\u6ca6\u4e3a\u6781\u5ba2\u5708\u7684\u5c0f\u4f17\u73a9\u5177\uff0c\u96be\u4ee5\u5b9e\u73b0\u7834\u5708\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5982\u679c\u5b83\u80fd\u6210\u4e3a\u4e00\u6761\u8f7b\u91cf\u7ea7\u7684\u591a\u6d88\u606f\u5e73\u53f0\u9690\u79c1\u4e2d\u7ee7\uff0c\u8ba9\u7528\u6237\u5728\u4e0d\u7528\u516c\u53f8\u670d\u52a1\u5668\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u65e5\u5e38AI\u4ea4\u4e92\uff0c\u90a3\u5b83\u5c06\u6709\u673a\u4f1a\u5b9a\u4e49\u201c\u7ec8\u7aefAI\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u65e9\u671f\u5f62\u6001\u2014\u2014\u4f46\u524d\u63d0\u662f\uff0c\u4e0d\u80fd\u4e3a\u4e86\u5c0f\u800c\u7f8e\u727a\u7272\u6389\u7528\u6237\u671f\u5f85\u7684\u667a\u80fd\u7a0b\u5ea6\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\">ZeroClaw<\/span>\n                <\/div>\n<div class=\"comment-content\">ZeroClaw is a private AI assistant that runs 100% locally on your machine. Connect to Telegram, Discord, WhatsApp. Your data never leaves your computer. No cloud, no subscriptions, complete privacy.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/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\/2HESNXPBMIHTL4\" class=\"app-title\">Octomind \u2013 Plug n Play AI Agents<\/a><\/p>\n<div class=\"one-liner\">Homebrew for AI agents. Single binary, zero config.<\/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>Octomind\u662f\u4e00\u6b3e\u5f00\u6e90\u7684AI\u4ee3\u7406\u8fd0\u884c\u65f6\uff0c\u901a\u8fc7\u5355\u4e8c\u8fdb\u5236\u6587\u4ef6\u548c\u96f6\u914d\u7f6e\uff0c\u8ba9\u7528\u6237\u5feb\u901f\u5728\u5f00\u53d1\u3001\u8fd0\u7ef4\u3001\u5b89\u5168\u7b4910\u4e2a\u9886\u57df\u8fd0\u884c39\u4e2a\u4e13\u4e1aAI\u4ee3\u7406\uff0c\u89e3\u51b3AI\u5de5\u5177\u8bbe\u7f6e\u7e41\u7410\u3001\u4e0a\u4e0b\u6587\u5931\u6548\u548c\u4f9b\u5e94\u5546\u9501\u5b9a\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\/cbe2378d-f645-416d-8510-9198415efb63.svg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9820669f-9956-4123-a3d6-1c3c54574380.svg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34669f65-9dea-4dcc-be0a-f8f2e1536f38.svg?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\">Maker Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4ee3\u7406\u8fd0\u884c\u65f6<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n            <span class=\"tag\">Rust<\/span><br \/>\n            <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u578b\u5207\u6362<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u538b\u7f29<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4f9b\u5e94\u5546\u9501\u5b9a<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Agent\u5373\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\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\uff08\u4ea7\u54c1\u521b\u59cb\u4eba\uff09\u53cd\u9988\u4e86\u4e09\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u8bbe\u7f6e\u75b2\u52b3\uff08\u6b64\u524d\u6bcf\u6b21\u970045\u5206\u949f\u914d\u7f6e\uff09\u3001\u4e0a\u4e0b\u6587\u5931\u6548\uff08\u4f1a\u8bdd\u4e2dAgent\u9057\u5fd8\u67b6\u6784\u51b3\u7b56\uff09\u3001\u4f9b\u5e94\u5546\u9501\u5b9a\uff08\u88ab\u5355\u4e00\u63d0\u4f9b\u5546\u9650\u5236\uff09\u3002Octomind\u901a\u8fc7\u5355\u4e8c\u8fdb\u5236\u3001\u81ea\u9002\u5e94\u538b\u7f29\u8282\u770172.5% token\u3001\u591a\u6a21\u578b\u5207\u6362\u89e3\u51b3\u8fd9\u4e9b\u75db\u70b9\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                \u4ece\u67b6\u6784\u548c\u7406\u5ff5\u770b\uff0cOctomind \u662f\u5f53\u524d AI \u4ee3\u7406\u5de5\u5177\u201c\u91cd\u914d\u7f6e\u3001\u5f31\u72b6\u6001\u3001\u5f3a\u7ed1\u5b9a\u201d\u56f0\u5c40\u7684\u52a1\u5b9e\u7834\u5c40\u8005\u3002\u5176\u6700\u5927\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u9020\u4e86\u4e00\u4e2a Agent\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u5bb9\u5668\u5316\u601d\u7ef4\uff08Homebrew \u5f0f tap\uff09\u3001\u8fd0\u884c\u65f6\u97e7\u6027\uff08\u52a8\u6001 MCP \u6ce8\u518c\uff09\u4e0e\u5de5\u7a0b\u5e38\u8bc6\uff08Rust \u4e8c\u8fdb\u5236\u3001\u96f6\u914d\u7f6e\uff09\u7ed3\u5408\uff0c\u76f4\u63a5\u51fb\u4e2d\u5f00\u53d1\u8005\u4f53\u9a8c\u7684\u201c\u4e09\u5ea7\u5927\u5c71\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u5b83\u5bf9\u201c\u4e0a\u4e0b\u6587\u8150\u70c2\u201d\u7684\u89e3\u51b3\u5e76\u975e\u4f9d\u8d56\u81a8\u80c0\u7684 Prompt \u5de5\u7a0b\uff0c\u800c\u662f\u901a\u8fc7\u91cf\u5316\u538b\u7f29\uff0872.5% \u8282\u7701\uff09\u548c\u6301\u4e45\u5316\u8bb0\u5fc6\u6765\u964d\u672c\u589e\u6548\uff0c\u8fd9\u662f\u6280\u672f\u4e0a\u7684\u771f\u786c\u529f\u592b\u3002\u591a\u6a21\u578b\u70ed\u5207\u6362\u5219\u51fb\u4e2d\u4e86\u751f\u4ea7\u4e8b\u6545\u65f6\u201c\u6551\u547d\u201d\u7684\u573a\u666f\u2014\u2014\u4e0d\u662f\u529f\u80fd\u5671\u5934\uff0c\u800c\u662f\u8fd0\u7ef4\u521a\u9700\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9700\u8b66\u60d5\uff1a\u5f00\u6e90\u9879\u76ee\u9760\u7684\u662f\u793e\u533a\u751f\u6001\uff0c\u800c\u201c39 \u4e2a\u4e13\u4e1a\u4ee3\u7406\u201d\u76ee\u524d\u4ecd\u662f\u4e00\u5f20\u201c\u83dc\u5355\u201d\u3002\u82e5 tap \u7cfb\u7edf\u65e0\u6cd5\u5438\u5f15\u7b2c\u4e09\u65b9\u8d21\u732e\u9ad8\u8d28\u91cf\u4ee3\u7406\uff08\u4f8b\u5982\u533b\u7597\u3001\u6cd5\u5f8b\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u58c1\u5792\u6781\u9ad8\uff09\uff0c\u521d\u671f\u6f14\u793a\u7684\u9886\u57df\u5e7f\u5ea6\u53cd\u800c\u4f1a\u6ca6\u4e3a\u8868\u9762\u529f\u592b\u3002\u53e6\u5916\uff0cRust \u867d\u5feb\uff0c\u4f46\u5bf9\u975e\u5f00\u53d1\u8005\u7528\u6237\u4ecd\u6709\u95e8\u69db\uff0c\u58f0\u79f0\u201c\u96f6\u914d\u7f6e\u201d\u5374\u4f9d\u8d56\u547d\u4ee4\u884c\u4e0e API Key \u914d\u7f6e\uff0c\u672c\u8d28\u4e0a\u4ecd\u672a\u79bb\u5f00 IDE \u907f\u96be\u6240\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u7684\u6765\u8bf4\uff0cOctomind \u662f\u6709\u5de5\u7a0b\u7075\u9b42\u7684\u4ea7\u54c1\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u9ad8\u7ea7 Homebrew\u201d\u8fdb\u5316\u4e3a\u201cAI \u65f6\u4ee3\u7684 Docker Compose\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u793e\u533a\u8fd0\u8425\u548c\u5782\u76f4\u9886\u57df\u4ee3\u7406\u7684\u8d28\u91cf\u4e0a\u5c55\u73b0\u51fa\u771f\u6b63\u7684\u751f\u6001\u5f20\u529b\uff0c\u800c\u975e\u4ec5\u9760\u4e00\u6bb5\u5355\u673a Rust \u4e8c\u8fdb\u5236\u81ea\u55e8\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\">Octomind \u2013 Plug n Play AI Agents<\/span>\n                <\/div>\n<div class=\"comment-content\">Open source AI agent runtime built in Rust. Install one binary, set one API key, run specialist agents in 30 seconds. 39 pre-built agents across 10 domains \u2014 dev, devops, security, medical, legal, finance. Like Homebrew: `octomind run developer:rust`. 13+ AI providers, swap mid-session. Adaptive compression saves 72.5% tokens for infinite sessions. Agents extend themselves at runtime via dynamic MCP. Ships with semantic code search, persistent memory, smart file ops. Apache 2.0. No lock-in.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I&#8217;m Don, maker of Octomind.<\/p>\n<p>I&#8217;ve been building with AI coding agents for the past two years, and the same three problems kept killing my workflow:<\/p>\n<p><strong>Setup fatigue.<\/strong> Every new tool meant 45 minutes of configuring MCP servers, writing system prompts, and wiring dependencies before I could ask my first question.<\/p>\n<p><strong>Context rot. <\/strong>An hour into a session, the agent forgets the architecture decisions we made at the start. You end up repeating yourself constantly, or worse, the agent contradicts its own earlier reasoning.<\/p>\n<p><strong>Vendor lock-in.<\/strong> Hit a rate limit at 2am during a production incident? Too bad \u2014 your whole tool is welded to one provider.<\/p>\n<p>Octomind is what I wanted to exist. It&#8217;s a single Rust binary you install in 30 seconds. You pick a specialist agent from the tap registry (think Homebrew for AI) and you&#8217;re working. No config files, no dependency hell, no MCP setup.<\/p>\n<p>A few things I&#8217;m especially proud of:<\/p>\n<p>&#8211; <strong>Tap system<\/strong> \u2014 39 specialist agents across 10 categories (developer, devops, security, medical, legal, finance&#8230;). One command: `octomind run developer:rust`. Community can publish their own taps via Git.<br \/>&#8211; <strong>Adaptive compression<\/strong> \u2014 72.5% token savings with zero quality loss. Your 4-hour session stays sharp because the runtime intelligently compresses history while preserving key decisions.<br \/>&#8211; <strong>13+ providers, swap mid-session<\/strong> \u2014 Type `\/model` and switch from Claude to GPT to DeepSeek to a local Ollama model. No restart, no lost context.<br \/>&#8211; <strong>Dynamic MCP<\/strong> \u2014 Agents extend themselves at runtime. They can register new tool servers mid-session without restarting.<\/p>\n<p>The whole thing is Apache 2.0 open source. Every line of code is on GitHub. No telemetry, no cloud dependency, runs fully offline with Ollama.<\/p>\n<p>I&#8217;d love to hear:<br \/>&#8211; What domains would you want a specialist agent for?<br \/>&#8211; If you&#8217;ve hit context rot or setup fatigue with other tools, what was your breaking point?<\/p>\n<p>Happy to answer any questions about the architecture or the tap system. Let&#8217;s talk!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/WNGDAP5DBA2NAQ\" class=\"app-title\">Repli<\/a><\/p>\n<div class=\"one-liner\">Get cited by every AI &#038; Rank on Google on autopilot.<\/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>Repli\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684SEO\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u5185\u7f6e\u652f\u67f1-\u96c6\u7fa4\u5185\u5bb9\u67b6\u6784\u548c\u547d\u540d\u6846\u67b6\uff0c\u5e2e\u52a9\u7f51\u7ad9\u5728AI\u641c\u7d22\u4e2d\u5efa\u7acb\u5f15\u7528\u95ed\u73af\uff0c\u540c\u65f6\u81ea\u52a8\u4f18\u5316Google\u6392\u540d\uff0c\u89e3\u51b3\u4f20\u7edfAI SEO\u5de5\u5177\u7f3a\u4e4f\u5185\u5bb9\u5173\u8054\u4e0e\u6743\u5a01\u7d2f\u79ef\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\/e2635dec-81b0-4524-93a4-754c55cdb982.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66e4911b-e259-4b62-9923-617fe785fc5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7b74506-3318-45e4-a71a-3aaed361dbf4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/781bce6f-4da0-4a8c-9bdf-b6836ce9f157.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc674292-a8a3-4098-b81f-1a540bd077f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ed05f59-f891-42a2-aa6d-3a0c7e4dab60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa215d3c-53d6-4fc1-883e-b3911d398ca9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8aa982f-6489-475a-a3e9-31898e6ef3cc.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\/6ed92ccf-e8e7-4425-b535-06fbc3fe5be3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/zjJKmFct-vs\"><source src=\"https:\/\/youtu.be\/zjJKmFct-vs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">SEO<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI SEO<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u96c6\u7fa4<\/span><br \/>\n            <span class=\"tag\">\u652f\u67f1\u9875\u9762<\/span><br \/>\n            <span class=\"tag\">LLM\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u5f15\u7528\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u6392\u540d<\/span><br \/>\n            <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7ad9\u5ba1\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">AI\u5f15\u7528\u8ffd\u8e2a<\/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@repli_dev\u79f0\u8d5e\u201cgreat work\u201d\uff0c\u8868\u8fbe\u5bf9\u4ea7\u54c1\u7684\u8ba4\u53ef\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u5dee\u5f02\u70b9\u4e0e\u76f2\u6d4b\u7ed3\u679c\uff0c\u76ee\u524d\u6ca1\u6709\u5b9e\u8d28\u6027\u6279\u8bc4\u6216\u529f\u80fd\u5efa\u8bae\uff0c\u8bc4\u8bba\u4e92\u52a8\u5185\u5bb9\u5f88\u5c11\uff0c\u6709\u6548\u53cd\u9988\u6709\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                Repli\u8bd5\u56fe\u5728AI SEO\u7684\u201c\u9ed1\u7bb1\u201d\u91cc\u51ff\u4e00\u4e2a\u6d1e\u53e3\u3002\u5b83\u7684\u6838\u5fc3\u53d9\u4e8b\u2014\u2014\u7528\u652f\u67f1-\u96c6\u7fa4\u67b6\u6784\u66ff\u4ee3\u6563\u88c5\u6587\u7ae0\u3001\u5c06\u547d\u540d\u6846\u67b6\u70d9\u8fdb\u5185\u5bb9\u4ee5\u8feb\u4f7fAI\u56de\u94fe\u2014\u2014\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524d\u641c\u7d22\u751f\u6001\u7684\u9690\u5f62\u75db\u70b9\uff1a\u4f20\u7edfSEO\u4f18\u5316\u7684\u662fGoogle\u722c\u866b\uff0c\u800cAI\u641c\u7d22\u66f4\u504f\u7231\u7ed3\u6784\u6e05\u6670\u3001\u6765\u6e90\u53ef\u6eaf\u7684\u77e5\u8bc6\u8282\u70b9\u3002\u76f2\u6d4b\u6392\u540d\u7b2c\u4e00\u7684\u6570\u636e\u6709\u4e00\u5b9a\u7684\u5ba3\u4f20\u4ef7\u503c\uff0c\u4f46\u9700\u7559\u610f\u6d4b\u8bd5\u4e2d\u201c5\u4e2aAI\u641c\u7d22\u5f15\u64ce\u5bf95\u4e2a\u5e73\u53f0\u201d\u7684\u6837\u672c\u4ee3\u8868\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u201c\u81ea\u52a8\u5199\u6587\u7ae0\u201d\uff0c\u800c\u662fLLM analytics\u3002\u80fd\u8ffd\u8e2a\u54ea\u4e2aAI\u9488\u5bf9\u4ec0\u4e48\u67e5\u8be2\u5f15\u7528\u4f60\uff0c\u8fd9\u6bd4\u6cdb\u6cdb\u7684\u6d41\u91cf\u5206\u6790\u66f4\u76f4\u63a5\u2014\u2014\u5b83\u628aAI\u641c\u7d22\u7684\u201c\u6ce8\u610f\u529b\u201d\u53d8\u6210\u4e86\u53ef\u91cf\u5316\u7684\u6307\u6807\u3002\u7136\u800c\uff0c\u8fd9\u529f\u80fd\u7684\u524d\u63d0\u662f\u4f60\u7684\u5185\u5bb9\u771f\u7684\u88abLLM\u6536\u5f55\u5e76\u5f15\u7528\uff0c\u800c\u5982\u4f55\u786e\u4fdd\u8fd9\u4e00\u70b9\uff0c\u4ecb\u7ecd\u91cc\u53ea\u8bb2\u4e86\u201c\u547d\u540d\u6846\u67b6\u201d\u8fd9\u4e00\u79cd\u624b\u6bb5\uff0c\u5b9e\u9645\u6548\u679c\u8fd8\u6709\u5f85\u9a8c\u8bc1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b9a\u4ef7\u4e0a\u7528\u201c99\u7f8e\u5143\/\u6708\u7ec8\u8eab60%\u6298\u6263\u201d\u8bd5\u56fe\u5236\u9020\u7d27\u8feb\u611f\uff0c\u4f46\u201c1\u7f8e\u5143\u8bd5\u75283\u5929\u201d\u7684\u951a\u70b9\u5f88\u4f4e\uff0c\u8bf4\u660e\u56e2\u961f\u5bf9\u8f6c\u5316\u6709\u4fe1\u5fc3\uff0c\u4e5f\u53ef\u80fd\u53cd\u6620\u51fa\u65e9\u671f\u62c9\u65b0\u538b\u529b\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u578bSaaS\u3001\u72ec\u7acb\u7ad9\u4e3b\u800c\u8a00\uff0c\u5982\u679cRepli\u771f\u80fd\u7a33\u5b9a\u4ea7\u51fa\u88abAI\u5f15\u7528\u7684\u5185\u5bb9\uff0c\u90a3\u4e48\u5b83\u6bd4\u4f20\u7edfSEO\u5de5\u5177\u66f4\u6709\u957f\u671f\u4ef7\u503c\uff1b\u4f46\u5982\u679cLLM\u7684\u6458\u8981\u884c\u4e3a\u7ee7\u7eed\u671d\u7740\u201c\u4e0d\u5c55\u793a\u6765\u6e90\u201d\u65b9\u5411\u6f14\u8fdb\uff08\u5982\u67d0\u4e9bChatGPT\u7248\u672c\uff09\uff0c\u8fd9\u5957\u903b\u8f91\u4f1a\u8fc5\u901f\u5931\u6548\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u7684\u6765\u8bf4\uff0cRepli\u8e29\u5bf9\u4e86AI\u641c\u7d22\u65f6\u4ee3\u7684\u5173\u952e\u5c94\u8def\u53e3\uff0c\u4f46\u8981\u4ece\u201c\u529f\u80fd\u60ca\u8273\u201d\u8d70\u5411\u201c\u5546\u4e1a\u6a21\u5f0f\u53ef\u6301\u7eed\u201d\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u7528\u6237\u6848\u4f8b\u548c\u900f\u660e\u5ea6\uff0c\u5c24\u5176\u662fLLM analytics\u7684\u5f15\u7528\u6570\u636e\u662f\u5426\u7ecf\u5f97\u8d77\u7b2c\u4e09\u65b9\u9a8c\u8bc1\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u7ed9\u61c2\u6280\u672f\u7684\u5185\u5bb9\u8fd0\u8425\u8005\u7684\u4e00\u628a\u9ad8\u7ea7\u745e\u58eb\u519b\u5200\uff0c\u800c\u975e\u4e00\u952e\u6210\u529f\u7684\u50bb\u74dc\u673a\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\">Repli<\/span>\n                <\/div>\n<div class=\"comment-content\">Most AI SEO tools dump standalone articles. No cross-linking, cluster architecture, or compounding authority. Repli builds pillar-cluster systems where every article strengthens the whole. Named frameworks baked into every piece. AI can&#8217;t cite a concept without citing the source. That&#8217;s the citation loop most tools miss. LLM analytics: see which AI cited you, for which query, how often. Lifetime 60% off (99$\/mo): REPLIFIRST100. You can also try Repli &#038; get a full website audit for 1$<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b I&#8217;m Zaid Hadi, founder of Repli.<\/p>\n<p>I&#8217;ve been doing SEO for clients in an agency model since 2020. When search started shifting to ChatGPT and Perplexity, I built n8n flows to handle some tasks. It worked, but every new client meant reconfiguring the whole thing. I was still the bottleneck.<\/p>\n<p>So I asked: what if an AI agent just took the user&#8217;s info and ran everything on autopilot? No setup, no manual config. That&#8217;s Repli.<\/p>\n<p>Three things make it different from every other AI SEO tool:<\/p>\n<p>1. Pillar-cluster architecture built in from day one. Not standalone articles. Every piece cross-links and compounds authority across the cluster.<\/p>\n<p>2. Named frameworks baked into the content. AI can&#8217;t cite a concept without citing its source. That&#8217;s how you build a citation loop most tools don&#8217;t even know exists.<\/p>\n<p>3. LLM analytics. See which AI cited you, for which query, how often. Nobody else tracks this.<\/p>\n<p>We ran a blind study. Claude Opus, GPT-5, DeepSeek, and Gemini Pro scored content from 5 AI SEO platforms without knowing which was which. Repli ranked #1 from every evaluator. Zero variance.<\/p>\n<p>Try it for $1 for 3 days.<br \/>\nTo get 60% off lifetime (99$\/mo) use the code: REPLIFIRST100 in checkout.<\/p>\n<p>Happy to answer anything \ud83d\udc47<\/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\/@repli_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@repli_dev<\/a>&nbsp;great work man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/TOXIM5H3ISBCIR\" class=\"app-title\">Sharply.me<\/a><\/p>\n<div class=\"one-liner\">The world&#8217;s sharpest freelance directory.<\/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>Sharply.me\u4e3a\u6db5\u76d6\u6280\u672f\u3001\u624b\u5de5\u827a\u3001\u670d\u52a1\u7b49\u591a\u5143\u9886\u57df\u7684\u81ea\u7531\u804c\u4e1a\u8005\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u6570\u5b57\u540d\u7247\u4e0e\u4f5c\u54c1\u96c6\u5c55\u793a\u5de5\u5177\uff0c\u89e3\u51b3\u4f20\u7edf\u81ea\u7531\u804c\u4e1a\u76ee\u5f55\u4ec5\u805a\u7126\u5f00\u53d1\u8005\u800c\u5ffd\u7565\u5176\u4ed6\u7c7b\u578b\u4e13\u4e1a\u4eba\u58eb\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/b9e76414-3da0-4297-87e0-f7159bdad16d.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/ba8a3161f5fc40f0b193f655c8fbb94a\"><source src=\"https:\/\/www.loom.com\/share\/ba8a3161f5fc40f0b193f655c8fbb94a\" 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\/1a153405-422a-4350-a4f3-5564e840138d.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\">Freelance<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005\u76ee\u5f55<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u540d\u7247<\/span><br \/>\n            <span class=\"tag\">\u4f5c\u54c1\u96c6\u5c55\u793a<\/span><br \/>\n            <span class=\"tag\">\u5168\u884c\u4e1a\u8986\u76d6<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5206\u4eab<\/span><br \/>\n            <span class=\"tag\">\u804c\u4e1a\u8ba4\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u5546\u4e1a\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u5e73\u53f0\u94fe\u63a5\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u804c\u4e1a\u76ee\u5f55<\/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\u4ebaJames\u6307\u51fa\u5f53\u524d\u76ee\u5f55\u4ec5\u670d\u52a1\u5f00\u53d1\u8005\uff0cSharply\u9762\u5411\u7535\u5de5\u3001\u6559\u7ec3\u3001\u8bbe\u8ba1\u5e08\u7b49\u591a\u5143\u9886\u57df\u3002\u76ee\u524d\u65e0\u7528\u6237\u8d1f\u9762\u53cd\u9988\uff0c\u4ec5\u521b\u59cb\u4eba\u4e3b\u52a8\u5f81\u96c6\u529f\u80fd\u5efa\u8bae\uff0c\u9700\u5173\u6ce8\u540e\u7eed\u7528\u6237\u5b9e\u9645\u9700\u6c42\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                Sharply.me\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u53cd\u6b67\u89c6\u201d\u7684\u81ea\u7531\u804c\u4e1a\u76ee\u5f55\u2014\u2014\u5b83\u8bd5\u56fe\u752814\u4e2a\u884c\u4f1a\u8986\u76d6\u4ece\u7a0b\u5e8f\u5458\u5230\u5065\u8eab\u6559\u7ec3\u7684\u5404\u7c7b\u4eba\u7fa4\u3002\u8fd9\u79cd\u201c\u5927\u800c\u5168\u201d\u7684\u5b9a\u4f4d\u65e2\u662f\u5dee\u5f02\u5316\u4eae\u70b9\uff0c\u4e5f\u662f\u6f5c\u5728\u98ce\u9669\uff1a\u5f53\u76ee\u5f55\u4e0d\u505a\u5782\u76f4\u7b5b\u9009\u65f6\uff0c\u4e13\u4e1a\u5ea6\u5bb9\u6613\u7a00\u91ca\u30026\u4e2a\u6295\u7968\u548c\u96f6\u5b9e\u8d28\u7528\u6237\u8bc4\u8bba\u7684\u6570\u636e\u8868\u660e\u4ea7\u54c1\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u76ee\u524d\u6700\u5927\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u4e00\u5f20URL\u805a\u5408\u6240\u6709\u793e\u4ea4\/\u4f5c\u54c1\u94fe\u63a5\u201d\u7684\u6a21\u677f\uff0c\u8fd9\u5e76\u975e\u65b0\u9c9c\u4e8b\uff08Linktree\u5df2\u666e\u53ca\uff09\u3002\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201cOG\u5361\u7247\u201d\u5728\u793e\u4ea4\u5a92\u4f53\u4f20\u64ad\u4e2d\u7684\u54c1\u724c\u66dd\u5149\u4f5c\u7528\uff0c\u4ee5\u53ca\u201c\u884c\u4e1a\u4e2d\u7acb\u201d\u662f\u5426\u771f\u80fd\u5438\u5f15\u975e\u6280\u672f\u81ea\u7531\u804c\u4e1a\u8005\u4e3b\u52a8\u5165\u9a7b\u3002\u5982\u679cSharply\u4e0d\u80fd\u5feb\u901f\u79ef\u7d2f\u6709\u8d28\u91cf\u7684\u4f5c\u54c1\u96c6\u6848\u4f8b\uff0c\u6216\u8005\u5efa\u7acb\u67d0\u5782\u76f4\u9886\u57df\uff08\u5982\u81ea\u7531\u6559\u7ec3\/\u7535\u5de5\uff09\u7684\u6743\u5a01\u8ba4\u8bc1\u673a\u5236\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u4ec0\u4e48\u90fd\u80fd\u653e\u4f46\u4ec0\u4e48\u90fd\u4e0d\u7cbe\u201d\u7684\u94fe\u63a5\u805a\u5408\u9875\u3002\u521b\u59cb\u4eba\u7684\u75db\u70b9\u771f\u5b9e\uff0c\u4f46\u89e3\u51b3\u65b9\u6848\u7684\u62a4\u57ce\u6cb3\u5c1a\u6d45\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\">Sharply.me<\/span>\n                <\/div>\n<div class=\"comment-content\">The World&#8217;s Sharpest Freelance Directory. Your professional proof, all in one link.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b I&#8217;m James, the founder of Sharply.<\/p>\n<p>I built Sharply because I was tired of seeing freelance directories that only cater to developers. There are millions of incredible freelancers out there \u2014 electricians, event planners, personal trainers, designers, writers, coaches \u2014 and they all deserve a clean, professional way to showcase their work.<\/p>\n<p>Sharply gives every freelancer a public profile with their role, portfolio, skills, and platform links \u2014 all in one shareable URL. Think of it as a business card that actually proves you&#8217;re legit.<\/p>\n<p>A few things that make Sharply different:<\/p>\n<p>Category-neutral \u2014 14 guilds spanning every freelance discipline, not just tech<br \/>One link \u2014 your sharply.me\/username pulls together everything a client needs to see<br \/>Sharp OG card \u2014 when you share your link on social media, it generates a custom preview card with your photo and role<\/p>\n<p>I&#8217;d love to hear what you think. What features would make this more useful for your freelance work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VBLHPRLFFQZK7S\" class=\"app-title\">Ethan Tales<\/a><\/p>\n<div class=\"one-liner\">Turn your kid&#8217;s favorite toy into a bedtime storybook<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ethan Tales \u8ba9\u5b69\u5b50\u7ed9\u5fc3\u7231\u73a9\u5177\u62cd\u7167\uff0cAI\u5373\u523b\u751f\u6210\u4ee5\u8be5\u73a9\u5177\u4e3a\u4e3b\u89d2\u7684\u7ed8\u672c\uff0c\u89e3\u51b32-5\u5c81\u5e7c\u513f\u5e94\u5bf9\u7279\u5b9a\u6210\u957f\u6311\u6218\uff08\u5982\u6050\u60e7\u3001\u5982\u5395\u8bad\u7ec3\uff09\u65f6\u7684\u4eb2\u5b50\u5171\u8bfb\u4e0e\u884c\u4e3a\u5f15\u5bfc\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\/905ff1fe-7ac9-48a3-a869-7cde16b8edf0.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\/eafbd1e5-8f18-4c97-b82a-cb3dcb58e405.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\/dd011abb-2641-4dfb-a469-5dcf311e5278.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\/c623dfdc-c641-4176-a4ce-a8e86eb5dfae.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\/eb439134-f28c-45e6-a50e-2599ff4463c7.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\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Books<\/span><br \/>\n            <span class=\"tag\">Kids &#038; Parenting<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7ed8\u672c\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u513f\u7ae5\u6559\u80b2<\/span><br \/>\n            <span class=\"tag\">\u73a9\u5177\u4e2a\u6027\u5316<\/span><br \/>\n            <span class=\"tag\">\u7761\u524d\u6545\u4e8b<\/span><br \/>\n            <span class=\"tag\">\u4eb2\u5b50\u4e92\u52a8<\/span><br \/>\n            <span class=\"tag\">\u884c\u4e3a\u5f15\u5bfc<\/span><br \/>\n            <span class=\"tag\">\u5e7c\u513f\u5fc3\u7406<\/span><br \/>\n            <span class=\"tag\">\u7ed8\u672c\u521b\u4f5c<\/span><br \/>\n            <span class=\"tag\">AIGC<\/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>\u521b\u59cb\u4ebaRambo\u57fa\u4e8e\u4e3a\u513f\u5b50\u521b\u4f5c\u72ee\u5b50\u7684\u6545\u4e8b\u7ecf\u5386\uff0c\u5f00\u53d1\u4e86\u8be5\u5de5\u5177\u3002\u7528\u6237\u56de\u60f3\u8d77\u81ea\u5df1\u7ae5\u5e74\u7684\u73a9\u5076\u5192\u9669\u6545\u4e8b\uff0c\u8ba4\u4e3aEthan Tales\u80fd\u5e2e\u52a9\u5bb6\u957f\u6355\u6349\u5b69\u5b50\u8f6c\u77ac\u5373\u901d\u7684\u60f3\u8c61\u529b\u3002\u8bc4\u8bba\u4e3b\u8981\u662f\u60c5\u611f\u5171\u9e23\u4e0e\u80af\u5b9a\uff0c\u672a\u63d0\u53ca\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Ethan Tales\u7684\u5207\u5165\u70b9\u6781\u4e3a\u7cbe\u51c6\uff1a\u5c06\u5b69\u5b50\u7684\u60c5\u611f\u6295\u5c04\u7269\uff08\u73a9\u5076\uff09\u8f6c\u5316\u4e3a\u6559\u80b2\u5a92\u4ecb\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u770b\uff0c\u5b83\u5e76\u975e\u7b80\u5355\u7684AI\u7ed8\u672c\u751f\u6210\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u884c\u4e3a\u5e72\u9884\u5de5\u5177\u201d\u2014\u2014\u7528\u5b69\u5b50\u6700\u719f\u6089\u7684\u4f19\u4f34\u53bb\u5316\u89e3\u4ed6\u4eec\u9762\u4e34\u7684\u73b0\u5b9e\u6050\u60e7\u3002\u8fd9\u79cd\u201c\u89d2\u8272\u4ee3\u5165\u7597\u6cd5\u201d\u5728\u5e7c\u513f\u5fc3\u7406\u5b66\u4e0a\u786e\u6709\u4f9d\u636e\uff0c\u6bd4\u4e00\u822c\u8bf4\u6559\u66f4\u6709\u6548\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u7b2c\u4e00\uff0cAI\u7ed8\u5236\u7684\u201c\u4e00\u81f4\u5316\u89d2\u8272\u201d\u8d28\u91cf\u582a\u5fe7\u3002\u5f53\u524d\u5927\u6a21\u578b\u751f\u6210\u540c\u4e00\u89d2\u8272\u5f62\u8c61\u7684\u4e00\u81f4\u6027\u4ecd\u662f\u6280\u672f\u96be\u70b9\uff0c\u82e5\u73a9\u5177\u5f62\u8c61\u5728\u4e66\u4e2d\u201c\u8868\u60c5\u50f5\u786c\u201d\u201c\u7ec6\u8282\u5d29\u574f\u201d\uff0c\u53cd\u800c\u4f1a\u7834\u574f\u5b69\u5b50\u7684\u4ee3\u5165\u611f\u3002\u7b2c\u4e8c\uff0c5\u7968\u7684\u96f6\u8bc4\u8bba\u4e92\u52a8\u6570\u636e\u6697\u793a\u4ea7\u54c1\u5c1a\u5728\u6781\u65e9\u671f\u6216\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u7f3a\u4e4f\u771f\u5b9e\u5bb6\u5ead\u4f7f\u7528\u53cd\u9988\u3002\u7b2c\u4e09\uff0c\u4ea7\u54c1\u5f3a\u8c03\u201c\u4e0d\u5c45\u9ad8\u4e34\u4e0b\u201d\uff0c\u4f46AI\u751f\u6210\u7684\u6587\u672c\u80fd\u5426\u771f\u6b63\u7406\u89e3\u5e7c\u513f\u5fc3\u7406\u7684\u5fae\u5999\u4e4b\u5904\uff0c\u907f\u514d\u9677\u5165\u5957\u8def\u5316\u8bf4\u6559\uff0c\u662f\u4e00\u5927\u6311\u6218\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff1a\u5c06\u5bb6\u957f\u201c\u5373\u5174\u7f16\u6545\u4e8b\u201d\u8fd9\u79cd\u96be\u4ee5\u590d\u7528\u7684\u9ad8\u6210\u672c\u884c\u4e3a\uff0c\u901a\u8fc7AI\u8f6c\u5316\u4e3a\u53ef\u89c4\u6a21\u5316\u3001\u53ef\u5b9a\u5236\u7684\u6570\u5b57\u8d44\u4ea7\u3002\u4f46\u8981\u60f3\u4ece\u201c\u65b0\u5947\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u80b2\u513f\u521a\u9700\u201d\uff0cEthan Tales\u5fc5\u987b\u8bc1\u660e\uff1a\u5b83\u4ea7\u51fa\u7684\u6545\u4e8b\u5728\u5171\u60c5\u6df1\u5ea6\u548c\u6559\u80b2\u6709\u6548\u6027\u4e0a\uff0c\u663e\u8457\u4f18\u4e8e\u5bb6\u957f\u81ea\u5df1\u968f\u53e3\u7f16\u7684\u6216\u5e02\u9762\u4e0a\u5df2\u6709\u7684\u901a\u7528\u7ed8\u672c\u3002\u5426\u5219\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u7a0d\u7eb5\u5373\u901d\u7684AI\u6ee4\u955c\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\">Ethan Tales<\/span>\n                <\/div>\n<div class=\"comment-content\">Every kid has that one stuffed animal they won&#8217;t let go of. Now it can be the hero of their own storybook. Snap a photo of your child&#8217;s toy. Pick a real challenge they&#8217;re facing \u2014 bedtime fears, sharing, potty training, first day of school. Our AI writes and illustrates a complete picture book where their toy navigates that same challenge, in a way that&#8217;s gentle and never preachy. The illustrations actually look like your child&#8217;s toy, consistent across every page. Ages 2-5. First book free.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built Ethan Tales because my son Ethan carries this one stuffed lion everywhere \u2014 to school, to bed, to the grocery store. When I started making up bedtime stories about his lion, something clicked. He actually listened. He engaged with the challenges in the story because it was HIS lion going through them.<\/p>\n<p>I thought: what if any parent could turn their child&#8217;s favorite toy into a real illustrated storybook? One where the pictures actually look like their toy, and the story helps with something real \u2014 bedtime fears, sharing, potty training.<\/p>\n<p>That&#8217;s Ethan Tales. Upload a photo, pick a scenario, and our AI writes and illustrates a complete book in minutes.<\/p>\n<p>First book is free. Would love to hear what your kids think! \ud83e\uddf8<\/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>This is so cool, Rambo! I still remember as a kid I had a stuffed monkey named Wukong that I took to bed every night. I\u2019d imagine all kinds of adventures with him, and even tried turning those stories into little hand-drawn books.<\/p>\n<p>What you\u2019ve built with Ethan Tales feels like bringing that exact childhood magic to life in a whole new way. Kids (and future parents like me) are going to love having a tool that turns their imagination into something real and lasting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@renchu_song\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@renchu_song<\/a>&nbsp;You just described the entire origin story of Ethan Tales in two sentences. Every kid has a Wukong, and every kid invents stories with them \u2014 we just want to give parents a way to capture that before it fades. Appreciate you, truly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/QNJAWM2M5QOQ2X\" class=\"app-title\">grepfeed<\/a><\/p>\n<div class=\"one-liner\">Spot viral trends 48h before everyone else.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grepfeed \u662f\u4e00\u6b3e\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u6253\u9020\u7684AI\u8d8b\u52bf\u9884\u6d4b\u5de5\u5177\uff0c\u901a\u8fc7\u6bcf\u5c0f\u65f6\u626b\u63cfTikTok\u3001Reddit\u548cX\u5e73\u53f0\uff0c\u5728\u70ed\u95e8\u8bdd\u9898\u7206\u53d1\u524d24-48\u5c0f\u65f6\u53d1\u51fa\u9884\u8b66\uff0c\u89e3\u51b3\u521b\u4f5c\u8005\u603b\u662f\u201c\u8ffd\u70ed\u70b9\u6162\u4e00\u6b65\u201d\u7684\u75db\u70b9\uff0c\u5e2e\u4f60\u4ea7\u51fa\u66f4\u65e9\u3001\u66f4\u51c6\u7684\u7206\u6b3e\u5185\u5bb9\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\/bcaf43c9-c0a9-4128-b3fd-2c4779ac5a2e.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\">Social Media<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8d8b\u52bf\u9884\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u75c5\u6bd2\u5f0f\u4f20\u64ad\u76d1\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u626b\u63cf<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u7206\u6b3e\u9009\u9898<\/span><br \/>\n            <span class=\"tag\">\u811a\u672c\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">TikTok\u70ed\u70b9<\/span><br \/>\n            <span class=\"tag\">Reddit\u8d8b\u52bf<\/span><br \/>\n            <span class=\"tag\">X\u5e73\u53f0\u76d1\u6d4b<\/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\u662f\u6cd5\u56fd\u5185\u5bb9\u521b\u4f5c\u8005Jean\uff0c\u81ea\u8ff0\u66fe\u88ab\u201c\u603b\u662f\u8fdf\u5230\u8ffd\u70ed\u70b9\u201d\u56f0\u6270\uff0c\u56e0\u6b64\u6784\u5efa\u8be5\u5de5\u5177\u3002\u4ed6\u5766\u8bda\u5de5\u5177\u4ee5\u81ea\u8eab\u9700\u6c42\u4e3a\u8d77\u70b9\uff0c\u73b0\u5f00\u653e\u5171\u4eab\u3002\u4ed6\u91cd\u70b9\u5411\u7528\u6237\u5f81\u6c42\u5efa\u8bae\uff1a\u5e94\u65b0\u589e\u54ea\u4e9b\u5e73\u53f0\uff08YouTube\u3001LinkedIn\uff1f\uff09\uff0c\u4ee5\u53ca\u8fd8\u9700\u4ec0\u4e48\u529f\u80fd\u624d\u80fd\u6210\u4e3a\u201c\u5fc5\u9700\u54c1\u201d\uff1f\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                Grepfeed\u7684\u5207\u5165\u70b9\u7cbe\u51c6\uff0c\u76f4\u63a5\u547d\u4e2d\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u6700\u6838\u5fc3\u7684\u7126\u8651\u2014\u2014\u201c\u5185\u5377\u4e0b\u7684\u4fe1\u606f\u5dee\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u6280\u672f\u6709\u591a\u6df1\uff0c\u800c\u5728\u4e8e\u628a\u201c\u9884\u6d4b\u201d\u8fd9\u4e2a\u9ad8\u95e8\u69db\u884c\u4e3a\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u626b\u63cf\u548c\u6a21\u5f0f\u8bc6\u522b\uff0c\u7b80\u5316\u6210\u4e86\u4e00\u4e2a\u201c\u63d0\u524d48\u5c0f\u65f6\u77e5\u9053\u201d\u7684\u4f4e\u95e8\u69db\u63d0\u793a\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u521b\u4f5c\u8005\u548c\u72ec\u7acb\u535a\u4e3b\u800c\u8a00\uff0c\u8fd9\u80fd\u6709\u6548\u964d\u4f4e\u9009\u9898\u8bd5\u9519\u6210\u672c\uff0c\u628a\u201c\u8ffd\u8d76\u201d\u53d8\u6210\u201c\u9886\u8dd1\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u5f53\u524d\u4ea7\u54c1\u5b58\u5728\u660e\u663e\u77ed\u677f\u3002\u7b2c\u4e00\uff0c\u5e73\u53f0\u8986\u76d6\u9762\u7565\u663e\u5355\u8584\u3002TikTok\u3001Reddit\u3001X\u867d\u7136\u662f\u6709\u5f71\u54cd\u529b\u7684\u8206\u8bba\u53d1\u6e90\u5730\uff0c\u4f46YouTube\u3001Instagram Reels\u751a\u81f3B\u7ad9\u3001\u5c0f\u7ea2\u4e66\u7b49\u66f4\u5782\u76f4\u7684\u5e73\u53f0\u5e76\u672a\u8986\u76d6\uff0c\u8fd9\u4f1a\u4e25\u91cd\u9650\u5236\u5176\u9002\u7528\u4eba\u7fa4\u3002\u7b2c\u4e8c\uff0c\u201c\u63d0\u524d48\u5c0f\u65f6\u201d\u7684\u7cbe\u51c6\u5ea6\u5b58\u7591\u3002\u8d8b\u52bf\u4e0d\u4ec5\u4f9d\u8d56\u6570\u636e\u6a21\u5f0f\uff0c\u8fd8\u4f9d\u8d56\u4e8e\u5bf9\u7279\u5b9a\u5708\u5c42\u3001\u6587\u5316\u8bed\u5883\uff08meme\u6897\u3001\u4e9a\u6587\u5316\uff09\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u7eaf\u7b97\u6cd5\u6293\u53d6\u6781\u6613\u8bef\u5224\u201c\u6d41\u91cf\u6ce1\u6cab\u201d\u4e3a\u201c\u771f\u8d8b\u52bf\u201d\u3002\u7b2c\u4e09\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u521b\u59cb\u4eba\u4e3b\u52a8\u63d0\u95ee\u201c\u8fd8\u9700\u8981\u4ec0\u4e48\u529f\u80fd\u201d\uff0c\u8fd9\u53cd\u6620\u51fa\u4ea7\u54c1\u76ee\u524d\u53ef\u80fd\u4ecd\u5904\u4e8eMVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\u9636\u6bb5\uff0c\u529f\u80fd\u6210\u719f\u5ea6\u3001\u6570\u636e\u56de\u6eaf\u5206\u6790\u80fd\u529b\u3001\u591a\u8bed\u8a00\u652f\u6301\u7b49\u5747\u672a\u63d0\u53ca\u3002\u7b2c\u56db\uff0c\u4ec5\u67095\u7968\u7684\u4f4e\u70ed\u5ea6\u4e5f\u6697\u793a\u4ea7\u54c1\u5c1a\u672a\u5f62\u6210\u6709\u6548\u53e3\u7891\u4f20\u64ad\uff0c\u56e2\u961f\u9700\u8981\u5c3d\u5feb\u9a8c\u8bc1\u4ed8\u8d39\u8f6c\u5316\u6a21\u578b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7b80\u800c\u8a00\u4e4b\uff0cGrepfeed\u662f\u4e00\u4e2a\u201c\u75db\u70b9\u6e05\u6670\u4f46\u89e3\u6cd5\u5c1a\u6d45\u201d\u7684\u5de5\u5177\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u806a\u660e\u7684\u5f00\u59cb\uff0c\u800c\u975e\u6210\u719f\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5982\u679c\u672a\u6765\u4e0d\u80fd\u5feb\u901f\u6269\u5c55\u5e73\u53f0\u751f\u6001\u3001\u4f18\u5316\u8d8b\u52bf\u7814\u5224\u7684\u7f6e\u4fe1\u5ea6\u3001\u5e76\u5efa\u7acb\u57fa\u4e8eUGC\uff08\u7528\u6237\u751f\u6210\uff09\u7684\u53cd\u9988\u95ed\u73af\u6765\u6301\u7eed\u8fed\u4ee3\uff0c\u5b83\u5f88\u5bb9\u6613\u88abAI\u5927\u5382\u6216\u5185\u5bb9\u7ba1\u7406\u5e73\u53f0\u7684\u201c\u4e00\u952e\u9884\u6d4b\u201d\u529f\u80fd\u8986\u76d6\u3002\u76ee\u524d\u7684\u4ef7\u503c\u66f4\u591a\u662f\u201c\u5e2e\u4f60\u8282\u7701\u51e0\u4e2a\u5c0f\u65f6\u7684\u5237\u5c4f\u65f6\u95f4\u201d\uff0c\u800c\u975e\u201c\u771f\u6b63\u6539\u5199\u5185\u5bb9\u7ade\u4e89\u89c4\u5219\u201d\u3002\u5bf9\u4e8e\u8ffd\u6c42\u5148\u53d1\u4f18\u52bf\u7684\u521b\u4f5c\u8005\u6765\u8bf4\uff0c\u503c\u5f97\u4e00\u8bd5\uff0c\u4f46\u522b\u628a\u5b83\u5f53\u6210\u552f\u4e00\u7684\u9009\u9898\u6307\u5357\u9488\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\">grepfeed<\/span>\n                <\/div>\n<div class=\"comment-content\">Stop scrolling. Start predicting. Grepfeed uses AI to scan TikTok, Reddit &#038; X and spots viral trends 48h before they blow up. What you get: \u2192 Early trend before the mainstream catches on \u2192 Ready-to-film content ideas \u2192 Hooks &#038; scripts you can use immediately No more &#8220;I should&#8217;ve made that video.&#8221; Be first for once. Built by a creator who was tired of being late. \ud83c\udfac<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I&#8217;m Jean, a content creator from France.<\/p>\n<p>For the past 2 years, I&#8217;ve been making videos about AI and tech. And my biggest frustration? Always being LATE to trends.<\/p>\n<p>By the time I saw something blow up on my feed, 50 creators had already made the video. I was constantly chasing, never leading.<\/p>\n<p>So I built Grepfeed.<\/p>\n<p>It scans TikTok, Reddit, and X every hour, uses AI to detect patterns, and alerts me to emerging trends 24-48h before they hit the mainstream.<br \/>\nNow instead of reacting, I&#8217;m predicting. My views went up. My stress went down.<\/p>\n<p>I built this for myself first. Now I&#8217;m sharing it with you.<\/p>\n<p>Would love your feedback:<br \/>\n&#8211; What platforms should I add next? (YouTube? LinkedIn?)<br \/>\n&#8211; What features would make this a must-have for you?<\/p>\n<p>Happy to answer any questions! \ud83d\ude80<\/p>\n<p>\u2014 Jean<\/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\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/GRSVDBKYQHDBLI\" class=\"app-title\">ShyLink.io<\/a><\/p>\n<div class=\"one-liner\">Secure URL shortener with self-destructing secrets. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">4<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ShyLink\u662f\u4e00\u6b3e\u4e13\u4e3a\u56e2\u961f\u5b89\u5168\u5171\u4eab\u654f\u611f\u4fe1\u606f\uff08\u5982\u5bc6\u7801\u3001API\u5bc6\u94a5\uff09\u8bbe\u8ba1\u7684\u9690\u79c1\u4f18\u5148\u77ed\u94fe\u63a5\u5de5\u5177\uff0c\u652f\u6301\u7aef\u5230\u7aef\u52a0\u5bc6\u81ea\u6bc1\u79d8\u5bc6\u548c\u7cbe\u51c6\u70b9\u51fb\u63a7\u5236\uff0c\u89e3\u51b3\u6570\u5b57\u51ed\u8bc1\u5728\u804a\u5929\u8bb0\u5f55\u4e2d\u6c38\u4e45\u6ede\u7559\u7684\u6cc4\u9732\u98ce\u9669\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\/63938f93-47e5-45a4-9b39-11cd4554c940.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\">Marketing<\/span><br \/>\n            <span class=\"tag\">Privacy<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">URL\u7f29\u77ed\u5668<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168\u94fe\u63a5\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u81ea\u6bc1\u79d8\u5bc6<\/span><br \/>\n            <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n            <span class=\"tag\">\u70b9\u51fb\u9650\u5236<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4e8c\u7ef4\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">Google Web Risk<\/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\u81ea\u8ff0\u56e0\u62c5\u5fe7\u56e2\u961f\u6570\u5b57\u8db3\u8ff9\u800c\u72ec\u7acb\u6784\u5efa\u8be5\u5de5\u5177\uff0c\u5f3a\u8c03\u89e3\u51b3\u51ed\u8bc1\u5728\u804a\u5929\u8bb0\u5f55\u4e2d\u6c38\u4e45\u6ede\u7559\u7684\u6cc4\u9732\u98ce\u9669\uff0c\u5e76\u6307\u51fa\u5f53\u524d\u77ed\u94fe\u63a5\u5de5\u5177\u5bf9\u57fa\u7840\u5206\u6790\u529f\u80fd\u6536\u8d39\u8fc7\u9ad8\u3001\u5f3a\u52a0AI\u529f\u80fd\u7b49\u75db\u70b9\u3002\u7528\u6237\u8be2\u95ee\u4e86\u7f3a\u5931\u529f\u80fd\uff0c\u4f46\u5177\u4f53\u53cd\u9988\u6709\u9650\uff0c\u4e3b\u8981\u56f4\u7ed5\u4ea7\u54c1\u5b9a\u4f4d\u548c\u53ef\u7528\u6027\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                ShyLink\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u201c\u5c0f\u800c\u75db\u201d\u7684\u521a\u9700\u573a\u666f\u2014\u2014\u56e2\u961f\u5185\u90e8\u654f\u611f\u4fe1\u606f\u7684\u53ef\u63a7\u5236\u3001\u53ef\u9500\u6bc1\u4f20\u64ad\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u53e6\u4e00\u4e2a\u201c\u7edf\u4e00\u5e73\u53f0\u201d\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u79cd\u5728\u5f53\u4e0b\u201c\u6c38\u4e45\u8bb0\u5f55\u201d\u7684\u534f\u4f5c\u8f6f\u4ef6\u751f\u6001\u4e2d\uff0c\u5bf9\u7279\u5b9a\u6570\u636e\u5b9e\u65bd\u201c\u6709\u9650\u671f\u3001\u6709\u9650\u6b21\u3001\u52a0\u5bc6\u4e14\u53ef\u5ba1\u8ba1\u201d\u7684\u7cbe\u786e\u63a7\u5236\u80fd\u529b\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0cE2EE\u81ea\u6bc1\u3001Google Web Risk\u626b\u63cf\u3001\u7cbe\u7ec6\u70b9\u51fb\u6570\u9650\u5236\u4ee5\u53ca\u54c1\u724c\u95ea\u5c4f\uff0c\u90fd\u663e\u793a\u51fa\u4f5c\u8005\u5bf9\u5b89\u5168\u4e0e\u54c1\u724c\u7ba1\u7406\u7ec6\u8282\u7684\u638c\u63e1\u3002\u5b83\u5de7\u5999\u5730\u53cd\u6297\u4e86SAAS\u884c\u4e1a\u201c\u529f\u80fd\u5806\u780c\u201d\u548c\u201c\u5b9a\u4e49-\u6269\u5f20-\u83b7\u53d6\u201d\u7684\u60ef\u7528\u5957\u8def\uff0c\u9009\u62e9\u4e0d\u5806AI\u3001\u4e0d\u9501\u6570\u636e\uff0c\u53cd\u800c\u4ee5\u514d\u8d39\u57fa\u7840\u7248\u548c\u5b9e\u7528\u7684UTM\/QR\u5de5\u5177\u5438\u5f15\u79cd\u5b50\u7528\u6237\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5f53\u524d\u4ea7\u54c1\u7684\u771f\u5b9e\u6311\u6218\u5728\u4e8e\u201c\u521a\u9700\u201d\u7684\u9891\u7387\u4e0e\u4ed8\u8d39\u610f\u613f\u3002\u4f01\u4e1a\u4e3a\u201c\u5076\u5c14\u201d\u5206\u4eab\u5bc6\u7801\u8fd9\u7c7b\u884c\u4e3a\uff0c\u662f\u5426\u613f\u610f\u4e3a\u4f4e\u4e8eSlack\u73b0\u6709\u5bc6\u7801\u7ba1\u7406\u96c6\u6210\u7684\u65b9\u6848\u4ed8\u8d39\uff1f\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u4e0d\u5728\u77ed\u94fe\u63a5\uff0c\u800c\u5728\u4e8e\u201c\u5b89\u5168\u5206\u4eab\u201d\u7684\u5fc3\u667a\u62a2\u5360\u548cChrome\u6d4f\u89c8\u5668\u4fa7\u65e0\u7f1d\u4f53\u9a8c\u7684\u6df1\u5ea6\u7ed1\u5b9a\u3002\u5982\u679c\u4ec5\u4f5c\u4e3a\u53c8\u4e00\u4e2a\u77ed\u94fe\u5de5\u5177\uff0c\u5176\u4e0eBitly\u7b49\u5df2\u5728\u4f01\u4e1a\u7ea7\u5e02\u573a\u7b51\u8d77\u56f4\u5899\u7684\u7ade\u54c1\u76f8\u6bd4\uff0c\u529f\u80fd\u6df1\u5ea6\u548c\u7528\u6237\u57fa\u7840\u5dee\u8ddd\u5de8\u5927\u3002\u5dee\u5f02\u5316\u5e94\u6301\u7eed\u5f3a\u5316\u201c\u4e00\u6b21\u6027\/\u9650\u65f6\u5b89\u5168\u901a\u9053\u201d\u7684\u5b9a\u4f4d\uff0c\u800c\u975e\u8bd5\u56fe\u6210\u4e3a\u4e07\u80fd\u5de5\u5177\u7bb1\u3002\u514d\u8d39\u7b56\u7565\u662f\u660e\u667a\u7684\uff0c\u4f46\u4e0b\u4e00\u6b65\u9700\u8981\u8bc1\u660e\u8be5\u573a\u666f\u80fd\u7531\u96f6\u661f\u4f7f\u7528\u8f6c\u5316\u4e3a\u56e2\u961f\u5e38\u89c4\u57fa\u7840\u8bbe\u65bd\u2014\u2014\u6bd4\u5982\u4e0e\u4f01\u4e1a\u5bc6\u7801\u7ba1\u7406\u5668\u3001\u90e8\u7f72\u6d41\u6c34\u7ebf\u7684\u96c6\u6210\u5ea6\uff0c\u624d\u662f\u5224\u65ad\u5176\u80fd\u5426\u4ece\u201c\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5b89\u5168\u751f\u6001\u4e00\u73af\u201d\u7684\u5173\u952e\u6807\u5c3a\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\">ShyLink.io<\/span>\n                <\/div>\n<div class=\"comment-content\">ShyLink is a privacy-first URL shortener built for teams who value security. Beyond basic links, it features E2EE self-destructing secrets, granular click limits, and branded splash screens. Protect your team from credential leaks and manage every link via a sleek dashboard or our native Chrome extension. No bloated AI, no paywalls for analytics\u2014just robust, secure link management with integrated Google Web Risk auditing. Free for now as we are launching this.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! I&#8217;m the solo developer behind ShyLink.<\/p>\n<p>The Inspiration I built ShyLink because I was genuinely paranoid about my team\u2019s &#8220;digital footprint.&#8221; Every time we shared a password, an API key, or a private URL over chat, those credentials stayed in the message history forever, just waiting for a breach. I wanted a tool that could &#8220;burn&#8221; a link after the recipient viewed it once\u2014leaving zero trace.<\/p>\n<p>The Problem Most URL shorteners today feel like they belong in 2010. They gatekeep basic geographic analytics behind $30\/mo subscriptions or force &#8220;AI&#8221; features into everything. I wanted to build a modern, high-performance platform that prioritized control (click limits, hard expiry) and security (Google Web Risk scanning).<\/p>\n<p>The Evolution ShyLink started as a simple internal script for sharing secrets. Based on feedback from early testers, it evolved into a full utility hub. I even added an unauthenticated &#8220;Toolkit&#8221; (UTM builder, QR generator) because I was tired of sites charging for simple static PNGs.<\/p>\n<p>I\u2019ve poured a lot of heart into the glassmorphic UI and the React\/Rails architecture. I\u2019m here all day to take your feedback, answer technical questions, and learn how you&#8217;d use these tools in your workflow!<\/p>\n<p>What feature is missing that would make this your default shortener?<\/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\/BZGZ3JD5E526JA\" class=\"app-title\">LEAP<\/a><\/p>\n<div class=\"one-liner\">All-in-one ERP + CRM built for modern agencies.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">4<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong><\/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\/9835add7-7639-4699-890f-59df49d31dce.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\/89e7f092-9c44-4d65-b95f-b0c35d43ef93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ccc915a-fc71-4078-8626-647166be68f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5fd2e15-def8-4b2e-8196-5ddfb09da5fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/157115b6-e49d-4d72-8407-0ef851924bfd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34abf1b3-fb45-4e29-becd-2d0c81a8baaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b9ad06b-eecd-4157-b4a7-06882ed5897a.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\">Business<\/span><br \/>\n            <span class=\"tag\">Consulting<\/span><br \/>\n            <span class=\"tag\">CRM<\/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>\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><\/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\">LEAP<\/span>\n                <\/div>\n<div class=\"comment-content\">CRMs stop at the deal. PM tools ignore money. Accounting shows up last. LEAP is the first platform where lead, project, staffing, timesheets, costs, and invoices live as the same records. Watch live project P&#038;L update as worklogs and costs post. The Business Plan module shows company-wide finances at a glance. Time tracking is built in, and every module reads the same data. One source of truth \u2014 from first lead to final invoice.<\/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&#8217;m Michal, PO and Tech Lead on LEAP.<\/p>\n<p>LEAP started as custom software for a consultancy that had outgrown Excel \u2014 the team was scaling, spreadsheets were the bottleneck, and nobody knew which cell did what anymore. We mapped their entire agency workflow into one system, and what began as a CRM grew into a full ERP: leads, projects, staffing, timesheets, costs, and invoices all as the same records.<\/p>\n<p>Then we noticed every growing agency hits that same wall, so we decided to turn LEAP into a SaaS product.<\/p>\n<p>The idea is simple: everything you need to run an agency under one roof, with admin work that doesn&#8217;t feel like punishment \u2014 so your team can focus on the actual work.<\/p>\n<p>What&#8217;s next? We&#8217;re working on an MCP server for LEAP, integrations with the tools agencies already rely on, and continuing to smooth out the flows across modules. More on that soon \ud83d\udc40<\/p>\n<p>Happy to answer anything and hear what you think \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, Michal.<br \/>Is your product also feasible for freelancers?<\/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>Hi<a href=\"https:\/\/www.producthunt.com\/@karol_novak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karol_novak<\/a>, yes it is.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/span><br \/>\n    <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n    \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n    const modal = document.getElementById(\"imageModal\");\n    const modalImg = document.getElementById(\"modalImage\");\n    const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p>    \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n    const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n    function addTouchOptimization() {\n        if (isMobile) {\n            \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n            const clickableElements = document.querySelectorAll(\n                '.media-content, .close, .video-overlay, .play-icon'\n            );<\/p>\n<p>            clickableElements.forEach(el => {\n                el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n            });\n        }\n    }<\/p>\n<p>    \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n    const images = document.querySelectorAll(\"img.media-content\");\n    images.forEach(img => {\n        img.onclick = function() {\n            modal.style.display = \"block\";\n            modalImg.src = this.src;\n            \/\/ 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