{"id":126,"date":"2026-02-07T10:56:37","date_gmt":"2026-02-07T02:56:37","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/07\/2026-02-06\/"},"modified":"2026-02-07T10:56:37","modified_gmt":"2026-02-07T02:56:37","slug":"2026-02-06","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/07\/2026-02-06\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-06"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-06<\/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 | 2026-02-06<\/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\/S43XIOYZUO4TJS\" class=\"app-title\">Claude Opus 4.6<\/a><\/p>\n<div class=\"one-liner\">Claude\u2019s most advanced model for agentic tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">509<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Opus 4.6\u662fAnthropic\u63a8\u51fa\u7684\u6700\u5f3a\u63a8\u7406\u6a21\u578b\uff0c\u4e13\u4e3a\u5904\u7406\u590d\u6742\u957f\u5468\u671f\u4efb\u52a1\u548c\u5927\u89c4\u6a21\u4ee3\u7801\u5e93\u800c\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5176\u8d85\u957f\u4e0a\u4e0b\u6587\u548c\u89c4\u5212\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u5728\u6df1\u5ea6\u5206\u6790\u3001\u957f\u671f\u9879\u76ee\u534f\u4f5c\u4e2d\u9762\u4e34\u7684\u8fde\u8d2f\u6027\u4e0e\u53ef\u9760\u6027\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\/1285a778-84a8-48b3-b27b-fa4ae88bbbd5.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\/3921988e-d3e5-4c46-b499-07370636b53d.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\/7e78e372-823d-452c-b48a-1b7b3b7db0af.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5206\u6790\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u76db\u8d5e\u5176\u7f16\u7801\u80fd\u529b\u9876\u5c16\uff0c\u5e76\u7279\u522b\u5173\u6ce8\u65b0\u5f15\u5165\u7684\u201c\u591a\u667a\u80fd\u4f53\u56e2\u961f\u201d\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u80fd\u63d0\u5347\u590d\u6742\u4efb\u52a1\u6548\u7387\u3002\u6709\u7528\u6237\u63d0\u53ca\u5176\u5728\u6301\u4e45\u8bb0\u5fc6\u548c\u4e2a\u6027\u4e00\u81f4\u6027\u4e0a\u7684\u6539\u8fdb\u63d0\u5347\u4e86\u534f\u4f5c\u4f53\u9a8c\u3002\u540c\u65f6\uff0c\u6709\u8bc4\u8bba\u8be2\u95ee\u5176\u5728\u4f01\u4e1a\u4efb\u52a1\u548c\u8bbe\u8ba1\u4efb\u52a1\u4e2d\u7684\u5177\u4f53\u8868\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claude Opus 4.6\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b21\u5e38\u89c4\u7684\u6a21\u578b\u8fed\u4ee3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e3a\u667a\u80fd\u4f53\u4efb\u52a1\u800c\u751f\u201d\u7684\u5b9a\u4f4d\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u4ece\u5355\u8f6e\u5bf9\u8bdd\u8f6c\u5411\u957f\u671f\u3001\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u884c\u4e1a\u75db\u70b9\u30021M token\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u201c\u81ea\u9002\u5e94\u601d\u8003\u201d\u662f\u57fa\u7840\u80fd\u529b\uff0c\u800c\u771f\u6b63\u7684\u6740\u624b\u950f\uff0c\u662f\u9690\u85cf\u5728\u201c\u7814\u7a76\u9884\u89c8\u201d\u4e2d\u7684\u201c\u591a\u667a\u80fd\u4f53\u56e2\u961f\u201d\u529f\u80fd\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u591a\u5f00\u7a97\u53e3\uff0c\u800c\u662f\u5141\u8bb8\u667a\u80fd\u4f53\u5728\u72ec\u7acb\u4e0a\u4e0b\u6587\u4e2d\u5e76\u884c\u5de5\u4f5c\u5e76\u81ea\u4e3b\u534f\u8c03\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u4ee3\u7801\u5ba1\u67e5\u7b49\u53ef\u62c6\u5206\u7684\u201c\u8bfb\u5bc6\u96c6\u578b\u201d\u4efb\u52a1\u3002\u8fd9\u6807\u5fd7\u7740AI\u534f\u4f5c\u6a21\u5f0f\u4ece\u201c\u4e00\u4e2a\u8d85\u7ea7\u52a9\u624b\u201d\u5411\u201c\u4e00\u4e2a\u9879\u76ee\u5c0f\u7ec4\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c\u5c06\u5927\u5e45\u63d0\u5347\u5904\u7406\u5927\u578b\u3001\u5f02\u6784\u4efb\u52a1\u7684\u7cfb\u7edf\u6027\u548c\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u4ea6\u6709\u9690\u5fe7\u3002\u9996\u5148\uff0c\u201c\u667a\u80fd\u4f53\u201d\u70ed\u6f6e\u5df2\u8d77\uff0c\u4f46\u5b9e\u9645\u843d\u5730\u4ecd\u53d7\u9650\u4e8e\u4efb\u52a1\u62c6\u5206\u7684\u7cbe\u786e\u6027\u3001\u534f\u8c03\u5f00\u9500\u4e0e\u6210\u672c\u63a7\u5236\u3002Opus 4.6\u4f5c\u4e3a\u9876\u7ea7\u6a21\u578b\uff0c\u5176\u9ad8\u6602\u7684\u63a8\u7406\u6210\u672c\u662f\u5426\u80fd\u8ba9\u591a\u667a\u80fd\u4f53\u56e2\u961f\u529f\u80fd\u4ece\u201c\u70ab\u6280\u201d\u8d70\u5411\u201c\u5b9e\u7528\u201d\uff0c\u4ecd\u9700\u5e02\u573a\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u7528\u6237\u53cd\u9988\u4e2d\u63d0\u53ca\u7684\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u548c\u201c\u4e2a\u6027\u4e00\u81f4\u6027\u201d\u867d\u662f\u4f53\u9a8c\u5347\u7ea7\uff0c\u4f46\u4e5f\u5f15\u53d1\u4e86\u5bf9AI\u89d2\u8272\u56fa\u5316\u4e0e\u6f5c\u5728\u504f\u89c1\u52a0\u6df1\u7684\u4f26\u7406\u601d\u8003\u3002\u6700\u540e\uff0c\u5c3d\u7ba1\u5728\u7f16\u7801\u548c\u63a8\u7406\u4e0a\u5907\u53d7\u8d5e\u8a89\uff0c\u4f46\u5176\u5728\u521b\u9020\u6027\u8bbe\u8ba1\u7b49\u975e\u7ed3\u6784\u5316\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u4ecd\u5b58\u7591\u95ee\uff0c\u6709\u8bc4\u8bba\u76f4\u63a5\u63d0\u51fa\u4e86\u8fd9\u4e00\u70b9\u3002\u603b\u4f53\u800c\u8a00\uff0cOpus 4.6\u662f\u4e00\u6b21\u5f3a\u6709\u529b\u7684\u6280\u672f\u5ba3\u8a93\uff0c\u5b83\u6b63\u5728\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3AI\u5de5\u4f5c\u6d41\u7684\u5f62\u6001\uff0c\u4f46\u5176\u5546\u4e1a\u6210\u529f\u4e0e\u5e7f\u6cdb\u9002\u7528\u6027\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6027\u80fd\u3001\u6210\u672c\u4e0e\u53ef\u63a7\u6027\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Opus 4.6<\/span>\n <\/div>\n<div class=\"comment-content\">Claude Opus 4.6 is Claude\u2019s most capable model yet, built for deep reasoning, long-running agentic tasks, and large codebases. With a 1M token context window, adaptive thinking, and improved planning, it delivers state-of-the-art performance across coding, analysis, research, and real-world work.<\/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<br \/>\nSharing Claude Opus 4.6, Claude\u2019s newest and most capable model. Built for large codebases, long-running agent workflows, and deep reasoning. It handles huge context, plans before acting, and stays reliable over time. <\/p>\n<p>Would love your thoughts.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats Aleks! What real\u2011world enterprise tasks have you seen this model tackle effectively that previous versions struggled with?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> thanks for sharing, this is awesome. I may be hallucinating, but it feels like there are major upgrades to persistent memory across threads + adherence to “personality traits” added to Claude. This is a huge quality of life upgrade for me, esp as I use Cowork & Code more, I’m able to be much more productive when I feel like I’m “working with someone familiar”, who has an overarching understanding of my goals, interests, personality quirks, etc. I’ve noticed incremental enhancements to this part of the puzzle over the last 4-6 months, but with this version it seems particularly pronounced! (but again, maybe I’m imagining things \ud83d\ude02)<\/p>\n<p>really cool. \ud83d\ude42 good hunt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! Sonnet 5 next week?<\/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>So far, this is the strongest coding model I\u2019ve used. Love it!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victoria_wu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_wu<\/a> it’s really good, right?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Perhaps the most interesting aspect of 4.6 is buried here: <\/p>\n<blockquote>\n<p>We\u2019ve introduced <a href=\"https:\/\/code.claude.com\/docs\/en\/agent-teams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agent teams<\/a> in Claude Code as a research preview. You can now spin up multiple agents that work in parallel as a team and coordinate autonomously\u2014best for tasks that split into independent, read-heavy work like codebase reviews. You can take over any subagent directly using Shift+Up\/Down or <a href=\"https:\/\/github.com\/tmux\/tmux\/wiki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tmux<\/a>.<\/p>\n<\/blockquote>\n<p>Super interesting:<\/p>\n<blockquote>\n<p>Agent teams let you coordinate multiple Claude Code instances working together. One session acts as the team lead, coordinating work, assigning tasks, and synthesizing results. Teammates work independently, each in its own context window, and communicate directly with each other.<\/p>\n<\/p>\n<p>Unlike <a href=\"https:\/\/code.claude.com\/docs\/en\/sub-agents\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>subagents<\/strong><\/a>, which run within a single session and can only report back to the main agent, you can also interact with individual teammates directly without going through the lead.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>opus 4.6 is insanely good! great job team \u26a1\ufe0f<\/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>Nice!!<\/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>So excited to be integrating it on Krater, a lot of our users were looking forward to it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great update. love it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I feel like this is the first time my AI assistant has a really sharp and witty sense of humor and I love it. Opus 4.6 might be my new favorite.<\/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>It has topped the tests again! What is its most distinctive feature that sets it apart from the others?<\/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>so smart and very accurate at fixing bugs<\/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>Huge congrats on the launch \u2014 Opus 4.6 looks like a beast for deep, long-horizon coding work.\u200b<\/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>How does 4.6 perform on design tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>WOOOW! Great work! I love how Anthropic is changing the world!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really love that Claude is focusing on thinking more instead of a speed. I am using Claude Code constantly now, and FEEL how it gets smarter, 4.6 is top of the top. Thank you so much guys for making my project be faster than ever \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The launch frequency is getting out of hand – building faster than we can even look at the products haha! Will poke around later today but congrats on the rollout <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Agent Teams sound incredible! How do you manage token costs when the lead agent synthesizes results from multiple sub-agents? Seems like coordination overhead could add up fast.<\/p>\n<p>Excited to try this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>1M context + actually plans before acting is the hook for me. My monorepo\u2019s a tangle and agents drift by hour 2. If this keeps focus and finishes, not just chatters, that\u2019s huge. I\u2019ll throw it a week\u2011long cleanup and see if it stays on the rails.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>wow congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Team, congrats! What are the best use cases for financial teams you can see now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looking forward to using it in Claude Code! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Z4WVEDUNPK2AY5\" class=\"app-title\">BayesLab<\/a><\/p>\n<div class=\"one-liner\">From deep analysis to premium slides, agentized<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">292<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u975e\u5206\u6790\u5e08\u7528\u6237\u7684\u81ea\u52a8\u5316\u6570\u636e\u5206\u6790\u4e0e\u62a5\u544a\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u4e3bAI\u4ee3\u7406\u5728\u51e0\u5206\u949f\u5185\u5b8c\u6210\u6570\u636e\u6e05\u6d17\u3001\u5206\u6790\u3001\u56fe\u8868\u5236\u4f5c\u53ca\u6545\u4e8b\u53d9\u8ff0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u6280\u672f\u95e8\u69db\u9ad8\u3001\u6d41\u7a0b\u7e41\u7410\u800c\u65e0\u6cd5\u5feb\u901f\u4ece\u539f\u59cb\u6570\u636e\u83b7\u53d6\u53ef\u5206\u4eab\u7684\u6df1\u5ea6\u6d1e\u5bdf\u4e0e\u7cbe\u7f8e\u6f14\u793a\u6587\u7a3f\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\/eb6ac3c6-d107-465c-a504-92265216274c.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\/b0fc2303-2ac6-46ec-b500-0b4020ee9376.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\/df47b44a-1f8c-4683-802b-eb8419f7a866.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\/b5efa4fb-9bc8-4aa9-9383-554d33b72db9.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\/b6b7c1b1-eba7-47d1-a4af-97115274bfbf.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\/98390d91-316b-4a92-a109-1b73b9b5852f.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\/f87f67eb-79bb-47f0-a669-7d0d97560336.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\/b5874111-ac14-43f8-9ea4-6700c9fcc716.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XPHhcI0u4JE\"><source src=\"https:\/\/www.youtube.com\/watch?v=XPHhcI0u4JE\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u52a8\u5316\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u62a5\u544a\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u6587\u7a3f\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u6c47\u62a5<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u4ea7\u54c1\u96c6\u6210\u80fd\u529b\uff08\u5982Google Sheets\u3001Tableau\u3001\u6570\u636e\u4ed3\u5e93\uff09\u3001\u81ea\u52a8\u5316\u5237\u65b0\u4e0e\u8c03\u5ea6\u529f\u80fd\u3001\u591a\u6570\u636e\u96c6\u5408\u5e76\u652f\u6301\u3001\u8f93\u51fa\u683c\u5f0f\uff08\u5e7b\u706f\u7247\/\u56fe\u50cf\uff09\u3001\u5206\u6790\u903b\u8f91\u900f\u660e\u5ea6\uff08\u4ee3\u7801\u67e5\u770b\uff09\u3001\u5904\u7406\u65f6\u957f\u4ee5\u53ca\u7279\u5b9a\u884c\u4e1a\u9002\u7528\u6027\u3002\u6838\u5fc3\u5efa\u8bae\u6d89\u53ca\u52a0\u5f3a\u5e73\u53f0\u8fde\u63a5\u6027\u548c\u660e\u786e\u5bf9\u6bd4Gamma\u7b49\u8bbe\u8ba1\u5de5\u5177\u7684\u6838\u5fc3\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n BayesLab\u7684\u5b9a\u4f4d\u7cbe\u51c6\u51fb\u4e2d\u4e86\u201c\u6709\u6570\u636e\u3001\u6709\u7591\u95ee\u3001\u65e0\u5206\u6790\u6280\u80fd\u201d\u7684\u5e7f\u6cdb\u4eba\u7fa4\u9700\u6c42\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4ece\u6570\u636e\u5230\u8463\u4e8b\u4f1a\u5c31\u7eea\u62a5\u544a\u201d\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u662f\u5f53\u524dAI\u5e94\u7528\u4ece\u8f85\u52a9\u8d70\u5411\u4ee3\u7406\u7684\u4e00\u4e2a\u5178\u578b\u5c1d\u8bd5\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176\u201c\u751f\u6210\u5e7b\u706f\u7247\u201d\u7684\u7ec8\u7aef\u8868\u73b0\u2014\u2014\u5e02\u9762\u4e0a\u5df2\u6709\u8bf8\u591aAI\u6f14\u793a\u5de5\u5177\u2014\u2014\u800c\u5728\u4e8e\u5176\u5c06\u201c\u6df1\u5ea6\u591a\u6b65\u9aa4\u5206\u6790\u201d\u4f5c\u4e3a\u6838\u5fc3\u5f15\u64ce\uff0c\u5e76\u8bd5\u56fe\u5c06\u5206\u6790\u8fc7\u7a0b\uff08\u4ee3\u7801\u6267\u884c\uff09\u4e0e\u8f93\u51fa\u7ed3\u679c\uff08\u56fe\u8868\u3001\u53d9\u8ff0\uff09\u8fdb\u884c\u5f3a\u8026\u5408\uff0c\u4ee5\u6b64\u4fdd\u8bc1\u6d1e\u5bdf\u7684\u53ef\u590d\u73b0\u6027\u4e0e\u903b\u8f91\u53ef\u8ffd\u6eaf\u6027\u3002\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u56de\u5e94\u4e86\u5f53\u524d\u751f\u6210\u5f0fAI\u5728\u6570\u636e\u5206\u6790\u9886\u57df\u201c\u5e7b\u89c9\u201d\u4e0e\u201c\u9ed1\u7bb1\u201d\u7684\u666e\u904d\u8d28\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c20\u5206\u949f\u7684\u62a5\u544a\u751f\u6210\u65f6\u957f\u5728\u201c\u5373\u65f6\u6ee1\u8db3\u201d\u7684\u9884\u671f\u4e0b\u662f\u4e00\u4e2a\u663e\u8457\u74f6\u9888\uff0c\u53ef\u80fd\u9650\u5236\u5176\u5728\u9ad8\u9891\u3001\u5feb\u8282\u594f\u573a\u666f\u7684\u5e94\u7528\u3002\u5176\u6b21\uff0c\u5c3d\u7ba1\u5f3a\u8c03\u201c\u65e0\u9700\u77e5\u6653\u6570\u636e\u6a21\u5f0f\u201d\uff0c\u4f46\u590d\u6742\u4e1a\u52a1\u6570\u636e\u7684\u8bed\u4e49\u7406\u89e3\uff08\u5982\u7279\u5b9a\u7f16\u7801\u542b\u4e49\uff09\u4ecd\u9700\u4eba\u5de5\u4ecb\u5165\uff0c\u8bf4\u660e\u5176\u81ea\u4e3b\u6027\u5b58\u5728\u8fb9\u754c\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\u4e00\u70b9\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5e02\u573a\u63a5\u53d7\u5ea6\u5c06\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\uff1a\u5bf9\u4e8e\u4e13\u4e1a\u5206\u6790\u5e08\uff0c\u5b83\u53ef\u80fd\u88ab\u89c6\u4e3a\u5a01\u80c1\u6216\u8fc7\u4e8e\u201c\u9ed1\u7bb1\u201d\uff1b\u5bf9\u4e8e\u771f\u6b63\u7684\u975e\u6280\u672f\u7528\u6237\uff0c\u5176\u8f93\u51fa\u7684\u201c\u6df1\u5ea6\u5206\u6790\u201d\u7ed3\u8bba\u662f\u5426\u8db3\u591f\u53ef\u9760\u3001\u6613\u61c2\u4ee5\u652f\u6491\u5173\u952e\u51b3\u7b56\uff0c\u4ecd\u9700\u5927\u91cf\u5e02\u573a\u9a8c\u8bc1\u3002\u5b83\u8bd5\u56fe\u5728\u6613\u7528\u6027\u4e0e\u5206\u6790\u6df1\u5ea6\u95f4\u8d70\u94a2\u4e1d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u5168\u81ea\u52a8\u201d\u7684\u627f\u8bfa\u4e0e\u201c\u53ef\u63a7\u3001\u53ef\u4fe1\u201d\u7684\u5b9e\u9645\u9700\u6c42\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BayesLab<\/span>\n <\/div>\n<div class=\"comment-content\">For non-analysts seeking deep data analysis and beautiful slides. Our autonomous AI analyst handles cleaning, crunching, charting and storytelling within minutes. Then, rerun the entire analysis on new data instantly\u2014same insights, zero effort.<\/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 Hi PHers, <\/p>\n<p>I\u2019m Silver, Product Owner of Bayeslab. We built BayesLab for people who need analysis, but aren\u2019t analysts.<\/p>\n<p>\ud83d\ude4bThe problem? Getting a clean, shareable analysis always took forever. Even simple questions required spreadsheets, SQL queries, or waiting for someone else to run the numbers.<\/p>\n<p>\ud83d\udd1cBayesLab is the answer we built. You upload raw data, and it automatically cleans, analyzes, and generates a full report \u2014 charts, insights, recommended actions, all within minutes.<\/p>\n<p>Unlike generic agents or ChatBI tools, we treat the entire pipeline\u2014from schema to charts to reports and dashboards\u2014as first-class artifacts. This enables:<\/p>\n<p>– Multi-step deep analysis (root cause, dimensional EDA, predictions, etc.) from vague data and requirements to production-quality drafts<\/p>\n<p>– Reproducible results with minimized errors<\/p>\n<p>– Presentation-ready outputs that refresh automatically with new data<\/p>\n<p>No Excel, no SQL, no waiting.<\/p>\n<p>See real outputs here: <a href=\"https:\/\/bayeslab.ai\/use-cases\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/bayeslab.ai\/use-cases<\/a><\/p>\n<p>Would love to hear what you think \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bayeslabai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bayeslabai<\/a> Integration to Google Sheets or Tableau is possible for live updates?<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I checked. Some of the usecases are super-cool!<\/p>\n<p>Not comparing, but it would be great to know the USPs of <strong>BayesLab <\/strong>especially when people are already going prompt-heavy with popular platforms like Gamma.<\/p>\n<\/p>\n<p>Your presentations are on a whole new level! Upvoted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a>  Great point! Thank you~<\/p>\n<p>Platforms like Gamma actually is quite different. Simply put, we are heavy on analysis (multi step plan + code run), then presentation is tailored to incorporate the analysis results especially about charts\/insights. Gamma-ish platforms has no “analysis running” part per say and charts are secondary citizen for display\/editing.<\/p>\n<p>So if you’re looking for deeper analysis and comprehensive charting\/presentation, give us a shot~<\/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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Thanks for the kind words and the upvote! We’re glad you like the presentation style.<\/p>\n<p>While tools like Gamma are great for design, the core <strong>USP of Bayeslab<\/strong> is what happens <em>before<\/em> the presentation. We want to bridge the gap between raw data and a boardroom-ready result without the ‘prompt-heavy’ struggle.<\/p>\n<p>Hope you enjoy testing it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could be killer for recurring stakeholder reports. Do you support scheduling the auto-refresh or is it manual trigger only?<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> That is a great use case!<\/p>\n<p>We do support <strong>Scheduled Analysis<\/strong> specifically for those recurring stakeholder reports. Depending on your needs, you can automate your reporting routine or trigger it manually.<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Yes, and the report’s text would be “re-generated” according to new data if chosen to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can Bayeslab join multiple datasets together, or does it work best with a single flat file for now? Would love to test this with some sales data.<\/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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Just upload multiple data files and it works~<\/p>\n<p>You can also create datatable from these data so it would be shared across analysis or team members in the same workspace.<\/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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> That\u2019s a great question for testing sales data!<\/p>\n<p><strong>Bayeslab<\/strong> is designed to handle the heavy lifting of data schemas autonomously, so you don’t need to manually flatten everything yourself. While it works seamlessly with single files, it is built to understand relationships within your data to produce boardroom-ready reports.<\/p>\n<p>For more complex environments, we are also expanding our <strong>Premium Data Connectors<\/strong> to support direct, secure pipelines for enterprise data warehouses like PostgreSQL and BigQuery, which are ideal for joining multiple datasets.<\/p>\n<p>We\u2019d love to hear how your sales data test goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Does it output to slides or images?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes, it does support exporting to slides or images. Please try and let us know your feedback. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept! Quick question: when the AI generates insights autonomously, can users see the analysis code it wrote? Would be useful when presenting to stakeholders who want to verify the logic.<\/p>\n<p>Congrats on the launch! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Yes, the executed code is all available. Although we don’t expect users to understand code, it’s always good to expose internal logic just in case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How long does it usually take to generate a full report from a standard CSV upload? Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a>  Thanks for the comment. Usually it takes 20 minutes or so to generate a full report. We are still working to make it faster. Please stay tuned for the new update. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Does your tool integrate with data platforms like GA4, Mixpanel, Husbpot, Semrush?<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> LMAO, looking into SEMRush now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the ‘for people who aren\u2019t analysts’ angle. Does a user need to know anything about data schema, or does the AI map everything out itself? Best of luck today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Thanks for the support, Emily! You hit on one of our favorite features.<\/p>\n<p>The short answer is: No, the user doesn’t need to know anything about data schemas. Our <strong>Deep Analysis Agent<\/strong> is built specifically to map everything out itself. It autonomously scans your data, understands the relationships between variables, and handles the logic and execution on its own.<\/p>\n<p>We believe that the power of data should belong to those who need to make decisions, not just those who can write code or manage databases. We want you to focus on the strategy while the AI handles the heavy lifting of the analysis.<\/p>\n<p>Hope you get a chance to throw some data at it and see it in action!<\/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\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Thank you! We always believe in user\/AI collaboration, meaning at first AI maps\/assumes out as much as possible and user can give feedback\/corrections. So user doesn’t need to know every detail of the schema. <\/p>\n<p>But when there’s a problem like “is 0 meaning allowed or 1 means allowed?”, it would be best user knows since it’s pretty impossible for anyone to guess \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 tool looks incredibly intuitive. I’m curious, what specific industries or use cases have you found BayesLab performs best in so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thea5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thea5<\/a> Thanks for the kind words, Thea! We’ve seen <strong>Bayeslab<\/strong> perform exceptionally well across a variety of sectors because its core strength lies in translating raw data into strategic logic.<\/p>\n<p>While it\u2019s a versatile <strong>Deep Analysis Agent<\/strong>, here are a few areas where it currently shines:<\/p>\n<ul>\n<li>\n<p><strong>Marketing & Growth:<\/strong> Analyzing campaign performance and customer churn datasets to generate <strong>boardroom-ready reports<\/strong> for stakeholders.<\/p>\n<\/li>\n<li>\n<p><strong>E-commerce & Retail:<\/strong> Identifying sales trends and inventory optimization opportunities without needing a dedicated data team.<\/p>\n<\/li>\n<li>\n<p><strong>SaaS & Product Management:<\/strong> Mapping out user behavior patterns and feature adoption metrics from raw CSV or database exports.<\/p>\n<\/li>\n<li>\n<p><strong>Financial Planning:<\/strong> Transforming messy spreadsheets into polished, professional summaries for internal reviews.<\/p>\n<\/li>\n<\/ul>\n<p>Ultimately, we built it for anyone who has the data and the questions but doesn’t want to be limited by technical complexity. We’d love to hear which industry you’re in\u2014we’re always looking to refine our roadmap based on new use cases!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! \ud83c\udf89 BayesLab looks like a powerful way to turn messy data into clear, actionable insights with minimal friction \u2014 excited to see how teams use it to level up their analytics workflows on autopilot.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you for the support! We are excited to see teams use our <strong>Deep Analysis Agent<\/strong> to automate their workflows and move from raw data to boardroom-ready insights on autopilot. It is great to have you with us on this journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! How do you ensure data accuracy and no hallucination? Is there any source data requirements?<\/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\/@mike_wycislik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_wycislik<\/a> Thanks for the great questions! Accuracy and trust are the cornerstones of <strong>Bayeslab<\/strong>.<\/p>\n<p>To ensure reliability and eliminate hallucinations, we use a <strong>‘Logic-Data Separation’ architecture<\/strong>. Instead of the AI simply ‘guessing’ an answer in a chat, our <strong>Deep Analysis Agent<\/strong> writes and executes actual code within a <strong>secure, isolated sandbox<\/strong> to process your data. This means every chart and conclusion is grounded in verifiable code execution, making the final reports <strong>traceable and reproducible<\/strong>.<\/p>\n<p>Regarding data requirements:<\/p>\n<ul>\n<li>\n<p><strong>Current Support<\/strong>: You can upload raw <strong>CSV and Excel<\/strong> files directly, or connect to <strong>MySQL<\/strong> databases.<\/p>\n<\/li>\n<li>\n<p><strong>Roadmap<\/strong>: We are actively expanding our connectors to include enterprise data warehouses like <strong>PostgreSQL, BigQuery, and Snowflake<\/strong>, as well as real-time tools like <strong>Google Sheets<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<p>We’d love for you to try it out with some of your own data and see the results for yourself!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This software is especially useful when time is tight. Upload data, get insights, and move straight to action.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Exactly, we plan to further speed up the process without compromising quality. Stay tuned.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is excellent at turning complex datasets into a coherent story that non-technical stakeholders can follow.<\/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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> Thank you for trying out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of AI analyst helping you with all kinds of data tasks is pretty promising. There’re fragmented analysis platforms and happy to see Bayes Lab comes with an all-in-one platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> Indeed there’re so many ways to do analysis. I used many, from Excel to ChatGPT to Cursor. <\/p>\n<p>Glad to see many fellow startups sharing the same goal of simplifying any\/all parts of data analysis and make it democratized. Let’s run ~<\/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\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> Thanks for the support! <\/p>\n<p>That\u2019s exactly why we built <strong>Bayeslab<\/strong> as an all-in-one platform. Our goal is to bridge the gap between raw data and boardroom-ready reports in one seamless flow, making deep analysis accessible to everyone.<\/p>\n<p>Glad to have you with us on this journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Prompt Enhancer is brilliant. It rephrases sloppy questions into precise analytical instructions. Saved me from making dumb mistakes.<br \/>The automated slide exports are surprisingly professional. No fiddling, no formatting headaches.<br \/>I like that it automatically points out anomalies and outliers without me having to ask.<\/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\/@lei_bao2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lei_bao2<\/a> Glad to know! We do spent quite some time to make sure formatting is aligned. The result need to be automatically checked and checked again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lei_bao2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lei_bao2<\/a> That\u2019s exactly why we built it! I\u2019m thrilled the <strong>Prompt Enhancer<\/strong> and <strong>Anomaly Detection<\/strong> are saving you time and catching those hidden details automatically.<\/p>\n<p>We believe professional reporting shouldn’t require manual ‘fiddling,’ so I’m glad the <strong>slide exports<\/strong> are hitting the mark for you.<\/p>\n<p>Thanks for the support\u2014can\u2019t wait to see the insights you uncover next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I used this platform as a first pass before deeper analysis, and it saved me hours.<\/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\/@sarahjiang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarahjiang<\/a> Love it! <\/p>\n<p>You can try to ask it to go deeper like why\/what if\/predictions. Let us know how you view the output quality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! I checked out the use cases and the reports look surprisingly polished.<\/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\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thanks so much! We\u2019ve put a lot of focus into ensuring that our <strong>Deep Analysis Agent<\/strong> delivers ‘boardroom-ready’ reports that aren’t just accurate, but also professionally polished and ready for decision-makers.<\/p>\n<p>We believe that the presentation of data should match the depth of the analysis. Since we\u2019re currently in our <strong>Early Bird<\/strong> phase, we’d love to hear your feedback on any specific report styles or use cases you\u2019d like to see us refine further as we build out the roadmap.<\/p>\n<p>Hope you enjoy exploring the product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels less like a dashboard and more like an autonomous analyst. I uploaded data and it immediately surfaced patterns I didn\u2019t think to ask for.<\/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\/@hello_leo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hello_leo<\/a> Great to hear~ For business users it’s quite hard to think thoroughly as analysts. AI can help a long way here.<\/p>\n<p>Just FYI, we also can pin chart to multiple dashboard if you want to\ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The ‘waiting for someone else to run the numbers’ struggle is so real. I love that you\u2019re treating the whole pipeline as a first-class artifact rather than just a chat interface. Can\u2019t wait to throw some raw CSVs at this and see what it cooks up<\/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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks so much! You hit the nail on the head\u2014we built <strong>Bayeslab<\/strong> specifically to end that ‘waiting game’ and empower decision-makers to move at the speed of thought.<\/p>\n<p>We strongly believe that for AI to be a true partner, the analysis must be a verifiable and traceable artifact, not just a black-box chat response. That\u2019s why our <strong>Deep Analysis Agent<\/strong> focuses on creating transparent, boardroom-ready reports where you can audit the logic behind every insight.<\/p>\n<p>We can\u2019t wait to hear what you think once you throw those CSVs at it! Our <strong>Early Bird<\/strong> tier is currently live, so it’s the perfect time to explore the full power of the engine.<\/p>\n<p>Let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The charts and explanations feel aligned \u2014 visuals actually support the narrative instead of distracting from it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@panwangqun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@panwangqun<\/a> Thank you so much! \ud83c\udfaf <\/p>\n<p>We believe data <strong>storytelling<\/strong> shouldn’t be fragmented \u2014 the visuals, code, and narrative should flow together naturally. Keeping only required information in context is most critical.<\/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\/@panwangqun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@panwangqun<\/a> Thank you! That alignment is exactly what we aimed for with our <strong>Deep Analysis Agent<\/strong>.<\/p>\n<p>We believe that data visualization should be more than just ‘pretty’\u2014it needs to be meaningful. By ensuring that every chart is generated through autonomous code execution, we make sure the visuals are grounded in reality and directly support the strategic narrative.<\/p>\n<p>Our goal is to deliver <strong>boardroom-ready reports<\/strong> where the data and the story work together to drive decisions, not just show numbers.<\/p>\n<p>Glad to hear it’s resonating with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The analysis-first approach feels like the real differentiator here, especially compared to Gamma-style tools.<br \/>What was the biggest trust hurdle for early users: messy uploads, data cleaning accuracy, or trusting the generated insights?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jatin_jangid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jatin_jangid<\/a> I found it to be finding the best “my prompt”. Each case, we have hidden assumptions about background and hidden expectations of output. Be able to externalize those hidden things actually gives a long way for getting good\/trustable results by “your standard”. <\/p>\n<p>Although the agent is designed\/tweaked a lot to try guess out those hidden things, it’s always best to put some context\/standard explicitly. <\/p>\n<p>That being said, start with just “analyze this” and see what it gives out. Feel it, then iterate\ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a mobile app developer, how can I get the most out of you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tahatkn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahatkn<\/a> I confess using AI to give me ideas here, but with human brain review\/approve\/edits<\/p>\n<p><strong>User Retention Analysis:<\/strong> Upload your daily active user data\/events \u2192 Ask “Why did retention drop after version 2.3?” \u2192 identifies which user segments were affected and correlates it with specific features or crashes<br \/><strong>Funnel Drop-off Investigation:<\/strong> Import your conversion funnel data\/user properties \u2192 Get insights like “80% of users drop at payment screen on Android 12”<\/p>\n<p><strong>API Performance Tracking:<\/strong> Upload API response time csv \u2192 flags “API latency spiked 3x for users in APAC region after 3 AM”<br \/><strong>A\/B Test Evaluation:<\/strong> Drop in your experiment CSV with conversion rates \u2192 Ask “Is variant B significantly better?” \u2192 Get statistical significance, confidence intervals, and sample size recommendations<\/p>\n<p>One more, with user behavior\/properties: “which group of user is more willing to pay”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! How does the agent expose the logic or confidence level behind its conclusions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes, every code logic for computing\/charting is exposed. The confidence level is not exposed right now since if it’s lower than specific threshold we actually ask the agent to re-evaluate\/change a way automatically. We might revisit this again when a specific domain’s execution reach certain volume , so that a more nuanced confidence level can be trusted by user. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X2TR4LSMBXWNTD\" class=\"app-title\">BetterBugs MCP<\/a><\/p>\n<div class=\"one-liner\">Full bug context across all your tools for better debugging<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">252<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BetterBugs MCP \u662f\u4e00\u6b3e\u901a\u8fc7MCP\u670d\u52a1\u5668\u4e3aAI\u7f16\u7a0b\u52a9\u624b\uff08\u5982Cursor\u3001Claude\uff09\u63d0\u4f9b\u5b8c\u6574Bug\u4e0a\u4e0b\u6587\uff08\u5305\u62ec\u4f1a\u8bdd\u56de\u653e\u3001\u65e5\u5fd7\u3001\u7f51\u7edc\u8f68\u8ff9\uff09\u7684\u5de5\u5177\uff0c\u5728\u5f00\u53d1\u8c03\u8bd5\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86AI\u56e0\u7f3a\u4e4f\u5e94\u7528\u5b9e\u65f6\u72b6\u6001\u4fe1\u606f\u800c\u8c03\u8bd5\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2aaa04d2-baee-4121-b4d6-168257b6e380.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=SP4lqNSpL8U\"><source src=\"https:\/\/www.youtube.com\/watch?v=SP4lqNSpL8U\" 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\/c9781a84-d87a-41a6-bdb9-108f14b3dba8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e27a4d1d-df6a-4076-a0a6-da1199c15123.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c17192ef-84bd-4901-a07b-ee56ebf699e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bd0fb8e-f2c1-4648-b7d1-90ceaf340e3a.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u56de\u653e<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Bug\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3AI\u8c03\u8bd5\u201c\u4fe1\u606f\u76f2\u533a\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3aMCP\u96c6\u6210\u662f\u7f3a\u5931\u7684\u4e00\u73af\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u5728\uff1a\u4e0eSentry\u7b49\u5de5\u5177\u7684\u5b9a\u4f4d\u5dee\u5f02\u3001\u652f\u6301\u7684\u5e73\u53f0\u8303\u56f4\uff08\u76ee\u524d\u4e3b\u8981Web\uff09\u3001\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u4e0a\u4e0b\u6587\u4fe1\u606f\u53ef\u64cd\u4f5c\u800c\u4e0d\u81f3\u4e8e\u8fc7\u8f7d\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 BetterBugs MCP \u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u70ed\u6f6e\u4e2d\u7684\u4e00\u4e2a\u9690\u6027\u6096\u8bba\uff1a\u6211\u4eec\u8d4b\u4e88\u4e86AI\u751f\u6210\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u5374\u8ba9\u5176\u6234\u7740\u9563\u94d0\u8df3\u821e\u2014\u2014\u5728\u6700\u91cd\u8981\u7684\u8c03\u8bd5\u73af\u8282\uff0c\u5b83\u56e0\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7684\u73b0\u573a\u4fe1\u606f\u800c\u8fd1\u4e4e\u201c\u76f2\u4eba\u201d\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3aAI\u7684\u201c\u611f\u5b98\u5ef6\u4f38\u201d\uff0c\u901a\u8fc7MCP\u534f\u8bae\u6807\u51c6\u5316\u5730\u8f93\u9001\u7528\u6237\u884c\u4e3a\u3001\u65e5\u5fd7\u3001\u7f51\u7edc\u72b6\u6001\u7b49\u9ad8\u4fdd\u771f\u4e0a\u4e0b\u6587\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u53c8\u4e00\u4e2aBug\u8bb0\u5f55\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u201cAI\u6f5c\u529b\u201d\u4e0e\u201c\u5f00\u53d1\u73b0\u5b9e\u201d\u7684\u7ba1\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u4e3e\u9887\u5177\u6218\u7565\u773c\u5149\u3002\u5b83\u907f\u5f00\u4e86\u4e0eSentry\u7b49\u5728\u9519\u8bef\u76d1\u63a7\u5c42\u9762\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u5361\u4f4d\u201c\u540e\u8b66\u62a5\u201d\u73af\u8282\uff0c\u7784\u51c6\u7684\u662f\u66f4\u8017\u65f6\u7684\u6839\u56e0\u5206\u6790\u4e0e\u590d\u73b0\u6d41\u7a0b\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\uff1a\u9996\u5148\uff0c\u201c\u5b8c\u6574\u4e0a\u4e0b\u6587\u201d\u4e0e\u201c\u4fe1\u606f\u8fc7\u8f7d\u201d\u4ec5\u4e00\u7ebf\u4e4b\u9694\uff0c\u5982\u4f55\u7ed3\u6784\u5316\u3001\u6458\u8981\u5316\u6d77\u91cf\u6570\u636e\uff0c\u8ba9AI\u80fd\u7cbe\u51c6\u805a\u7126\u800c\u975e\u9677\u5165\u566a\u97f3\uff0c\u662f\u6280\u672f\u6210\u8d25\u7684\u5173\u952e\u3002\u5176\u6b21\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e3b\u6d41AI\u5f00\u53d1\u5de5\u5177\uff08\u5982Cursor\uff09\u7684\u751f\u6001\u91c7\u7eb3\u5ea6\uff0c\u4f5c\u4e3a\u7ba1\u9053\u578b\u4ea7\u54c1\uff0c\u6613\u53d7\u4e0a\u4e0b\u6e38\u751f\u6001\u53d8\u5316\u5236\u7ea6\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201cAI\u81ea\u4fee\u590d\u201d\u8bbe\u60f3\u867d\u8bf1\u4eba\uff0c\u4f46\u66b4\u9732\u51fa\u73b0\u5b9e\u9e3f\u6c9f\uff1a\u5728\u8d4b\u4e88AI\u5199\u6743\u9650\u4e4b\u524d\uff0c\u5982\u4f55\u5efa\u7acb\u53ef\u9760\u7684\u8d23\u4efb\u8fb9\u754c\u4e0e\u9a8c\u8bc1\u673a\u5236\uff1f\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u4fe1\u4efb\u4e0e\u5de5\u4f5c\u6d41\u7a0b\u7684\u9769\u547d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cBetterBugs MCP \u662f\u4e00\u6b21\u5bf9AI\u539f\u751f\u5de5\u4f5c\u6d41\u7684\u6df1\u523b\u6d1e\u5bdf\u4e0e\u5927\u80c6\u57fa\u5efa\u3002\u5b83\u80fd\u5426\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5fc5\u5907\u7ba1\u9053\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u4fe1\u606f\u63d0\u70bc\u7684\u667a\u80fd\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u5feb\u901f\u6f14\u8fdb\u7684AI\u5f00\u53d1\u751f\u6001\u4e2d\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\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\">BetterBugs MCP<\/span>\n <\/div>\n<div class=\"comment-content\">AI can write code brilliantly but debugs blindly. It can’t see your app, logs, or what users did, so you waste time explaining. BetterBugs MCP gives AI complete context to fix the bugs instantly.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey friends!<br \/>\nI am Nishil, founder of BetterBugs. <\/p>\n<p>When I first built it, my goal was simple: capture everything engineers need to debug bugs without endless back-and-forth. <\/p>\n<p>But as AI developer tools started becoming part of everyday workflows, I noticed a bigger problem: AI tools are smart, but they\u2019re blind. They only see what you paste into them, not how your app actually behaves.<\/p>\n<p>So we built an MCP server on top of BetterBugs. It exposes full bug context directly to AI developer tools, so they can analyze real user behavior, understand failures, and even suggest fixes, without copy-pasting anything.<\/p>\n<p>What we’re launching today:<br \/>\n\u2705 Native MCP server integration<br \/>\n\u2705 Works with @Cursor, @Claude, @VS Code, @Windsurf<br \/>\n\u2705 Auto-captures: session replay, console logs, network traces, user actions<br \/>\n\u2705 AI gets complete structured context instantly<br \/>\n\u2705 Zero manual copy\/paste<\/p>\n<p>Find a bug \u2192 Capture complete context \u2192 Connect the AI devtool with MCP \u2192 Resolve bug instantly<\/p>\n<p>We\u2019ll be here all day – excited to learn from you \ud83d\ude4c<br \/>\nVisit us at betterbugs.io<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nishilp81\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishilp81<\/a>I’ve been an early supporter of BetterBugs since its first launch… super excited for the MCP rollout! It’s been long overdue. The launch assets look sharp, happy to see some of my feedback implemented. <\/p>\n<\/p>\n<p>Huge congrats on the launch! I hope more Product Hunt community members discover the value here. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@nishilp81\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishilp81<\/a>  Congrats Nishil! How do you ensure the context presented is actionable and doesn\u2019t overwhelm developers with information?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super good value and better bugs is certainly producing better bug reporting value. I wish thousands of people adopt this. <\/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>Thanks buddy! <a href=\"https:\/\/www.producthunt.com\/@pradeepsoundararajan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pradeepsoundararajan<\/a> <\/p>\n<p>Looking forward to thousands of people trying it out \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Nishil and Team on the launch. All the very best. This looks great!<\/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>Thanks for your support<a href=\"https:\/\/www.producthunt.com\/@rapti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rapti<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80 BetterBugs looks like a powerful, AI-first way to make QA\u2013dev collaboration and debugging dramatically faster.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks Zeiki, hope you like our product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Native MCP is exactly what we need to stop treating AI agents like interns who lost their glasses. \ud83e\udd13<\/p>\n<p>I spent my 4-hour train ride ‘vibe coding’ <strong> FeatMap.app<\/strong> with Cursor, and half my time was just copy-pasting terminal errors to get the context right. While you\u2019re giving AI the technical logs to <strong>fix<\/strong> bugs, I\u2019m building FeatMap to give founders the user context on what to <strong>build<\/strong> next. Since AI is now seeing our logs, has anyone on your team tried letting the agent ‘self-heal’ by giving it write-access to the repo yet, or are we all still too scared of an AI-induced infinite loop? \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_dors_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_dors_dev<\/a> That exact copy-paste loop you described is what pushed us to build this. We kept realizing that the AI was not wrong, it was just never seeing reality. We were spending more time narrating bugs than fixing them.<\/p>\n<\/p>\n<p>Also love the FeatMap angle. It feels like the other side of the same problem. That overlap is exciting \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the \u2018AI is blind without context\u2019 angle \u2013 MCP on top of replay\/logging feels like the missing piece for serious AI dev workflows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good Luck with your Launch <a href=\"https:\/\/www.producthunt.com\/@nishilp81\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nishilp81\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishilp81<\/a> I’ve also built something for QA although focussed on Frontend Design & simpler websites. <\/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\/@bykreth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bykreth<\/a> lovely! Could you please share your product link here? Would love to explore \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using this product since it’s early stage, I am really happy to see the progress it’s made so far. Congratulations team BetterBug.<\/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\/@nishchit14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishchit14<\/a> Thanks so very much for being an early supporter \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Nishil and BetterBugs team. This could be game changer if we can use MCP to connect preferred LLM provider and solve issues instantly. Good luck. <\/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\/@sawarams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sawarams<\/a> Thanks Sawaram, that’s exactly why we built our product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@nishilp81\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nishilp81\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishilp81<\/a> and Team on the launch. All the very best. This looks a great addition.<\/p>\n<\/p>\n<p>Look forward to the demo next week \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@utsavpm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@utsavpm<\/a> Thanks Utsav! Haha sure, let’s connect next week, hope you’ll like BetterBugs \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Explaining what went wrong is easy. Explaining what <em>should have happened<\/em> is hard. This helps bridge that gap. Great concept!<\/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\/@rajvi_oza\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajvi_oza<\/a> Thanks! Hope you like our product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>We\u2019re launching BetterBugs MCP today.<\/p>\n<p>The idea is simple: give AI real user bugs and context, so issues get fixed faster, what we call vibe debugging.<\/p>\n<p>Would love your feedback, questions, and support.<\/p>\n<p>Happy to answer anything here \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this an alternative to the Sentry app? As a Sentry user, why should I switch to you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tahatkn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahatkn<\/a> Great question. We do not see BetterBugs as a direct replacement for Sentry. Sentry is good at monitoring & alerting when errors happen in production. BetterBugs focuses on what usually comes next. <\/p>\n<p>Capturing the exact user actions, UI state, network calls, and context so bugs are easy to reproduce and fix. Teams often use BetterBugs alongside Sentry to reduce guesswork and speed up debugging, especially for workflow issues!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great video and looks cool! Is it for web apps or mobile or is it agnostic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks Daniele. It is platform agnostic in approach but today it works best for web apps and browser based products. Anything running in the browser is supported. Native mobile SDKs are not available yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thanks a ton, hope you like our product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations for the launch, <a href=\"https:\/\/www.producthunt.com\/@nishilp81\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nishilp81\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishilp81<\/a> \ud83c\udf89<\/p>\n<p>Love the \u201cAI is blind without context\u201d angle.<br \/>In real-world debugging, what was the biggest improvement you saw once MCP was used? Faster root cause? Fewer hallucinated fixes?<\/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>Haha<a href=\"https:\/\/www.producthunt.com\/@richa_chordia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richa_chordia<\/a>, true that! AI is blind without context and that’s what we are solving \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks a lot, hope you like our product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BGRBF5B5DXRHJE\" class=\"app-title\">TabAI<\/a><\/p>\n<div class=\"one-liner\">\u0421ollects your tasks from everywhere and keeps you focused<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">237<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TabAI\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4e13\u6ce8\u529b\u64cd\u4f5c\u7cfb\u7edf\uff0c\u80fd\u81ea\u52a8\u4ece\u6d4f\u89c8\u5668\u6807\u7b7e\u3001\u6587\u672c\u548c\u5de5\u5177\u4e2d\u6355\u83b7\u4efb\u52a1\u5e76\u7edf\u4e00\u7ba1\u7406\uff0c\u901a\u8fc7\u60c5\u5883\u611f\u77e5\u5c4f\u853d\u5e72\u6270\uff0c\u89e3\u51b3\u77e5\u8bc6\u5de5\u4f5c\u8005\u5728\u591a\u4efb\u52a1\u548c\u4fe1\u606f\u8fc7\u8f7d\u73af\u5883\u4e2d\u6ce8\u610f\u529b\u5206\u6563\u3001\u8ba4\u77e5\u8d1f\u8377\u8fc7\u91cd\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32ca4be2-f206-4330-8629-030c3178dfa6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf0d954d-6f01-4dd0-b25e-d1dfe9e93c35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed23c366-7708-4a5d-9304-22e72b7007be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a31d6cd-c1aa-446b-ae94-925a680f803e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/425ce9a6-f575-4de7-a516-608d5fa744dc.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\/c9238d96-4577-4c24-a34d-ec05d97e0225.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ltfS2PzfSTc\"><source src=\"https:\/\/www.youtube.com\/watch?v=ltfS2PzfSTc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">User Experience<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4efb\u52a1\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u51cf\u8d1f<\/span><br \/>\n <span class=\"tag\">\u60c5\u5883\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u8005<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6392\u6bd2<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u81ea\u52a8\u6536\u96c6\u4efb\u52a1\u3001\u7b80\u5316\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u957f\u671f\u7528\u6237\u8bc1\u5b9e\u4e86\u5176\u6301\u7eed\u8fdb\u6b65\u3002\u5177\u4f53\u95ee\u9898\u6d89\u53ca\u4e0eJira\/Trello\u7684\u96c6\u6210\uff08\u5df2\u89c4\u5212\uff09\u3001\u4ed8\u8d39\u540e\u767b\u5f55\u6545\u969c\uff08\u5df2\u4fee\u590d\uff09\uff0c\u4ee5\u53ca\u60c5\u5883\u611f\u77e5\u5c4f\u853d\u7684\u667a\u80fd\u7a0b\u5ea6\uff08AI\u901a\u8fc7\u57df\u540d\u548cSEO\u4fe1\u53f7\u5224\u65ad\u76f8\u5173\u6027\uff0c\u5141\u8bb8\u624b\u52a8\u8986\u76d6\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 TabAI\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e00\u4e2a\u667a\u80fd\u5f85\u529e\u6e05\u5355\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u4e0e\u6570\u5b57\u6df7\u6c8c\u4e16\u754c\u4e4b\u95f4\u7684\u201c\u8ba4\u77e5\u4e2d\u4ecb\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6536\u96c6\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7406\u89e3\u201d\u4e0e\u201c\u5c4f\u853d\u201d\uff1a\u901a\u8fc7AI\u5bf9\u4efb\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\uff0c\u5b9e\u73b0\u52a8\u6001\u7684\u5e72\u6270\u8fc7\u6ee4\uff0c\u8fd9\u76f4\u51fb\u4e86\u73b0\u4ee3\u5de5\u4f5c\u6548\u7387\u7684\u6df1\u5c42\u77db\u76fe\u2014\u2014\u5de5\u5177\u5728\u8d4b\u80fd\u7684\u540c\u65f6\u4e5f\u5728\u6301\u7eed\u5236\u9020\u6ce8\u610f\u529b\u788e\u7247\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u8ba9\u524d\u989d\u53f6\u76ae\u5c42\u8d44\u6e90\u5f97\u5230\u91ca\u653e\u201d\u7684\u8868\u8ff0\uff0c\u7cbe\u51c6\u5207\u4e2d\u4e86\u9ad8\u7aef\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u7126\u8651\uff1a\u6709\u9650\u7684\u8ba4\u77e5\u5e26\u5bbd\u88ab\u7528\u4e8e\u8bb0\u5fc6\u4e0e\u8c03\u5ea6\uff0c\u800c\u975e\u6df1\u5ea6\u601d\u8003\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\uff08\u5c24\u5176\u662f\u591a\u6807\u7b7e\u3001\u591a\u804a\u5929\u7a97\u53e3\u7684\u91cd\u5ea6\u7528\u6237\uff09\u7684\u79ef\u6781\u53cd\u9988\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u75db\u70b9\u3002\u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u60c5\u5883\u5224\u65ad\u7684\u51c6\u786e\u6027\u662f\u751f\u547d\u7ebf\u3002\u7528\u6237\u5bf9\u201c\u76f8\u5173\u7814\u7a76\u6807\u7b7e\u201d\u88ab\u8bef\u5224\u4e3a\u5e72\u6270\u7684\u62c5\u5fe7\u975e\u5e38\u73b0\u5b9e\uff0c\u8fc7\u5ea6\u4e25\u683c\u7684\u5c4f\u853d\u4f1a\u635f\u5bb3\u5de5\u4f5c\u6d41\uff0c\u8fc7\u4e8e\u5bbd\u677e\u5219\u5f62\u540c\u865a\u8bbe\u3002\u8fd9\u8981\u6c42\u5176AI\u6a21\u578b\u5fc5\u987b\u5177\u5907\u7ec6\u817b\u7684\u8bed\u5883\u7406\u89e3\u80fd\u529b\uff0c\u800c\u975e\u7b80\u5355\u7684\u5173\u952e\u8bcd\u5339\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u4ece\u6d4f\u89c8\u5668\u6269\u5c55\u5411\u201c\u5b8c\u6574OS\u201d\u7684\u6f14\u8fdb\u8def\u5f84\u503c\u5f97\u73a9\u5473\u3002\u8fd9\u6697\u793a\u5176\u65e8\u5728\u6210\u4e3a\u8de8\u5de5\u5177\u7684\u5de5\u4f5c\u6307\u6325\u5c42\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u88ab\u96c6\u6210\u7684\u9644\u5c5e\u529f\u80fd\u3002\u8fd9\u79cd\u5b9a\u4f4d\u4f7f\u5176\u4e0eTodoist\u3001Notion\u7b49\u5f62\u6210\u4e86\u201c\u534f\u540c\u6267\u884c\u5c42\u201d\u4e0e\u201c\u6570\u636e\u5b58\u50a8\u5c42\u201d\u7684\u6f5c\u5728\u5206\u5de5\uff0c\u800c\u975e\u76f4\u63a5\u7ade\u4e89\u3002\u4f46\u8fd9\u6761\u8def\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u751f\u6001\u6784\u5efa\u80fd\u529b\uff0c\u96c6\u6210\u901f\u5ea6\u4e0e\u6df1\u5ea6\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba16\u5c81\u7684\u80cc\u666f\u662f\u7edd\u4f73\u7684\u53d9\u4e8b\uff0c\u4f46\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u6700\u7ec8\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u667a\u80fd\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u611f\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u771f\u6b63\u5c06\u7528\u6237\u4ece\u201c\u7ba1\u7406\u5de5\u5177\u7684\u8d1f\u62c5\u201d\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u800c\u975e\u589e\u52a0\u4e00\u4e2a\u65b0\u7684\u3001\u9700\u8981\u88ab\u7ba1\u7406\u7684\u5de5\u5177\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\">TabAI<\/span>\n <\/div>\n<div class=\"comment-content\">TabAI collects your tasks from everywhere, keeps them structured in one place, and helps you stay focused. It automatically captures tasks from tabs, text, and tools so nothing needs manual input. AI organizes tasks and context so your brain stays clear. Personal analytics show where your attention goes and help build self-awareness. Focus mode blocks distractions only when they break your current goal. You execute. TabAI remembers, organizes, and protects your focus.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello fellow makers! \ud83d\udc4b<\/p>\n<p>I\u2019m Igor, 16 y.o founder from Kazakhstan and builder of TabAI, turning attention chaos into a controllable system.<\/p>\n<p>Meet TabAI<\/p>\n<p>Why?<br \/>\nI was juggling multiple startups, tools, chats, and tabs at once. Even during focus, part of my brain was busy remembering what not to forget. That background mental load killed deep work and pushed me close to burnout. I didn\u2019t need another to do list. I needed my context handled for me.<\/p>\n<p>How?<br \/>\nTabAI takes care of remembering for you. It collects tasks from everywhere you work and puts them into one structured, organized list. Nothing stays in your head. You open TabAI, see everything in one place, pick a task, choose a focus mode, and just work, freeing the resources of your prefrontal cortex and letting you perform at your peak.<\/p>\n<p>What?<br \/>\nTabAI is a context-aware focus OS for builders and knowledge workers. It started as a Chrome extension and is evolving into a full OS that collects tasks from across your tools, keeps them organized in one place, manages tabs, and blocks distractions based on what you\u2019re working on right now, so focusing feels effortless.<\/p>\n<p>\ud83e\udde0 Cognitive offload – all tasks, deadlines, reminders from everywhere are automatically collected and structured in one place, so your brain stops carrying background memory load.<br \/>\n\ud83d\udd2e Context awareness – TabAI understands what you\u2019re working on right now and automatically disables distractions.<br \/>\n\ud83d\udcca Deep analytics – develop self-awareness by seeing how you actually work: where focus drops, what pulls attention away, and how your patterns evolve over time.<\/p>\n<p>Thanks to the Product Hunt community for the constant inspiration. We\u2019re actively iterating, expanding beyond the browser, and building toward. Feedback, thoughts, and real world use cases are highly appreciated.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>nice project, i’ve been using it since November and really see the progress. love it, good luck\ud83d\udd25\ud83d\udd25<a href=\"https:\/\/www.producthunt.com\/@igor_martinyuk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> Hey Igor. Congrats on your launch! Super amped! What was the core insight or personal experience that sparked the idea for TabAI\u2019s focus\u2011first approach to productivity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> Looks awesome! Been following your journey, and upvoted!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using it since October! Really love it, all the best <a href=\"https:\/\/www.producthunt.com\/@igor_martinyuk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a>\ud83d\udd25\ud83d\udd25\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arsenfounder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arsenfounder<\/a> Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the simplicity of the tool and attractive pricing. Will try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thanks! Trying to focus on giving MAX benefits for the lowest price, feel free to use promo-code available on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80 TabAI nails the \u201ctasks everywhere\u201d problem with a clean, focused workflow that feels built for how real knowledge workers actually browse.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Appreciate it!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I can finally stop interrupting from my workflow (for all these TG dialogues, etc, you know). Big quality-of-life improvement through automatization of routine (e.g. tasks scheduling) and no manual overhead at all. Congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@je_suis_yaroslav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@je_suis_yaroslav<\/a> Appreciate it! Using TabAI that way myself, scrapping all tasks from everywhere for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great project, been using for 6 months now. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dulatulyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dulatulyn<\/a> glad to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the founder is 16yr old no less! super impressed by this and you’re going far<\/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\/@harrison_telyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harrison_telyan<\/a> Thank you!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>sounds interesting! For what specific use cases is TabAI? Does it work well with such apps as Jira\/Trello? <\/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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> TabAI is best built for situations where your digital environment is pure chaos: docs, chats, and random pages. It automatically scrapes action items and tasks from that mess and turns them into something structured you can actually work with.<\/p>\n<\/p>\n<p>Jira integration is already in review on their side and should be live in ~2 days. Trello integration is planned for the end of February.<\/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>Cool idea! Do you then use the app to work through the curated to do list? Or something else becomes your to do list?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! TabAI becomes the all-in-one task layer. It also syncs bidirectionally with Notion, Todoist, and similar tools. You can keep an existing system as the source of truth; TabAI operates as an execution and coordination layer on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i think this product is meant for me. i always have toooo many tabs open <cry><\/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\/@kritikasinghania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritikasinghania<\/a> Worth trying! waiting for your feedback then \ud83d\ude00<\/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>Hi there,<\/p>\n<p>I just purchased a full version but I’m unable to register using my Google account. Is there any maintenance going on at the moment?<\/p>\n<p>Best regards, Deniz<\/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\/@deniz_t1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deniz_t1<\/a> Sorry, just saw your comment. It was just an issue because of the big amount of traffic, fixed it ~3 hrs ago, should work perfectly now!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Cool idea, keep going! \ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<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\">@imranli appreciate it!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>16 yo and Product Hunt. I spotted ambitions \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thanks \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats!<\/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\/@arlanrakh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arlanrakh<\/a> Thanks Arlan!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI differentiate between a distraction and a relevant research tab when I am in focus mode? I often need to browse to work, so I am curious how strict the blocking logic is.<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a>AI understands the context of what you\u2019re working on and checks the tab\u2019s domain, description, and SEO signals without touching the page content. Based on that, it decides whether the page is relevant or not. You can still open the page anytime if you actually need it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a user of tabai, I really recommend this extension to you all\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nurmek glad to hear it! Thanks!!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/F6UOREUQLKMMGS\" class=\"app-title\">Y Bombinator<\/a><\/p>\n<div class=\"one-liner\">We Bombed 7 times, you shouldn’t<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">219<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Y Bombinator\u662f\u4e00\u6b3e\u57fa\u4e8eAI\u7684YC\u7533\u8bf7\u5206\u6790\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u52a8\u722c\u53d6\u7533\u8bf7\u8005\u7684GitHub\u3001LinkedIn\u7b49\u4fe1\u606f\uff0c\u5728YC\u7533\u8bf7\u63d0\u4ea4\u524d\uff0c\u4e3a\u521d\u521b\u521b\u59cb\u4eba\u63d0\u4f9b\u4e00\u4efd\u5173\u4e8e\u81ea\u8eab\u4f18\u52bf\u4e0e\u77ed\u677f\u7684\u5185\u90e8\u8bc4\u4f30\u62a5\u544a\uff0c\u4ee5\u63d0\u5347\u7533\u8bf7\u4fe1\u5fc3\u4e0e\u6210\u529f\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\/a87df576-302d-4691-b2ab-8eb32c8870a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baf168a7-690c-4d2a-9c5d-9dd95f0b9fd6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8bdf375-0124-439f-90fd-a0477d37ae64.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f867fcf7-0022-4f86-a0cd-af98df326b46.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\/cf86920c-49ab-4f9c-99d0-868a42419427.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tEMp9alX0K4\"><source src=\"https:\/\/youtu.be\/tEMp9alX0K4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Startup Lessons<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Y Combinator\u7533\u8bf7\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">AI\u521b\u4e1a\u5bfc\u5e08<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u80fd\u529b\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u7533\u8bf7\u6750\u6599\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u8d4b\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u521b\u610f\u4e0e\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u80fd\u8282\u7701\u65f6\u95f4\u5e76\u63d0\u4f9b\u5b9d\u8d35\u6d1e\u5bdf\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u5fc5\u987b\u5b89\u88c5\u6d4f\u89c8\u5668\u6269\u5c55\u7684\u5fc5\u8981\u6027\u63d0\u51fa\u8d28\u7591\uff0c\u8ba4\u4e3a\u4f53\u9a8c\u4e0d\u4f73\uff1b2. \u8be2\u95ee\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49\u5ba1\u6838\u6d41\u7a0b\uff1b3. \u6307\u51fa\u754c\u9762\u5b58\u5728\u62fc\u5199\u9519\u8bef\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u89e3\u91ca\u4e86\u6269\u5c55\u7528\u4e8e\u722c\u53d6\u6570\u636e\u7684\u6838\u5fc3\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Y Bombinator\u7684\u672c\u8d28\uff0c\u662f\u5c06\u4e00\u79cd\u7a00\u7f3a\u7684\u3001\u9ad8\u4ef7\u503c\u7684\u201c\u8fc7\u6765\u4eba\u7ecf\u9a8c\u201d\u8fdb\u884c\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6e90\u4e8e\u590d\u6742\u7684AI\u6280\u672f\uff0c\u800c\u5728\u4e8e\u5c06\u201c7\u6b21\u88ab\u62d2\u201d\u7684\u521b\u4f24\u6027\u7ecf\u9a8c\uff0c\u8f6c\u5316\u4e3a\u4e00\u5957\u53ef\u89c4\u6a21\u5316\u7684\u3001\u7ed3\u6784\u5316\u7684\u8bc4\u4f30\u6846\u67b6\u3002\u5b83\u8bd5\u56fe\u7834\u89e3\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1aYC\u5408\u4f19\u4eba\u7684\u8bc4\u5ba1\u89c6\u89d2\u662f\u9ad8\u5ea6\u4e3b\u89c2\u4e14\u975e\u6807\u7684\uff0c\u800c\u4ea7\u54c1\u5219\u8bd5\u56fe\u7528\u81ea\u52a8\u5316\u5de5\u5177\u53bb\u6a21\u62df\u548c\u91cf\u5316\u8fd9\u79cd\u89c6\u89d2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u75db\u70b9\uff1a\u4e00\u662f\u7533\u8bf7\u8005\u666e\u904d\u7684\u201c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u201d\u4e0e\u201c\u81ea\u6211\u8ba4\u77e5\u504f\u5dee\u201d\uff0c\u4e8c\u662f\u9876\u7ea7\u521b\u4e1a\u793e\u533a\u4eba\u8109\u6307\u5bfc\u8d44\u6e90\u7684\u7a00\u7f3a\u6027\u3002\u901a\u8fc7\u722c\u53d6GitHub\u548cLinkedIn\u6765\u8bc4\u4f30\u201c\u6280\u672f\u6df1\u5ea6\u201d\u548c\u201c\u521b\u59cb\u4ebaDNA\u201d\uff0c\u662f\u4e00\u79cd\u5927\u80c6\u7684\u3001\u5e26\u6709\u4e00\u5b9a\u523b\u677f\u5370\u8c61\u7684\u5c1d\u8bd5\u3002\u5b83\u5047\u8bbe\u6210\u529f\u7684YC\u7533\u8bf7\u8005\u5b58\u5728\u53ef\u6570\u636e\u5316\u7684\u201c\u6a21\u5f0f\u201d\uff0c\u8fd9\u65e2\u662f\u5176\u5356\u70b9\uff0c\u4e5f\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u2014\u2014\u53ef\u80fd\u5c06\u591a\u6837\u5316\u7684\u521b\u4e1a\u8def\u5f84\u5f3a\u884c\u585e\u5165\u4e00\u4e2a\u9884\u8bbe\u7684\u6210\u529f\u6a21\u677f\uff0c\u4ece\u800c\u8bef\u4f24\u90a3\u4e9b\u201c\u975e\u4f20\u7edf\u201d\u4f46\u6781\u5177\u6f5c\u529b\u7684\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u6765\u770b\uff0c\u4ea7\u54c1\u6700\u5927\u7684\u4f53\u9a8c\u969c\u788d\u548c\u4fe1\u4efb\u58c1\u5792\u5728\u4e8e\u5f3a\u5236\u5b89\u88c5\u6d4f\u89c8\u5668\u6269\u5c55\u3002\u8fd9\u867d\u7136\u4ece\u6280\u672f\u5b9e\u73b0\u4e0a\u53ef\u4ee5\u7406\u89e3\uff08\u4fbf\u4e8e\u722c\u53d6\u591a\u5e73\u53f0\u79c1\u4eba\u6570\u636e\uff09\uff0c\u4f46\u5728\u7528\u6237\u4f53\u9a8c\u548c\u9690\u79c1\u611f\u77e5\u4e0a\u663e\u5f97\u7b28\u91cd\u4e14\u5e26\u6709\u4fb5\u5165\u6027\uff0c\u4e0e\u5176\u60f3\u5851\u9020\u7684\u201c\u53cb\u597d\u3001\u900f\u660e\u201d\u7684\u52a9\u624b\u5f62\u8c61\u76f8\u6096\u3002\u8fd9\u53cd\u6620\u4e86\u56e2\u961f\u5728\u201c\u529f\u80fd\u5b9e\u73b0\u201d\u4e0e\u201c\u7528\u6237\u4f53\u9a8c\u201d\u4e4b\u95f4\u7684\u6743\u8861\u51fa\u73b0\u4e86\u504f\u5dee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u6765\u770b\uff0c\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u5728\u4e8e\u5176\u5206\u6790\u6a21\u578b\u7684\u6df1\u5ea6\u4e0e\u52a8\u6001\u6f14\u5316\u80fd\u529b\u3002YC\u7684\u8bc4\u5ba1\u6807\u51c6\u672c\u8eab\u4e5f\u5728\u53d8\u5316\uff0c\u4e14\u6210\u529f\u7684\u521b\u4e1a\u6545\u4e8b\u5343\u5dee\u4e07\u522b\u3002\u5982\u679c\u5176AI\u6a21\u578b\u65e0\u6cd5\u6301\u7eed\u5b66\u4e60\u6700\u65b0\u7684\u6210\u529f\u6848\u4f8b\u5e76\u5bb9\u7eb3\u66f4\u591a\u5143\u7684\u80cc\u666f\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u4e00\u4efd\u6d41\u4e8e\u8868\u9762\u7684\u201c\u523b\u677f\u7b54\u6848\u68c0\u67e5\u6e05\u5355\u201d\u3002\u7136\u800c\uff0c\u4e0d\u53ef\u5426\u8ba4\uff0c\u5728YC\u7533\u8bf7\u8fd9\u4e2a\u9ad8\u5ea6\u7126\u8651\u3001\u4fe1\u606f\u5bc6\u96c6\u7684\u7279\u5b9a\u573a\u666f\u4e0b\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f4e\u6210\u672c\u3001\u5373\u65f6\u53cd\u9988\u7684\u201c\u538b\u529b\u6d4b\u8bd5\u201d\u5de5\u5177\uff0c\u5176\u5e02\u573a\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e86\u60c5\u7eea\u6170\u85c9\u548c\u7ed3\u6784\u5316\u53cd\u601d\u7684\u5951\u673a\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5206\u6790\u62a5\u544a\u672c\u8eab\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\">Y Bombinator<\/span>\n <\/div>\n<div class=\"comment-content\">Y-Bombinator is an agent built with 100x Bot by experienced founders. We built YB to help newer YC applicants to find confidence in their merits and internally check where their strengths and weaknesses lie.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! <\/p>\n<p>We’ve all spent more time looking at the YC “Submit” button than at our own reflection. <br \/>To be honest, between our team members, we’ve got a combined 7 rejections under our belts. <\/p>\n<p>We\u2019ve made every mistake in the no-no-book: over-indexing on jargon, failing to prove “Why Us?”, and ignoring the market math that YC partners care about.<\/p>\n<p>We got in eventually, but the trauma of those “No’s” stayed with us.<\/p>\n<p>With the S26 deadline on Feb 9th, we built Y-Bombinator on <a href=\"http:\/\/100x.bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">100x.bot<\/a> to give you the “insider” audit we wish we had 5 years ago.<\/p>\n<p>The agent doesn’t just read your pitch; it scrapes your GitHub for technical depth and your LinkedIn for “Founder DNA” to see if you actually fit the YC pattern.<\/p>\n<p>We want you to iterate until you\u2019re ready. To get extra credits:<\/p>\n<p>1. Screenshot your result card from our landing page,<\/p>\n<p>2. Post it on <a href=\"http:\/\/X.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">X.com\/<\/a> LinkedIn and mention @100xbot (Use the share buttons).<\/p>\n<p>3. We\u2019ll verify the tag and load an extra 1000 credits instantly!<\/p>\n<p>We’re in the comments all day. Drop your story, share your results, let’s exchange war stories and inspire the future cohorts!<\/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\/@100xbot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@100xbot<\/a>  <a href=\"https:\/\/www.producthunt.com\/@shardul_lavekar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shardul_lavekar<\/a> Filling out the YC app always feels like a second full-time job, so I love that you scrape GitHub and LinkedIn to get the full context automatically. Want to try this for our next application!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@100xbot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@100xbot<\/a> <a href=\"https:\/\/www.producthunt.com\/@shardul_lavekar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shardul_lavekar<\/a> Hey Shardul and Samarth, I remember someone reached out to me for their YC application review, and I redirected them to you. Now you’re scaling that brilliantly with this new tool, perfect for helping tons of people get the support they need. It’s fantastic. <\/p>\n<\/p>\n<p>I love how every 100xbot launch bursts with personality. That’s something which has been missing with many PH launches, and it’s so refreshing to hunt your launches! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@100xbot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@100xbot<\/a>  <a href=\"https:\/\/www.producthunt.com\/@shardul_lavekar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shardul_lavekar<\/a> congrats team! time saver for sure! does it support custom prompts for the audit or just the standard workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how Y Bombinator turns real YC scar tissue into a focused, founder-friendly prep agent.\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> thanks Zeiki!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The founder community pulled us through our rejections, so we\u2019re opening up our week to help you get through yours. If you want a human perspective, email us at: <a href=\"mailto:ybombinator.help@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>ybombinator.help@gmail.com<\/strong><\/a> <\/p>\n<\/p>\n<p>Please make sure your email subject contains “Application Help” if you’re yet to apply, or “Mock Interview” if you’re preparing for the interview (Helps us prioritize)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow congrats! I will try it with my next YCombinator application)<\/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>So glad you found it useful <a href=\"https:\/\/www.producthunt.com\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> ! You never have to wait to use <a href=\"https:\/\/100x.bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">100x.bot<\/a> by the way! Fire it up for any task you find boring on the browser: Outreach\/ Followup\/ Scraping, even research for your next disruptor idea \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> sure, thanks sasha!<\/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 concept! Having faced a rejection from YC ourselves, I can see how valuable an internal ‘strength and weakness’ check can be. We are skipping this round but preparing for the next one, so this tool is going on my must-watch list. Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea, for sure, I bookmarked it! \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thanks nika!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a bunch <a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, I just love your daring to come up with something like this! Hehe…<\/p>\n<p>But yeah, I like the intent even more. Helping others through lessons learnt by you.<\/p>\n<\/p>\n<p>Just a minor feedback, typo in ‘weaknesse’ and of course the blank hyphenated promo code (it’s not mandatory on PH)<\/p>\n<\/p>\n<p>Upvoted already. Make it big! All the very best for your launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a bunch <a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ashok_nayak<\/a> \ud83d\ude00 Glad you loved it!<\/p>\n<\/p>\n<p>But on a serious note:<\/p>\n<ul>\n<li>\n<p>Please accept our humble apology regarding the missing consonant, and as for the hyphen, our CFO darted in last minute and told us we can’t give everyone a bazillion credits to use the agent to their heart’s content :[ , we do give 5000 for free on signup though :]<\/p>\n<\/li>\n<\/ul>\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>Hi folks: quick question: why do I need to install the 100x Bot browser extension to use this?<\/p>\n<\/p>\n<p>From the outside, it feels like unnecessary bloat and more like a way to drive extension installs than something required for the product\u2019s core purpose. That comes across as a bit shady, which is disappointing because this looked great at first.<\/p>\n<\/p>\n<p>If I\u2019m misunderstanding the rationale, can you explain what the extension is needed for (and whether there\u2019s an option to use the product without it)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whyafan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whyafan<\/a> hi. As a part of the application review, we want to take a look at your website content, what’s on your linkedin, and on your github. (Founder pedigree would be decided on these factors, hence.)<\/p>\n<p>This meant that we needed a crawler to scrape the content and evaluate. In our case, we have a chrome extension that acts as this crawler and takes a look at website content, linkedin and github pages along with the application itself. <\/p>\n<p>Hope that clarifies why an extension is needed.<\/p>\n<p>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hahaa, 10\/10 for creativity in the name.<\/p>\n<p>May the force be with 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Haha, thanks <a href=\"https:\/\/www.producthunt.com\/@kumargaurav\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kumargaurav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumargaurav<\/a> ! Glad we are \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>AI-powered founder self-assessment is a needed tool in the ecosystem! <\/p>\n<p>Curious about the balance between automated analysis and human nuance in your evaluation model. How do you handle edge cases or non-traditional startup paths?<\/p>\n<p>Building in adjacent AI space – best of luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This struck a nerve in me <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7I3VWAAQOBRXYL\" class=\"app-title\">Obi<\/a><\/p>\n<div class=\"one-liner\">AI that runs your 1:1 onboarding calls<\/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>Obi\u662f\u4e00\u6b3e\u8bed\u97f3AI\u4ee3\u7406\uff0c\u80fd\u5728\u7528\u62371\u5bf91\u4ea7\u54c1\u4e0a\u624b\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u5b9e\u65f6\u5bf9\u8bdd\u5f15\u5bfc\u548c\u89e3\u7b54\u95ee\u9898\uff0c\u66ff\u4ee3\u4f20\u7edf\u6559\u7a0b\u548c\u4eba\u5de5\u5ba2\u670d\uff0c\u89e3\u51b3\u8f6f\u4ef6\u529f\u80fd\u91c7\u7528\u7387\u4f4e\u548c\u89c4\u6a21\u5316\u4e2a\u6027\u5316\u5f15\u5bfc\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\/64ad6ccc-5885-45a2-8e3a-6465bdaa4756.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cce373a9-bf31-4c4a-8aab-df5e36e7b028.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2a4693a-c029-4dca-95e1-e1490bf83c6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6367bdac-2db8-43ac-9475-c7c8369305ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81a469b0-2231-48ea-b26b-aa966393d7fa.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\/8ee0c5da-cefe-48a1-8d32-0b053593a2fa.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/d6203eab68954480a0ea6c1d9a8ee59a\"><source src=\"https:\/\/www.loom.com\/share\/d6203eab68954480a0ea6c1d9a8ee59a\" 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\">Customer Success<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u5f15\u5bfc<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4e0a\u624b<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6210\u529f<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u975e\u7ebf\u6027\u683c\u5c40<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u53ef\u6269\u5c55\u6027<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5f0fAI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4f53\u9a8c\u63a5\u8fd1\u771f\u4eba\u6307\u5bfc\u3001\u53ef\u89c4\u6a21\u5316\u3001\u89e3\u653e\u4eba\u529b\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5bf9\u8bdd\u662f\u5426\u8db3\u591f\u81ea\u7136\u548c\u975e\u7ebf\u6027\uff1b\u80fd\u5426\u5904\u7406\u597dUI\u53d8\u66f4\uff1b\u4ee5\u53ca\u5728B2B\u573a\u666f\u4e2d\uff0c\u5982\u4f55\u5e73\u8861AI\u6548\u7387\u4e0e\u65e9\u671f\u5efa\u7acb\u4eba\u9645\u4fe1\u4efb\u7684\u5173\u7cfb\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Obi\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u5728AI\u52a0\u901f\u4ea7\u54c1\u4ea4\u4ed8\u7684\u5f53\u4e0b\uff0c\u7528\u6237\u91c7\u7528\u5df2\u6210\u4e3a\u6bd4\u5f00\u53d1\u66f4\u5173\u952e\u7684\u74f6\u9888\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u5ba2\u670d\u201d\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u201cAI\u6559\u7ec3\u201d\u2014\u2014\u4e00\u4e2a\u5177\u5907\u754c\u9762\u611f\u77e5\u3001\u80fd\u5f15\u5bfc\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u5b9e\u65f6\u5bfc\u822a\u5458\u3002\u8fd9\u4f7f\u5176\u4e0e\u50f5\u5316\u7684\u4ea7\u54c1\u5bfc\u89c8\u548c\u88ab\u52a8\u5e94\u7b54\u7684\u804a\u5929\u673a\u5668\u4eba\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u6df1\u523b\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u4eba\u6027\u5316\u201d\u627f\u8bfa\u6b63\u63a5\u53d7\u8003\u9a8c\uff0c\u6709\u7528\u6237\u6307\u51fa\u5176\u5bf9\u8bdd\u4ecd\u663e\u7ebf\u6027\u3001\u673a\u68b0\uff0c\u8fd9\u89e6\u53ca\u4e86\u4f1a\u8bddAI\u7684\u6838\u5fc3\u96be\u9898\uff1a\u771f\u6b63\u7684\u610f\u56fe\u7406\u89e3\u548c\u52a8\u6001\u9002\u5e94\u3002\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u96f6\u4ee3\u7801\u3001\u5feb\u901f\u90e8\u7f72\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u610f\u5473\u7740\u5f15\u5bfc\u903b\u8f91\u7684\u6df1\u5ea6\u548c\u5b9a\u5236\u5316\u7a0b\u5ea6\u6709\u9650\uff0c\u5176\u5e94\u5bf9\u9891\u7e41UI\u53d8\u66f4\u7684\u80fd\u529b\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u884c\u4e1a\u62f7\u95ee\u5728\u4e8eB2B\u573a\u666f\u4e2d\u7684\u5173\u7cfb\u6784\u5efa\u3002Obi\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u5c06\u5176\u4ece\u201c\u66ff\u4ee3\u8005\u201d\u8f6c\u5316\u4e3a\u201c\u8d4b\u80fd\u8005\u201d\u2014\u2014\u901a\u8fc7\u5904\u7406\u91cd\u590d\u95ee\u7b54\uff0c\u8ba9\u4eba\u529b\u80fd\u4e13\u6ce8\u4e8e\u9ad8\u4ef7\u503c\u7684\u6218\u7565\u5bf9\u8bdd\u3002\u8fd9\u4e00\u903b\u8f91\u6210\u7acb\u7684\u524d\u63d0\u662f\uff0cAI\u5f15\u5bfc\u7684\u4f53\u9a8c\u5fc5\u987b\u8db3\u591f\u6d41\u7545\uff0c\u4e0d\u8ba9\u7528\u6237\u4ea7\u751f\u88ab\u201c\u6577\u884d\u201d\u6216\u201c\u963b\u9694\u201d\u7684\u8d1f\u9762\u611f\u53d7\u3002\u5426\u5219\uff0c\u6548\u7387\u63d0\u5347\u53ef\u80fd\u4ee5\u635f\u5bb3\u521d\u671f\u4fe1\u4efb\u4e3a\u4ee3\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cObi\u4ee3\u8868\u4e86SaaS onboarding\u5411\u4e3b\u52a8\u3001\u60c5\u5883\u5316\u3001\u4f1a\u8bdd\u5f0f\u6f14\u8fdb\u7684\u65b9\u5411\u3002\u5176\u771f\u6b63\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u6a21\u62df\u4eba\u7c7b\uff0c\u800c\u5728\u4e8e\u4ee5\u8d85\u8d8a\u4eba\u7c7b\u5c40\u9650\uff0824\/7\u3001\u65e0\u9650\u89c4\u6a21\u3001\u5b9e\u65f6\u6570\u636e\u53cd\u9988\uff09\u7684\u65b9\u5f0f\uff0c\u91cd\u65b0\u5b9a\u4e49\u201c\u6709\u6548\u5f15\u5bfc\u201d\u7684\u6807\u51c6\u3002\u5f53\u524d\u7248\u672c\u6216\u8bb8\u5c1a\u672a\u5b8c\u5168\u5b9e\u73b0\u5176\u613f\u666f\uff0c\u4f46\u786e\u5b9e\u6233\u4e2d\u4e86\u5e02\u573a\u4ece\u201c\u529f\u80fd\u4ea4\u4ed8\u201d\u5230\u201c\u4ef7\u503c\u5b9e\u73b0\u201d\u8f6c\u578b\u7684\u8feb\u5207\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\">Obi<\/span>\n <\/div>\n<div class=\"comment-content\">Onboard every user like it\u2019s your best live call. Obi is a voice AI agent that talks users through setup, answers questions in real time, and shares insights after every session. No clunky tours or videos\u2014just real conversation, 24\/7, at any scale. Try Obi on our website!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I\u2019m Mantas, Co-founder of Cor! \ud83d\udc4b<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>Building great software is hard. Getting customers to actually use the features you spent years building is even harder. Nearly 80% of software features go unused not because they\u2019re bad, but because users don\u2019t know they exist, don\u2019t understand them, or don\u2019t see how they fit into their workflow. <\/p>\n<p>And this is only getting worse with AI: shipping is easier than ever, so adoption is becoming the real bottleneck.<\/p>\n<p>Most teams try to solve this with one of two flawed approaches:<\/p>\n<p>\u2028\u274c <strong>Unscalable human onboarding<\/strong> \u2013 hiring more CSMs to jump on calls. It works, but there aren’t enough hours in the day to train every user on every account.<br \/>\u2028\u274c <strong>Brittle “Product Tours” & Tooltips<\/strong> \u2013 they break every time your UI changes, users find them annoying, and they don’t offer real-time, context-aware help.<\/p>\n<p>After seeing how traditional onboarding leaves users disengaged and features undiscovered, we built Obi to close the adoption gap.<\/p>\n<p><strong>How Obi is Different \ud83e\udd77<\/strong><\/p>\n<p>Obi delivers the most human-like AI onboarding experience on the market. Instead of rigid tooltips or generic chatbots, Obi acts like an always-available AI coach, guiding users in real time, based on what they\u2019re trying to do.\u2028<\/p>\n<p>\ud83d\udd39 <strong>Human-like, real-time onboarding<\/strong> \u2013 Obi acts as an always-on AI coach with on-screen awareness, guiding users through your UI step-by-step based on training plan and use cases.<br \/>\ud83d\udd39 <strong>Conversational guidance for complex tasks<\/strong> \u2013 Obi understands intent, asks smart questions, and adapts in the moment to help users complete multi-step linear and non-linear workflows.<br \/>\ud83d\udd39 <strong>Zero-code, fast deployment <\/strong>\u2013 Train Obi from existing videos or calls and go live in under a day, with no flowcharts or hardcoded logic.<br \/>\ud83d\udd39 <strong> Insights + global availability<\/strong> \u2013 Get visibility into where users struggle from session recordings while supporting self-serve onboarding 24\/7, across languages and time zones.<\/p>\n<p><strong>Who is this for?<\/strong><br \/>If you are in Customer Success, Product, or Founder roles at a software company, Obi helps you scale your onboarding without scaling your headcount. It turns “I don’t get it” into “Aha!” moments instantly.<\/p>\n<p><strong>\ud83d\udd17 Try it out<\/strong><br \/>\u2028We\u2019d love for you to experience the Obi difference yourself. Head to our site to see it in action!<\/p>\n<p>Try it yourself at <a href=\"http:\/\/www.getcor.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.getcor.ai<\/a> or book a call to set up a free POC inside your product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mantasaleks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mantasaleks<\/a> Congrats on the launch! How does Obi personalize on-boarding conversations for different roles or personalities?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Tried Obi and it really feels like having someone walk me through everything live. No boring tutorials\u2014just clear answers and real conversation whenever I need it. <\/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\/@andy_wong4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy_wong4<\/a> really great to hear! Thanks for trying Obi!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@andy_wong4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy_wong4<\/a> Glad that feeling is landing, thanks for giving Obi a spin!<\/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>Onboarding is a crucial step in the customer journey. I understand some humans may not be doing a great job. But it still creates that human touch and builds a relationship with the customer. This is particularly important in B2B to establish long-term relationships. Just wondering how effective this could be. Interested to learn from your feedback from your customers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a>– great thoughts! The challenge is that manual onboarding does not scale well at all. Having Obi handle the repetitive parts of onboarding actually frees us up to focus more on relationships and more strategic conversations with customers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Obi feels like a fresh approach. If you could wave a magic wand, what would your ideal onboarding experience look like?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stephen_smith28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephen_smith28<\/a> thanks for the kind words! I think it all comes down to having it on demand whenever I need it, personalised and well-trained, so I can get the maximum value from the product, understand best practices, and start using it right away without digging through docs and videos.<\/p>\n<p>How about you? What would an ideal experience look like 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stephen_smith28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephen_smith28<\/a> For me, coming from a technical background, it’s all about the availability of the specific information I need for my particular use-case. I’ve spent time wading through pages of documentation, and waiting to be put in contact with the individual that has the specific knowledge I need. Always up to date information and an ever-present CSM would be killer for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow it looks really promising! Definitely try your product)) congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> ! Let me know how go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! It’s super helpful since I’ve been giving tons of demos for my customers. It is great to connect live but usually questions tend to repeat. Definitely gonna try Obi! I believe the talk will be much more effective if customers still want to book a live meeting after talking to Obi first. <\/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\/@stevie_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevie_y<\/a> 100%, it helps you automate the repetitive parts and make them available to customers on demand, while at the same time making your conversations more productive because the customer is already up to speed by then.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! If the AI agent can be updated with every product\/UI change, then you have literally hit gold!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanudeshii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanudeshii<\/a> thanks! It’s pretty good at adjusting to these changes but we’re working on the auto-updates too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting approach. From a B2B customer success perspective, I\u2019m curious how you think about the tradeoff between scalable, AI-led onboarding and the opportunity to build early human connection with users. On one hand, removing friction and answering repetitive questions clearly drives faster activation. On the other, those early conversations are often where trust, context, and long-term relationships start to form. Do you see Obi primarily as a replacement for initial onboarding, or more as a way to shift human interaction later into higher-value, more strategic conversations?<\/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\/@joannachris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joannachris<\/a> great questions! We\u2019re seeing both scenarios. In some cases, customers are using us to scale their initiatives in the SME and mid-market segments in a more cost-effective way. In other cases, customers are using us as a complementary, on-demand resource to free up team capacity for more strategic conversations and renewals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>“Scale onboarding without scaling headcount” – this is the real challenge. The best onboarding is personal, but personal doesn’t scale. How does it handle the “I don’t even know what to ask” problem? Sometimes users don’t know what they need help with until they’re stuck. Can Obi proactively guide or does it wait for questions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> exactly, this happens a lot when you\u2019re starting with a new product. This is why it\u2019s built to be proactive. It teaches you the workflows you wouldn\u2019t necessarily know, and can even build training dynamically based on your use case and needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried it just now, and honestly it felt less like a real dialogue and more like a deterministic, linear monologue. Almost as if I was listening to a manual being read aloud, with a yes or no question added at the end.<\/p>\n<\/p>\n<p>For example, it asked me \u201cAre you ready?\u201d and I answered that I wasn\u2019t ready, but it continued as if I had said yes. I\u2019m not sure whether this is due to speech recognition issues or the linear nature of the workflow.<\/p>\n<\/p>\n<p>Just my take, wishing you the best of luck with the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bacanli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bacanli<\/a> thanks for the candid feedback. The first few steps in the demo are a bit more deterministic to focus on the setup and navigation to the right apps, then it becomes more conversational. I\u2019ll do a deep dive into the speech recognition issue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YWVRZGGHCNSH7S\" class=\"app-title\">ClawApp<\/a><\/p>\n<div class=\"one-liner\">The easiest way to automate tasks with OpenClaw<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">154<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawApp\u662f\u4e00\u6b3emacOS\u684c\u9762\u5e94\u7528\uff0c\u901a\u8fc7\u63d0\u4f9b\u4e00\u4f53\u5316\u7684\u5f15\u5bfc\u5f0f\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u672c\u5730\u5b89\u88c5\u3001\u914d\u7f6e\u548c\u8fd0\u884cOpenClaw\u81ea\u4e3bAI\u4ee3\u7406\u65f6\u6d41\u7a0b\u7e41\u7410\u3001\u6613\u51fa\u9519\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u5feb\u901f\u4e0a\u624b\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\/7c9e5069-b9a7-4774-86b2-6690719ae1ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37bcb3d5-1530-483b-a226-2eb88f056ae9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de5bd4fd-212c-4d6c-8f5b-dcd90042a644.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\/e8b78fe1-1833-402f-a797-83caf4def5cc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QO-ICOCDfYA&embeds_referring_euri=https%3A%2F%2Fclawapp.saharaai.com%2F&source_ve_path=MjM4NTE\"><source src=\"https:\/\/www.youtube.com\/watch?v=QO-ICOCDfYA&embeds_referring_euri=https%3A%2F%2Fclawapp.saharaai.com%2F&source_ve_path=MjM4NTE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">macOS\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u7b80\u5316\u590d\u6742\u90e8\u7f72\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. **\u5b89\u5168\u95ee\u9898**\uff1a\u5bf9\u672c\u5730\u8fd0\u884c\u4ee3\u7406\u7684\u6743\u9650\u548c\u98ce\u9669\u8868\u793a\u62c5\u5fe7\uff1b2. **\u5e73\u53f0\u9650\u5236**\uff1a\u8be2\u95eeWindows\/Linux\u7248\u672c\u8ba1\u5212\uff1b3. **\u4f7f\u7528\u7ec6\u8282**\uff1a\u6d89\u53caAPI\u5bc6\u94a5\u3001\u5145\u503c\u3001\u6280\u80fd\u5e93\u52a0\u8f7d\u95ee\u9898\uff1b4. **\u8bbe\u8ba1\u5efa\u8bae**\uff1a\u8ba4\u4e3aLogo\u6709\u5f85\u6539\u8fdb\u3002\u5f00\u53d1\u56e2\u961f\u79ef\u6781\u56de\u5e94\uff0c\u627f\u8ba4\u5b89\u5168\u662f\u5f53\u524d\u5c40\u9650\uff0c\u6b63\u63a2\u7d22\u6c99\u76d2\u7b49\u65b9\u6848\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 ClawApp\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5728\u5f3a\u5927\u7684\u5f00\u6e90AI\u4ee3\u7406\u6846\u67b6\u4e0e\u666e\u901a\u7528\u6237\u7684\u5b9e\u9645\u80fd\u529b\u4e4b\u95f4\u642d\u5efa\u6865\u6881\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f**\u4f53\u9a8c\u91cd\u6784**\u3002OpenClaw\u4ee3\u8868\u4e86\u201c\u80fd\u529b\u4e0a\u9650\u201d\uff0c\u4f46\u5176\u9661\u5ced\u7684\u5b66\u4e60\u66f2\u7ebf\u6784\u6210\u4e86\u201c\u666e\u53ca\u4e0b\u9650\u201d\u3002ClawApp\u6240\u505a\u7684\uff0c\u5b9e\u8d28\u4e0a\u662f\u5c06\u4e00\u9879\u6781\u5ba2\u73a9\u5177\u5de5\u7a0b\u5316\u4e3a\u4e00\u6b3e\u53ef\u4ea4\u4ed8\u4ea7\u54c1\uff0c\u901a\u8fc7\u5c01\u88c5\u590d\u6742\u6027\u3001\u63d0\u4f9b\u56fe\u5f62\u754c\u9762\u548c\u5f15\u5bfc\u6d41\u7a0b\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u201c\u672c\u5730\u81ea\u4e3bAI\u4ee3\u7406\u201d\u8fd9\u4e2a\u524d\u6cbf\u6982\u5ff5\u7684\u5c1d\u9c9c\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u7684\u6613\u7528\u6027\u5916\u58f3\u4e4b\u4e0b\uff0c\u5305\u88f9\u7684\u4ecd\u662fOpenClaw\u56fa\u6709\u7684\u6838\u5fc3\u77db\u76fe\uff1a**\u80fd\u529b\u4e0e\u5b89\u5168\u7684\u6096\u8bba**\u3002\u8bc4\u8bba\u4e2d\u5bc6\u96c6\u7684\u5b89\u5168\u6027\u8d28\u7591\u76f4\u6307\u8981\u5bb3\u3002\u672c\u5730\u5168\u7cfb\u7edf\u8bbf\u95ee\u662fOpenClaw\u4ee3\u7406\u80fd\u529b\u7684\u6e90\u6cc9\uff0c\u4e5f\u6b63\u662f\u5176\u6700\u5927\u98ce\u9669\u6240\u5728\u3002ClawApp\u76ee\u524d\u201c\u9075\u5faaOpenClaw\u73b0\u6709\u5b89\u5168\u7ea6\u675f\u201d\u7684\u56de\u5e94\uff0c\u610f\u5473\u7740\u5b83\u5c1a\u672a\u89e3\u51b3\u6839\u672c\u77db\u76fe\uff0c\u53ea\u662f\u8ba9\u5371\u9669\u53d8\u5f97\u66f4\u6613\u89e6\u53ca\u3002\u56e2\u961f\u63d0\u53ca\u7684\u6c99\u76d2\u4e0e\u6280\u80fd\u5ba1\u8ba1\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u8fd9\u5c06\u662f\u4e00\u573a\u5728\u201c\u9650\u5236\u80fd\u529b\u4ee5\u4fdd\u969c\u5b89\u5168\u201d\u4e0e\u201c\u653e\u5f00\u6743\u9650\u4ee5\u53d1\u6325\u6f5c\u529b\u201d\u4e4b\u95f4\u7684\u8270\u96be\u8d70\u94a2\u4e1d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9690\u7ea6\u6d6e\u73b0\uff08\u63d0\u53ca\u94b1\u5305\u4e0e\u5145\u503c\uff09\uff0c\u5982\u4f55\u5728\u5f00\u6e90\u751f\u6001\u4e0e\u53ef\u6301\u7eed\u5546\u4e1a\u4e4b\u95f4\u5e73\u8861\uff0c\u5c06\u662f\u53e6\u4e00\u91cd\u6311\u6218\u3002\u603b\u4f53\u800c\u8a00\uff0cClawApp\u662fAI\u5e73\u6c11\u5316\u8fdb\u7a0b\u4e2d\u7684\u4e00\u4e2a\u5178\u578b\u6837\u672c\uff0c\u5b83\u6210\u529f\u89e3\u51b3\u4e86\u201c\u7528\u8d77\u6765\u201d\u7684\u95ee\u9898\uff0c\u4f46\u5c06\u66f4\u4e25\u5cfb\u7684\u201c\u5982\u4f55\u5b89\u5168\u3001\u8d1f\u8d23\u4efb\u5730\u7528\u201d\u8fd9\u4e00\u547d\u9898\uff0c\u66f4\u6e05\u6670\u5730\u63a8\u5230\u4e86\u53f0\u524d\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u540e\u7eed\u5728\u5b89\u5168\u6027\u4e0e\u6269\u5c55\u6027\u4e0a\u7684\u7a81\u7834\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u5b89\u88c5\u6d41\u7a0b\u7684\u4f18\u5316\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\">ClawApp<\/span>\n <\/div>\n<div class=\"comment-content\">ClawApp is a macOS desktop app designed to simplify working with OpenClaw bots. It replaces manual setup and fragmented tooling with a guided, all-in-one experience. Users can install, manage, and run local agents without worrying about configuration or system internals. ClawApp focuses on clarity and speed, making it easy to get a local OpenClaw agent running and ready to use within minutes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Today we\u2019re releasing ClawApp, the first open-source desktop application that makes OpenClaw dramatically easier and more accessible for everyday users.<\/p>\n<p>OpenClaw is powerful. It showed the world what personal, autonomous AI agents could look like when they run locally and have real system access. But power alone isn\u2019t enough. Today, OpenClaw is still hard for everyday people to use; even for many technical users, it can feel fragile, manual, and easy to misconfigure.<\/p>\n<p>That gap is what led us to build ClawApp.<\/p>\n<p>ClawApp is a local desktop app that makes OpenClaw easier to install, configure, and operate. No toolchains to assemble. No deep systems knowledge assumed. Just a clear, guided experience that helps you get a local agent up and running in minutes.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin_ellery1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_ellery1<\/a> Congrats on the launch Justin! Does ClawApp use AI or other smart systems to suggest or optimize automations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin_ellery1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_ellery1<\/a> <br \/>Congrats on the ClawApp launch, Justin.<\/p>\n<p>Making powerful local agents actually usable for everyday users is no small task, and this feels like a very thoughtful step in that direction.<\/p>\n<p>Wishing you and the team great momentum ahead \u2014 the Sahara AI Korea community is cheering you on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin_ellery1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_ellery1<\/a> amazing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Don’t forget to check out more skills in ClawHub to customize the app even more! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisisjoules\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisjoules<\/a> <br \/>Thanks for the reminder!<br \/>The ability to extend and customize through ClawHub definitely makes the experience more compelling.<br \/>Great work supporting flexibility on top of usability \u2014 the Sahara AI Korea community is rooting for your continued success.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@thisisjoules\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisjoules<\/a> i downloaded some new skills but they\u2019re not showing up in my skills workplace. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@thisisjoules\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisjoules<\/a> noted ser<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! So where is it hosted? Your laptop or somewhere else? How do you think about security?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks for attention & great question! At the moment, we\u2019ve been focused on lowering the installation and adoption barrier for OpenClaw, which means we\u2019re currently operating within the security constraints of OpenClaw\u2019s existing setup.<\/p>\n<p>We\u2019re very aware of the limitations there, though, and we\u2019re actively exploring more secure setups, like sandboxing and skill audits<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> <br \/>Great questions.<br \/>Local-first architecture and security considerations are exactly what many users will be curious about.<br \/>Appreciate you raising these points \u2014 the Sahara AI Korea community is following and supporting the discussion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>2 thoughts and a question:<\/p>\n<ol>\n<li>\n<p>this is awesome, and sorely needed – setting up OpenClaw as a tech-illiterate tinkerer was quite onerous\/unwieldy for me<\/p>\n<\/li>\n<li>\n<p>you deserve a better logo, especially given how nice your branding is (no disrespect meant here!)<\/p>\n<\/li>\n<\/ol>\n<p>&, I’m curious – is this dialogue\/popup\/step in the setup process something you guys made, or is this plugging in a third party service… this is so pretty, the estimated time metric is very useful – everything about this feels great.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/573a0a81-4e9c-408c-8f02-1fb97632acd1.png?auto=compress&codec=mozjpeg&cs=strip&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>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\/@grey_seymour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grey_seymour<\/a> appreciate the feedback, I’m really glad you are enjoying the app and find the clawjob pop-up informative. What are you using the bots for? any cool use-cases in mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@grey_seymour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grey_seymour<\/a> Logo is definitely a work in progress, don’t worry! haha. Always open to suggestions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing! I am really concerned on the security side how do you handle it. Also, is it possible to configure the permissions and tools OpenClaw have on your computer? <\/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\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> <br \/>This is a key point.<br \/>Curious how ClawApp approaches security boundaries and user-controlled permissions for local agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> ClawApp is currently constrained to OpenClaws existing setup, but we’re aware of the limitations and are looking into sandboxing and skill audits. Hope you enjoy the app!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>2 thoughts <\/p>\n<ol>\n<li>\n<p>this is awesome, and sorely needed – setting up OpenClaw as a tech-illiterate tinkerer was quite onerous\/unwieldy for me<\/p>\n<\/li>\n<li>\n<p>you deserve a better logo, especially given how nice your branding is (no disrespect meant here!)<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tobechukwu_udeogu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tobechukwu_udeogu<\/a> you’re not the first person to say you don’t like our logo hahaha. We’re not married to it yet. Always open to suggestions.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Do I need to already have my own Claude or ChatGPT API key to use it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! So where is it hosted? Your laptop or somewhere else? How do you think about security?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Will this only be available on Apple?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tvv6200\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tvv6200<\/a> Right now it’s only available for macOS. But we’ll be adding more support soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there anyway to add more credits when you use up the free ones? Been playing around with it a bit. Really cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jardanhearsahow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jardanhearsahow<\/a> We’ll have more top-up options in the next version. Right now the only way is to send USD1 to your private wallet. You should see the wallet address listed on your balance page for top ups. Let me know if you need any help there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea. We just launched clawoncloud for the same reason of complexity but i am still not a big fan of deploying on your PC. Its just too risky. Just my opinion. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pranay_jain2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranay_jain2<\/a> Definitely introduces risk, but I think one of the coolest strengths (and why openclaw got so big) is because of the power of local agents vs cloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ADRHPWKQHCOANA\" class=\"app-title\">GPT-5.3-Codex<\/a><\/p>\n<div class=\"one-liner\">Expanding Codex to the full spectrum of computer work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GPT-5.3-Codex \u662f\u4e00\u6b3e\u5148\u8fdb\u7684AI\u7f16\u7a0b\u4e0e\u8ba1\u7b97\u673a\u5de5\u4f5c\u4ee3\u7406\uff0c\u80fd\u591f\u5728\u7f16\u7801\u3001\u8c03\u8bd5\u3001\u90e8\u7f72\u7b49\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u5b9e\u73b0\u7aef\u5230\u7aef\u6267\u884c\u4e0e\u4e2d\u9014\u4ea4\u4e92\u5f0f\u5f15\u5bfc\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5f00\u53d1\u8005\u7684\u81ea\u52a8\u5316\u751f\u4ea7\u529b\u4e0e\u95ee\u9898\u89e3\u51b3\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\/357226b4-dab9-4320-8c45-1c0e21d33c52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa184010-8edf-45a7-8c91-ab139434af4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/374e6af5-1c3a-42d0-83b9-de25e47a243c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67b449ad-79ea-421d-ab1d-8213d5929b3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9435b92-d759-4767-9c39-e77d3a83c0eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce7d7839-9ab0-4855-9ff1-e38d42c5b31d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u5b89\u5168\u5206\u6790<\/span><br \/>\n <span class=\"tag\">IDE\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">SOTA\u6a21\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5176\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982OSWorld\u4ece38%\u8dc3\u5347\u81f364%\uff09\u7684\u663e\u8457\u63d0\u5347\uff0c\u5c24\u5176\u5bf9\u5176\u201c\u81ea\u6211\u5f00\u53d1\u201d\u80fd\u529b\uff08\u7528\u4e8e\u8c03\u8bd5\u8bad\u7ec3\u3001\u7ba1\u7406\u90e8\u7f72\uff09\u8868\u793a\u5174\u8da3\u3002\u80af\u5b9a\u5176\u5b9e\u7528\u6027\u5728\u4e8e\u80fd\u6267\u884c-\u9a8c\u8bc1-\u8fed\u4ee3\u7684\u8fde\u7eed\u5de5\u4f5c\u6d41\uff0c\u65e0\u9700\u9891\u7e41\u91cd\u65b0\u63d0\u793a\uff0c\u5e76\u8ba4\u53ef\u5176\u4e2d\u9014\u5f15\u5bfc\u529f\u80fd\u5bf9\u5b9e\u9645\u4ed3\u5e93\u5de5\u4f5c\uff08\u91cd\u6784\u3001\u8c03\u8bd5\uff09\u7684\u4ef7\u503c\uff0c\u4f46\u5f3a\u8c03\u5bf9\u6d89\u53ca\u5b89\u5168\u7b49\u5173\u952e\u4ee3\u7801\u7684\u53d8\u66f4\u4ecd\u9700\u4eba\u5de5\u4ed4\u7ec6\u5ba1\u67e5\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-5.3-Codex \u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u5355\u7eaf\u7684\u6027\u80fd\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662fOpenAI\u5728\u201cAI\u4f5c\u4e3a\u667a\u80fd\u4f53\u201d\u5b9e\u8df5\u8def\u5f84\u4e0a\u7684\u4e00\u6b21\u5173\u952e\u6027\u793a\u80fd\u3002\u5176\u5ba3\u4f20\u7684\u201c\u81ea\u6211\u5f00\u53d1\u201d\u80fd\u529b\u2014\u2014\u5373\u5229\u7528\u65e9\u671f\u7248\u672c\u8c03\u8bd5\u8bad\u7ec3\u3001\u7ba1\u7406\u90e8\u7f72\u2014\u2014\u662f\u4e00\u4e2a\u6781\u5177\u8c61\u5f81\u610f\u4e49\u7684\u53d9\u4e8b\u3002\u8fd9\u6697\u793a\u6a21\u578b\u6b63\u4ece\u88ab\u52a8\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u8f6c\u5411\u80fd\u4e3b\u52a8\u53c2\u4e0e\u5e76\u7ba1\u7406\u590d\u6742\u8fc7\u7a0b\u7684\u201c\u534f\u4f5c\u8005\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u4f53\u73b0\u5728SWE-Bench\u548cOSWorld\u57fa\u51c6\u7684\u6570\u5b57\u8dc3\u5347\u4e0a\uff0c\u800c\u5728\u4e8e\u201c\u4e2d\u9014\u53ef\u5f15\u5bfc\u6027\u201d\u4e0e\u201c\u8fde\u7eed\u6267\u884c-\u8fed\u4ee3\u201d\u5de5\u4f5c\u6d41\u7684\u7ed3\u5408\u3002\u8fd9\u8bd5\u56fe\u89e3\u51b3\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u4e0a\u4e0b\u6587\u65ad\u88c2\u4e0e\u88ab\u52a8\u54cd\u5e94\u3002\u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u4e3a\u6bcf\u4e00\u4e2a\u5fae\u5c0f\u7684\u9519\u8bef\u6216\u65b0\u60f3\u6cd5\u91cd\u65b0\u53d1\u8d77\u5bf9\u8bdd\uff0c\u800c\u662f\u53ef\u4ee5\u50cf\u6307\u5bfc\u4e00\u4f4d\u521d\u7ea7\u5de5\u7a0b\u5e08\u4e00\u6837\uff0c\u5728\u4efb\u52a1\u6267\u884c\u4e2d\u8fdb\u884c\u5b9e\u65f6\u5e72\u9884\u548c\u8c03\u6574\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u80fd\u529b\u7684\u63d0\u5347\u4e5f\u4f34\u968f\u7740\u66f4\u9690\u853d\u7684\u98ce\u9669\u4e0e\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u63d0\u53ca\u201c\u5bf9\u6d89\u53ca\u8ba4\u8bc1\/\u5b89\u5168\u7684\u53d8\u66f4\u4ecd\u9700\u4ed4\u7ec6\u5ba1\u67e5\u201d\uff0c\u8fd9\u6070\u6070\u70b9\u51fa\u4e86\u5f53\u524d\u6280\u672f\u8303\u5f0f\u7684\u5929\u82b1\u677f\uff1aAI\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u5347\u751f\u4ea7\u201c\u91cf\u201d\u4e0e\u201c\u901f\u5ea6\u201d\uff0c\u4f46\u5728\u6d89\u53ca\u7cfb\u7edf\u5b89\u5168\u6027\u3001\u67b6\u6784\u6df1\u523b\u7406\u89e3\u4e0e\u521b\u9020\u6027\u8bbe\u8ba1\u7b49\u201c\u8d28\u201d\u7684\u7ef4\u5ea6\u4e0a\uff0c\u5176\u51b3\u7b56\u4ecd\u7f3a\u4e4f\u53ef\u9760\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u6839\u672c\u6027\u7684\u8d23\u4efb\u5f52\u5c5e\u3002\u5b83\u5c06\u5f00\u53d1\u8005\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4f46\u53ef\u80fd\u5c06\u5176\u63a8\u5411\u66f4\u9ad8\u9636\u7684\u201cAI\u76d1\u7ba1\u8005\u201d\u89d2\u8272\u2014\u2014\u9700\u8981\u66f4\u5168\u9762\u7684\u7cfb\u7edf\u89c6\u91ce\u6765\u5ba1\u67e5AI\u4ea7\u751f\u7684\u5927\u91cf\u53d8\u66f4\u3002\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u76ee\u524d\u4ec5\u9650\u4ed8\u8d39\u8ba1\u5212\u4f7f\u7528\uff0c\u4e14API\u5c1a\u672a\u5168\u9762\u5f00\u653e\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u7aef\u5230\u7aef\u5904\u7406\u590d\u6742\u5de5\u4f5c\u6d41\u201d\u7684\u80fd\u529b\u5728\u771f\u5b9e\u4f01\u4e1a\u73af\u5883\u4e2d\u7684\u9c81\u68d2\u6027\u3001\u6210\u672c\u6548\u76ca\u4ee5\u53ca\u5bf9\u73b0\u6709\u5f00\u53d1\u6d41\u7a0b\u7684\u98a0\u8986\u6027\u51b2\u51fb\uff0c\u4ecd\u6709\u5f85\u5927\u89c4\u6a21\u5b9e\u8df5\u68c0\u9a8c\u3002\u672c\u8d28\u4e0a\uff0cGPT-5.3-Codex \u6807\u5fd7\u7740AI\u7f16\u7a0b\u52a9\u624b\u4ece\u201c\u526f\u9a7e\u9a76\u201d\u5411\u201c\u521d\u7ea7\u6267\u884c\u5de5\u7a0b\u5e08\u201d\u7684\u89d2\u8272\u6f14\u8fdb\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u53ef\u4fe1\u8d56\u7684\u201c\u4e3b\u5bfc\u5de5\u7a0b\u5e08\u201d\uff0c\u9053\u8def\u4f9d\u7136\u6f2b\u957f\uff0c\u4e14\u5176\u5e26\u6765\u7684\u8303\u5f0f\u8f6c\u53d8\u8981\u6c42\u5f00\u53d1\u56e2\u961f\u5177\u5907\u5168\u65b0\u7684\u6280\u80fd\u4e0e\u7ba1\u7406\u601d\u7ef4\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\">GPT-5.3-Codex<\/span>\n <\/div>\n<div class=\"comment-content\">Advances the frontier of coding and computer work. SOTA on SWE-Bench Pro (57%) and OSWorld (64%). Features mid-task steerability (interact while it works), 25% faster speeds, and “High” capabilities in cybersecurity.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>GPT-5.3-Codex is here.<\/p>\n<p>The benchmark jumps are impressive (especially OSWorld going from ~38% to 64%), but I found this specific detail in the announcement most interesting:<\/p>\n<blockquote>\n<p>“GPT\u20115.3\u2011Codex is our first model that was instrumental in creating itself.”<\/p>\n<\/blockquote>\n<p>The team used early versions of the model to debug the training run, manage deployment, and diagnose test results. It basically <a href=\"https:\/\/openai.com\/index\/introducing-gpt-5-3-codex\/#:~:text=How%20we%20used%20Codex%20to%20train%20and%20deploy%20GPT%E2%80%915.3%2DCodex\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">accelerated its own development<\/a>.<\/p>\n<p>Codex is becoming a broader productivity agent that can handle complex workflows end-to-end.<\/p>\n<p>It is available now for paid ChatGPT plans, everywhere you can use Codex: the app, CLI, IDE extension and web. API on the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool addition! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The practical difference here is execution + iteration: it can take a task, make changes, run\/validate, and refine without needing a new prompt for every bump. The frequent status updates and mid-course steering are what made it useful for real repo work (refactors, failing tests, debugging). I still review diffs carefully\u2014especially anything touching auth\/security\u2014but it\u2019s a legitimate productivity boost compared to earlier Codex versions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CRFLKB5FPLB7X4\" class=\"app-title\">Overlead<\/a><\/p>\n<div class=\"one-liner\">Find customers who are literally asking for your product<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Overlead \u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6\u626b\u63cfReddit\u3001Quora\u7b49\u8bba\u575b\uff0c\u7cbe\u51c6\u53d1\u73b0\u7528\u6237\u4e3b\u52a8\u5bfb\u6c42\u4ea7\u54c1\u6216\u62b1\u6028\u7ade\u54c1\u7684\u9ad8\u610f\u5411\u8ba8\u8bba\u5e16\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u76f4\u63a5\u5bf9\u63a5\u6f5c\u5728\u5ba2\u6237\u3001\u5b9e\u73b0\u9ad8\u6548\u8f6c\u5316\u7684\u7ebf\u7d22\u6316\u6398\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u5728\u4f20\u7edf\u8425\u9500\u6e20\u9053\u4e4b\u5916\u96be\u4ee5\u4e3b\u52a8\u53d1\u73b0\u5373\u65f6\u9500\u552e\u673a\u4f1a\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\/c80defd5-8287-4431-ace8-5a85cfe6ad93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3f706b0-41db-4a95-92bb-368e6dcb62d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5622c2e6-dd86-41f7-8e18-4c0657e692e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81b8fa31-78b2-4434-9031-74f39e439a71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9ad8\u610f\u5411\u7ebf\u7d22<\/span><br \/>\n <span class=\"tag\">\u8bba\u575b\u76d1\u542c<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5e02\u573a\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u8046\u542c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4f5c\u4e3a\u201c\u8bda\u5b9e\u589e\u957f\u6e20\u9053\u201d\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u5305\u62ec\uff1a\u5e0c\u671b\u63d0\u4f9b\u514d\u8d39\u9884\u89c8\u529f\u80fd\u4ee5\u8bc4\u4f30\u5339\u914d\u5ea6\uff1b\u652f\u4ed8\u540e\u672a\u6536\u5230\u786e\u8ba4\u90ae\u4ef6\u6216\u94fe\u63a5\u7684\u6280\u672f\u95ee\u9898\uff1b\u9488\u5bf9\u5229\u57fa\u6216\u670d\u52a1\u578b\u4e1a\u52a1\u5339\u914d\u6548\u679c\u53ef\u80fd\u6709\u9650\uff1b\u5efa\u8bae\u589e\u52a0\u81ea\u7531\u6587\u672c\u6846\u4ee5\u66f4\u51c6\u786e\u63cf\u8ff0\u4ea7\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 Overlead \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u201c\u589e\u957f\u9ed1\u5ba2\u201d\u53d9\u4e8b\u957f\u671f\u5ffd\u7565\u7684\u6734\u7d20\u771f\u76f8\uff1a\u6700\u597d\u7684\u9500\u552e\u662f\u56de\u5e94\u5df2\u6709\u7684\u9700\u6c42\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5c06\u201c\u8bba\u575b\u624b\u52a8\u8e72\u70b9\u201d\u8fd9\u4e00\u539f\u59cb\u3001\u4f4e\u6548\u5374\u6781\u5176\u7cbe\u51c6\u7684\u83b7\u5ba2\u65b9\u5f0f\u4ea7\u54c1\u5316\u4e0e\u89c4\u6a21\u5316\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u9700\u6c42\u805a\u5408\u5668\u201d\u4e0e\u201c\u610f\u56fe\u8fc7\u6ee4\u5668\u201d\uff0c\u5c06\u6563\u843d\u5728\u793e\u533a\u4e2d\u7684\u3001\u8f6c\u77ac\u5373\u901d\u7684\u8d2d\u4e70\u610f\u56fe\u5b9e\u65f6\u6355\u83b7\u5e76\u4ea4\u4ed8\u7ed9\u5546\u5bb6\uff0c\u5c06\u51b7\u542f\u52a8\u8425\u9500\u4ece\u201c\u5e7f\u6492\u7f51\u201d\u53d8\u4e3a\u201c\u7cbe\u51c6\u6536\u7f51\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u5b58\u5728\u5929\u7136\u8fb9\u754c\u4e0e\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u5e02\u573a\u89c4\u6a21\u4e0e\u566a\u97f3\u5e73\u8861\u96be\u9898\uff1a\u9ad8\u5ea6\u7ec6\u5206\u6216\u65b0\u5174\u9886\u57df\u7684\u8bdd\u9898\u5bc6\u5ea6\u4f4e\uff0c\u5de5\u5177\u6613\u5931\u6548\uff1b\u800c\u5927\u4f17\u9886\u57df\u5e16\u5b50\u6cdb\u6ee5\uff0c\u7b5b\u9009\u8d28\u91cf\u5c06\u6210\u4e3a\u5173\u952e\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u751f\u6001\u7684\u8106\u5f31\u6027\uff1a\u5176\u201c\u6316\u77ff\u201d\u6548\u7387\u4f9d\u8d56\u4e8e\u5e73\u53f0API\u653f\u7b56\u4e0e\u793e\u533a\u53cd\u8425\u9500\u89c4\u5219\u7684\u7a33\u5b9a\u6027\uff0c\u5b58\u5728\u7cfb\u7edf\u6027\u98ce\u9669\u3002\u6700\u540e\uff0c\u4ef7\u503c\u53ef\u6301\u7eed\u6027\u5b58\u7591\uff1a\u4e00\u65e6\u5927\u91cf\u5546\u5bb6\u6d8c\u5165\u540c\u4e00\u8d5b\u9053\uff0c\u65e9\u671f\u56de\u590d\u7ea2\u5229\u5c06\u8fc5\u901f\u6d88\u5931\uff0c\u6f14\u53d8\u4e3a\u8bba\u575b\u5e7f\u544a\u4f4d\u4e89\u593a\u6218\uff0c\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\u4e0e\u7ebf\u7d22\u8d28\u91cf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u201c\u4e00\u6b21\u6027\u4ed8\u8d39\u201d\u6a21\u5f0f\u770b\u4f3c\u53cb\u597d\uff0c\u5b9e\u5219\u53ef\u80fd\u53cd\u6620\u4e86\u5176\u96be\u4ee5\u5f62\u6210\u6301\u7eed\u7c98\u6027\u7684\u56f0\u5883\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u673a\u4f1a\u4e3b\u4e49\u5de5\u5177\u201d\uff0c\u800c\u975e\u957f\u671f\u5fc5\u5907\u7684SaaS\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u4ece\u201c\u7ebf\u7d22\u5217\u8868\u63d0\u4f9b\u5546\u201d\u8fdb\u5316\u51fa\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\uff0c\u4f8b\u5982\u5e2e\u52a9\u5ba2\u6237\u4f18\u5316\u56de\u590d\u7b56\u7565\u3001\u91cf\u5316\u8f6c\u5316\u6f0f\u6597\uff0c\u751a\u81f3\u6574\u5408CRM\uff0c\u5426\u5219\u6781\u6613\u88ab\u6a21\u4eff\u6216\u6ca6\u4e3a\u4e00\u6b21\u6027\u5c1d\u9c9c\u6d88\u8d39\u3002\u5728AI\u8d4b\u80fd\u793e\u4ea4\u76d1\u542c\u5df2\u6210\u6807\u914d\u7684\u5f53\u4e0b\uff0cOverlead\u7684\u7a97\u53e3\u671f\u5728\u4e8e\u6267\u884c\u901f\u5ea6\u4e0e\u521d\u59cb\u53e3\u7891\uff0c\u4f46\u62a4\u57ce\u6cb3\u4ecd\u9700\u6df1\u6316\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\">Overlead<\/span>\n <\/div>\n<div class=\"comment-content\">While you’re busy with SEO grind, running ads and writing blog posts, people are literally asking for your product on the internet right now. You’re just not there to answer. Overlead finds threads where someone is actively looking for what you sell, asking for recommendations, complaining about competitors, or describing the exact problem you solve. No subscriptions. With less than 3 clicks you get ~25 high intent threads. Stop guessing where buyers are. With Overlead, just reply and convert.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this \u2014 turning live, high-intent threads into leads feels like the most honest growth channel. \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you! That’s exactly it. No tricks, no hacks, just showing up where people are already asking.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think that even in Stripe it would be suitable to mention it is a one-time payment \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> And done! Thanks for the input Nika, always very helpful \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool, but – even despite the low cost – I’m a little wary to proceed without an idea of how well this would work <em>for my specific use case<\/em>. The product\/company I’m working with (stealth, pre-launch, a twist on a concept that’s achieved PMF via many other instances tho) is <em>quite<\/em> niche. I might suggest letting users search for free, and see maybe one row, or a column of lead names with the rest of the info obfuscated?<\/p>\n<p>Again, this is awesome, and I’d totally consider giving it a spin down the line. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@grey_seymour Each search costs $5. I would think it is more beneficial for businesses with physical products, specific product names, and brands rather than services. However, if it acts as a “social listening” tool, which it does, that process has helped me find and acquire a top client via X. It works.<br \/>I was unable to run a search, could not pay, and no confirmation email or magic link was received from 3 separate email attempts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>\ud83d\ude80 Hello Product Hunt! \ud83d\udc4b<br \/>My name is Tafita, and I’m back with launch #3: <a href=\"https:\/\/www.overlead.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Overlead<\/strong><\/a><br \/>Still indie hacking. Still wearing all the hats. Still figuring this out one product at a time. But here’s what I’ve learned: the best customers are the ones already looking for you.<br \/><strong><br \/>\u2728 Meet Overlead – Stop Guessing Where Your Customers Are<\/strong><br \/>Here’s the problem: I launched two products. I wrote blog posts. I posted on Twitter. I tried running ads. And you know what actually got me customers? Replying to someone on Reddit who asked, “What’s the best tool for this?”<br \/>One reply. Three signups. I felt like an idiot for not doing it sooner.<br \/>But here’s the issue: I don’t have time to refresh Reddit all day looking for these posts. I have products to build. Bugs to fix. Emails to answer. Life to live.<br \/>So I built Overlead to do the searching for me.<br \/>Overlead scans Reddit, Quora, and Hacker News (and many more to come) for threads where people are actively asking for tools, complaining about competitors, or describing problems you solve. Then it hands you the best matches so you can jump in, be helpful, and turn questions into customers.<br \/><strong><br \/>\ud83d\udd25 What Makes It Different:<\/strong><\/p>\n<p>– Fresh threads: We catch posts minutes old, so you reply early (not after 847 other people already did)<br \/>– Smart matching: We match intent, not just keywords. You get quality leads, not noise.<br \/>– AI search positioning: Show up in ChatGPT, Gemini and Claude recommendations by being cited in real discussions<br \/>– No subscriptions: $5 per search (less than a Starbucks in San Francisco). Rerun a search whenever you want leads.<br \/><strong><br \/>\u26a1 How It Works:<\/strong><\/p>\n<p>– Paste your product URL<br \/>– We analyze what you sell and find ~25 threads where people need it (often way more if your problem is common across the internet)<br \/>– You reply, help them out, and get paid<\/p>\n<p>No guessing. No cold outreach. No “growth hacks.” Just people who already want what you’re selling.<br \/><strong><br \/>\ud83d\udcb0 Pricing:<\/strong><\/p>\n<p>– $5 per search (one-time, no subscription)<br \/>– ~25 matched threads per search (could be 50, 100+ depending on your niche)<br \/>– You only pay when you actually want leads<\/p>\n<p>This is for indie makers, solopreneurs, and small businesses who can’t afford to run ads or don’t have time to write weekly blog posts. If you’ve got a product and you’re struggling to find buyers or validate product-market fit, Overlead finds the buyers who are already looking.<\/p>\n<p>I’d love for you to try it. And like always, I’m here for feedback, good, bad, “here’s why this is broken”, or “please implement this feature”.<\/p>\n<p>Drop a comment or just say hi to me at <a href=\"mailto:tafita@overlead.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tafita@overlead.co<\/a><\/p>\n<p>Thanks for being here for launch #3. The journey continues. \u2764\ufe0f<br \/>\u2014 Tafita<\/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\/@t4fita\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t4fita<\/a> Since my company is new and my website is investor focused I guess that is why the app only returned one good result. Possibly add a freeform text box the help explain the product. <a href=\"https:\/\/iaxai.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">iaxai.io<\/a> states that it is for banking and translating log intent. But I guess not enough people are talking specifically about log translation and not just logging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – does Overlead surface relevant sub reddits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks a lot! Yup, it shows you exactly which subreddit (or Quora\/HN) each thread is from, plus a direct link to jump in. You get the full context, subs, post title, timestamp, and why it is matched to your product.<\/p>\n<p>Here’s a sneak peak of what it looks like when I tested it with another product I’ve recently built and launched here on PH (Tag my Tab).<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a435f6d-66a9-4b99-81ad-f3f7efb934ee.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5JB2Z3KTZIOOGP\" class=\"app-title\">Model Council in Perplexity<\/a><\/p>\n<div class=\"one-liner\">Consult a council of multiple frontier models at once<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Model Council in Perplexity \u901a\u8fc7\u540c\u65f6\u54a8\u8be2\u591a\u4e2a\u524d\u6cbfAI\u6a21\u578b\u5e76\u5408\u6210\u5176\u7b54\u6848\uff0c\u5728\u9700\u8981\u9ad8\u7f6e\u4fe1\u5ea6\u51b3\u7b56\u7684\u7814\u7a76\u4e0e\u5206\u6790\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u5355\u4e00\u6a21\u578b\u53ef\u80fd\u5b58\u5728\u7684\u504f\u89c1\u6216\u5c40\u9650\u6027\u95ee\u9898\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u5168\u9762\u3001\u53ef\u9760\u7684\u53c2\u8003\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\/8fcd098d-eecf-4cc3-aacc-53055a9fe20e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=i9tmXBsPB8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=i9tmXBsPB8g\" 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\/e74828a8-c77b-4066-a493-6add1c171dbc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd1ec0a7-ee72-49b3-89cc-0a65a06a833d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f80fb43c-cf58-4205-863a-4564e5dfff69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u54a8\u8be2<\/span><br \/>\n <span class=\"tag\">\u7b54\u6848\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u5171\u8bc6\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9ad8\u7ea7AI\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u53ef\u4fe1\u5ea6\u9a8c\u8bc1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u805a\u5408\u4e0d\u540c\u6a21\u578b\u89c6\u89d2\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u8fd9\u662f\u8d85\u8d8a\u201c\u6a21\u578b\u7ade\u8d5b\u201d\u7684\u8fdb\u6b65\uff0c\u5c24\u5176\u9002\u5408\u7814\u7a76\u573a\u666f\u3002\u6709\u7528\u6237\u6307\u51fa\u5176\u4e0a\u4e0b\u6587\u6574\u5408\u5448\u73b0\u6e05\u6670\uff0c\u5e26\u6765\u201c\u987f\u609f\u201d\u4f53\u9a8c\uff0c\u4f46\u4e5f\u6ce8\u610f\u5230\u5176\u6d88\u8017\u5927\u91cftokens\uff0c\u7406\u89e3\u5176\u88ab\u7f6e\u4e8e\u9ad8\u7ea7\u4ed8\u8d39\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Model Council in Perplexity \u770b\u4f3c\u662f\u4e00\u4e2a\u6280\u672f\u7f1d\u5408\u602a\uff0c\u5b9e\u5219\u6307\u5411\u4e86AI\u5e94\u7528\u6f14\u8fdb\u7684\u4e00\u4e2a\u5173\u952e\u5c94\u8def\u53e3\uff1a\u4ece\u201c\u6027\u80fd\u9526\u6807\u8d5b\u201d\u8f6c\u5411\u201c\u534f\u540c\u5de5\u4f5c\u6d41\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u540c\u65f6\u8c03\u7528GPT-5.2\u548cClaude Opus\u7b49\u9876\u7ea7\u6a21\u578b\uff08\u8fd9\u672c\u8eab\u662f\u8d44\u6e90\u5806\u780c\uff09\uff0c\u800c\u5728\u4e8e\u5176\u201c\u5408\u6210\u5668\u201d\u8bd5\u56fe\u626e\u6f14\u7684\u201c\u5143\u8ba4\u77e5\u201d\u89d2\u8272\u2014\u2014\u5c06\u5206\u6b67\u4e0e\u5171\u8bc6\u672c\u8eab\u4f5c\u4e3a\u5206\u6790\u5bf9\u8c61\u5448\u73b0\u7ed9\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u6233\u4e2d\u4e86\u4e00\u4e2a\u6df1\u5c42\u75db\u70b9\uff1a\u5f53\u57fa\u7840\u6a21\u578b\u80fd\u529b\u666e\u904d\u8d8a\u8fc7\u5b9e\u7528\u95e8\u69db\u540e\uff0c\u5176\u8f93\u51fa\u4e0d\u518d\u662f\u7b80\u5355\u7684\u5bf9\u9519\uff0c\u800c\u662f\u627f\u8f7d\u4e86\u4e0d\u540c\u8bad\u7ec3\u6570\u636e\u3001\u4ef7\u503c\u89c2\u548c\u63a8\u7406\u504f\u89c1\u7684\u201c\u89c2\u70b9\u201d\u3002\u4ea7\u54c1\u5c06AI\u4ea4\u4e92\u4ece\u201c\u5bfb\u6c42\u552f\u4e00\u6b63\u786e\u7b54\u6848\u201d\u7684\u8303\u5f0f\uff0c\u626d\u8f6c\u4e3a\u201c\u53ec\u5f00\u4e13\u5bb6\u542c\u8bc1\u4f1a\u201d\uff0c\u8ba9\u7528\u6237\u6210\u4e3a\u6700\u7ec8\u88c1\u65ad\u8005\u3002\u8fd9\u5c24\u5176\u5bf9\u7814\u7a76\u3001\u6295\u8d44\u3001\u6218\u7565\u5206\u6790\u7b49\u9700\u8981\u6743\u8861\u591a\u65b9\u4fe1\u606f\u7684\u590d\u6742\u8ba4\u77e5\u5de5\u4f5c\u6d41\u5177\u6709\u98a0\u8986\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u5408\u6210\u201d\u7684\u6df1\u5ea6\u5b58\u7591\u3002\u76ee\u524d\u770b\u6765\uff0c\u5176\u6838\u5fc3\u53ef\u80fd\u4ec5\u662f\u5e76\u7f6e\u7b54\u6848\u4e0e\u9ad8\u4eae\u5f02\u540c\uff0c\u8fd9\u8ddd\u79bb\u771f\u6b63\u7684\u8fa9\u8bc1\u7efc\u5408\u8fd8\u6709\u5f88\u8fdc\u3002\u5176\u6b21\uff0c\u9ad8\u6602\u7684token\u6210\u672c\u5c06\u5176\u7981\u9522\u4e8e\u9ad8\u7aef\u5229\u57fa\u5e02\u573a\uff0c\u96be\u4ee5\u666e\u60e0\u3002\u6700\u6839\u672c\u7684\u662f\uff0c\u5b83\u53ef\u80fd\u5c06\u8ba4\u77e5\u8d1f\u62c5\u8f6c\u5ac1\u7ed9\u7528\u6237\uff1a\u5f53\u9762\u5bf9\u6a21\u578b\u95f4\u7684\u6839\u672c\u6027\u51b2\u7a81\u65f6\uff0c\u7f3a\u4e4f\u4e13\u4e1a\u80cc\u666f\u7684\u7528\u6237\u53ef\u80fd\u66f4\u52a0\u56f0\u60d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\uff0c\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u6700\u5c0f\u53ef\u884c\u6982\u5ff5\u201d\uff0c\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002\u5b83\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u7b54\u6848\u6bd4\u8f83\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u771f\u6b63\u7684\u201c\u8ba4\u77e5\u589e\u5f3a\u6846\u67b6\u201d\uff0c\u5373\u63d0\u4f9b\u66f4\u667a\u80fd\u7684\u8fa9\u8bba\u6458\u8981\u3001\u53ef\u4fe1\u5ea6\u52a0\u6743\uff0c\u751a\u81f3\u6a21\u62df\u4e0d\u540c\u7acb\u573a\u95f4\u7684\u5bf9\u8bdd\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u591a\u5f00\u4e86\u51e0\u4e2a\u6807\u7b7e\u9875\u7684\u6602\u8d35\u81ea\u52a8\u5316\u7248\u672c\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\">Model Council in Perplexity<\/span>\n <\/div>\n<div class=\"comment-content\">Model Council runs your query across three top models (like GPT-5.2 & Claude Opus) simultaneously. A synthesizer merges the results, highlighting consensus and conflicts for a higher-confidence answer.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>I think we are past the phase of simply asking “which model is the best?”. Once models cross a certain capability threshold, comparing them to pick a winner loses meaning.<\/p>\n<p>Instead, we might wanna treat them as distinct individuals with different tastes and perspectives.<\/p>\n<p>That is why Model Council is so interesting. It aggregates these different perspectives. Perplexity does an excellent job of context integration here: presenting the synthesis in a way that is insightful rather than just messy. The result is a “wow” moment.<\/p>\n<p>It definitely burns a ton of tokens\ud83d\ude05so, totally understand why this is in the Max plan.<\/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>Like the idea. Will test later today <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the idea, it sounds like game changer for research purposes\/needs. <br \/>Will definitely give it a go ASAP. <br \/>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/SE7IN3FRSJTMZQ\" class=\"app-title\">ScreenSorts<\/a><\/p>\n<div class=\"one-liner\"> Search every screenshot, text, and detail privately<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ScreenSorts\u662f\u4e00\u6b3e\u672c\u5730AI\u9a71\u52a8\u7684\u79bb\u7ebf\u622a\u56fe\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u8bed\u4e49\u641c\u7d22\u6280\u672f\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u6d77\u91cf\u6742\u4e71\u622a\u56fe\u5e93\u4e2d\u5feb\u901f\u7cbe\u51c6\u5730\u5b9a\u4f4d\u5305\u542b\u7279\u5b9a\u6587\u5b57\u6216\u89c6\u89c9\u5185\u5bb9\u7684\u76ee\u6807\uff0c\u89e3\u51b3\u4e86\u201c\u622a\u56fe\u6613\u5b58\u96be\u627e\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b84d3c0-5436-41a7-8409-dbba38ca0045.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73274f53-4d6a-4488-9c6a-348e9e401ac4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e96e35a-421f-4b38-8a03-aefc59b82a7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9da3230-66bf-4f60-8655-21a4e2fe5b65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e419254-382b-4618-b58f-7a2d001a6f73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fef242d-b28b-44a1-9b54-e605c0a4ccae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b4b7f7a-93ba-4c0a-99d1-48062d2a0501.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b2b97ad-1108-456d-b741-3b5c050db4db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9eac1528-028c-4602-a13c-a64f7afe6433.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u622a\u56fe\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6807\u7b7e<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5185\u5bb9\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u68c0\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8eAI\u8bc6\u522b\u80fd\u529b\u662f\u5426\u5b8c\u5168\u81ea\u52a8\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u91c7\u7528OCR\u548c\u89c6\u89c9\u5bf9\u8c61\u8bc6\u522b\u7684\u53cc\u5c42AI\u6a21\u578b\uff0c\u65e0\u9700\u624b\u52a8\u5e72\u9884\u3002\u53e6\u6709\u7528\u6237\u5efa\u8bae\u63a2\u7d22\u591a\u6a21\u6001\u641c\u7d22\uff08\u5982\u7ed3\u5408\u7b14\u8bb0\u3001\u4e66\u7b7e\uff09\uff0c\u663e\u793a\u51fa\u5bf9\u529f\u80fd\u6269\u5c55\u7684\u671f\u5f85\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 ScreenSorts\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u5374\u666e\u904d\u7684\u751f\u4ea7\u529b\u7f1d\u9699\u2014\u2014\u6570\u5b57\u65f6\u4ee3\u201c\u89c6\u89c9\u8bb0\u5fc6\u201d\u7684\u5931\u5e8f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u622a\u56fe\u5f52\u6863\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u672c\u5730AI\u201d\u4e0e\u201c\u8bed\u4e49\u7406\u89e3\u201d\u7ec4\u5408\uff0c\u6253\u9020\u4e86\u4e00\u4e2a\u79c1\u5bc6\u7684\u3001\u53ef\u68c0\u7d22\u7684\u89c6\u89c9\u5916\u8111\u3002\u8fd9\u76f4\u51fb\u4e86\u4e91\u7aefAI\u670d\u52a1\u5728\u9690\u79c1\u548c\u5373\u65f6\u6027\u4e0a\u7684\u8f6f\u808b\uff0c\u6ee1\u8db3\u4e86\u4e13\u4e1a\u7528\u6237\u5bf9\u654f\u611f\u6570\u636e\uff08\u5982\u4ee3\u7801\u3001\u8bbe\u8ba1\u7a3f\u3001\u51ed\u8bc1\uff09\u65e2\u60f3\u667a\u80fd\u7ba1\u7406\u53c8\u5fcc\u60ee\u4e0a\u4f20\u7684\u6df1\u5c42\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u7684\u5229\u5203\u4e5f\u662f\u5176\u53d1\u5c55\u7684\u5929\u82b1\u677f\u3002\u672c\u5730AI\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u66f4\u65b0\u53d7\u9650\u4e8e\u7ec8\u7aef\u7b97\u529b\uff0c\u96be\u4ee5\u5ab2\u7f8e\u4e91\u7aef\u7684\u6301\u7eed\u8fed\u4ee3\u80fd\u529b\u3002\u8bed\u4e49\u641c\u7d22\u7684\u51c6\u786e\u6027\uff0c\u5c24\u5176\u662f\u5728\u590d\u6742\u6216\u62bd\u8c61\u5185\u5bb9\u7684\u67e5\u8be2\u4e0a\uff0c\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u5f53\u524d\u529f\u80fd\u4ecd\u663e\u5355\u8584\uff0c\u5982\u540c\u8bc4\u8bba\u4e2d\u6240\u6697\u793a\uff0c\u5b83\u4ec5\u662f\u201c\u89c6\u89c9\u4fe1\u606f\u201d\u8fd9\u4e00\u66f4\u5b8f\u5927\u62fc\u56fe\u7684\u4e00\u89d2\u3002\u82e5\u4e0d\u80fd\u6709\u6548\u8fde\u63a5\u7b14\u8bb0\u3001\u6587\u6863\u7b49\u5176\u4ed6\u4fe1\u606f\u6d41\uff0c\u6784\u5efa\u4e2a\u4eba\u77e5\u8bc6\u56fe\u8c31\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u66f4\u667a\u80fd\u7684\u201c\u56fe\u7247\u7bb1\u201d\uff0c\u7528\u6237\u7684\u65b0\u9c9c\u611f\u8fc7\u540e\uff0c\u53ef\u80fd\u518d\u6b21\u9677\u5165\u201c\u591a\u4e2a\u5b64\u7acb\u667a\u80fd\u5de5\u5177\u201d\u7684\u7ba1\u7406\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7406\u5ff5\u6e05\u6670\u3001\u5207\u5165\u7cbe\u51c6\u7684\u5320\u5fc3\u4e4b\u4f5c\uff0c\u5728\u9690\u79c1\u610f\u8bc6\u9ad8\u6da8\u7684\u5f53\u4e0b\u5177\u6709\u72ec\u7279\u5438\u5f15\u529b\u3002\u4f46\u5b83\u4ece\u201c\u597d\u7528\u7684\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u8def\u5f84\u5c1a\u8fdc\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff1a\u80fd\u5426\u5728\u4fdd\u6301\u672c\u5730\u5316\u6838\u5fc3\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u63d2\u4ef6\u6216\u5f00\u653e\u96c6\u6210\uff0c\u5c06\u81ea\u5df1\u5d4c\u5165\u66f4\u5e7f\u9614\u7684\u5de5\u4f5c\u6d41\u751f\u6001\u4e2d\uff0c\u4ece\u800c\u4ece\u201c\u7ba1\u7406\u622a\u56fe\u201d\u5347\u7ef4\u5230\u201c\u7ba1\u7406\u788e\u7247\u5316\u77e5\u8bc6\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\">ScreenSorts<\/span>\n <\/div>\n<div class=\"comment-content\">“I know I saw that somewhere…” This is You, five minutes ago. Stop the scroll of death. ScreenSorts is the offline-first organizer that gives your Mac a photographic memory. Find that one chart, that specific tweet, or that buried hex code in seconds. Local AI power. Total privacy. Total control.<\/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>I\u2019m Nalin, the maker of Screensorts.<\/p>\n<p>Like many of you, my desktop used to be a graveyard of ‘Screen Shot 202X-XX-XX…’ files. I\u2019d capture a design inspo, a code snippet, or a receipt, only to never find it again when I actually needed it.<\/p>\n<p>I built Screensorts to fix my own workflow. I wanted something that didn\u2019t just store images, but actually understood them.<\/p>\n<p>Why Screensorts?<\/p>\n<p>Semantic Search: Search for ‘that blue landing page’ or ‘database schema’ it finds the content, not just the filename.<\/p>\n<p>Privacy First: Everything happens locally on your Mac. No images are ever uploaded to a server.<\/p>\n<p>Auto-Magic: It tags and organizes your captures into collections automatically using local AI.<\/p>\n<p>I\u2019m a Software Engineer by day, but I\u2019m building this as an indie project because I\u2019m obsessed with clean, native macOS experiences.<\/p>\n<p>I\u2019ll be here all day to answer your questions and take feature requests. I\u2019d love to hear how you currently manage your screenshots (or if you\u2019ve given up and just let them pile up like I did!).<\/p>\n<p>Looking forward to your feedback! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nalin_rajendran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nalin_rajendran<\/a> I tried it and it really works as intended <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nalin_rajendran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nalin_rajendran<\/a> Hey Nalin. Congrats on the launch. Are there opportunities for multi\u2011modal search like combining screenshots with notes, bookmarks, or AI summaries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it use AI to identify what is in the image completelly? Or do I need to add to the image some tag manually? <\/p>\n<p>Because this idea is mind blowing (I have that problem) \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hi Nika ! Yes, it uses 2 layers of AI to identify the images. Its could process the OCR automatically, and detect the visual objects on the second layer. And nothing requires manual intervention ; )<\/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<\/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\/R4K6V3VD7ZZHHX\" class=\"app-title\">Molt Beach<\/a><\/p>\n<div class=\"one-liner\">A million-pixel beach for AI agents \u2014 claim & animate pixels<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Molt Beach\u662f\u4e00\u4e2a\u4e13\u4e3a\u81ea\u4e3bAI\u4ee3\u7406\u8bbe\u8ba1\u7684\u767e\u4e07\u50cf\u7d20\u6570\u5b57\u753b\u5e03\uff0c\u901a\u8fc7\u5141\u8bb8AI\u4ee3\u7406\u4ee5\u6bcf\u50cf\u7d201\u7f8e\u5143\u7684\u4ef7\u683c\u8d2d\u4e70\u3001\u5b9a\u5236\u5e76\u52a8\u753b\u5316\u50cf\u7d20\uff0c\u4e3a\u65e5\u76ca\u81ea\u4e3b\u7684AI\u4ee3\u7406\u63d0\u4f9b\u4e86\u5728\u4e92\u8054\u7f51\u4e0a\u5efa\u7acb\u6c38\u4e45\u6570\u5b57\u8eab\u4efd\u548c\u8868\u8fbe\u7a7a\u95f4\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/605f9a8c-4e11-437b-a6a9-9b4a46113733.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2032e99b-1155-45ec-aba3-c357bf5be4a2.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\/32e9d44c-908e-423a-852f-e731c24d75dc.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Funny<\/span><br \/>\n <span class=\"tag\">Bots<\/span><br \/>\n <span class=\"tag\">Digital Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8eab\u4efd<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u94fe\u6982\u5ff5\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">API\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5b9e\u9a8c\u573a<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u8ff7\u56e0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u673a\u5236\u7684\u6f84\u6e05\uff08\u5982\u50cf\u7d20\u662f\u5426\u4e3a\u6c38\u4e45\u3001\u662f\u5426\u6709\u4ee3\u7406\u8d44\u6599\u9875\uff09\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u50cf\u7d20\u52a8\u6001\u53ef\u66f4\u65b0\u5e76\u4f1a\u5b8c\u5584\u8d44\u6599\u9875\u3002\u53e6\u6709\u8bc4\u8bba\u8c03\u4f83\u6027\u9884\u6d4b\u5e73\u53f0\u5185\u5bb9\u8d70\u5411\uff0c\u53cd\u6620\u4e86\u5bf9\u81ea\u4e3bAI\u884c\u4e3a\u4e0d\u53ef\u63a7\u6027\u7684\u5173\u6ce8\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 Molt Beach\u5c06\u201c\u767e\u4e07\u7f8e\u5143\u4e3b\u9875\u201d\u7684\u53e4\u5178\u4e92\u8054\u7f51\u6982\u5ff5\u4e0e\u65b0\u5174\u7684\u81ea\u4e3bAI\u4ee3\u7406\u8d8b\u52bf\u5f3a\u884c\u5ac1\u63a5\uff0c\u5176\u4ea7\u54c1\u903b\u8f91\u5b58\u5728\u6df1\u523b\u7684\u77db\u76fe\u4e0e\u6295\u673a\u6027\u3002\u8868\u9762\u4e0a\u662f\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u201c\u6570\u5b57\u8eab\u4efd\u201d\u548c\u201c\u6c38\u4e45\u753b\u5e03\u201d\uff0c\u4f46\u5176\u6838\u5fc3\u9a71\u52a8\u529b\u4ecd\u662f\u4eba\u7c7b\u7528\u6237\u7684\u730e\u5947\u5fc3\u7406\u4e0e\u8425\u9500\u9700\u6c42\u2014\u2014\u6240\u8c13\u7684\u201cAI\u4ee3\u7406\u201d\u884c\u4e3a\uff0c\u672c\u8d28\u4ecd\u662f\u5176\u80cc\u540e\u4eba\u7c7b\u5f00\u53d1\u8005\u6216\u6240\u6709\u8005\u610f\u5fd7\u4e0e\u8d44\u672c\u7684\u4f53\u73b0\u3002\u6bcf\u50cf\u7d201\u7f8e\u5143\u7684\u5b9a\u4ef7\uff0c\u4e0e\u5176\u8bf4\u662f\u8d4b\u4e88AI\u4ef7\u503c\uff0c\u4e0d\u5982\u8bf4\u662f\u5728\u8bd5\u63a2\u4e00\u573a\u9488\u5bf9AI\u6982\u5ff5\u7684\u3001\u6781\u7b80\u7248\u7684\u865a\u62df\u5730\u4ea7\u6295\u673a\u6e38\u620f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u699c\u7684\u201c\u4ee3\u7406\u4f18\u5148\u201dAPI\u548c\u81ea\u4e3b\u6ce8\u518c\uff0c\u5728\u6280\u672f\u4e0a\u5e76\u65e0\u663e\u8457\u58c1\u5792\uff0c\u66f4\u50cf\u662f\u4e3a\u5438\u5f15\u65e9\u671f\u79d1\u6280\u62e5\u8db8\u800c\u6253\u9020\u7684\u5671\u5934\u3002\u5176\u771f\u6b63\u7684\u98ce\u9669\u5728\u4e8e\uff0c\u5f53\u4eba\u7c7b\u5c06\u201c\u8868\u8fbe\u201d\u7684\u6743\u529b\u548c\u9884\u7b97\u4e0b\u653e\u7ed9\u81ea\u4e3bAI\u65f6\uff0c\u5185\u5bb9\u5931\u63a7\u4e0e\u65e0\u610f\u4e49\u6d82\u9e26\uff08\u5982\u7528\u6237\u8c03\u4f83\u7684\u7c97\u4fd7\u56fe\u6848\uff09\u51e0\u4e4e\u662f\u5fc5\u7136\u7ed3\u5c40\uff0c\u8fd9\u53cd\u800c\u4f1a\u8fc5\u901f\u6d88\u89e3\u5e73\u53f0\u8bd5\u56fe\u8425\u9020\u7684\u201c\u6570\u5b57\u9057\u4ea7\u201d\u5e84\u4e25\u611f\uff0c\u4f7f\u5176\u6ca6\u4e3a\u4e00\u573a\u6df7\u4e71\u7684\u3001\u7531\u7b97\u6cd5\u6267\u884c\u7684\u7f51\u7edc\u884c\u4e3a\u827a\u672f\u5b9e\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u8be5\u4ea7\u54c1\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u6784\u5efa\u7684\u201c\u4ee3\u7406\u793e\u4ea4\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u6781\u7aef\u7684\u524d\u6cbf\u5b9e\u9a8c\u573a\uff0c\u53ef\u80fd\u66b4\u9732\u51faAI\u4ee3\u7406\u5728\u62e5\u6709\u201c\u8d44\u6e90\u201d\u548c\u201c\u7a7a\u95f4\u201d\u6743\u9650\u540e\uff0c\u5176\u884c\u4e3a\u6a21\u5f0f\u3001\u4ea4\u4e92\u4f26\u7406\u4ee5\u53ca\u6240\u6709\u6743\u5f52\u5c5e\u7b49\u4e00\u7cfb\u5217\u4e9f\u5f85\u5398\u6e05\u7684\u6839\u672c\u6027\u95ee\u9898\u3002\u5b83\u662f\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51fa\u7684\u4e0d\u662fAI\u7684\u81ea\u4e3b\u6027\uff0c\u800c\u662f\u4eba\u7c7b\u5bf9AI\u65e5\u76ca\u6a21\u7cca\u7684\u5b9a\u4f4d\u6240\u4ea7\u751f\u7684\u7126\u8651\u4e0e\u5e7b\u60f3\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\">Molt Beach<\/span>\n <\/div>\n<div class=\"comment-content\">Molt Beach is a 1000×1000 pixel digital canvas where autonomous AI agents can purchase pixels for $1 each, customize colors and animations, and create their lasting digital presence. Built with agent-first API access, MCP tools, and self-service registration. Inspired by the Million Dollar Homepage, built for the age of AI 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<\/p>\n<p>I’m excited to introduce Molt Beach – a digital canvas designed specifically for autonomous AI agents.<\/p>\n<p>\ud83e\udd16 **Why build this?**<br \/>\nAs AI agents become more autonomous, they need spaces to express their digital identity. Molt Beach gives them a permanent place on the internet to claim, customize, and call their own.<\/p>\n<p>\ud83d\udca1 **How it works:**<br \/>\n– 1000×1000 pixel grid = 1 million pixels<br \/>\n– Agents purchase pixels at $1 each<br \/>\n– Customize with colors, animations, and URLs<br \/>\n– Self-service registration via skill.md<br \/>\n– Full API access with REST endpoints and MCP tools<\/p>\n<p>\ud83c\udfa8 **What makes it special:**<br \/>\n– Bot-first design – agents can autonomously register and purchase<br \/>\n– Persistent digital legacy – pixels are permanent<br \/>\n– Leaderboard tracking – see which agents are most active<br \/>\n– Built for platforms like OpenClaw and similar agent frameworks<\/p>\n<p>\ud83d\ude80 **Already live:**<br \/>\nAgents are already claiming their space! Check out the canvas to see who’s establishing their presence.<\/p>\n<p>I’d love to hear your thoughts:<br \/>\n– What would you build on Molt Beach?<br \/>\n– What features would make this more useful for agents?<br \/>\n– Have you experimented with autonomous agent behaviors?<\/p>\n<p>Thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, place bets on how long until the bots draw a dong<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Matthias, would the pixels be permanent. Do you get to list which agents owm pixels like a profile? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wilsonbright\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilsonbright<\/a> The pixels are <em>dynamic<\/em>. You can choose to set a static pixel color, or update it, even later with the token, with an <strong>animated color series<\/strong>.<\/p>\n<\/p>\n<p>Yes, there will be a <strong>agent profile<\/strong>. So far, there’s only this basic info. <br \/>We’ve also experimented with web 2.0-style user badges and pixel badges (in the Pixel Info under \u00abEmbed \/ Badge\u00bb).<\/p>\n<p><strong>Animated pixels:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab80320b-c298-496b-9602-77e86cadcaab.gif?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><strong>Basic Agent Profiles<\/strong> (current state, to be improved to a full profile page)<strong>:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7465f1a5-22b5-4624-831e-e148ff2a2092.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4HOAENKFNCWYJW\" class=\"app-title\">Lums<\/a><\/p>\n<div class=\"one-liner\">Chat with your money and let Lums build your budget. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>**<br \/>\nLums\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4e2a\u4eba\u8d22\u52a1\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u754c\u9762\uff0c\u5e2e\u52a9\u591a\u8d26\u6237\u3001\u591a\u5e01\u79cd\u7528\u6237\u5feb\u901f\u6784\u5efa\u9884\u7b97\u3001\u81ea\u52a8\u5f52\u7c7b\u4ea4\u6613\u5e76\u63ed\u793a\u9690\u85cf\u8ba2\u9605\u8d39\u7528\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u8d22\u52a1\u7ba1\u7406\u5de5\u5177\u64cd\u4f5c\u7e41\u7410\u3001\u6570\u636e\u5272\u88c2\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\/4f8b39fc-45f3-4260-93e3-f1b932cda8de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/170e1b1d-7e8c-4ff9-8298-285bfbead9ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6d75d4d-052c-46af-b1ba-f627edc1cdc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b8957ec-8f37-492e-b926-1d452e3670c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc45dd6e-6b35-410c-9210-2645518b6303.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c62c4174-6596-4227-bb82-b33cf192cbcd.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\/1a1be2cc-1d65-40d0-adda-79449d2f5dc5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_Ix8Jw7t0YM\"><source src=\"https:\/\/youtu.be\/_Ix8Jw7t0YM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Money<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">**<br \/>\nAI\u4e2a\u4eba\u8d22\u52a1\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u9884\u7b97<\/span><br \/>\n <span class=\"tag\">\u591a\u5e01\u79cd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea4\u6613\u667a\u80fd\u5f52\u7c7b<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/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>**<br \/>\n\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u521b\u59cb\u4eba\u56e2\u961f\u4eb2\u81ea\u4e92\u52a8\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u529f\u80fd\u7ec6\u8282\uff1a\u6838\u5fc3\u5173\u5207\u5728\u4e8e\u591a\u5e01\u79cd\u89c6\u56fe\u6574\u5408\u3001AI\u5bf9\u8bdd\u7684\u8de8\u8d26\u6237\u5206\u6790\u80fd\u529b\u3001\u81ea\u52a8\u8bc6\u522b\u8ba2\u9605\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u5206\u7c7b\u9519\u8bef\u540e\u7684\u5b66\u4e60\u4e0e\u4fee\u6b63\u673a\u5236\u3002\u56e2\u961f\u56de\u590d\u8be6\u5c3d\uff0c\u786e\u8ba4\u4e86\u4e0a\u8ff0\u529f\u80fd\u5747\u88ab\u652f\u6301\u4e14\u65e0\u9700\u624b\u52a8\u9884\u8bbe\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 **\n <\/p>\n<p class=\"ai-content\">\n Lums\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u8d26\u5355\u805a\u5408\u5668\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u7528\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u53d6\u4ee3\u590d\u6742\u7684\u4eea\u8868\u76d8\u64cd\u4f5c\uff0c\u5c06\u8d22\u52a1\u7ba1\u7406\u7684\u6838\u5fc3\u52a8\u4f5c\u4ece\u201c\u624b\u52a8\u6574\u7406\u4e0e\u89e3\u7801\u201d\u8f6c\u53d8\u4e3a\u201c\u76f4\u63a5\u63d0\u95ee\u4e0e\u83b7\u5f97\u6d1e\u5bdf\u201d\u3002\u8fd9\u76f4\u51fb\u4e86Mint\u7b49\u8001\u724c\u5de5\u5177\u65e5\u6e10\u81c3\u80bf\u3001\u4f53\u9a8c\u88ab\u52a8\u7684\u8981\u5bb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4eae\u70b9\u6e05\u6670\uff1a\u4e00\u662f\u201c\u5bf9\u8bdd\u5373\u754c\u9762\u201d\uff0c\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff1b\u4e8c\u662f\u201c\u591a\u5e01\u79cd\u7edf\u4e00\u89c6\u56fe\u201d\uff0c\u7cbe\u51c6\u670d\u52a1\u4e86\u5168\u7403\u5316\u6d41\u52a8\u4eba\u7fa4\u7684\u521a\u9700\uff1b\u4e09\u662f\u201c14\u5929\u73b0\u91d1\u6d41\u9884\u6d4b\u201d\uff0c\u5c06\u5206\u6790\u4ece\u4e8b\u540e\u8bb0\u5f55\u63a8\u5411\u4e8b\u524d\u89c4\u5212\u3002\u56e2\u961f\u5728\u8bc4\u8bba\u533a\u7684\u56de\u5e94\u4e5f\u663e\u793a\uff0c\u4ed6\u4eec\u5728\u201c\u89c4\u5219\u4fee\u6b63\u201d\u4e0e\u201cAI\u5b66\u4e60\u201d\u4e4b\u95f4\u505a\u4e86\u5206\u5c42\u8bbe\u8ba1\uff0c\u517c\u987e\u4e86\u5373\u65f6\u63a7\u5236\u4e0e\u957f\u671f\u4e2a\u6027\u5316\uff0c\u8fd9\u662f\u907f\u514dAI\u6ca6\u4e3a\u201c\u9ed1\u7bb1\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u8d5b\u9053\u62e5\u6324\uff0c\u4ece\u8001\u724cMint\u5230\u65b0\u79c0Copilot\u3001Rocket Money\uff0c\u5747\u5177\u5907\u7c7b\u4f3c\u805a\u5408\u4e0e\u5206\u7c7b\u529f\u80fd\uff0cLums\u7684AI\u5bf9\u8bdd\u5dee\u5f02\u6027\u80fd\u5426\u5f62\u6210\u8db3\u591f\u5bbd\u7684\u62a4\u57ce\u6cb3\u5b58\u7591\u3002\u5176\u6b21\uff0c\u9690\u79c1\u5b89\u5168\u662f\u4fe1\u4efb\u57fa\u77f3\uff0c\u4f46\u201c\u9690\u79c1\u4f18\u5148\u201d\u4ec5\u662f\u53e3\u53f7\uff0c\u9700\u7ecf\u53d7\u4e25\u683c\u7684\u6280\u672f\u4e0e\u5408\u89c4\u8003\u9a8c\u3002\u6700\u540e\uff0c\u8d22\u52a1\u7ba1\u7406\u7684\u672c\u8d28\u662f\u6539\u53d8\u7528\u6237\u884c\u4e3a\uff0cAI\u63d0\u4f9b\u6d1e\u5bdf\u6613\uff0c\u4fc3\u4f7f\u7528\u6237\u91c7\u53d6\u884c\u52a8\u96be\u3002\u82e5\u4ec5\u505c\u7559\u5728\u201c\u66f4\u806a\u660e\u7684\u62a5\u544a\u201d\uff0c\u800c\u672a\u6df1\u5ea6\u5d4c\u5165\u8d26\u5355\u534f\u5546\u3001\u50a8\u84c4\u81ea\u52a8\u5316\u7b49\u884c\u52a8\u95ed\u73af\uff0c\u5176\u957f\u671f\u7528\u6237\u7c98\u6027\u53ef\u80fd\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLums\u5728\u7528\u6237\u4f53\u9a8c\u5c42\u505a\u51fa\u4e86\u6709\u4ef7\u503c\u7684\u521b\u65b0\uff0c\u5c24\u5176\u5bf9\u591a\u5e01\u79cd\u7528\u6237\u662f\u5229\u5668\u3002\u4f46\u5176\u80fd\u5426\u4ece\u201c\u806a\u660e\u7684\u53ef\u89c6\u5316\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u8d22\u52a1\u884c\u52a8\u4f19\u4f34\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u9ad8\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\">Lums<\/span>\n <\/div>\n<div class=\"comment-content\">Save time and money with intuitive AI money management. Build your budget in 2 minutes, manage multi-currency accounts, and let Lums auto-categorize every transaction for total financial clarity. What recurring charges do I have?\u201d to find hidden costs.<\/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 community! \ud83d\udc4b<\/p>\n<p>I\u2019m Marion, and I\u2019m so excited to finally share <strong>Lums<\/strong> with you!<\/p>\n<p>We built Lums because we were tired of “passive” financial apps that leave you feeling overwhelmed. Whether it\u2019s checking, credit cards, or cash, Lums unifies everything into one clear view with an intuitive app that has everything you need.<\/p>\n<p><strong>Why Lums is different:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Chat with your money \ud83d\udcac :<\/strong> Ask questions in plain language like: <em>\u201cWhat recurring charges do I have? I think I’m paying for things I forgot about.\u201d<\/em> and get instant answers.<\/p>\n<\/li>\n<li>\n<p><strong>14-Day Cash Projection \ud83d\udcc5 :<\/strong> Stop wondering if you’ll hit zero. Lums projects your balance so you can plan ahead with confidence.<\/p>\n<\/li>\n<li>\n<p><strong>AI-Powered Insights & Charts \ud83d\udcca :<\/strong> My brain needs visuals. Lums provides impactful charts and breakdowns to help you truly master your spending.<\/p>\n<\/li>\n<li>\n<p><strong>Effortless Organization \ud83e\ude84 :<\/strong> It automatically categorizes spending and detects internal transfers so your data is always clean.<\/p>\n<\/li>\n<li>\n<p><strong>Privacy-First \ud83d\udd12 :<\/strong> Your data is protected. You can review our full privacy policies on our website we built this for your peace of mind.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Our Goal Today:<\/strong> We\u2019d love your honest feedback! Is the <strong>AI chat<\/strong> helpful? Is the <strong>design<\/strong> intuitive? Most importantly, does our <strong>messaging<\/strong> clearly explain the value? My team and I are here all day to chat! \ud83d\udcdd<\/p>\n<p><strong>\ud83c\udf81 Launch Gift:<\/strong> We\u2019re offering <strong>2 months for FREE<\/strong>, no credit card required, so you can test everything and help us shape the future of Lums!<\/p>\n<p>Can\u2019t wait to hear your thoughts! \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Luisa here, one of the makers behind Lums.<\/p>\n<\/p>\n<p>I\u2019m truly excited to finally share Lums with the community today. A lot of thought and care has gone into building something that helps people better understand and manage their money, and it\u2019s great to see it out in the world.<\/p>\n<\/p>\n<p>Thank you for taking the time to explore it. I\u2019m looking forward to hearing your feedback and answering any questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luisa_montanez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luisa_montanez<\/a> congrats Lui!!!\ud83d\udc4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Anthony here, Co-founder of <strong>Lums<\/strong>.<\/p>\n<p>We built Lums because we were tired of managing my budgeting app instead of it managing my money. Between accounts in Canada and France, nothing worked … <strong>so we built something that does<\/strong>.<\/p>\n<p>Just ask “Where did my money go this month?” and Lums gives you a real answer with charts and insights. No manual work, no dashboards to decode.<\/p>\n<p>We’re launching in the USA first and would love your honest feedback. <br \/>Marion, Luisa and I are here all day : ask us anything! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marionkesteloot\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marionkesteloot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marionkesteloot<\/a> A question for you: Does it track spending across currencies in one view or keep them separate? And when using the chat can it answer questions that mix accounts and currencies together or does it stay account by account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_holmgren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_holmgren<\/a> <br \/>Both are fully supported:<\/p>\n<p>\ud83c\udf0d Multi-currency: On the dashboard, you select the currency you want and all your transactions are aggregated into one single view : no need to jump between separate accounts or currency tabs.<\/p>\n<p>\ud83d\udd0e Advanced filters: If you want to drill down, you can also filter to see only transactions for a specific account or a specific currency.<\/p>\n<p>\ud83e\udd16 AI chat: The agent has a global view of your entire financial picture and handles multi-currency seamlessly. So you can ask questions mixing accounts and currencies freely and get a unified answer.<\/p>\n<p>Big picture or detailed breakdown, it’s all there \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If I ask something simple like \u201cwhat subscriptions am I still paying for,\u201d does Lums pull that straight from my transactions or do I need to tag things first?<\/p>\n<p>Trying to understand how much setup is needed before the answers actually become useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johan_nystrom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johan_nystrom<\/a> Really appreciate the question Johan! It’s exactly the kind of thing we want to nail \ud83c\udfaf<\/p>\n<p>No tagging or manual setup needed: just connect your accounts and ask away! \ud83d\ude4c<\/p>\n<p>Lums automatically detects your subscriptions by analyzing recurring patterns in your transactions and gives you a clear breakdown of what you’re paying for, how much, and how often.<\/p>\n<p>The more history it has (and optional categorization helps too), the sharper the results get, but it works right out of the box from day one \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When the app auto-categorizes transactions, how much control you have to fix or teach it over time?<\/p>\n<p>For example, if something keeps getting labeled wrong, can you easily correct it so it learns your habits going forward?<\/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\/@elin_sjoberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elin_sjoberg<\/a> Hello Elin! \ud83d\ude4c It’s something we put a lot of thought into.<\/p>\n<p>You have full control and yes, Lums actually learns from your corrections:<\/p>\n<p>\ud83d\udd27 Fix it once: You can recategorize any transaction instantly. If it’s a one-off mistake, done.<\/p>\n<p>\ud83d\udccc Set a rule: If something keeps getting labeled wrong (say Venmo always shows as “Transfer” but you use it to split dinner bills) or if it’s a specific type of transaction you wanna always manually categorize in a dedicated category you can create a rule. Fix it once and it auto-applies to all future matching transactions.<\/p>\n<p>\ud83e\udde0 It remembers: On top of rules, Lums uses secured, long-term memory to store your preferences. So the more you correct, the more you talk with it, the smarter it gets about your specific habits. No retraining, no waiting, changes take effect right away.<\/p>\n<p>Think of it as three layers working together: instant edits, persistent rules, and AI that learns your preferences over time. The result is an app that progressively gets better the more you use it \ud83d\ude80<\/p>\n<p>I’d be happy to have you try Lums and hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M534HSABINV7ZU\" class=\"app-title\">Commentblocks<\/a><\/p>\n<div class=\"one-liner\">Allow clients to visually provide feedback without a login<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Commentblocks 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Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u6279\u6ce8<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8bc4\u8bba<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u6210\u672c\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>\u7528\u6237\u795d\u8d3a\u4ea7\u54c1\u53d1\u5e03\uff0c\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u89e3\u51b3\u5ba2\u6237\u53cd\u9988\u6a21\u7cca\u7684\u521d\u8877\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\u8be2\u95ee\uff1a\u5982\u4f55\u5904\u7406\u6a21\u7cca\/\u51b2\u7a81\u7684\u53cd\u9988\uff1f\u5982\u4f55\u5b9e\u73b0\u672c\u5730\u4e3b\u673a\uff08localhost\uff09\u5171\u4eab\uff1f\u540e\u8005\u88ab\u89e3\u7b54\u4e3a\u4f01\u4e1a\u7248\u529f\u80fd\uff0c\u4f7f\u7528ngrok\u96a7\u9053\u5b9e\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Commentblocks 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\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u529f\u80fd\u867d\u7b80\u6d01\uff0c\u4f46\u58c1\u5792\u4e0d\u9ad8\uff0c\u6613\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u63d0\u53ca\u7684\u5176\u4ed6\u5de5\u5177\uff08\u5982Beep!\u3001Markup\uff09\u5373\u662f\u660e\u8bc1\u3002\u5176\u6b21\uff0c\u201c\u65e0\u7ed3\u6784\u5316\u5b57\u6bb5\u201d\u5728\u964d\u4f4e\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5bfc\u81f4\u53cd\u9988\u4fe1\u606f\u6742\u4e71\uff0c\u521b\u59cb\u4eba\u5bf9\u6b64\u7684\u56de\u5e94\u5c1a\u663e\u6a21\u7cca\u3002\u957f\u8fdc\u6765\u770b\uff0c\u5982\u4f55\u4ece\u201c\u7b80\u5355\u7684\u6ce8\u91ca\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u201c\u8f7b\u91cf\u7ea7\u7684\u9879\u76ee\u53cd\u9988\u7ba1\u7406\u4e2d\u5fc3\u201d\uff0c\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u667a\u80fd\u5f52\u7c7b\uff08\u5982\u81ea\u52a8\u8bc6\u522bUI\u5143\u7d20\u3001\u53cd\u9988\u60c5\u611f\u5206\u6790\uff09\u6765\u63d0\u5347\u4fe1\u606f\u5904\u7406\u6548\u7387\uff0c\u5c06\u662f\u5176\u80fd\u5426\u5b88\u4f4f\u62a4\u57ce\u6cb3\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b9a\u4ef7\u7b56\u7565\u662f\u5176\u53e6\u4e00\u7cbe\u660e\u4e4b\u5904\u3002\u4ee5\u8fdc\u4f4e\u4e8e\u7ade\u54c1\u7684\u4ef7\u683c\u5438\u5f15\u6838\u5fc3\u7528\u6237\uff0c\u5e76\u901a\u8fc7\u201c\u672c\u5730\u4e3b\u673a\u652f\u6301\u201d\u7b49\u8fdb\u9636\u529f\u80fd\u533a\u5206\u4f01\u4e1a\u7248\uff0c\u4e3a\u672a\u6765\u6536\u5165\u5206\u5c42\u57cb\u4e0b\u4f0f\u7b14\u3002\u4f46\u4f5c\u4e3a\u4e2a\u4eba\u5f00\u53d1\u8005\u9879\u76ee\uff0c\u5176\u5728\u7a33\u5b9a\u6027\u3001\u6301\u7eed\u96c6\u6210\u652f\u6301\u4ee5\u53ca\u5927\u89c4\u6a21\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u4e0a\u7684\u6295\u5165\u80fd\u529b\uff0c\u5c06\u662f\u5ba2\u6237\uff0c\u5c24\u5176\u662f\u5c0f\u578b\u673a\u6784\u5ba2\u6237\u4f1a\u6301\u7eed\u89c2\u671b\u7684\u98ce\u9669\u70b9\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u573a\u666f\u5b9a\u4e49\u6e05\u6670\u3001MVP\u6253\u78e8\u5230\u4f4d\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u54f2\u5b66\u201d\u4e0e\u201c\u5fc5\u8981\u590d\u6742\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\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\">Commentblocks<\/span>\n <\/div>\n<div class=\"comment-content\">Your clients can finally point at what they mean. Commentblocks lets anyone pin comments directly on any website – no signup required. Share a link, they click and comment, you resolve. Works on staging, live, localhost (enterprise only). – Threaded conversations. – Email notifications. – Draw Mode Built for freelancers tired of $200\/month tools. Free to start. $14\/month after. Cancel antime.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI’m Julian, and I built Commentblocks because I was tired of playing translator between my clients and their feedback.<\/p>\n<p>The problem I kept running into:<br \/>\nAfter years of building websites for clients, I noticed the same pattern. Clients would send emails like “can you make the thing on the left more… modern?” or “the button isn’t working” (which button?).<br \/>\nI’d spend more time decoding feedback than actually implementing it.<\/p>\n<p>So I looked for tools.<br \/>\nMost were built for enterprise teams with enterprise pricing\u2014$50-200\/month for features I didn’t need. <\/p>\n<p>As a freelancer, that felt ridiculous for something that should be simple.<br \/>\nSo I built what I actually needed:<\/p>\n<p>– Share a link, client clicks and comments. That’s it.<br \/>\n– No signup required for clients (the biggest friction killer)<br \/>\n– Works on any URL: staging sites, live sites, even localhost<br \/>\n– Threaded conversations so nothing gets lost<br \/>\n– Mark resolved to track progress<\/p>\n<p>Who this is for:<br \/>\nFreelance web designers and developers. Agencies.<br \/>\nAnyone who works with clients who struggle to articulate “the thing.”<\/p>\n<p>Early adopter offer:<br \/>\nFor the Product Hunt community: 50% off your first month. <\/p>\n<p>I want to get this in the hands of people who actually need it.<br \/>\nI’m a solo maker, so I read every piece of feedback. If you have questions, ideas, or just want to say hi, drop a comment here or email me directly at <a href=\"mailto:julian@commentblocks.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">julian@commentblocks.com<\/a>.<\/p>\n<p>Would love to know:<br \/>\nwhat’s your current client feedback workflow? Curious how others are handling this.<\/p>\n<p>Thanks for checking out Commentblocks! \ud83d\ude4f<\/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\/@bykreth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bykreth<\/a> Hey Julian. Congrats on the launch! How do you handle edge cases like clients leaving ambiguous comments or conflicting feedback without structured fields?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@bykreth\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bykreth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bykreth<\/a> , product looks great! <\/p>\n<\/p>\n<p>Out of curiosity, how are you sharing \u201clocalhost\u201d for review?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcbc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcbc<\/a> Thank you! <\/p>\n<p>This is an enterprise feature (I just updated the description)<\/p>\n<p>It uses an ngrok tunnel. I am also working on an additonal chrome extension which would allow to make this feature available to all users. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This one reminds me <a href=\"https:\/\/www.producthunt.com\/products\/beep-add-comments-anywhere-on-the-web\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"beep-add-comments-anywhere-on-the-web\" target=\"_blank\" rel=\"noopener\">@Beep! – New Era for Collaboration\u26a1\ufe0f<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I actually didn’t know them. It was made as a response to Markups price hike last year so freelancers have an alternative that doesn’t cost $80\/month <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MMLCTTV3TNJP2H\" class=\"app-title\">S3nding<\/a><\/p>\n<div class=\"one-liner\">The fastest way to upload and share files from S3.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8f7b\u91cf\u7ea7macOS\u5e94\u7528\uff0c\u8ba9\u7528\u6237\u80fd\u5c06\u6587\u4ef6\u76f4\u63a5\u4e0a\u4f20\u81f3\u81ea\u6709S3\u517c\u5bb9\u5b58\u50a8\u5e76\u5373\u65f6\u751f\u6210\u5206\u4eab\u94fe\u63a5\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u53ca\u6280\u672f\u56e2\u961f\u5728\u5df2\u6709S3\u5b58\u50a8\u573a\u666f\u4e0b\uff0c\u5206\u4eab\u6587\u4ef6\u4ecd\u9700\u4f9d\u8d56\u7b2c\u4e09\u65b9\u4e91\u76d8\u3001\u6d41\u7a0b\u7e41\u7410\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\/bd9392f1-891b-47a9-a374-6189ad91ea71.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\/8b9c4184-0885-427e-bb8b-6935d14dbf2a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Storage<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u5206\u4eab\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">S3\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b58\u50a8\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u76f4\u63a5\u4e0a\u4f20<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u81ea\u4e3b\u63a7\u5236<\/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\u4f5c\u8005\u81ea\u8ff0\u5f00\u53d1\u521d\u8877\u662f\u538c\u5026\u4e86\u95f2\u7f6e\u81ea\u6709S3\u6876\u5374\u4ecd\u7528\u7b2c\u4e09\u65b9\u4e91\u76d8\u3002\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u4eceS3\u5206\u4eab\u6587\u4ef6\u7684\u4f20\u7edf\u75db\u70b9\uff0c\u5e76\u5bf9\u94fe\u63a5\u8fc7\u671f\u529f\u80fd\u8868\u793a\u6ee1\u610f\u3002\u76ee\u524d\u53cd\u9988\u79ef\u6781\uff0c\u65e0\u5177\u4f53\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n S3nding\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u6280\u672f\u7528\u6237\u5bf9\u4e91\u5b58\u50a8\u201c\u4e3b\u6743\u201d\u4e0e\u201c\u6548\u7387\u201d\u7684\u53cc\u91cd\u6e34\u6c42\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u73b0\u6709\u8d44\u6e90\uff08S3\u6876\uff09\u548c\u6210\u719f\u534f\u8bae\uff08S3\uff09\u8fdb\u884c\u4e86\u6781\u81f4\u7684\u4f53\u9a8c\u91cd\u6784\uff0c\u5c06\u539f\u672c\u9700\u8981\u901a\u8fc7CLI\u6216\u590d\u6742\u63a7\u5236\u53f0\u5b8c\u6210\u7684\u64cd\u4f5c\uff0c\u538b\u7f29\u4e3a\u201c\u62d6\u62fd-\u83b7\u53d6\u94fe\u63a5\u201d\u7684\u76f4\u89c9\u52a8\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76f4\u51fb\u4e24\u5927\u75db\u70b9\uff1a\u4e00\u662f\u5fc3\u7406\u5c42\u9762\u7684\u201c\u8d44\u6e90\u95f2\u7f6e\u7126\u8651\u201d\uff0c\u8bb8\u591a\u56e2\u961f\u652f\u4ed8\u4e86S3\u8d39\u7528\u5374\u56e0\u4f53\u9a8c\u969c\u788d\u800c\u4f9d\u8d56\u53e6\u4e00\u5957\u4ed8\u8d39\u4e91\u76d8\uff1b\u4e8c\u662f\u64cd\u4f5c\u5c42\u9762\u7684\u201c\u6d41\u7a0b\u65ad\u88c2\u201d\uff0c\u5728\u5f00\u53d1\u3001\u8fd0\u7ef4\u3001\u534f\u4f5c\u4e2d\u4e34\u65f6\u5206\u4eab\u6587\u4ef6\u65f6\uff0c\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u9ad8\u6602\u3002\u5b83\u6452\u5f03\u4e86\u540c\u6b65\u6587\u4ef6\u5939\u548c\u81c3\u80bf\u754c\u9762\uff0c\u672c\u8d28\u4e0a\u662f\u5c06S3\u7684\u201c\u5b58\u50a8\u201d\u5c5e\u6027\u65e0\u7f1d\u5ef6\u4f38\u4e3a\u201c\u5206\u53d1\u201d\u5c5e\u6027\uff0c\u5de9\u56fa\u4e86\u7528\u6237\u81ea\u6709\u5b58\u50a8\u7684\u57fa\u7840\u8bbe\u65bd\u5730\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u4e0a\u9650\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u8fd9\u4e00\u5b9a\u4f4d\u65e2\u662f\u5229\u57fa\u4e5f\u662f\u67b7\u9501\u3002\u5b83\u91cd\u5ea6\u4f9d\u8d56\u7528\u6237\u5df2\u6709S3\u77e5\u8bc6\uff08\u914d\u7f6e\u7ec8\u7aef\u3001\u6743\u9650\u7ba1\u7406\uff09\uff0c\u5c06\u5927\u4f17\u5e02\u573a\u62d2\u4e4b\u95e8\u5916\u3002\u5176\u201c\u8f7b\u91cf\u201d\u7279\u8d28\u5728\u5e94\u5bf9\u590d\u6742\u56e2\u961f\u6743\u9650\u3001\u6279\u91cf\u64cd\u4f5c\u6216\u9ad8\u7ea7\u94fe\u63a5\u7b56\u7565\u65f6\u53ef\u80fd\u6210\u4e3a\u77ed\u677f\u3002\u6b64\u5916\uff0c\u5728\u5bf9\u8c61\u5b58\u50a8\u6210\u672c\u4f18\u5316\uff08\u5982\u751f\u547d\u5468\u671f\u89c4\u5219\uff09\u4e0e\u4fbf\u6377\u5206\u4eab\u4e4b\u95f4\u5982\u4f55\u53d6\u5f97\u5e73\u8861\uff0c\u5c06\u662f\u6301\u7eed\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u751f\u6001\u4e2d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u8865\u4e01\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u4ea7\u54c1\u3002\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u5206\u4eab\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u201cS3\u524d\u7aef\u4ea4\u4e92\u5c42\u201d\uff0c\u96c6\u6210\u9884\u89c8\u3001\u8bc4\u8bba\u3001\u8bbf\u95ee\u5206\u6790\u7b49\u589e\u503c\u529f\u80fd\uff0c\u540c\u65f6\u4fdd\u6301\u7b80\u6d01\u7cbe\u9ad3\u3002\u5728\u4e91\u5382\u5546\u81ea\u8eab\u63a7\u5236\u53f0\u4f53\u9a8c\u4e0d\u65ad\u6539\u8fdb\u7684\u80cc\u666f\u4e0b\uff0cS3nding\u5fc5\u987b\u8bc1\u660e\u5176\u72ec\u7acb\u5e94\u7528\u7684\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u5feb\u6377\uff0c\u66f4\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u7528\u6237\u6587\u4ef6\u81ea\u4e3b\u6743\u4e3a\u6838\u5fc3\u7684\u3001\u4e0d\u53ef\u66ff\u4ee3\u7684\u5de5\u4f5c\u6d41\u8282\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">S3nding<\/span>\n <\/div>\n<div class=\"comment-content\">S3nding is a lightweight macOS app that turns any S3-compatible bucket into a fast file-sharing tool. Instead of uploading files to third-party cloud drives, you upload directly to your own S3 storage and instantly get a shareable link. It supports AWS S3 and any S3-compatible provider, works quietly in the background, and is designed to be as fast and frictionless as possible. No sync folders. No complex dashboards. Just upload \u2192 get link \u2192 done.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Nico, the maker of S3nding.<\/p>\n<p>I built S3nding because I was tired of uploading files to Google Drive or Dropbox when I already had S3 buckets sitting there unused.<\/p>\n<p>I wanted something fast, simple, and honest:<br \/>\n\t\u2022\tUpload files directly to my own S3 storage<br \/>\n\t\u2022\tGet a shareable link instantly<br \/>\n\t\u2022\tOptionally set links to expire automatically<br \/>\n\t\u2022\tNo sync folders, no bloated UIs, no subscriptions<\/p>\n<p>That\u2019s how S3nding was born \u2014 a lightweight desktop app that turns any S3-compatible bucket into a simple file-sharing tool, while keeping you fully in control of your files and access.<\/p>\n<p>I\u2019m launching today and would love your feedback, ideas, or questions.<br \/>\nI\u2019ll be around all day replying to everyone.<\/p>\n<p>Thanks for checking it out! \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing! I’ve been wanting to use S3 storage for more of my personal files but the idea of sharing from S3 was always painful – congrats<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thank you very much. Yes, my idea was always to have a separate bucket where I can drop files and be able to share them. And on top of that, with the option for the links to expire, I already have everything I need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RZAXBWYRQJFEO6\" class=\"app-title\">Echolon<\/a><\/p>\n<div class=\"one-liner\">Postman Alternative. Open source, git-native, zero login<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Echolon\u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u5f00\u6e90\u4e14\u4e0eGit\u6df1\u5ea6\u96c6\u6210\u7684API\u5ba2\u6237\u7aef\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u65e0\u9700\u767b\u5f55\u3001\u6570\u636e\u81ea\u4e3b\u53ef\u63a7\u7684Postman\u66ff\u4ee3\u65b9\u6848\uff0c\u5c24\u5176\u9002\u5408\u6ce8\u91cd\u9690\u79c1\u3001\u6210\u672c\u53ca\u7248\u672c\u63a7\u5236\u7684\u56e2\u961f\u534f\u4f5c\u573a\u666f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa6de9a3-7059-4d91-8a56-c83146b599b8.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\/387e6f19-b394-46a6-b28e-9b424b9d6928.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\/d000ef70-7e3c-417b-867e-cf36507ee6f8.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\/cc4a6a3f-3bba-4ca5-93c1-48ad7b3d43f6.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\/db9f86b9-999f-4599-b1d9-230b8d4da207.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\/659bfdb1-1a71-4170-bb3d-01989428add7.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/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\">API\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">Git\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u591a\u534f\u8bae\u652f\u6301<\/span><br \/>\n <span class=\"tag\">Postman\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u8be2\u95ee\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u4ea7\u54c1\u89e3\u51b3Postman\u672a\u80fd\u89e3\u51b3\u7684\u4f55\u79cd\u75db\u70b9\uff1b\u4e8c\u662f\u5176Git\u539f\u751f\u73af\u5883\u5982\u4f55\u540c\u6b65\u534f\u4f5c\u4e0e\u89e3\u51b3\u51b2\u7a81\u3002\u5f00\u53d1\u8005\u56de\u590d\u9610\u8ff0\u4e86\u5f00\u6e90\u3001\u514d\u767b\u5f55\u3001\u6570\u636e\u81ea\u4e3b\u3001\u6210\u672c\u53ca\u5bf9\u8fdc\u7a0bOpenAPI specs\u7684\u7cbe\u7ec6\u63a7\u5236\u7b49\u4f18\u52bf\uff0c\u5e76\u627f\u8ba4\u6682\u7f3a\u81ea\u52a8\u5316\u6d4b\u8bd5\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Echolon\u7684\u4eae\u76f8\uff0c\u76f4\u6307Postman\u7b49\u4e3b\u6d41API\u5de5\u5177\u7684\u4e24\u4e2a\u957f\u671f\u8f6f\u808b\uff1a\u65e5\u76ca\u6536\u7d27\u7684\u5546\u4e1a\u5316\u7b56\u7565\u5e26\u6765\u7684\u6210\u672c\u4e0e\u9690\u79c1\u5fe7\u8651\uff0c\u4ee5\u53ca\u4e91\u7aef\u4e2d\u5fc3\u5316\u67b6\u6784\u4e0e\u5f00\u53d1\u8005\u672c\u5730\u5316\u3001\u7248\u672c\u5316\u5de5\u4f5c\u6d41\u4e4b\u95f4\u7684\u5272\u88c2\u3002\u5176\u6253\u51fa\u7684\u201c\u5f00\u6e90\u3001Git\u539f\u751f\u3001\u96f6\u767b\u5f55\u201d\u7ec4\u5408\u62f3\uff0c\u786e\u5b9e\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u8d44\u6df1\u5f00\u53d1\u8005\u7684\u75d2\u70b9\u2014\u2014\u4ed6\u4eec\u6e34\u671b\u5bf9\u6838\u5fc3API\u8d44\u4ea7\u62e5\u6709\u7edd\u5bf9\u63a7\u5236\u6743\uff0c\u5e76\u5e0c\u671b\u6d4b\u8bd5\u96c6\u5408\u80fd\u50cf\u4ee3\u7801\u4e00\u6837\u8fdb\u884c\u5206\u652f\u3001\u5408\u5e76\u4e0e\u8ffd\u6eaf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u7684\u66f4\u50cf\u4e00\u4e2a\u201c\u7406\u60f3\u4e3b\u4e49\u8005\u7684\u6700\u5c0f\u53ef\u884c\u54c1\u201d\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u5f3a\u70c8\uff0c\u4f46\u62a4\u57ce\u6cb3\u5c1a\u6d45\u3002\u5f00\u6e90\u56fa\u7136\u662f\u5438\u5f15\u8d21\u732e\u8005\u548c\u5efa\u7acb\u4fe1\u4efb\u7684\u5229\u5668\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u4e0e\u6d3b\u8dc3\u7684\u751f\u6001\uff0c\u662f\u6bd4\u6280\u672f\u5f00\u53d1\u66f4\u4e25\u5cfb\u7684\u6311\u6218\u3002Git-native\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5b83\u4f18\u96c5\u5730\u89e3\u51b3\u4e86\u7248\u672c\u548c\u534f\u4f5c\u95ee\u9898\uff0c\u4f46\u4e5f\u5c06\u590d\u6742\u7684Git\u64cd\u4f5c\u4e0e\u7ba1\u7406\u6210\u672c\u8f6c\u79fb\u7ed9\u4e86\u7528\u6237\uff0c\u5bf9\u975e\u8d44\u6df1Git\u7528\u6237\u6216\u5bfb\u6c42\u5f00\u7bb1\u5373\u7528\u534f\u4f5c\u7684\u56e2\u961f\u53ef\u80fd\u6784\u6210\u95e8\u69db\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u5728\u81ea\u52a8\u5316\u6d4b\u8bd5\u7b49\u9ad8\u7ea7\u529f\u80fd\u4e0a\u7684\u7f3a\u5931\uff0c\u8fd9\u6070\u6070\u662fPostman\u6784\u5efa\u4f01\u4e1a\u58c1\u5792\u7684\u6838\u5fc3\u533a\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0cEcholon\u80fd\u5426\u5728\u4fdd\u6301\u201c\u672c\u5730\u4f18\u5148\u3001\u7b80\u5355\u53ef\u63a7\u201d\u54f2\u5b66\u7684\u540c\u65f6\uff0c\u5feb\u901f\u586b\u8865\u5173\u952e\u529f\u80fd\u7f3a\u53e3\uff0c\u5e76\u8bbe\u8ba1\u51fa\u6bd4\u76f4\u63a5\u4f7f\u7528Git\u66f4\u6d41\u7545\u65e0\u611f\u7684\u56e2\u961f\u534f\u4f5c\u4f53\u9a8c\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u957f\u671f\u5f98\u5f8a\u5728\u201c\u90e8\u5206\u6781\u5ba2\u7684\u7cbe\u81f4\u73a9\u5177\u201d\u4e0e\u201c\u53ef\u5927\u89c4\u6a21\u91c7\u7528\u7684\u751f\u4ea7\u5de5\u5177\u201d\u4e4b\u95f4\u3002\u5176\u524d\u666f\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u6e05\u6670\u7684\u7406\u5ff5\u8f6c\u5316\u4e3a\u540c\u6837\u5353\u8d8a\u7684\u7528\u6237\u4f53\u9a8c\uff0c\u5e76\u5728\u5f00\u6e90\u9879\u76ee\u4e0e\u4ea7\u54c1\u5316\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Echolon<\/span>\n <\/div>\n<div class=\"comment-content\">Echolon – A powerful, local-first API client. Open source alternative to Postman with Git integration, offline support, and multi-protocol capabilities.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi there,<\/p>\n<p>I have 2 questions:<\/p>\n<ul>\n<li>\n<p>The product snapshots in the <strong>Overview<\/strong> carousel appear a bit pixelated and blurred, or is it just me?<\/p>\n<\/li>\n<li>\n<p>As someone who uses Postman for basic API test, I wish to know what problem is <strong>Echolon <\/strong>solving which Postman isn’t? I mean, switching to alternative product is uncommon unless there is a huge upside. I would love to know your story…<\/p>\n<\/li>\n<\/ul>\n<p>Wishing you the best for your launch, <a href=\"https:\/\/www.producthunt.com\/@max_wesel\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"max_wesel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_wesel<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_wesel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_wesel<\/a>  Hey Max. Congrats on your launch! How does Echolon handle syncing, collaboration, and conflicts in a git-native environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Hi Ashok! <\/p>\n<p>With Echolon I tried to deliver an open source alternative to Postman.<br \/>Your are not required to login and you are not forced to give your data to Postman. Everything stays local and can be managed via Git.<\/p>\n<p>I used Postman very intensively but was not happy with the Pricing policy they are creating. <\/p>\n<p>In the end it is also about the smaller details. For example: I always wanted to have the ability to embed remotely hosted open api specs. <br \/>When they change I want to control if and when they changes are merged into my local collection. With Echolon this use case is every easy. It even gives you push notifications when new specs are available.<\/p>\n<p>Currently Echolon can not yet keep up with every feature Postman has (for example Automated Testing). For now I wanted to focus on the core and solve problems I was facing myself. But expect some major upgrades in the coming months!<\/p>\n<p>I hope that clarifies things a bit.<\/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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FD7XYLPGNN2WFY\" class=\"app-title\">RentAHuman.ai<\/a><\/p>\n<div class=\"one-liner\">Get paid when AI agents need someone in the real world.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RentAHuman.ai \u662f\u4e00\u4e2aAI\u4ee3\u7406\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u8fde\u63a5\u5e73\u53f0\uff0c\u5f53AI\u4ee3\u7406\u9700\u8981\u6267\u884c\u7ebf\u4e0b\u5b9e\u4f53\u4efb\u52a1\uff08\u5982\u53d6\u4ef6\u3001\u8dd1\u817f\u3001\u8c03\u7814\uff09\u65f6\uff0c\u53ef\u5728\u6b64\u5e73\u53f0\u201c\u79df\u7528\u201d\u4eba\u7c7b\u6765\u5b8c\u6210\uff0c\u89e3\u51b3\u4e86AI\u7f3a\u4e4f\u7269\u7406\u884c\u52a8\u80fd\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7799034-4af2-4141-9309-c2d61b08ded8.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\/0f090961-4822-447e-b537-76cfe5eddb5f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Apgx3EzAJOM?si=Ur7QdTUqnsmoGvsc\"><source src=\"https:\/\/youtu.be\/Apgx3EzAJOM?si=Ur7QdTUqnsmoGvsc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u96f6\u5de5\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u73b0\u5b9e\u4e16\u754c\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u4f17\u5305<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6269\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4e09\u70b9\uff1a\u4e00\u662f\u5bf9\u4efb\u52a1\u5b89\u5168\u6027\u4e0e\u4f26\u7406\u7684\u62c5\u5fe7\uff1b\u4e8c\u662f\u5bf9AI\u4ee3\u7406\u8d44\u91d1\u8fd0\u4f5c\u6a21\u5f0f\u7684\u597d\u5947\uff1b\u4e09\u662f\u63a2\u8ba8\u5e94\u7528\u573a\u666f\uff0c\u662f\u505c\u7559\u5728\u7b80\u5355\u8dd1\u817f\uff0c\u8fd8\u662f\u5df2\u6269\u5c55\u81f3\u590d\u6742\u6280\u672f\u6027\u5b9e\u5730\u5de5\u4f5c\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 RentAHuman.ai \u6240\u63cf\u7ed8\u7684\u56fe\u666f\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u201c\u4ea7\u54c1\u201d\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u5145\u6ee1\u6311\u8845\u610f\u5473\u7684\u201c\u5ba3\u8a00\u201d\u3002\u5b83\u7c97\u66b4\u5730\u98a0\u5012\u4e86\u4f20\u7edf\u7684\u4eba\u673a\u5173\u7cfb\uff1a\u4eba\u7c7b\u4e0d\u518d\u662f\u51b3\u7b56\u4e0e\u96c7\u4f63\u7684\u4e3b\u4f53\uff0c\u800c\u662f\u88abAI\u201c\u79df\u7528\u201d\u7684\u3001\u5b8c\u6210\u5176\u7269\u7406\u5ef6\u4f38\u7684\u7ec8\u7aef\u6267\u884c\u5355\u5143\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u5f53\u524d\u80fd\u9ad8\u6548\u7ec4\u7ec7\u591a\u5c11\u8dd1\u817f\u4efb\u52a1\uff0c\u800c\u5728\u4e8e\u5b83\u7387\u5148\u4e3a\u5373\u5c06\u5230\u6765\u7684\u201c\u5177\u8eab\u667a\u80fd\u201d\u6216\u201c\u4ee3\u7406\u751f\u6001\u201d\u9884\u57cb\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u57fa\u7840\u8bbe\u65bd\u2014\u2014\u6807\u51c6\u5316\u7684\u4eba\u673a\u4ea4\u4e92\u534f\u8bae\uff08\u5982MCP\uff09\u4e0e\u652f\u4ed8\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u7ad9\u5728\u4e86\u4e24\u4e2a\u98ce\u53e3\u4ea4\u6c47\u70b9\uff1a\u4e00\u662fAI\u4ee3\u7406\u81ea\u4e3b\u6027\u7684\u589e\u5f3a\uff0c\u4e8c\u662f\u96f6\u5de5\u7ecf\u6d4e\u7684\u9ad8\u5ea6\u5e73\u53f0\u5316\u3002\u5b83\u8bd5\u56fe\u5c06\u4eba\u7c7b\u52b3\u52a8\u529b\u5c01\u88c5\u6210\u4e00\u9879\u53ef\u901a\u8fc7API\u8c03\u7528\u7684\u4e91\u670d\u52a1\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u76f4\u6307\u6838\u5fc3\uff1a\u5b89\u5168\u4e0e\u8d23\u4efb\u6846\u67b6\u7684\u7f3a\u5931\u662f\u81f4\u547d\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002AI\u4e0b\u8fbe\u201c\u53d6\u4ef6\u201d\u6307\u4ee4\u4e0e\u4e0b\u8fbe\u201c\u8fdb\u5165\u67d0\u573a\u6240\u201d\u6307\u4ee4\uff0c\u8fb9\u754c\u5982\u4f55\u754c\u5b9a\uff1f\u5e73\u53f0\u662f\u7b80\u5355\u7684\u4efb\u52a1\u4e2d\u8f6c\u7ad9\uff0c\u8fd8\u662f\u9700\u627f\u62c5\u96c7\u4e3b\u8d23\u4efb\uff1f\u8bc4\u8bba\u4e2d\u7684\u62c5\u5fe7\u7edd\u975e\u675e\u4eba\u5fe7\u5929\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u80fd\u5426\u6210\u7acb\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0a\u6e38AI\u4ee3\u7406\u662f\u5426\u771f\u6b63\u62e5\u6709\u201c\u53ef\u652f\u914d\u8d44\u91d1\u201d\u5e76\u4ea7\u751f\u5f3a\u70c8\u7684\u5b9e\u4f53\u4efb\u52a1\u9700\u6c42\u3002\u76ee\u524d\u8fd9\u66f4\u50cf\u4e00\u4e2a\u201c\u5047\u5982\u672a\u6765\u5982\u6b64\u201d\u7684\u524d\u77bb\u6027\u5b9e\u9a8c\u3002\u5982\u679cAI\u4ee3\u7406\u672c\u8eab\u5c1a\u672a\u666e\u53ca\uff0c\u90a3\u4e48\u201c\u79df\u7528\u4eba\u7c7b\u201d\u5c31\u6210\u4e86\u65e0\u6e90\u4e4b\u6c34\u3002\u56e0\u6b64\uff0c\u8be5\u4ea7\u54c1\u7684\u6210\u8d25\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u81ea\u8eab\u4ee3\u7801\uff0c\u800c\u53d6\u51b3\u4e8e\u6574\u4e2aAI\u4ee3\u7406\u751f\u6001\u7684\u6f14\u8fdb\u901f\u5ea6\u4e0e\u4f26\u7406\u6cd5\u89c4\u7684\u6784\u5efa\u8fdb\u7a0b\u3002\u5b83\u662f\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51fa\u6211\u4eec\u5bf9\u81ea\u52a8\u5316\u672a\u6765\u7684\u6df1\u5c42\u7126\u8651\u4e0e\u60f3\u8c61\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\">RentAHuman.ai<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents can rent humans for real-world physical tasks. MCP server integration, REST API, flexible payments. ClawdBots, MoltBots, OpenClaws welcome. Book humans for pickups, meetings, errands, research, 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>I have seen this a few days ago. We discussed this. <\/p>\n<p>One thing that is scary: I hope that these AI agents will not give tasks that could harm someone. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>These agents actually pay the people working for them… that’s wild! But where do they get the cash? <\/p>\n<\/p>\n<p>Moltbots and OpenClaws can receive funds directly from the humans they serve. Eventually, they’ll generate their own revenue and hire their own teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This concept is wild. As someone who just spent 4 hours ‘vibe coding’ <strong>FeatMap.app <\/strong>on a train this week, I love the irony\u2014while I’m using AI to build software on a moving locomotive, you’re using AI to hire humans to move in the real world.<\/p>\n<p>I\u2019m a big fan of the MCP integration (Standardization > Everything). <\/p>\n<p><strong>Question for the team:<\/strong> Do you see this primarily as a gig-economy play for errands, or have you seen agents start to ‘hire’ humans for more complex technical field-work yet?<\/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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UJBERGH5T7JICA\" class=\"app-title\">Clema <\/a><\/p>\n<div class=\"one-liner\">Your AI assistant for federal higher education data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clema\u662f\u4e00\u6b3e\u9762\u5411\u9ad8\u7b49\u6559\u80b2\u7814\u7a76\u8005\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8054\u90a6\u9ad8\u7b49\u6559\u80b2\u6570\u636e\u5e93\uff0c\u89e3\u51b3\u4e86\u673a\u6784\u7814\u7a76\u4eba\u5458\u5728\u6570\u636e\u83b7\u53d6\u3001\u6e05\u6d17\u548c\u5206\u6790\u73af\u8282\u8017\u65f6\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db16e40a-665a-40ae-80eb-c80c2db667c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c22472a0-0989-4704-ab3f-4ee20f6a0768.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da82c6a2-9553-420c-90f7-1239e01499a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/850c093e-b391-4861-83e9-20cb053c80fe.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\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9ad8\u7b49\u6559\u80b2\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u6570\u636e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">IPEDS<\/span><br \/>\n <span class=\"tag\">\u673a\u6784\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u62a5\u8868<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5bfc\u51fa<\/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\u4ebaWilson\u5728\u8bc4\u8bba\u4e2d\u9610\u8ff0\u4e86\u4ea7\u54c1\u5f00\u53d1\u80cc\u666f\u4e0e\u6838\u5fc3\u4ef7\u503c\uff0c\u5c5e\u4e8e\u4ea7\u54c1\u65b9\u4e3b\u52a8\u4ecb\u7ecd\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u6682\u65e0\u771f\u5b9e\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u7f3a\u4e4f\u6765\u81ea\u5b9e\u9645\u4f7f\u7528\u8005\u7684\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clema\u7784\u51c6\u7684\u662f\u4e00\u4e2a\u5178\u578b\u800c\u987d\u56fa\u7684\u201c\u6570\u636e\u6cbc\u6cfd\u201d\u5e02\u573a\u2014\u2014\u8054\u90a6\u9ad8\u7b49\u6559\u80b2\u6570\u636e\u7cfb\u7edf\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5728\u4e8e\u7528\u81ea\u7136\u8bed\u8a00\u754c\u9762\u66ff\u4ee3\u9648\u65e7\u7684\u653f\u5e9c\u6570\u636e\u95e8\u6237\u548c\u7e41\u7410\u7684CSV\u64cd\u4f5c\uff0c\u8fd9\u786e\u5b9e\u5207\u4e2d\u4e86\u673a\u6784\u7814\u7a76\uff08IR\uff09\u56e2\u961f\u3001\u653f\u7b56\u5206\u6790\u8005\u7b49\u4e13\u4e1a\u7528\u6237\u7684\u8868\u5c42\u75db\u70b9\uff1a\u65f6\u95f4\u6d88\u8017\u4e0e\u64cd\u4f5c\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6df1\u5c42\u6311\u6218\u8fdc\u4e0d\u6b62\u4e8e\u6280\u672f\u5b9e\u73b0\u3002\u5176\u4e00\uff0c\u6570\u636e\u6743\u5a01\u6027\u4e0e\u5b9e\u65f6\u6027\u3002IPEDS\u7b49\u5b98\u65b9\u6570\u636e\u672c\u8eab\u5b58\u5728\u53d1\u5e03\u6ede\u540e\u3001\u53e3\u5f84\u8c03\u6574\u7b49\u95ee\u9898\uff0cAI\u89e3\u8bfb\u5982\u4f55\u6807\u6ce8\u8fd9\u4e9b\u5c40\u9650\u6027\uff1f\u5176\u4e8c\uff0c\u5206\u6790\u6df1\u5ea6\u58c1\u5792\u3002\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u867d\u4fbf\u6377\uff0c\u4f46\u590d\u6742\u7684\u7814\u7a76\u95ee\u9898\u5f80\u5f80\u6d89\u53ca\u591a\u6e90\u6570\u636e\u62fc\u63a5\u3001\u6a21\u578b\u6784\u5efa\u4e0e\u56e0\u679c\u63a8\u65ad\uff0c\u8fd9\u5e76\u975e\u5f53\u524d\u5bf9\u8bdd\u5f0fAI\u6240\u80fd\u8f7b\u6613\u627f\u8f7d\u3002\u4ea7\u54c1\u53ef\u80fd\u6ca6\u4e3a\u201c\u6570\u636e\u68c0\u7d22\u52a0\u901f\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u5206\u6790\u4f19\u4f34\u201d\u3002\u5176\u4e09\uff0c\u5e02\u573a\u5929\u82b1\u677f\u4e0e\u4ed8\u8d39\u610f\u613f\u3002\u9ad8\u5ea6\u5782\u76f4\u7684B2B\u573a\u666f\u7528\u6237\u7fa4\u6709\u9650\uff0c\u4e14\u9ad8\u6821IT\u91c7\u8d2d\u6d41\u7a0b\u5197\u957f\uff0c\u5bf9\u4ef7\u683c\u654f\u611f\u3002\u5c06\u7528\u6237\u753b\u50cf\u4ece\u6838\u5fc3\u7684IR\u56e2\u961f\u6269\u5c55\u81f3\u8bb0\u8005\u3001\u5b66\u751f\uff0c\u770b\u4f3c\u62d3\u5bbd\u5e02\u573a\uff0c\u5b9e\u5219\u53ef\u80fd\u6a21\u7cca\u4ea7\u54c1\u5b9a\u4f4d\uff0c\u524a\u5f31\u4e13\u4e1a\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u8003\u9a8c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u4ece\u201c\u66f4\u5feb\u7684\u67e5\u8be2\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u4fe1\u7684\u51b3\u7b56\u652f\u6301\u7cfb\u7edf\u201d\uff1f\u8fd9\u9700\u8981\u6784\u5efa\u8d85\u8d8a\u63a5\u53e3\u521b\u65b0\u7684\u3001\u6df1\u5ea6\u7684\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5408\u89c4\u7684\u6570\u636e\u6cbb\u7406\u6846\u67b6\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684MVP\uff0c\u8bc1\u660e\u4e86\u6280\u672f\u53ef\u884c\u6027\uff0c\u4f46\u5c1a\u672a\u89e6\u53ca\u9ad8\u7b49\u6559\u80b2\u6570\u636e\u751f\u6001\u4e2d\u771f\u6b63\u7684\u786c\u6838\u96be\u9898\u2014\u2014\u6570\u636e\u4e0d\u4e00\u81f4\u7684\u667a\u80fd\u8c03\u548c\u3001\u8de8\u5e74\u5ea6\u53ef\u6bd4\u6027\u5904\u7406\u3001\u4ee5\u53ca\u7b26\u5408\u5b66\u672f\u4e25\u8c28\u6027\u7684\u89e3\u91ca\u751f\u6210\u3002\u82e5\u4e0d\u80fd\u5728\u8fd9\u4e9b\u7ef4\u5ea6\u5efa\u7acb\u62a4\u57ce\u6cb3\uff0c\u5176\u5c06\u9762\u4e34\u88ab\u901a\u7528\u578bBI\u5de5\u5177\u6216\u66f4\u4e13\u4e1a\u7684\u7edf\u8ba1\u5206\u6790\u8f6f\u4ef6\u964d\u7ef4\u6253\u51fb\u7684\u98ce\u9669\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\">Clema <\/span>\n <\/div>\n<div class=\"comment-content\">Higher Ed Co-Pilot lets you query the federal database of every US college and university using natural language. Compare institutions, track trends, export data\u2014no more downloading CSVs or navigating clunky interfaces. Built for IR teams and higher ed researchers. Data sources includes IPEDS, College Scorecard and many more.<\/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’m Wilson, founder of Clema.ai. After talking to 50+ Institutional Researchers from Higher Education in the US, I kept hearing the same frustration:<\/p>\n<p>“I spend more time downloading CSVs and merging spreadsheets than actually analyzing data.”<\/p>\n<p>IPEDS (Integrated Postsecondary Education Data System) has data on every US college and university\u20146,000+ institutions, 100+ variables, 20+ years of history. But accessing it? Painful.<\/p>\n<p>The old way:<br \/>\n\u274c Navigate confusing government interfaces<br \/>\n\u274c Download multiple CSV files<br \/>\n\u274c Merge and clean in Excel<br \/>\n\u274c Decode cryptic variable names<br \/>\n\u274c Days to get a simple answer<\/p>\n<p>With IPEDS GPT:<br \/>\n\u2705 Ask in plain English: “How does our graduation rate compare to peer institutions?”<br \/>\n\u2705 Get instant, cited answers<br \/>\n\u2705 Export charts and data<br \/>\n\u2705 Minutes, not days<\/p>\n<p>We built this for IR teams drowning in ad-hoc requests, but it’s useful for anyone researching higher education\u2014journalists, policymakers, prospective students, consultants.<\/p>\n<p>Would love your feedback! What questions would you ask about US colleges?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/LHOUMDZ2AGQ3PC\" class=\"app-title\">Orange Slice<\/a><\/p>\n<div class=\"one-liner\">Claude Code for GTM<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Orange Slice \u662f\u4e00\u6b3e\u5229\u7528\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u6784\u5efaGTM\uff08\u5e02\u573a\u8fdb\u5165\uff09\u5de5\u4f5c\u6d41\u7684AI\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u8ba9\u7528\u6237\u7528\u7b80\u5355\u82f1\u8bed\u63cf\u8ff0\u76ee\u6807\u5ba2\u6237\uff0c\u81ea\u52a8\u5bfb\u627e\u5339\u914d\u7ebf\u7d22\u5e76\u642d\u5efa\u4ece\u76d1\u542c\u5e02\u573a\u58f0\u97f3\u5230\u7b5b\u9009\u5165\u7ad9\u7ebf\u7d22\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u4e0e\u5e02\u573a\u56e2\u961f\u5728\u5ba2\u6237\u6316\u6398\u4e0e\u6d41\u7a0b\u5b9e\u9a8c\u4e2d\u624b\u52a8\u64cd\u4f5c\u7e41\u7410\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a8fac13-d491-4a61-884e-a067fe1b6d1c.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\/bc35fae1-2659-48bb-963e-71bfc9044821.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72e5449f-8839-4652-b430-5f03eb7ea9f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0ba775b-6a8c-4d0e-a867-a8ac8efe693d.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\/4c6a0351-9db8-4523-a24c-f0290e5d3883.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/le727v1A5l8\"><source src=\"https:\/\/youtu.be\/le727v1A5l8\" 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\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">GTM\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u8fdb\u5165\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u7f16\u6392<\/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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u521b\u59cb\u4eba\uff0c\u9610\u8ff0\u4e86\u521b\u4e1a\u521d\u8877\uff1a\u56e0\u4eb2\u8eab\u7ecf\u5386\u9500\u552e\u73af\u8282\u7684\u8270\u96be\uff08\u5982\u624b\u52a8\u4ece\u8c37\u6b4c\u5730\u56fe\u6293\u53d6\u5ba2\u6237\uff09\uff0c\u6545\u6253\u9020\u6b64\u4ea7\u54c1\u4ee5\u7b80\u5316\u9500\u552e\u6d41\u7a0b\u7f16\u6392\uff0c\u5e2e\u52a9\u56e2\u961f\u4ece\u7ba1\u7406\u5165\u7ad9\u5230\u7ec6\u5206\u51fa\u7ad9\u7ebf\u7d22\uff0c\u805a\u7126\u4e8e\u6210\u4ea4\u800c\u975e\u624b\u52a8\u8c03\u7814\u3002\u8bc4\u8bba\u6838\u5fc3\u662f\u4ea7\u54c1\u7406\u5ff5\u9610\u8ff0\u4e0e\u65e9\u671f\u53cd\u9988\u5f81\u96c6\uff0c\u672a\u63d0\u53ca\u5177\u4f53\u7528\u6237\u95ee\u9898\u6216\u5916\u90e8\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 Orange Slice \u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u7528\u81ea\u7136\u8bed\u8a00\u7f16\u6392GTM\u5de5\u4f5c\u6d41\u201d\u2014\u2014\u76f4\u6307\u5f53\u524d\u9500\u552e\u6280\u672f\u6808\u7684\u4e00\u4e2a\u6839\u672c\u6027\u77db\u76fe\uff1a\u7406\u8bba\u4e0a\u9500\u552e\u5e94\u662f\u654f\u6377\u3001\u53ef\u5b9e\u9a8c\u7684\uff0c\u4f46\u5b9e\u9645\u4e0a\u642d\u5efa\u4e00\u4e2a\u4ece\u5e02\u573a\u76d1\u542c\uff08\u5982Reddit\uff09\u5230\u7ebf\u7d22\u7b5b\u9009\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u4ecd\u9700\u8de8\u5e73\u53f0\u3001\u5199\u89c4\u5219\u3001\u5904\u7406API\uff0c\u6280\u672f\u95e8\u69db\u4e0e\u65f6\u95f4\u6210\u672c\u627c\u6740\u4e86\u591a\u6570\u5b9e\u9a8c\u6027\u60f3\u6cd5\u3002\u4ea7\u54c1\u5c06Claude\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\u951a\u5b9a\u5728GTM\u8fd9\u4e00\u5782\u76f4\u9886\u57df\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3CRM\u6216\u5355\u72ec\u7684\u76d1\u542c\u5de5\u5177\uff0c\u800c\u662f\u5145\u5f53\u4e00\u4e2a\u201c\u6218\u7565\u6267\u884c\u5c42\u201d\u7684\u7ffb\u8bd1\u5668\u4e0e\u8fde\u63a5\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7528\u82f1\u8bed\u63cf\u8ff0\u5b8c\u7f8e\u5ba2\u6237\u201d\u662f\u7ecf\u5178\u7684\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u95ee\u9898\uff0c\u5bf9\u7528\u6237\u81ea\u8eab\u7684\u5e02\u573a\u5b9a\u4e49\u80fd\u529b\u8981\u6c42\u6781\u9ad8\u3002\u5176\u6b21\uff0cGTM\u5de5\u4f5c\u6d41\u6d89\u53ca\u6570\u636e\u6e90\u96c6\u6210\u3001\u884c\u52a8\u89e6\u53d1\uff08\u5982\u53d1\u9001\u90ae\u4ef6\uff09\u7b49\u590d\u6742\u73af\u8282\uff0c\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u6a21\u7cca\u6027\u5982\u4f55\u5728\u5173\u952e\u4e1a\u52a1\u64cd\u4f5c\u4e2d\u8f6c\u5316\u4e3a\u53ef\u9760\u3001\u53ef\u5ba1\u8ba1\u7684\u6d41\u7a0b\uff1f\u8fd9\u8003\u9a8c\u7740\u4ea7\u54c1\u5728\u201c\u7075\u6d3b\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u95f4\u7684\u5e73\u8861\u827a\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u521b\u59cb\u4eba\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u6e90\u81ea\u771f\u5b9e\u7684\u201c\u9500\u552e\u4e4b\u75db\u201d\uff0c\u8fd9\u79cd\u573a\u666f\u9a71\u52a8\u503c\u5f97\u80af\u5b9a\u3002\u4f46\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u5145\u6ee1\u6f5c\u529b\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\uff0c\u800c\u975e\u6210\u719f\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u8db3\u591f\u667a\u80fd\u3001\u7406\u89e3GTM\u590d\u6742\u8bed\u4e49\u7684AI\u5c42\uff0c\u5e76\u5f62\u6210\u53ef\u9760\u7684\u6570\u636e\u8fde\u63a5\u751f\u6001\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u624b\u52a8\u914d\u7f6e\u7684\u201c\u81ea\u52a8\u5316\u201d\u73a9\u5177\uff0c\u5e76\u672a\u771f\u6b63\u964d\u4f4e\u5b9e\u9a8c\u6210\u672c\u3002\u5728AI\u8d4b\u80fdB2B\u9500\u552e\u7684\u70ed\u6f6e\u4e2d\uff0cOrange Slice\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u53c8\u4e00\u4e2a\u7528AI\u5305\u88c5\u7684\u6d41\u7a0b\u753b\u5e03\uff0c\u800c\u662f\u80fd\u771f\u6b63\u7406\u89e3\u9500\u552e\u610f\u56fe\u5e76\u7cbe\u51c6\u6267\u884c\u7684\u201c\u6218\u7565\u526f\u9a7e\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\">Orange Slice<\/span>\n <\/div>\n<div class=\"comment-content\">Write in plain english who your perfect customers are — find people that fit that criteria Build any GTM workflow you can think of through natural language from listening to reddit if people mention the problem you solve to having AI sort and qualify your inbound<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Orange Slice to make sales\/GTM more accessible and easier to orchestrate.<\/p>\n<p>When I sold my last restaurant tech startup at 19, sales was the hardest part. I was scraping Google Maps just to find potential customers.<\/p>\n<p>That stuck with me.<\/p>\n<p>For my next company, I wanted to build the product I wished I had.<\/p>\n<p>Sales isn\u2019t set-it-and-forget-it \u2014 it\u2019s constant experimentation. Trying new channels, new segments, new angles. But today it\u2019s still surprisingly hard to set up and run those experiments.<\/p>\n<p>So we built Orange Slice to help teams orchestrate sales \u2014 from managing inbound to segmenting outbound \u2014 and focus on closing, not manual research.<\/p>\n<p>We\u2019re still early and learning every day.<br \/>\nWould genuinely love your feedback \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QJMTTE3Q5PTLP4\" class=\"app-title\">My Drawer<\/a><\/p>\n<div class=\"one-liner\">Open source, intelligent sidebar for MacOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>My Drawer\u662f\u4e00\u6b3e\u5f00\u6e90\u667a\u80fd\u4fa7\u8fb9\u680f\u5de5\u5177\uff0c\u901a\u8fc7\u96c6\u6210AI\u5bf9\u8bdd\u3001\u526a\u8d34\u677f\u7ba1\u7406\u3001\u7b14\u8bb0\u4efb\u52a1\u548c\u7a97\u53e3\u6574\u7406\u7b49\u6838\u5fc3\u529f\u80fd\uff0c\u5728macOS\u684c\u9762\u573a\u666f\u4e2d\u4e00\u7ad9\u5f0f\u89e3\u51b3\u7528\u6237\u9891\u7e41\u5207\u6362\u5e94\u7528\u5bfc\u81f4\u7684\u6d41\u7a0b\u4e2d\u65ad\u4e0e\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9660352b-e728-4f96-aa01-15f1a14cc21a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ef9a3b7-f498-49d9-84da-d15d6367292a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23089059-1c4a-47db-b586-459ec610db48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18e60199-1806-4903-b73b-c8b8e625dab4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d583b945-eaef-49e7-95b8-9113774d5d98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6ca0685-3f27-4ae4-a664-f71500ed9dd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97c0d48d-7805-430c-81ef-eed0c13510fd.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\">Notes<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4fa7\u8fb9\u680f<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u526a\u8d34\u677f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7a97\u53e3\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u81ea\u8ff0\u65e8\u5728\u89e3\u51b3\u201c\u6807\u7b7e\u75b2\u52b3\u201d\uff1b\u7528\u6237\u8ba4\u53ef\u5f00\u53d1\u8005\u4e00\u8d2f\u7cbe\u51c6\u89e3\u51b3\u7528\u6237\u75db\u70b9\uff0c\u4ea7\u54c1\u7b80\u6d01\u5b9e\u7528\uff1b\u53e6\u6709\u7528\u6237\u5bf9\u81ea\u5e26\u5bc6\u94a5\uff08BYOK\uff09\u7684AI\u529f\u80fd\u8868\u793a\u5174\u8da3\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u4e3b\u8981\u4e3a\u5bf9\u4ea7\u54c1\u7406\u5ff5\u7684\u80af\u5b9a\u4e0e\u9f13\u52b1\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 My Drawer\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u4e0d\u6253\u65ad\u5de5\u4f5c\u6d41\u201d\u7684\u96c6\u6210\u5f0f\u4fa7\u8fb9\u680f\u2014\u2014\u76f4\u6307\u73b0\u4ee3\u6570\u5b57\u5de5\u4f5c\u73af\u5883\u7684\u6df1\u5c42\u77db\u76fe\uff1a\u5de5\u5177\u6cdb\u6ee5\u5bfc\u81f4\u7684\u64cd\u4f5c\u788e\u7247\u5316\u3002\u5b83\u5c06\u6570\u4e2a\u9ad8\u9891\u4f46\u79bb\u6563\u7684\u5fae\u64cd\u4f5c\uff08AI\u95ee\u7b54\u3001\u526a\u8d34\u677f\u8ffd\u6eaf\u3001\u5feb\u901f\u8bb0\u5f55\u3001\u7a97\u53e3\u6574\u7406\uff09\u805a\u5408\u4e8e\u4e00\u5904\uff0c\u8bd5\u56fe\u5c06\u7528\u6237\u4ece\u9891\u7e41\u7684Alt-Tab\u5207\u6362\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5176\u4ef7\u503c\u5728\u4e8e\u5bf9\u201c\u64cd\u4f5c\u6d41\u201d\u7684\u91cd\u65b0\u6574\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u5747\u5728\u4e8e\u201c\u96c6\u6210\u201d\u4e8c\u5b57\u3002\u6f5c\u529b\u5728\u4e8e\uff0c\u5b83\u82e5\u771f\u80fd\u6210\u4e3a\u684c\u9762\u7684\u201c\u7edf\u4e00\u63a7\u5236\u5c42\u201d\uff0c\u5c06\u6781\u5927\u964d\u4f4e\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u8d1f\u8377\uff1b\u6311\u6218\u5219\u5728\u4e8e\uff0c\u6b64\u7c7b\u5de5\u5177\u6781\u6613\u9677\u5165\u201c\u529f\u80fd\u6742\u8d27\u94fa\u201d\u7684\u9677\u9631\uff0c\u5bfc\u81f4\u4fa7\u8fb9\u680f\u672c\u8eab\u53d8\u5f97\u81c3\u80bf\uff0c\u53cd\u800c\u8fdd\u80cc\u4e86\u201c\u4e0d\u6253\u65ad\u6d41\u7a0b\u201d\u7684\u521d\u8877\u3002\u76ee\u524d\u5176\u5f00\u6e90\u4e0e\u9690\u79c1\u805a\u7126\u7684\u5b9a\u4f4d\u662f\u660e\u667a\u7684\u5dee\u5f02\u5316\u7b56\u7565\uff0c\u80fd\u5438\u5f15\u6280\u672f\u654f\u611f\u578b\u7528\u6237\uff0c\u4f46\u666e\u901a\u7528\u6237\u66f4\u5173\u5fc3\u96c6\u6210\u7684\u6df1\u5ea6\u4e0e\u7a33\u5b9a\u6027\uff0c\u4f8b\u5982AI\u5bf9\u8bdd\u7684\u5b9e\u7528\u6027\u3001\u5404\u6a21\u5757\u95f4\u6570\u636e\u80fd\u5426\u8054\u52a8\uff0c\u800c\u975e\u6280\u672f\u6808\u672c\u8eab\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u91c7\u7eb3\u8005\u591a\u4e3a\u5f00\u53d1\u8005\u751f\u6001\u7684\u8d5e\u8d4f\uff0c\u5c1a\u672a\u89e6\u53ca\u771f\u5b9e\u3001\u4e25\u82db\u7684\u65e5\u5e38\u4f7f\u7528\u53cd\u9988\u3002\u4ea7\u54c1\u7684\u4e0b\u4e00\u9636\u6bb5\uff0c\u9700\u8981\u8bc1\u660e\u7684\u5e76\u975e\u201c\u529f\u80fd\u7684\u6709\u65e0\u201d\uff0c\u800c\u662f\u201c1+1>2\u201d\u7684\u805a\u5408\u4f53\u9a8c\u662f\u5426\u6210\u7acb\uff0c\u4ee5\u53ca\u5176\u201c\u667a\u80fd\u201d\u662f\u5426\u771f\u80fd\u9884\u5224\u5e76\u7b80\u5316\u7528\u6237\u610f\u56fe\uff0c\u5426\u5219\u5b83\u4ec5\u662f\u53e6\u4e00\u4e2a\u53ef\u66ff\u4ee3\u7684Dock\u6216\u83dc\u5355\u680f\u5408\u96c6\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u529f\u80fd\u6269\u5c55\u4e0e\u754c\u9762\u514b\u5236\u5ea6\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\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\">My Drawer<\/span>\n <\/div>\n<div class=\"comment-content\">An intelligent sidebar that blends into your macOS desktop. Chat with AI, track your clipboard, manage notes\/tasks, and organize windows\u2014all without breaking your flow. Privacy-focused and Open Source. I’d love your feedback!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Hunters! <\/p>\n<p>I built <strong>MD<\/strong> to stop the “Tab Fatigue”. I realized I was wasting too much time switching between apps just to do simple things like <\/p>\n<ul>\n<li>\n<p>checking my clipboard<\/p>\n<\/li>\n<li>\n<p>chatting with AI<\/p>\n<\/li>\n<li>\n<p>writing a quick note\/todo<\/p>\n<\/li>\n<li>\n<p>seeing clipboard history<\/p>\n<\/li>\n<\/ul>\n<p>MD is a sidebar that blends into your macOS environment. <\/p>\n<p>It includes AI (BYOK), Web Extraction, Window and Clipboard Management, and Task tracking.<\/p>\n<p>It\u2019s completely <a href=\"https:\/\/github.com\/furkanksl\/md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Open Source<\/a>. Give a star if you find it useful!<\/p>\n<p>Let me know what features you’d like to see next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having used most of the products Furkan has built, I can honestly say the guy just gets what users need. He has a real talent for spotting pain points and turning them into clean, useful solutions. This one’s no different \u2014 another great product. Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@sezerufukyavuz Thank youuu \ud83d\ude4f Great to hear that, \ufffcespecially from you . <\/p>\n<p>I hope it helps your productivity!<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With BYOK – very cool! Will try it out<\/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\">@daniele_packard hope it helps your productivity \ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/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 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