Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-03<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-03<\/h1>\n<p> <\/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\/TGFUHQ2YKUAJXF\" class=\"app-title\">ZooClaw<\/a><\/p>\n<div class=\"one-liner\">Your proactive team of AI specialists in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">334<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ZooClaw\u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u534f\u4f5c\u5e73\u53f0\uff0c\u4f5c\u4e3a\u5355\u4e00\u5165\u53e3\uff0c\u5c06\u7528\u6237\u4efb\u52a1\u81ea\u52a8\u8def\u7531\u7ed9\u5177\u5907\u7ed3\u6784\u5316\u9886\u57df\u77e5\u8bc6\u7684\u4e13\u5c5eAI\u4e13\u5bb6\uff0c\u4ee5\u96f6\u90e8\u7f72\u3001\u65e0API\u5bc6\u94a5\u7684\u4fbf\u6377\u65b9\u5f0f\uff0c\u4e3a\u4e2a\u4eba\u53ca\u5c0f\u56e2\u961f\u63d0\u4f9b\u8de8\u804c\u80fd\u7684\u81ea\u52a8\u5316\u6267\u884c\u80fd\u529b\uff0c\u89e3\u51b3\u7528\u6237\u5728\u591a\u4efb\u52a1\u5904\u7406\u4e2d\u7f3a\u4e4f\u4e13\u4e1a\u3001\u4e3b\u52a8\u578bAI\u52a9\u624b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f34c5a8-af40-4ba6-833e-0db54c6e9d83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7598b8de-23f0-41cb-811d-5de7211f136d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4045263-fd99-4045-87f2-554fd7b523c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64a42e12-e5ce-4033-99f6-3e59d7123c7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d256efdf-993c-4036-b28e-2e21027ddb09.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\/82f2a21d-c85b-4e01-b601-2b8889dd0654.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_rWwlBobpAE\"><source src=\"https:\/\/www.youtube.com\/watch?v=_rWwlBobpAE\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u4e13\u5bb6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b\u964d\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4e00\u4eba\u516c\u53f8\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u96f6\u914d\u7f6e\u201d\u5b9a\u4f4d\u4e0e\u4e3b\u52a8\u6267\u884c\u80fd\u529b\uff0c\u5e76\u5173\u6ce8\uff1a1. \u590d\u6742\u4efb\u52a1\u7684\u8def\u7531\u4e0e\u8de8\u667a\u80fd\u4f53\u534f\u4f5c\u673a\u5236\uff1b2. \u4f01\u4e1a\u7ea7\u6570\u636e\u6574\u5408\u7684\u53ef\u884c\u6027\uff1b3. \u4e0e\u5e95\u5c42\u6846\u67b6OpenClaw\u7684\u5dee\u5f02\uff1b4. \u5546\u4e1a\u6a21\u5f0f\u4e0e\u514d\u8d39\u5c42\u53ef\u6301\u7eed\u6027\uff1b5. \u667a\u80fd\u4f53\u7684\u5b9a\u5236\u5316\u4e0e\u54c1\u724c\u5316\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ZooClaw\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u5c06\u201cAI\u5373\u56e2\u961f\u201d\u7684\u6982\u5ff5\u4ea7\u54c1\u5316\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u591a\u667a\u80fd\u4f53\u6846\u67b6\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u7b2c\u4e00\u4e2a\u4e3a\u201c\u975e\u6280\u672f\u578b\u4e13\u5bb6\u201d\u8d4b\u80fd\u7684AI\u667a\u80fd\u4f53\u6d88\u8d39\u7ea7\u5e73\u53f0\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u6469\u64e6\u70b9\uff1a\u201cToken\u7126\u8651\u201d\u548c\u90e8\u7f72\u590d\u6742\u6027\uff0c\u901a\u8fc7\u6258\u7ba1\u670d\u52a1\u548c\u5f00\u6e90\u6a21\u578b\u964d\u7ea7\u627f\u8bfa\u63d0\u4f9b\u5fc3\u7406\u4e0e\u6210\u672c\u5b89\u5168\u611f\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u5e02\u573a\u5207\u5165\u89d2\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4e3b\u52a8\u201d\u4e0e\u201c\u65e0\u7f1d\u8def\u7531\u201d\u9762\u4e34\u7740\u4e25\u5cfb\u7684\u6280\u672f\u4e0e\u4f53\u9a8c\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u53ca\u7684\u201c\u6a21\u7cca\u4efb\u52a1\u5206\u89e3\u201d\u4e0e\u201c\u8de8\u57df\u534f\u8c03\u201d\u95ee\u9898\uff0c\u6b63\u662f\u5f53\u524d\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5e73\u53f0\u80fd\u5426\u4ece\u201c\u591a\u4e2a\u5355\u70b9\u5de5\u5177\u201d\u8fdb\u5316\u6210\u771f\u6b63\u5177\u5907\u201c\u76ee\u6807\u6240\u6709\u6743\u201d\u7684\u534f\u540c\u5927\u8111\uff0c\u800c\u975e\u9677\u5165\u9700\u8981\u7528\u6237\u9891\u7e41\u8c03\u8bd5\u7684\u9690\u5f62\u8c03\u5ea6\u5730\u72f1\uff0c\u5c06\u51b3\u5b9a\u5176\u4ea7\u54c1\u5929\u82b1\u677f\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u6b63\u5728\u6784\u5efa\u7684\u201c\u8bc4\u4f30\u6846\u67b6\u201d\u548c\u201c\u534f\u8c03\u5c42\u201d\u5370\u8bc1\u4e86\u5176\u6838\u5fc3\u6311\u6218\u4ecd\u5728\u653b\u575a\u4e2d\u3002\n 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\u603b\u4f53\u800c\u8a00\uff0cZooClaw\u662f\u4e00\u6b21\u9762\u5411\u5927\u4f17\u5e02\u573a\u7684\u3001\u5927\u80c6\u7684\u4ea7\u54c1\u5316\u5305\u88c5\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u662f\u5426\u6700\u9886\u5148\uff0c\u800c\u5728\u4e8e\u5176\u5de5\u7a0b\u56e2\u961f\u80fd\u5426\u5c06\u524d\u6cbf\u7684\u591a\u667a\u80fd\u4f53\u7814\u7a76\uff0c\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u53ef\u9884\u6d4b\u4e14\u771f\u6b63\u7406\u89e3\u7528\u6237\u610f\u56fe\u7684\u201c\u540c\u4e8b\u5f0f\u201d\u4f53\u9a8c\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u5145\u6ee1\u6f5c\u529b\u7684\u5ba3\u8a00\uff0c\u5176\u4ece\u201c\u6709\u8da3\u6545\u4e8b\u201d\u5230\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8715\u53d8\u4e4b\u8def\uff0c\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ZooClaw<\/span>\n <\/div>\n<div class=\"comment-content\">ZooClaw is a single entry point to a team of AI specialists. Ask in natural language and your task is routed to the right agent, each with structured domain knowledge and a native-sounding voice. Built on OpenClaw, it stays synced with the latest models and can fall back to top open-source models, so work keeps moving. No setup, no deployment, no API keys, no token anxiety.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Ning, founder of <strong>ZooClaw<\/strong>.<\/p>\n<\/p>\n<p>Back in February, I was playing around with OpenClaw and built an AI companion agent \u2014 just for fun. I shared it with my team.<\/p>\n<p>What happened next really surprised me.<\/p>\n<p>My HR lead \u2014 zero technical background \u2014 started playing with it and somehow turned her own expertise into a career planning agent. 33 iterations in one afternoon. It’s now live on ZooClaw for anyone to use.<\/p>\n<p>Another colleague built a social media agent. A post it created went viral overnight.<\/p>\n<\/p>\n<p>People didn’t just use the agent \u2014 with the right tool, they started creating their own.<\/p>\n<\/p>\n<p>That’s when it clicked: <strong>AI is incredibly powerful \u2014 but it needs the right people to guide it.<\/strong> Everyone has expertise that could help thousands of others \u2014 they just never had a way to turn it into something that scales.<\/p>\n<\/p>\n<p><strong>So we built ZooClaw \u2014 a platform where your expertise becomes an AI specialist that works for you, and for others.<\/strong><\/p>\n<p>\ud83e\udd8a <strong>One entry point, multiple specialists<\/strong> \u2014 Fox for marketing, Owl for office tasks, Beaver for data analysis. The right agent picks up the right task automatically.<\/p>\n<p>\u26a1 <strong>Proactive, not reactive<\/strong> \u2014 Your morning starts with results already waiting for you. Scheduled tasks, monitoring, follow-ups \u2014 handled while you sleep.<\/p>\n<p>\ud83d\udd27 <strong>Zero setup, zero token anxiety<\/strong> \u2014 No API keys, no deployment. Best models first, open-source fallback when needed.<\/p>\n<p>\ud83d\udcac <strong>Voice-first<\/strong> \u2014 Talk to your agents like you’d talk to a colleague. No prompts to craft, no UI to learn.<\/p>\n<\/p>\n<p>The era of the one-person company is here. But even a one-person company deserves a full team. That’s what ZooClaw is \u2014 your team.<\/p>\n<\/p>\n<p>We’re still early. I’d love to hear \u2014 what expertise do you have that you wish could work for you around the clock?<\/p>\n<p>We’re here all day. Your zoo is waiting \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\/@ninghu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninghu<\/a> How customizable is it for sharing branded versions with clients without losing my voice?<\/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\/@ninghu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninghu<\/a> Do you see more people shaping their own specialists like that, or mostly starting with the built-in ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ninghu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninghu<\/a> Congrats on ZooClaw \u2014 love the \u201cexpertise \u2192 AI specialist\u201d angle. Real execution leverage! Quick tip for scaling beyond PH: 3\u20135 guest posts on AI\/tech blogs = fast domain authority + organic rankings for keywords like \u201cAI workflow automation\u201d.Zero traffic today? Totally normal at launch. Big potential tomorrw. <\/p>\n<p>Happy to share a quick off-page plan if helpful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! But if multiple agents can handle the same task (e.g., marketing or research) how does zooclaw decide which specialist is actually the best fit in real time?<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Such a great question! Different specialists bring different strengths, so we believe the best fit really depends on the task and personal preference.<\/p>\n<\/p>\n<p>The trickier part is choosing between specialists of the same type \u2014 we don’t want users overwhelmed. That’s why we’re building <strong>an evaluation framework<\/strong>, with some interesting findings already, e.g. <strong>which search skill works best for OpenClaw<\/strong>: <a href=\"https:\/\/blog.zooclaw.ai\/p\/best-search-skills-for-openclaw-in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.zooclaw.ai\/p\/best-search-skills-for-openclaw-in<\/a>. Follow our eval work here: <a href=\"https:\/\/zooclaw.ai\/eval\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zooclaw.ai\/eval\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really liked the story, especially the part where your HR lead kept iterating and actually built something usable, that feels pretty engaging. wonder what part do non tech users usually get stuck on when they try to build their first agent?<\/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\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> Honestly, the hardest part isn’t a step in the process \u2014 it’s that most people never think they <em>can<\/em> build one, so they never even start. What amazed me was watching our HR lead guide her “Soulmate” through a conversation and end up with a fully functional agent \u2014 scripts, skills, everything. The best part? She didn’t even realize what she’d built until we pointed it out. That moment stuck with me: when the barrier is low enough and building feels like just having a conversation, people’s creativity becomes the only real limit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 product launch! I’d love to have Fox beside me and handle routine marketing issues. But how do you manage to consolidate enterprise-level context that is embedded in various systems and files, across multiple functions and apartments?<\/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\/@oscarliu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oscarliu<\/a> Great question, and a genuinely hard one! Enterprise context consolidation is one of the most complex scenarios we’re tackling. A key starting point is building connectors that plug into various data sources while respecting each system’s access controls. We’re actively working towards this \u2014 feel free to share more about your setup, always helpful as we build it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Interesting angle.<\/strong><br \/>Feels like the market is moving from <em>AI as assistant<\/em> \u2192 <em>AI as operator<\/em>.<br \/>Curious how much of this is real repeatable execution vs strong launch storytelling <\/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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> The assistant \u2192 operator framing makes sense \u2014 at the end of the day it’s all about getting things done for people. We’re still very early, and more focused on winning over our users than crafting a launch story \u2014 the Product Hunt launch was honestly a last minute decision for us. The real test is whether they keep coming back \u2014 that’s the only metric that matters to us right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool. Can a specialist hand off part of a task to another one mid-conversation?<\/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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Exactly \u2014 like a real team! Not there yet, but inter-agent communication and coordination is our next big focus. 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>the “no token anxiety, no setup” angle is genuinely clever positioning. most people who’d benefit from a multi-agent setup are scared off by the infrastructure overhead, and removing that friction to get to an immediately useful team of specialists is the right instinct.<\/p>\n<\/p>\n<p>the tricky part will be routing quality on ambiguous or cross-domain requests. a single entry point works cleanly when tasks are discrete, but “help me prepare a business case for this new feature based on our usage data” spans writing, analysis, and product thinking at once. getting the routing to coordinate across agents or correctly decompose the task is where these systems tend to fall apart, and the failure mode isn’t obvious to debug.<\/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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> 100% agree \u2014 routing on ambiguous, cross-domain tasks is genuinely hard, and the silent failure mode makes it even trickier to fix.<\/p>\n<\/p>\n<p>Our current thinking: the missing piece is <em>goal ownership<\/em> \u2014 having a coordinating layer that holds the intent end-to-end, not just dispatches tasks. And making that layer transparent and correctable, so when it drifts, users can actually see why and step in.<\/p>\n<\/p>\n<p>Still a hard problem we’re actively working through. \ud83d\ude0a<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congrats on the launch zooclaw!!<\/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\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> Thanks a lot! Really appreciate the support! Can’t wait to hear what you think of ZooClaw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 for the launch!<\/p>\n<p>But whats the difference from Openclaw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mrrabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrrabbar<\/a> Thanks! Great question. ZooClaw is built on top of OpenClaw, but they target very different audiences and use cases. OpenClaw is still very much a playground for engineers and technically-minded folks \u2014 powerful, but raw.<\/p>\n<\/p>\n<p>ZooClaw is designed for everyday users across a much broader range of real work scenarios. And that shift in audience demands a completely different product: intuitive onboarding, reliable always-on behavior, a zoo of specialists ready to go, and the kind of trust and consistency that non-techies need before they’ll actually hand work off to an agent. That’s a very different set of problems to solve than building a capable framework.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 “no token anxiety” line hits hard. constantly monitoring usage across different APIs is such a productivity killer. how does the fallback to open-source models work when the main ones are overloaded? does it maintain quality or just keep things moving?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Glad it resonates! Just to clarify \u2014 the fallback kicks in when credits run out, not due to overload. We run our own GPU cluster with inference optimization, so we can serve top open-source models at quality levels that handle real work. Of course it won’t perform as well as the best proprietary models, but your agent stays functional and proactive regardless. That’s the whole point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch, the proactive scheduling angle is genuinely different from most agent tools i’ve seen.<\/p>\n<p>one thing i’m curious about though. “zero token anxiety” sounds great as a user but someone’s eating that cost. is there a usage ceiling on the free tier, or are you subsidizing compute to grow and then switching to a credit model later? asking because i’ve watched a few AI tools launch with generous free tiers and then hit a wall when the unit economics catch up.<\/p>\n<p>not trying to be cynical, honestly excited about what you’re building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@futurestackreviews\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@futurestackreviews<\/a> This is exactly the right question to ask \u2014 we’ve watched the same pattern play out.<\/p>\n<\/p>\n<p>We run our own GPU cluster with heavy inference optimization, so our cost structure is pretty different from teams relying on proprietary APIs.<\/p>\n<\/p>\n<p>When credits run out, we don’t shut the agent down \u2014 we keep a generous baseline of tokens from top open-source models flowing so the agent stays always-on and proactive. An agent that goes dark when credits run out kind of defeats the purpose.<\/p>\n<\/p>\n<p>We’re absorbing some of that cost, yes \u2014 but we think it’s sustainable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 era of the one-person company” resonates hard. Built <strong>Krafl-IO<\/strong> solo and the biggest challenge isn’t the code, it’s wearing every hat simultaneously. The idea of specialized agents handling different domains is compelling. We use a similar approach but narrower- 3 agents that each own one step of LinkedIn post generation. Curious how you handle agent handoffs when tasks cross domains.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@flowghost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flowghost<\/a> Love the 3-agent setup \u2014 though we went a different direction: an agent should be a person, not a cog in the pipeline. If one person owns LinkedIn post generation end-to-end, one agent should too. Context stays intact, coordination overhead disappears.<\/p>\n<\/p>\n<p>Handoffs only kick in when you’d genuinely loop in someone else. Wonder if that’d make things feel more natural for your use case?<\/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>Looks cool, is this built on openclaw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@james001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james001<\/a> Yes! We track OpenClaw closely and stay up to date. The idea is zero friction \u2014 no setup, no token anxiety, just open it and your specialist agents are ready. Safer too :-p<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>a really cool zoo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> Haha, the coolest zoo you’ll ever work with! :-p<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, Ning!<\/p>\n<\/p>\n<p>You mentioned a colleague built a social media agent and a post went viral overnight. Would you mind sharing the skill?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Thank you, Luo! That’s a great idea \u2014 I’ll have my colleague upload it to ZooClaw so everyone can benefit from it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VLKU6CPQMDWWVY\" class=\"app-title\">Google Gemma 4<\/a><\/p>\n<div class=\"one-liner\">Google’s most intelligent open models to date<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">333<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google\u63a8\u51fa\u7684\u9ad8\u6027\u80fd\u5f00\u6e90AI\u6a21\u578b\u5bb6\u65cf\uff0c\u652f\u6301\u9ad8\u7ea7\u63a8\u7406\u3001\u591a\u6a21\u6001\u5904\u7406\u548c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u79fb\u52a8\u8bbe\u5907\u5230GPU\u7b49\u5404\u7c7b\u786c\u4ef6\u4e0a\u90fd\u80fd\u9ad8\u6548\u6784\u5efa\u5f3a\u5927AI\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u524d\u6cbfAI\u80fd\u529b\u5bf9\u5c01\u95ed\u751f\u6001\u548c\u9ad8\u6602\u7b97\u529b\u4f9d\u8d56\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9f559d7-719d-4d0f-8299-03028326365f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/316ec1f9-374a-48ef-8fe1-a5df0b69efab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48873cca-fc14-4611-a07d-6fd6cdab6c10.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\/6680283b-f169-4075-b263-75c46d84b367.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff793e12-6064-4c04-b31d-7f0bce99de18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b192ba7c-7711-4fe4-9c16-09c4d7c4cc96.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\/22b85b97-1d2f-4123-aeb3-729b8ad1fa9b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/260d872e-183f-434b-9956-872e5b932a55.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\/2af904d8-9394-486f-9ba9-04aca55b4753.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jZVBoFOJK-Q?si=BCJLsDgeUsmmZUot\"><source src=\"https:\/\/youtu.be\/jZVBoFOJK-Q?si=BCJLsDgeUsmmZUot\" 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\">Open Source<\/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\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Apache 2.0\u8bb8\u53ef<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u5f00\u6e90\u3001\u672c\u5730\u8fd0\u884c\u53ca\u9ad8\u6027\u80fd\u8868\u73b0\u611f\u5230\u5174\u594b\uff0c\u7279\u522b\u5173\u6ce8\u5176\u5728\u771f\u5b9e\u7f16\u7a0b\u4efb\u52a1\u3001Flutter\/Dart\u4ee3\u7801\u751f\u6210\u3001\u957f\u6d41\u7a0b\u667a\u80fd\u4f53\u4efb\u52a1\u53ef\u9760\u6027\u65b9\u9762\u7684\u5b9e\u9645\u8868\u73b0\uff0c\u5e76\u8be2\u95ee\u5176\u4e0e\u540c\u7c7b\u6a21\u578b\u76f8\u6bd4\u7684\u4f4e\u8ba1\u7b97\u5f00\u9500\u5177\u4f53\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 Gemma 4\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u8c37\u6b4c\u5728\u5f00\u6e90AI\u6218\u7565\u4e0a\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u53c2\u6570\u89c4\u6a21\u7684\u81a8\u80c0\uff0c\u800c\u662f\u5728\u201c\u667a\u529b-\u53c2\u6570\u6bd4\u201d\u548c\u201c\u667a\u529b-\u7b97\u529b\u6bd4\u201d\u4e0a\u505a\u6587\u7ae0\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u5f53\u524dAI\u5546\u4e1a\u5316\u843d\u5730\u4e2d\u6700\u5c16\u9510\u7684\u77db\u76fe\uff1a\u5bf9\u524d\u6cbf\u80fd\u529b\u7684\u6e34\u671b\u4e0e\u5bf9\u7b97\u529b\u6210\u672c\u3001\u6570\u636e\u9690\u79c1\u3001\u751f\u6001\u9501\u5b9a\u7684\u6050\u60e7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u5728\u624b\u673a\u4e0a\u8fd0\u884c\u201d\u548c\u201cApache 2.0\u201d\uff0c\u6b63\u662f\u523a\u5411\u5c01\u95ed\u5546\u4e1a\u6a21\u578b\uff08\u5982GPT\u3001Claude\uff09\u548c\u81c3\u80bf\u5f00\u6e90\u6a21\u578b\u7684\u4e24\u628a\u5229\u5203\u3002\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u524d\u6cbf\u201d\u7684\u6807\u51c6\u2014\u2014\u4ece\u7eaf\u7cb9\u7684\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\uff0c\u8f6c\u5411\u6db5\u76d6\u90e8\u7f72\u7075\u6d3b\u6027\u3001\u603b\u62e5\u6709\u6210\u672c\u548c\u5f00\u53d1\u8005\u81ea\u4e3b\u6743\u7684\u7efc\u5408\u7ef4\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9\u672c\u5730\u7f16\u7801\u3001\u79bb\u7ebf\u6a21\u5f0f\u3001\u957f\u5de5\u4f5c\u6d41\u53ef\u9760\u6027\u7684\u5173\u5207\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u5e02\u573a\u75db\u70b9\u6b63\u4ece\u201c\u80fd\u5426\u505a\u5230\u201d\u8f6c\u5411\u201c\u80fd\u5426\u4ee5\u53ef\u63a7\u3001\u53ef\u4f9d\u8d56\u7684\u65b9\u5f0f\u5728\u81ea\u5bb6\u73af\u5883\u4e2d\u505a\u5230\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u521a\u521a\u5f00\u59cb\u3002\u5176\u4e00\uff0c\u201c\u5f00\u6e90\u201d\u7684\u8bda\u610f\u4e0e\u8fb9\u754c\u9700\u5ba1\u89c6\u3002Apache 2.0\u63d0\u4f9b\u4e86\u6781\u5927\u7684\u81ea\u7531\u5ea6\uff0c\u4f46\u8c37\u6b4c\u5982\u4f55\u5e73\u8861\u5f00\u6e90\u751f\u6001\u4e0e\u81ea\u8eab\u4e91\u670d\u52a1\uff08\u5982Google AI Studio\uff09\u7684\u534f\u540c\uff1f\u5176\u4e8c\uff0c\u5ba3\u4f20\u7684\u201c\u9ad8\u6548\u201d\u9700\u5728\u590d\u6742\u73b0\u5b9e\u4efb\u52a1\u4e2d\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c10+\u5de5\u5177\u8c03\u7528\u201d\u7684\u667a\u80fd\u4f53\u53ef\u9760\u6027\u3001\u4e0eLlama\u540c\u53c2\u6570\u7ea7\u7684\u5b9e\u9645\u6027\u80fd\u5bf9\u6bd4\uff0c\u90fd\u662f\u5176\u80fd\u5426\u8d62\u5f97\u4f01\u4e1a\u7ea7\u4fe1\u4efb\u7684\u5173\u952e\u3002\u5176\u4e09\uff0c\u4f5c\u4e3a\u201c\u6a21\u578b\u5bb6\u65cf\u201d\uff0c\u5176\u4e0d\u540c\u5c3a\u5bf8\u53d8\u4f53\u5728\u5177\u4f53\u573a\u666f\uff08\u5982\u79fb\u52a8\u7aef\u3001\u8fb9\u7f18\u8ba1\u7b97\uff09\u7684\u6253\u78e8\u7a0b\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5176\u6e17\u900f\u7684\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGemma 4\u662f\u8c37\u6b4c\u5c06AI\u6218\u573a\u4ece\u4e91\u7aef\u6f14\u793a\u62c9\u56de\u5230\u5f00\u53d1\u8005\u672c\u5730\u7ec8\u7aef\u7684\u4e00\u6b21\u91cd\u8981\u5e03\u5c40\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u5907\u9009\u6a21\u578b\uff0c\u800c\u662f\u610f\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u201c\u4ee5\u6211\u4e3a\u57fa\u7840\u201d\u7684AI\u5e94\u7528\u5f00\u53d1\u6807\u51c6\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u9ad8\u6548\u63a8\u7406\u201d\u80fd\u5426\u7ecf\u5f97\u8d77\u4e94\u82b1\u516b\u95e8\u7684\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u7684\u8e42\u8e8f\uff0c\u4ee5\u53ca\u5176\u5f00\u6e90\u751f\u6001\u80fd\u5426\u5f62\u6210\u8db3\u4ee5\u6311\u6218\u95ed\u6e90\u5de8\u5934\u7684\u521b\u65b0\u52bf\u80fd\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\">Google Gemma 4<\/span>\n <\/div>\n<div class=\"comment-content\">Gemma 4 is Google DeepMind\u2019s most capable open model family, delivering advanced reasoning, multimodal processing, and agentic workflows. Optimized for everything from mobile devices to GPUs, it enables developers to build powerful AI apps efficiently with high performance and low compute overhead.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google’s <strong>Gemma 4<\/strong> looks like a serious leap forward in open AI models.<\/p>\n<\/p>\n<p>An open model family built for advanced reasoning and agentic workflows, it solves a key problem: getting frontier-level intelligence without massive compute costs or closed ecosystems.<\/p>\n<\/p>\n<p>Stands out for its intelligence-per-parameter \u2014 outperforming models up to 20x larger while running efficiently on phones, laptops, and desktops.<\/p>\n<\/p>\n<p><strong>Key Features:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Advanced reasoning<\/strong> \u2013 Strong multi-step planning, math, and instruction-following<\/p>\n<\/li>\n<li>\n<p><strong>Agentic workflows<\/strong> \u2013 Native function calling, structured JSON output, and system instructions<\/p>\n<\/li>\n<li>\n<p><strong>Multimodal capabilities<\/strong> \u2013 Supports images, video, and audio inputs<\/p>\n<\/li>\n<li>\n<p><strong>Long context window<\/strong> \u2013 Up to 256K tokens for handling large documents and codebases<\/p>\n<\/li>\n<li>\n<p><strong>Code generation<\/strong> \u2013 High-quality offline coding and local AI assistants<\/p>\n<\/li>\n<li>\n<p><strong>140+ languages<\/strong> \u2013 Built for global, multilingual applications<\/p>\n<\/li>\n<li>\n<p><strong>Hardware efficiency<\/strong> \u2013 Runs across mobile devices, laptops, and GPUs<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s open (Apache 2.0), meaning developers get full control, flexibility, and the ability to run and fine-tune locally or in the cloud. <\/p>\n<p>Start experimenting with Gemma 4 now in <a href=\"https:\/\/www.producthunt.com\/products\/google-ai-studio-8\" target=\"_blank\" rel=\"noopener\">@Google AI Studio 2.0<\/a> or download the model weights from: <\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/ollama.com\/library\/gemma4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Ollama<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.kaggle.com\/models\/google\/gemma-4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kaggle<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/lmstudio.ai\/models\/gemma-4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">LM Studio<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/hub.docker.com\/r\/ai\/gemma4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Docker<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/huggingface.co\/collections\/google\/gemma-4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hugging Face<\/a><\/p>\n<\/li>\n<\/ol>\n<p><strong>Who’s it for? <\/strong>developers, startups, and enterprises building AI agents, coding assistants, multimodal apps, or privacy-first solutions. <\/p>\n<p>Whether you’re building global applications in 140+ languages or local-first AI code assistants, Gemma 4 is built to be your foundation.<\/p>\n<p><strong>Read more here<\/strong>:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/deepmind.google\/models\/gemma\/gemma-4\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/deepmind.google\/models\/gemma\/gemma-4\/<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/blog.google\/innovation-and-ai\/technology\/developers-tools\/gemma-4\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.google\/innovation-and-ai\/technology\/developers-tools\/gemma-4\/<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opensource.googleblog.com\/2026\/03\/gemma-4-expanding-the-gemmaverse-with-apache-20.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opensource.googleblog.com\/2026\/03\/gemma-4-expanding-the-gemmaverse-with-apache-20.html<\/a> <\/p>\n<\/li>\n<\/ul>\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\">@rohanrecommends Big fan of the new on-device model direction. I\u2019ve already installed Gemma 4 on my phone and started using it \u2014 very impressive so far. What excites me most is that offline mode is now genuinely usable\uff01<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Curious how it performs in real world coding tasks compared to larger closed models, especially for niche stacks.<\/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\">@alan_gregory me too, I\u2019m planning to give it a shot today!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Just posted about this on X today. Apache 2.0, runs on your own hardware, 256K context window. The fact that you can run this locally on a laptop and still get serious reasoning is wild. I’m curious how the Flutter\/Dart code generation compares to the bigger closed models since that’s most of what I write these days.<\/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>Congrats on the launch! What design choice had the biggest impact on getting this level of performance while keeping compute requirements so low?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 will make amazing local experiences for app creators, cant wait to test this in my App, been usung gemma3:4B with excelent results, so this is excelent news….Thank you Google<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 agentic workflow angle is the interesting part for me. Most open models get benchmarked on reasoning and coding, but the harder question for production use is how they handle multi-step tasks where the model needs to recover from partial failures.<\/p>\n<\/p>\n<p>Running Claude Code agents in parallel – local inference becomes appealing but reliability in long workflows is still the blocker. Anyone tested Gemma 4 on tasks with 10+ tool calls?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious about the “low compute overhead” claim – are you seeing meaningful performance gains over Llama models in the same parameter range? we’re always evaluating new models for healthcare applications where inference speed matters a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AKIBWUTAZNLVJ2\" class=\"app-title\">Cursor 3<\/a><\/p>\n<div class=\"one-liner\">Unified workspace for parallel local\/cloud agents and MCPs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">301<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cursor 3\u662f\u4e00\u4e2a\u96c6\u6210\u672c\u5730\u4e0e\u4e91\u7aefAI\u667a\u80fd\u4f53\u7684\u4e00\u4f53\u5316\u5f00\u53d1\u5de5\u4f5c\u7a7a\u95f4\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u5de5\u5177\u3001\u591a\u73af\u5883\u95f4\u9891\u7e41\u5207\u6362\u548c\u4e0a\u4e0b\u6587\u5272\u88c2\u7684\u75db\u70b9\uff0c\u663e\u8457\u63d0\u5347\u4e86AI\u8f85\u52a9\u7f16\u7a0b\u7684\u6d41\u7545\u5ea6\u548c\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/392f432c-6e65-4373-889c-52e0c30776ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c585f156-0ff9-44a1-8f50-23bb08bb05ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0535e0c4-5006-49f6-a6a1-2fcb1275ba33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02d5027d-3003-4ea8-8c30-348b96e36b55.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\/4d8e2abe-7f8b-4e66-aadd-45f7e0d6a3b6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UxbULt_hCdA\"><source src=\"https:\/\/www.youtube.com\/watch?v=UxbULt_hCdA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u4e0e\u672c\u5730\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5e76\u884cAI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5dee\u5f02\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316IDE<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5207\u6362\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u80af\u5b9a\u5176\u201c\u5e76\u884c\u672c\u5730\/\u4e91\u7aef\u667a\u80fd\u4f53\u201d\u548c\u201c\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u201d\u65b9\u5411\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362\u635f\u8017\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5e76\u884c\u667a\u80fd\u4f53\u7684\u51b2\u7a81\u5904\u7406\u673a\u5236\u3001\u8de8\u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u5171\u4eab\u3001MCP\u751f\u6001\u7684\u5f00\u653e\u4e0e\u5b9a\u5236\u5316\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u66f4\u65b0\u9891\u7e41\u5e26\u6765\u7684\u9002\u5e94\u6210\u672c\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 Cursor 3\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u597d\u7684AI\u4ee3\u7801\u8865\u5168\u5de5\u5177\u3002\u5b83\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3AI\u539f\u751fIDE\u7684\u8303\u5f0f\uff1a\u5c06\u201c\u5de5\u4f5c\u7a7a\u95f4\u201d\u800c\u975e\u201c\u7f16\u8f91\u5668\u201d\u4f5c\u4e3a\u6838\u5fc3\u5355\u5143\uff0c\u7cfb\u7edf\u6027\u89e3\u51b3AI\u8f85\u52a9\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684\u56fa\u6709\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u8fde\u63a5\u201d\u4e0e\u201c\u7edf\u7b79\u201d\u3002\u5f53\u524d\u5f00\u53d1\u8005\u9762\u4e34\u7684\u56f0\u5883\u662f\u788e\u7247\u5316\uff1a\u672c\u5730AI\u7f16\u8f91\u5668\u3001\u4e91\u7aef\u8fd0\u884c\u73af\u5883\u3001Git\u64cd\u4f5c\u3001PR\u5ba1\u67e5\u5206\u6563\u5728\u4e0d\u540c\u7a97\u53e3\uff0c\u5f62\u6210\u4e25\u91cd\u7684\u8ba4\u77e5\u8d1f\u8377\u3002Cursor 3\u901a\u8fc7\u5e76\u884c\u8fd0\u884c\u672c\u5730\u4e0e\u4e91\u7aef\u667a\u80fd\u4f53\u3001\u5b9e\u73b0\u4f1a\u8bdd\u65e0\u7f1d\u8fc1\u79fb\u3001\u96c6\u6210\u4ee3\u7801\u5dee\u5f02\u6d4f\u89c8\u548cPR\u7ba1\u7406\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u7edf\u4e00\u7684\u201c\u667a\u80fd\u4f53\u8c03\u5ea6\u4e2d\u53f0\u201d\u3002\u8fd9\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u201c\u4eba\u673a\u534f\u540c\u7f16\u7a0b\u5de5\u4f5c\u6d41\u201d\u7684\u91cd\u6784\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362\u201d\u6b63\u662f\u5bf9\u6b64\u6700\u76f4\u63a5\u7684\u80af\u5b9a\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\u6280\u672f\u590d\u6742\u6027\u5267\u589e\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u8ffd\u95ee\u7684\u201c\u5e76\u884c\u667a\u80fd\u4f53\u51b2\u7a81\u5904\u7406\u201d\u548c\u201c\u5171\u4eab\u5185\u5b58\u201d\u95ee\u9898\uff0c\u76f4\u6307\u591a\u667a\u80fd\u4f53\u534f\u8c03\u7684\u6838\u5fc3\u96be\u9898\u2014\u2014\u5982\u4f55\u4fdd\u8bc1\u5e76\u53d1\u7684AI\u64cd\u4f5c\u4e0d\u4e92\u76f8\u5e72\u6270\u751a\u81f3\u7834\u574f\u4ee3\u7801\uff1f\u8fd9\u9700\u8981\u6781\u7cbe\u7ec6\u7684\u7f16\u6392\u4e0e\u72b6\u6001\u7ba1\u7406\u80fd\u529b\u3002\u5176\u6b21\uff0c\u751f\u6001\u9501\u5b9a\u7684\u98ce\u9669\u3002\u5176\u529b\u63a8\u7684MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u5e02\u573a\u548c\u63d2\u4ef6\u4f53\u7cfb\uff0c\u610f\u5728\u6784\u5efa\u62a4\u57ce\u6cb3\uff0c\u4f46\u5728\u5de5\u5177\u94fe\u5feb\u901f\u6f14\u53d8\u7684\u5f53\u4e0b\uff0c\u5f00\u53d1\u8005\u5bf9\u201c\u53c8\u4e00\u5957\u9700\u8981\u9002\u914d\u7684\u534f\u8bae\u201d\u6001\u5ea6\u8c28\u614e\uff0c\u66f4\u5173\u5fc3\u5176\u5f00\u653e\u6027\u4e0e\u6807\u51c6\u5316\u7a0b\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n Cursor 3\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740AI\u7f16\u7a0b\u5de5\u5177\u7ade\u4e89\u5df2\u4ece\u201c\u5355\u70b9\u80fd\u529b\u6bd4\u62fc\u201d\u8fdb\u5165\u201c\u5de5\u4f5c\u6d41\u6574\u5408\u9636\u6bb5\u201d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u6210\u4e3a\u4f60\u7684\u4e00\u628a\u66f4\u5feb\u7684\u201c\u9524\u5b50\u201d\uff0c\u800c\u662f\u60f3\u6210\u4e3a\u6307\u6325\u6240\u6709\u9524\u5b50\u3001\u952f\u5b50\u534f\u540c\u5de5\u4f5c\u7684\u201c\u6574\u4e2a\u5de5\u5177\u7bb1\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u63d0\u4f9b\u5f3a\u5927\u6574\u5408\u80fd\u529b\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u7cfb\u7edf\u7684\u7a33\u5b9a\u3001\u900f\u660e\u4e0e\u5f00\u653e\uff0c\u907f\u514d\u6210\u4e3a\u53c8\u4e00\u4e2a\u81c3\u80bf\u5c01\u95ed\u7684\u9ed1\u76d2\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u5927\u5e45\u63d0\u5347\u590d\u6742\u9879\u76ee\u7684AI\u8f85\u52a9\u5f00\u53d1\u4e0a\u9650\uff1b\u82e5\u5904\u7406\u4e0d\u597d\u534f\u8c03\u4e0e\u5f00\u653e\u7684\u5e73\u8861\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u7f8e\u597d\u7684\u6982\u5ff5\u6f14\u793a\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\">Cursor 3<\/span>\n <\/div>\n<div class=\"comment-content\">Cursor 3 is a unified workspace for building software with agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Cursor 3<\/strong> is a unified workspace for building software with agents \u2014 faster, cleaner, and built from scratch around how engineers actually work with AI today.<\/p>\n<ul>\n<li>\n<p>All agents in one place: local and cloud agents in a single sidebar, including ones kicked off from mobile, web, Slack, GitHub, and Linear<\/p>\n<\/li>\n<li>\n<p>Parallel agents: run multiple agents across different repos simultaneously, with demos and screenshots to verify cloud agent output<\/p>\n<\/li>\n<li>\n<p>Local \u2194 cloud handoff: move agent sessions between environments instantly \u2014 push to cloud to keep running while offline, or pull local to test and iterate<\/p>\n<\/li>\n<li>\n<p>Diffs and PRs: review changes, stage, commit, and manage PRs from a cleaner diffs view<\/p>\n<\/li>\n<li>\n<p>Integrated browser: agents can open, navigate, and prompt against local websites directly<\/p>\n<\/li>\n<li>\n<p>Cursor Marketplace: browse and install plugins that extend agents with MCPs, skills, subagents, and more<\/p>\n<\/li>\n<li>\n<p>Full IDE depth: view files and go-to-definition with full LSP support, anytime<\/p>\n<\/li>\n<\/ul>\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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> The local and cloud mix makes sense. That\u2019s usually where things start getting messy. How are teams dealing with that part?<\/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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> Impressive work , The local cloud handoff and parallel agents could really streamline workflows for developers. Adding a feature to visualize agent outputs across multiple repos in a single dashboard might make it even more intuitive and efficient.<\/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>Parallel local\/cloud agents in a unified workspace is the right direction – context switching between Claude Code, a cloud runner, and your local terminal is where a lot of time disappears right now. The MCP piece is interesting too. How does Cursor 3 handle agent conflicts when two parallel agents try to touch the same file or resource at the same time?<\/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 have been having a great time with Cursor IDE. But there seems to be a lot of updates in recent times that seem so hard to catch up with. I have also been seen some breaking in external integration<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how this handles context across multiple agents running in parallel \u2014 does it maintain shared memory between them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch, Cursor team. <\/p>\n<\/p>\n<p>This developer tools race is insane. <\/p>\n<\/p>\n<p>You pick a tool, dive into it, and use it until their competitor releases a new version. I’m jumping between Cursor, Claude Code, and Codex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Honestly pretty disappointing of an update. If you didn\u2019t tell me there was an update I wouldn\u2019t have had any idea.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Can’t chase all these updates. But I’ll get it anyway. All the best team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious about the MCP integration piece – are you supporting custom protocol handlers or just the standard anthropic ones? we’ve been building some healthcare-specific MCPs and the tooling around that ecosystem still feels pretty early<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Parallel local\/cloud agents in one workspace is the right direction – context switching between Claude Code, a cloud runner, and local terminal is where a lot of time disappears right now. How does Cursor 3 handle agent conflicts when two parallel agents try to touch the same file at the same time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>most ai coding tools still assume you’re working on one thing at a time in one place. you kick off a task, wait for it, then start the next. if you want to run something in the cloud, that’s a different context, and if you need to review the diff or open a pr, you’re back in the browser or a separate terminal tab. the agent does work, but the workflow is still fragmented.<\/p>\n<\/p>\n<p>what cursor 3 is doing differently is treating the workspace as the unit, not the editor. being able to run parallel agents across repos, hand off sessions between local and cloud without losing context, and review prs from the same place you kicked off the task, that collapses a real chunk of the context-switching overhead that currently just gets accepted as the cost of working with ai.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Parallel agents is what I’ve been waiting for. Right now I’m bouncing between Claude Code in terminal and Cursor for UI stuff and the context switching kills the flow. If this actually lets me run local and cloud agents side by side in one workspace, that changes how I build. How’s the MCP setup? Plug and play or does it need a lot of config?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K2EIZTXV5LYSCK\" class=\"app-title\">VoiceOS<\/a><\/p>\n<div class=\"one-liner\">Say it and it’s done. Work 10x faster with your voice.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VoiceOS\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u97f3\u6307\u4ee4\uff0c\u5728Mac\u548cWindows\u7cfb\u7edf\u5c42\u9762\u76f4\u63a5\u6267\u884c\u8de8\u5e94\u7528\u5de5\u4f5c\u6d41\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u624b\u52a8\u5bfc\u822a\u754c\u9762\u65f6\u4ea7\u751f\u7684\u6ce8\u610f\u529b\u4e2d\u65ad\u548c\u6548\u7387\u4f4e\u4e0b\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/296a26ae-d446-4870-827b-d4b233d72703.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7284d5b3-eb10-4121-a712-28612c5d1854.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dc5d215-dfd4-4bab-b7fe-9744fd92cd80.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\/a4e285ad-3040-4805-8609-04c280eb63e6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gbzo-Er-PEs\"><source src=\"https:\/\/youtu.be\/gbzo-Er-PEs\" 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\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5e94\u7528\u5207\u6362\u5f00\u9500\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5bf9\u786e\u8ba4\u6b65\u9aa4\u8bbe\u8ba1\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u96c6\u6210\u5e94\u7528\u5217\u8868\uff08\u5982Notion\u3001Discord\uff09\u7684\u6269\u5c55\u9700\u6c42\uff1b2. \u5bf9\u9ad8\u98ce\u9669\u64cd\u4f5c\u51c6\u786e\u6027\u7684\u62c5\u5fe7\uff1b3. \u8be2\u95ee\u4e0e\u5f00\u6e90\u65b9\u6848\uff08\u5982OpenClaw\uff09\u7684\u5dee\u5f02\uff1b4. \u63a2\u8ba8\u8bed\u97f3\u8f93\u5165\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u586b\u8868\uff09\u7684\u573a\u666f\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n VoiceOS\u770b\u4f3c\u662f\u53c8\u4e00\u4e2a\u8bed\u97f3\u8f93\u5165\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u7684\u201c\u9690\u5f62\u6210\u672c\u201d\u2014\u2014\u8ba4\u77e5\u6469\u64e6\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u3002\u5b83\u6ca1\u6709\u505c\u7559\u5728\u201c\u66f4\u5feb\u6253\u5b57\u201d\u7684\u8868\u5c42\uff0c\u800c\u662f\u76f4\u6307\u6548\u7387\u9ed1\u6d1e\uff1a\u90a3\u4e9b\u6d88\u8017\u5fc3\u667a\u7684\u3001\u673a\u68b0\u6027\u7684\u5e94\u7528\u8df3\u8f6c\u3001\u7a97\u53e3\u67e5\u627e\u3001\u6309\u94ae\u70b9\u51fb\u3002\u8fd9\u624d\u662f\u5176\u4e0e\u4f17\u591a\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\u7684\u672c\u8d28\u5206\u91ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u201c\u786e\u8ba4\u6b65\u9aa4\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u4e5f\u662f\u5176\u80fd\u5426\u6210\u529f\u7684\u5173\u952e\u3002\u5b83\u806a\u660e\u5730\u7f13\u89e3\u4e86\u7528\u6237\u5bf9\u8bed\u97f3\u63a7\u5236\u201c\u5931\u63a7\u201d\u7684\u6df1\u5c42\u6050\u60e7\uff0c\u907f\u514d\u4e86\u56e0\u8bef\u8bc6\u522b\u800c\u5bfc\u81f4\u7684\u707e\u96be\u6027\u64cd\u4f5c\uff0c\u8fd9\u662f\u8fc7\u53bb\u8bb8\u591a\u8bed\u97f3\u81ea\u52a8\u5316\u4ea7\u54c1\u5931\u8d25\u7684\u4e3b\u56e0\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5f15\u5165\u4e86\u65b0\u7684\u4e2d\u65ad\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7ed3\u6784\u5316\u6570\u636e\u8f93\u5165\u201d\u7684\u8d28\u7591\u6070\u6070\u70b9\u4e2d\u4e86\u5176\u6a21\u5f0f\u7684\u5929\u82b1\u677f\uff1a\u5bf9\u4e8e\u9700\u8981\u8fde\u7eed\u8f93\u5165\u591a\u4e2a\u5b57\u6bb5\u7684\u573a\u666f\uff0c\u9010\u9879\u786e\u8ba4\u53ef\u80fd\u9002\u5f97\u5176\u53cd\u3002\u56e2\u961f\u201c\u53ef\u5173\u95ed\u786e\u8ba4\u201d\u7684\u56de\u5e94\u662f\u4e00\u79cd\u59a5\u534f\uff0c\u4f46\u4e5f\u5c06\u51c6\u786e\u6027\u4e0e\u5b89\u5168\u6027\u7684\u6743\u8861\u629b\u56de\u7ed9\u4e86\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u751f\u6001\u4e0e\u6cdb\u5316\u80fd\u529b\u3002\u7528\u6237\u7684\u70ed\u60c5\u547c\u5524\u7740\u201c\u66f4\u591a\u96c6\u6210\u201d\uff0c\u8fd9\u66b4\u9732\u4e86\u6b64\u7c7b\u5de5\u5177\u7684\u6838\u5fc3\u4f9d\u8d56\uff1a\u5176\u4ef7\u503c\u4e0e\u652f\u6301\u7684\u5e94\u7528\u7a0b\u5e8f\u6df1\u5ea6\u7ed1\u5b9a\u3002\u6bcf\u4e00\u4e2a\u65b0\u96c6\u6210\u90fd\u610f\u5473\u7740\u7e41\u91cd\u7684\u9002\u914d\u3001\u6d4b\u8bd5\u4e0e\u7ef4\u62a4\u3002\u6b64\u5916\uff0c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5728\u590d\u6742\u3001\u52a8\u6001\u73af\u5883\uff08\u5982\u5feb\u8282\u594f\u7684\u7fa4\u804a\u4e2d\u6307\u5b9a\u56de\u590d\u5bf9\u8c61\uff09\u4e0b\u7684\u7cbe\u51c6\u7406\u89e3\uff0c\u4ecd\u662f\u5de5\u7a0b\u4e0a\u7684\u5de8\u5927\u8003\u9a8c\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u7f16\u6392\u7684\u201c\u8bed\u97f3\u5feb\u6377\u952e\u201d\u7cfb\u7edf\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u610f\u56fe\u7684AI\u52a9\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6f5c\u529b\u5728\u4e8e\u6210\u4e3a\u684c\u9762\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u8bed\u97f3\u5c42\u201d\uff0c\u82e5\u80fd\u6784\u5efa\u8d77\u5f3a\u5927\u7684\u5f00\u53d1\u8005\u751f\u6001\u4e0e\u66f4\u667a\u80fd\u7684\u610f\u56fe\u89e3\u6790\u5f15\u64ce\uff0c\u6216\u8bb8\u80fd\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u5165\u53e3\u3002\u4f46\u76ee\u524d\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u5728\u7279\u5b9a\u3001\u5b9a\u4e49\u826f\u597d\u7684\u5de5\u4f5c\u6d41\u4e2d\u6781\u5177\u5a01\u529b\u7684\u6548\u7387\u5229\u5668\uff0c\u800c\u975e\u901a\u7528\u667a\u80fd\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\">VoiceOS<\/span>\n <\/div>\n<div class=\"comment-content\">VoiceOS is the universal voice \u2192 action for your computer. Eliminates app-hopping, maximizes focus and productivity. Speak naturally, and VoiceOS instantly executes workflows while keeping you in control with a quick confirmation step. Works system-wide on Mac and Windows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>I\u2019m Jonah, co\u2011founder of VoiceOS.<\/p>\n<p>We started building VoiceOS around one frustration: the gap between deciding to do something and actually getting it done on your computer.<\/p>\n<p>You think: \u201cReply to that Slack message.\u201d That\u2019s half a second.<\/p>\n<p>Then you cmd\u2011tab, find the channel, scroll to the right thread, type, re-read for tone, hit send. It\u2019s 30\u201360 seconds of mechanical overhead for a half\u2011second intention.<\/p>\n<p>VoiceOS closes that gap.<\/p>\n<p>Huge shoutout to our Japanese community! We\u2019ve invested in native Japanese localization across the UI and writing behavior because you\u2019ve been incredibly supportive from day one.<\/p>\n<p>VoiceOS includes a free 14\u2011day Pro trial. No credit card required.<\/p>\n<p>What integrations should we build next?<\/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\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/a> As someone deep in content workflows (LinkedIn, Notion, email drafting), Notion integration for voice-dictated pages\/blocks would be a game-changer for quick brainstorming. What do you think about prioritizing that?<\/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>Is it dependent on the app or platform? What are the integrations available? <a href=\"https:\/\/www.producthunt.com\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/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\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/a> I like the idea, and the video does a great job of showing how it can be used (it\u2019s very practical).<\/p>\n<p>Good luck, guys!<\/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>Super cool, will definitely try!! But how have you balanced speed and accuracy, especially when a wrong action (like sending a message) has higher stakes than wrong text?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> You are right, balancing speed and accuracy is critical.<\/p>\n<p>We spent a lot of time perfecting our testing infrastructure to mitigate this problem. Nonetheless, the issue is that the real world is a lot more complicated. This is why we built confirmation UI for each action so you always stay in control even at high takes.<\/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>voice productivity tools have mostly tried to make typing faster, which misses where the time actually goes. the real friction in knowledge work is the navigation overhead: app-hopping, finding the right thread, clicking into the right field. voiceos is targeting the context-switching cost, not the keystroke cost, which is a meaningfully different problem to solve. the confirmation step before each action is a smart call too. it sidesteps the ‘what if it does the wrong thing’ concern that’s quietly killed most voice automation products in the past.<\/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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> I could have not said it better myself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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’ve been using VoiceOS for about a month+ now and it’s INSANE. I’ve been able to navigate different apps, talk to my LLMs and go through my workflow a lot faster than before. It’s like giving <a href=\"https:\/\/www.producthunt.com\/products\/aqua\" target=\"_blank\" rel=\"noopener\">@Aqua Voice<\/a> apps and tools. I’ve even been able to use it to talk\/send messages to <a href=\"https:\/\/www.producthunt.com\/products\/poke-by-interaction-co\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"poke-by-interaction-co\" target=\"_blank\" rel=\"noopener\">@Poke.com<\/a>.<\/p>\n<p>I was lucky to speak with the founders and their vision is definitely promising. I’m looking forward to seeing how voice can become the main interface of my computer. <\/p>\n<p>For those looking to try, there are some kinks, but the team is super responsive in their Discord and patch out any bugs super fast. <\/p>\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/a> and <a href=\"https:\/\/www.producthunt.com\/@kai_brokering\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kai_brokering<\/a> on the launch! PS – more integrations please!!!!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18006683-ee6d-461d-b253-fb585638b97e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57a9f98d-a8bc-4c69-a1f3-6dee763787bd.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>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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thank you for the support! We’ve been working around the clock, so we really appreciate you noticing the quick bug patches. We’re also rapidly expanding our integrations, so stay tuned for more very soon!<\/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 awesome. Like WisprFlow (which i love) on steroids<\/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\/@ross_geiger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ross_geiger<\/a> Thank you! I would agree<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>(typed by voice OS) I’ve been using VoiceOS for a few months now, and it has helped my work tremendously. It makes tasks easier and more effective, and I can’t really reply to emails without it lol<\/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\/@yvonne_zheng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yvonne_zheng1<\/a> Thank you so much! I totally agree once someone turns voice pilled, there’s no turning back!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yvonne_zheng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yvonne_zheng1<\/a> Thanks for always giving us feedback Yvonne!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi my son who has Dyslexia and relies exclusively on speech to text, now uses VoiceOS exclusively. This is as big of a product endorsement anyone possibly could make. <\/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\/@realwitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realwitz<\/a> You and your son have been a power user since day one! Thank you so much all the support \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>This is really cool, I loved the intro ad, a lot of effort went in to this! Correct me if I’m wrong but this is like open claw with voice functionality right? just with no messy setup part and one more thing what extra features we get above open claw?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> You nailed it! Although I would also add that we put a lot of effort into making custom confirmation UI for every integration we support<\/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\">I\u2019m hooked on voice transcription for working Claude Code, and I love the idea of using voice to do control more of my workflow. Bravo. Excited to see where this goes.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day! <\/p>\n<\/p>\n<p>This looks really smooth. Curious about the workflows – how deep does the customization go? <\/p>\n<\/p>\n<p>Can users build their own multi-step chains or is it more about the pre-built integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting concept and congratulations to you. <\/p>\n<\/p>\n<p>Is this available to download for Windows? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launch. One thing I keep bumping into in the voice space \u2014 there’s a real split between voice\u2192action (do this thing) and voice\u2192data (fill in 15 fields). For actions the confirmation step makes total sense. But for structured input like CRMs or intake forms, confirming every field kind of brings back the friction. Are you guys thinking about that side of things or staying focused on workflow automation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Right now we\u2019re mainly focused on quick voice \u2192 action flows where speed matters most. But you can also set up custom map integrations to handle more structured stuff, so it\u2019s pretty flexible depending on what you\u2019re trying to do.<\/p>\n<\/p>\n<p>Also, you can turn off the confirmation step in settings if you want a more seamless input flow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 mission of cutting down on mechanical overhead, but how are you ensuring VoiceOS handles nuanced commands in dynamic conversations, like coordinating on Discord or Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> You are totally right, we spent a lot of time building testing frameworks to fix this exact problem. <br \/>Nonetheless, the issue is that the real world is a lot more complicated.<\/p>\n<p>This is why we built confirmation UI for each action so you always stay in control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">What apps are supported for this? Is Discord supported?<\/div>\n<div class=\"comment-actions\">\n<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\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> Not yet but we are working on it. Any other ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool! Can I also link this to Claude Code and use it for my coding tasks? Or does it need to have a separate integration for that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syaman<\/a> We are currently working on the integration for Claude Code to manage multiple sessions at once (meaning no more tab switching) and I can’t wait to release it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/Y6EQKRFISVY52J\" class=\"app-title\">NotebookLM Custom Infographic Styles<\/a><\/p>\n<div class=\"one-liner\">Turn any source into a styled infographic<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">166<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NotebookLM\u7684\u201c\u81ea\u5b9a\u4e49\u4fe1\u606f\u56fe\u6837\u5f0f\u201d\u529f\u80fd\uff0c\u80fd\u5c06\u4efb\u610f\u7814\u7a76\u8d44\u6599\u4e00\u952e\u8f6c\u6362\u4e3a\u98ce\u683c\u5316\u4fe1\u606f\u56fe\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7814\u7a76\u6210\u679c\u89c6\u89c9\u5316\u8fc7\u7a0b\u4e2d\uff0c\u8017\u65f6\u8017\u529b\u3001\u8bbe\u8ba1\u95e8\u69db\u9ad8\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcacffec-697f-45d0-ae19-60508c2834ce.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\/6169a43e-9661-483e-89be-75b625d7a47d.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\/79cd723f-7b26-4dc0-8b50-a0690323e188.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\/8adf1430-2a0c-4818-80ef-d18168e331dd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fQqZ1UfrbXs\"><source src=\"https:\/\/www.youtube.com\/watch?v=fQqZ1UfrbXs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4fe1\u606f\u56fe\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u89c6\u89c9\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u51fa\u7248<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5185\u5bb9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u9ad8\u5ea6\u8ba4\u53ef\u8be5\u529f\u80fd\u586b\u8865\u4e86\u201c\u7814\u7a76\u7406\u89e3\u201d\u4e0e\u201c\u89c6\u89c9\u4f20\u8fbe\u201d\u95f4\u7684\u5173\u952e\u7f3a\u53e3\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u9884\u8bbe\u98ce\u683c\u591a\u6837\u4e0e\u81ea\u5b9a\u4e49\u6a21\u5f0f\u7684\u6f5c\u529b\u3002\u4e3b\u8981\u5c40\u9650\u5728\u4e8e\u65e0\u6cd5\u624b\u52a8\u62d6\u62fd\u7f16\u8f91\uff0c\u5c5e\u4e8e\u63d0\u793a\u8bcd\u9a71\u52a8\uff0c\u8ffd\u6c42\u50cf\u7d20\u7ea7\u5b8c\u7f8e\u63a7\u5236\u4ecd\u9700\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177\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 NotebookLM\u6b64\u6b21\u66f4\u65b0\uff0c\u8fdc\u975e\u7b80\u5355\u7684\u201cAI\u505a\u56fe\u201d\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u5176\u4ea7\u54c1\u6218\u7565\u5b9a\u4f4d\u7684\u6e05\u6670\u5ba3\u544a\uff1a\u5b83\u6b63\u4ece\u201c\u4e2a\u4eba\u7814\u7a76\u52a9\u7406\u201d\u6084\u7136\u8fdb\u5316\u4e3a\u201c\u77e5\u8bc6\u4ea7\u51fa\u5f15\u64ce\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e8610\u79cd\u9884\u8bbe\u6a21\u677f\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u81ea\u5b9a\u4e49\u6a21\u5f0f\u201d\u5c06\u201c\u89c6\u89c9\u98ce\u683c\u201d\u672c\u8eab\u62bd\u8c61\u4e3a\u53ef\u88ab\u8bed\u8a00\u63cf\u8ff0\u7684\u6307\u4ee4\uff0c\u8bd5\u56fe\u5c06\u54c1\u724c\u89c6\u89c9\u89c4\u8303\u8fd9\u7c7b\u9ad8\u9636\u3001\u611f\u6027\u7684\u8981\u6c42\uff0c\u5c01\u88c5\u8fdb\u4e00\u4e2a\u7814\u7a76\u5de5\u5177\u7684\u6d41\u7a0b\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u7280\u5229\u5730\u6233\u4e2d\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u6d41\u7684\u8f6f\u808b\uff1a\u6211\u4eec\u5584\u4e8e\u7528AI\u5206\u6790\u5f52\u7eb3\uff0c\u5374\u5728\u6700\u540e\u7684\u201c\u5448\u73b0\u201d\u73af\u8282\u88ab\u8feb\u8df3\u8f6c\u5230\u53e6\u4e00\u5957\u5de5\u5177\u548c\u8bed\u5883\u4e2d\uff0c\u521b\u9020\u529b\u4e0e\u601d\u7ef4\u6d41\u5728\u6b64\u65ad\u5c42\u3002NotebookLM\u8bd5\u56fe\u7528AI\u5f25\u5408\u8fd9\u4e2a\u65ad\u5c42\uff0c\u5c06\u89c6\u89c9\u4ea7\u51fa\u53d8\u4e3a\u7814\u7a76\u8fc7\u7a0b\u7684\u81ea\u7136\u5ef6\u4f38\uff0c\u800c\u975e\u989d\u5916\u8d1f\u62c5\u3002\u5176\u201c\u6e90\u6587\u4ef6\u951a\u5b9a\u201d\u7684\u7279\u6027\uff0c\u4e5f\u5de7\u5999\u5730\u4e0e\u5f53\u524dAI\u751f\u6210\u5185\u5bb9\u201c\u5e7b\u89c9\u201d\u6cdb\u6ee5\u7684\u75db\u70b9\u5f62\u6210\u5bf9\u6bd4\uff0c\u5f3a\u8c03\u4e86\u8f93\u51fa\u7684\u53ef\u9760\u6027\u4e0e\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u63d0\u793a\u9a71\u52a8\u3001\u4e0d\u53ef\u624b\u52a8\u7f16\u8f91\u201d\u7684\u8bbe\u5b9a\uff0c\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u7528\u727a\u7272\u5fae\u64cd\u81ea\u7531\u5ea6\uff0c\u6362\u6765\u4e86\u6781\u81f4\u7684\u901f\u5ea6\u548c\u4e00\u81f4\u6027\uff0c\u8fd9\u7cbe\u51c6\u5b9a\u4f4d\u4e86\u201c\u5feb\u901f\u51fa\u7248\u201d\u548c\u201c\u5185\u90e8\u6c9f\u901a\u201d\u573a\u666f\uff0c\u4f46\u6682\u65f6\u56de\u907f\u4e86\u4e13\u4e1a\u7ea7\u3001\u5ba2\u6237\u7ea7\u7cbe\u7ec6\u8bbe\u8ba1\u7684\u9700\u6c42\u3002\u8fd9\u53cd\u6620\u51fa\u4ea7\u54c1\u56e2\u961f\u6e05\u9192\u7684\u53d6\u820d\uff1a\u4e0d\u505aFigma\u6216Canva\u7684\u66ff\u4ee3\u8005\uff0c\u800c\u662f\u6210\u4e3a\u5b83\u4eec\u7684\u524d\u7f6e\u201c\u667a\u80fd\u5185\u5bb9\u5de5\u5382\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cNotebookLM\u901a\u8fc7\u53e0\u52a0\u97f3\u9891\u3001\u5e7b\u706f\u7247\u3001\u601d\u7ef4\u5bfc\u56fe\u5230\u5982\u4eca\u7684\u4fe1\u606f\u56fe\uff0c\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u4ee5\u201c\u77e5\u8bc6\u5e93\u201d\u4e3a\u4e2d\u5fc3\u7684\u591a\u6a21\u6001\u4ea7\u51fa\u77e9\u9635\u3002\u5176\u91ce\u5fc3\u6216\u8bb8\u662f\u6210\u4e3a\u77e5\u8bc6\u6d41\u8f6c\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\uff0c\u5c06\u7406\u89e3\u3001\u6574\u5408\u4e0e\u8868\u8fbe\u5168\u6d41\u7a0b\u5185\u5316\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u6bcf\u4e2a\u5355\u70b9\u529f\u80fd\u90fd\u53ef\u80fd\u9762\u4e34\u5782\u76f4\u9886\u57df\u4e13\u5bb6\u7684\u7ade\u4e89\uff0c\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u8fd9\u4e9b\u529f\u80fd\u80fd\u5426\u56f4\u7ed5\u201c\u57fa\u4e8e\u6e90\u6750\u6599\u7684\u53ef\u4fe1\u5408\u6210\u201d\u8fd9\u4e00\u6838\u5fc3\u62a4\u57ce\u6cb3\uff0c\u4ea7\u751f\u5f3a\u5927\u7684\u534f\u540c\u6548\u5e94\uff0c\u800c\u975e\u6ca6\u4e3a\u529f\u80fd\u6742\u70e9\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\">NotebookLM Custom Infographic Styles<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve been copy-pasting AI summaries into Canva for too long. NotebookLM’s Custom Infographic Styles turns your sources directly into polished visuals. 10 presets plus a custom mode. Sketch, anime, editorial, bricks, and more. Research-to-visual in seconds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Visual communication has always been the bottleneck nobody talks about.<\/p>\n<\/p>\n<p>You do the research. You synthesize it with AI. Then you paste it into Canva, fight with layouts, pick fonts, give up, and ship something mediocre. The insight was great. The visual killed it. \ud83d\ude2e\u200d\ud83d\udca8<\/p>\n<\/p>\n<p>NotebookLM just quietly patched that gap. \ud83d\udd27<\/p>\n<\/p>\n<p>Custom Infographic Styles gives you 10 visual presets plus a fully custom mode to transform any source material into a publication-ready infographic. One click. Source-grounded, not hallucinated. \u2705<\/p>\n<\/p>\n<p><strong>The styles are genuinely varied:<\/strong><\/p>\n<p>\ud83c\udf38 Kawaii for approachable, shareable content<\/p>\n<p>\ud83d\udcf0 Editorial for thought leadership pieces<\/p>\n<p>\ud83d\uddc2\ufe0f Bento grid for modular, social-first layouts<\/p>\n<p>\ud83e\uddca 3D clay for visual pop without the Blender learning curve<\/p>\n<p>\u270f\ufe0f Sketch, anime, storyboard, bricks, professional rounding out the rest<\/p>\n<\/p>\n<p>The deeper unlock here is the custom mode. \ud83c\udfa8<\/p>\n<\/p>\n<p>You describe the aesthetic you want and NotebookLM builds around it. Color codes, tone, layout philosophy. This is where brand consistency starts becoming possible inside a research tool.<\/p>\n<\/p>\n<p><strong>Who this is for right now:<\/strong><\/p>\n<p>\ud83d\udd2c Researchers who need to make dense material accessible<\/p>\n<p>\ud83c\udfeb Educators turning syllabi or notes into visual explainers<\/p>\n<p>\ud83d\ude80 Founders building decks or one-pagers from raw research<\/p>\n<p>\ud83d\udce3 Content teams who live in NotebookLM and hate the Canva commute<\/p>\n<\/p>\n<p>The honest limitation: you can’t manually drag or edit elements. It’s prompt-driven. If you need pixel-perfect control, you still go to Figma. But for “good enough to publish in 30 seconds,” this clears that bar easily.<\/p>\n<\/p>\n<p>The trajectory here is what I find most interesting.<\/p>\n<\/p>\n<p>NotebookLM started as a research tool. Then it added audio overviews, slide decks, mind maps. Now styled infographics. It’s quietly becoming a full production layer on top of your knowledge. The gap between “understanding something” and “communicating it visually” is collapsing.<\/p>\n<\/p>\n<p>Curious what use cases people here are most excited about. Are you using this for personal knowledge work, team communication, or client-facing outputs? \ud83d\udcac<\/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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WLVBGHI674MLED\" class=\"app-title\">Straude<\/a><\/p>\n<div class=\"one-liner\">Strava for Claude Code, the global tokenmaxxing Leaderboard<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411AI\u539f\u751f\u5f00\u53d1\u8005\u7684\u201c\u4ee3\u7801\u8fd0\u52a8\u201d\u8ffd\u8e2a\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u884c\u547d\u4ee4\u81ea\u52a8\u8bb0\u5f55Claude Code\u7b49\u667a\u80fd\u7f16\u7801\u4ee3\u7406\u7684token\u6d88\u8017\u4e0e\u82b1\u8d39\uff0c\u5e76\u5728\u5168\u7403\u6392\u884c\u699c\u4e2d\u5bf9\u6bd4\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4f7f\u7528AI\u7f16\u7801\u65f6\u6210\u672c\u4e0d\u900f\u660e\u3001\u8fc7\u7a0b\u5b64\u7acb\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2bd28b1-72cb-4cc7-93ef-24822bb92e0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fd028ef-29d9-4618-bdea-36625208b3e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28691a31-27e9-44b2-b91c-5cf0e1b020fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/397cc93a-b0cb-4654-8f46-603e0d403867.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88936651-b16a-485c-80f9-5297a29bf82b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa518269-eb4a-4e91-8771-81de30c4e95c.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\/cddb4732-d223-4937-8b54-46c355c95a7b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1Uun5XDeEU0\"><source src=\"https:\/\/youtu.be\/1Uun5XDeEU0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Token\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6392\u884c\u699c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">AI\u8d8b\u52bf<\/span><br \/>\n <span class=\"tag\">\u7845\u8c37\u6587\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u65f6\u673a\u4e0e\u521b\u610f\uff0c\u5173\u6ce8\u56e2\u961f\u6392\u884c\u699c\u3001\u9879\u76ee\u7ec6\u5206\u3001\u6392\u540d\u6743\u91cd\uff08\u7eaf\u82b1\u8d39vs.\u4ea7\u51fa\u8d28\u91cf\uff09\u7b49\u6269\u5c55\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5c06\u589e\u52a0\u56e2\u961f\u529f\u80fd\uff0c\u5e76\u63a2\u8ba8\u672a\u6765\u96c6\u6210GitHub stars\u7b49\u8d28\u91cf\u6307\u6807\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 Straude\u7cbe\u51c6\u6355\u6349\u4e86\u201cAI\u539f\u751f\u201d\u6d6a\u6f6e\u4e0b\u7684\u4e00\u4e2a\u5fae\u5999\u9700\u6c42\uff1a\u5c06\u4e0d\u53ef\u89c1\u7684token\u6d88\u8017\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u793e\u4ea4\u8d44\u672c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u6210\u672c\u76d1\u63a7\u2014\u2014\u73b0\u6709\u4e91\u670d\u52a1\u8d26\u5355\u4e5f\u80fd\u505a\u5230\u2014\u2014\u800c\u5728\u4e8e\u7528\u201cStrava for Code\u201d\u7684\u53d9\u4e8b\uff0c\u5c06\u5b64\u72ec\u7684\u667a\u80fd\u4f53\u7f16\u7801\u8fc7\u7a0b\u6e38\u620f\u5316\u3001\u793e\u7fa4\u5316\uff0c\u521b\u9020\u4e86\u201cTokenmaxxing\u201d\u8fd9\u4e00\u65b0\u7684\u8eab\u4efd\u8ba4\u540c\u6307\u6807\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u63ed\u793a\u4e86AI\u5f00\u53d1\u8303\u5f0f\u7684\u8f6c\u53d8\uff1a\u5f53\u7f16\u7a0b\u4ece\u201c\u5199\u4ee3\u7801\u201d\u53d8\u4e3a\u201c\u8c03\u6559\u4e0e\u6d88\u8017AI\u201d\uff0c\u4f20\u7edf\u751f\u4ea7\u529b\u5ea6\u91cf\uff08\u5982\u4ee3\u7801\u884c\u6570\uff09\u5df2\u7136\u5931\u6548\uff0ctoken\u6d88\u8017\u91cf\u6210\u4e3a\u4e86\u5b9e\u9a8c\u5f3a\u5ea6\u4e0e\u8d44\u6e90\u6295\u5165\u7684\u7c97\u66b4\u4ee3\u7406\u3002\u6392\u884c\u699c\u4ee5\u201c\u82b1\u8d39\u201d\u8bba\u82f1\u96c4\uff0c\u770b\u4f3c\u8352\u8bde\u5374\u76f4\u6307\u672c\u8d28\uff1a\u5728AI\u63a2\u7d22\u7684\u86ee\u8352\u671f\uff0c\u8bd5\u9519\u89c4\u6a21\u672c\u8eab\u5c31\u662f\u7ade\u4e89\u529b\u7684\u4f53\u73b0\u3002\u8fd9\u8fce\u5408\u4e86\u7845\u8c37\u5c06\u4e00\u5207\u6307\u6807\u5316\u7684\u7656\u597d\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u5176\u6df1\u5c42\u77db\u76fe\u2014\u2014\u5b83\u8861\u91cf\u7684\u662f\u201c\u6295\u5165\u201d\u800c\u975e\u201c\u4ea7\u51fa\u201d\uff0c\u53ef\u80fd\u52a9\u957f\u65e0\u610f\u4e49\u7684\u8d44\u6e90\u7ade\u8d5b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9690\u79c1\u8bbe\u8ba1\uff08\u4ec5\u4e0a\u4f20\u805a\u5408\u6570\u636e\uff09\u662f\u660e\u667a\u7684\u5e95\u7ebf\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u6311\u6218\u5728\u4e8e\u5982\u4f55\u4ece\u201c\u70e7\u94b1\u6392\u884c\u699c\u201d\u6f14\u8fdb\u4e3a\u201c\u4ef7\u503c\u8bc1\u660e\u5e73\u53f0\u201d\u3002\u82e5\u672a\u6765\u80fd\u5982\u8bc4\u8bba\u6240\u671f\uff0c\u5f15\u5165\u9879\u76ee\u5f71\u54cd\u529b\u7b49\u9a8c\u8bc1\u6307\u6807\uff0c\u6216\u4ece\u4ee3\u7801\u8d28\u91cf\u7ef4\u5ea6\u52a0\u6743\uff0c\u6216\u8bb8\u80fd\u5f15\u5bfc\u793e\u533a\u4ece\u6bd4\u62fc\u201c\u70e7\u94b1\u201d\u8f6c\u5411\u6bd4\u62fc\u201c\u521b\u65b0\u201d\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u53cd\u6620AI\u72c2\u70ed\u7684\u6587\u5316\u7b26\u53f7\uff0c\u5176\u6210\u529f\u4e0e\u5426\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5236\u9020\u8bdd\u9898\u4e4b\u540e\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u8d85\u8d8a\u865a\u8363\u7684\u771f\u5b9e\u6d1e\u89c1\u4e0e\u7f51\u7edc\u6548\u5e94\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\">Straude<\/span>\n <\/div>\n<div class=\"comment-content\">You spin up dozens of agents and spend thousands on tokens, but have no way to track or share the journey. One command logs your spend, streaks, and stats. Compare your pace to the top AI builders worldwide. Code like an athlete.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b <a href=\"https:\/\/www.producthunt.com\/@markmdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markmdev<\/a> and I made Straude.<\/p>\n<p>The <a href=\"https:\/\/www.nytimes.com\/2026\/03\/20\/technology\/tokenmaxxing-ai-agents.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NYTimes recently covered<\/a> the <strong>“tokenmaxxing”<\/strong> trend sweeping across Silicon Valley \u2014 the idea that AI token consumption is becoming the new status metric for AI-native builders. Companies like Meta, OpenAI, and Shopify are tracking it on internal dashboards. Jensen Huang proposed giving engineers a token budget as high as 50% of their salary.<\/p>\n<p>At the same time, I found the experience of agentic coding gets pretty isolating. You spin up dozens of agents and spend thousands on tokens, but have no way to track, compare, or share the journey. And since there\u2019s no \u201ctown hall\u201d where AI builders gather, you can\u2019t easily learn from how the best builders are pushing these tools to their limits.<\/p>\n<p><strong>Straude fixes that:<\/strong><\/p>\n<ul>\n<li>\n<p>One command `npx straude` logs your Claude Code or Codex sessions: tokens consumed, spend, models used. Support for other agents coming soon.<\/p>\n<\/li>\n<li>\n<p>Compete on a global leaderboard, build your streak, and get inspired by what the top 1% of AI builders are pushing daily.<\/p>\n<\/li>\n<li>\n<p>Privacy-first: only aggregate stats leave your machine, no code or session history.<\/p>\n<\/li>\n<li>\n<p>Zero install, zero config.<\/p>\n<\/li>\n<\/ul>\n<p><strong>How it works:<\/strong><\/p>\n<ol>\n<li>\n<p>Sign up at <a href=\"http:\/\/straude.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">straude.com<\/a><\/p>\n<\/li>\n<li>\n<p>Run `npx straude` at the end of a Claude Code \/ Codex session<\/p>\n<\/li>\n<li>\n<p>Your stats sync to the feed and leaderboard automatically<\/p>\n<\/li>\n<\/ol>\n<p>It’s completely free. The project is open source on GitHub.<\/p>\n<p>Strava made lonely sport (running) social and fun. Straude does the same for agentic engineering. You wouldn’t train for a marathon without logging your miles. Why would you burn through tokens without tracking on Straude?<\/p>\n<p>We’d love for you to sign up, log your first session, and share Straude with the friend you know who burns the most tokens \ud83d\udd25<\/p>\n<p>Would love your feedback \u2014 what features would you want to see next?<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e60cb5e-794c-49c9-9448-8c37e8e344d0.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>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome timing with this one. The leaderboard is a fun idea for the agent builders out there. Do you have plans to add team-based leaderboards or just keep it individual?<\/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\">@krutytskyi yes we do! Team & org based is our #1 request. Soon you\u2019ll be able to get a verified badge with your org email(like on X).<\/p>\n<p>Would you join Straude with your team?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@krutytskyi thanks for your support \ud83d\ude4f<\/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 end-of-month billing surprise is too real. I’ve been running Claude Code in parallel on a few projects and had zero idea what I was spending until the invoice hit – it’s kind of absurd we don’t have native visibility for this.<\/p>\n<\/p>\n<p>Strava framing makes sense here. Is the leaderboard purely by USD spent or is there any weighting for output quality? Curious what “winning” looks like on this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mykola_kondratiuk currently leaderboard is total spend. Quality is harder to gauge & subjective, but over time we can integrate GH stars, traffic, & other verified stats users care about.<\/p>\n<p>Idea atm is that quantity is the path to quality (\u201cshots on goal\u201d). So token spend is less a measure of productivity writ large, more who\u2019s experimenting the most with AI.<\/p>\n<p>What would you like to see us add?<\/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>This is the most 2026 product I’ve seen all week and I mean that as a compliment. I’m genuinely curious what my monthly token spend looks like across projects because right now I have zero visibility on that. Does it break down by project or is it one global number?<\/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\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> Thanks for the kind words! It’s just one global number for now, but that’s a great idea. We’ll look into how to show per-project in the future. So were you able to see your monthly token spend by running the straude command?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So on this leaderboard what gets more weightage I mean does the top ranker has most amount of tokens spent or most amount of output from AI? I mean what is the ranking criteria?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> The leaderboard is sorted by <strong>total spend in USD<\/strong> (think: token count x standard API pricing of the models used). We don’t get any data on what is produced by the AI other than token stats. But some users use Straude like a work log and share what they did that day \/ session in the feed. Thx for checking us 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<\/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\/5SIADO4XXBSMAW\" class=\"app-title\">Qwen3.6-Plus<\/a><\/p>\n<div class=\"one-liner\">Multimodal AI optimized for real-world coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qwen3.6-Plus\u662f\u4e00\u6b3e\u591a\u6a21\u6001AI\u6a21\u578b\uff0c\u4e13\u4e3a\u73b0\u5b9e\u5f00\u53d1\u5de5\u4f5c\u6d41\u4f18\u5316\uff0c\u901a\u8fc7\u7406\u89e3UI\u622a\u56fe\u6216\u63cf\u8ff0\u81ea\u4e3b\u89c4\u5212\u3001\u751f\u6210\u5e76\u8fed\u4ee3\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4ece\u8bbe\u8ba1\u5230\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\u9700\u8981\u53cd\u590d\u624b\u52a8\u7f16\u7801\u548c\u8c03\u8bd5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26420349-b169-49eb-bb60-1791a03e1913.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d02f673-b3b3-413a-9ee1-8d999914d546.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7d41f60-0eac-4326-a7b8-a8b33f8d30d0.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\/f1ce0054-923e-4ee0-b681-98ed44fcca0a.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\/b6c66dba-6016-445f-828d-dba3395cccc7.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\">API<\/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\">\u591a\u6a21\u6001\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5728\u771f\u5b9e\u573a\u666f\uff08\u4ece\u524d\u7aef\u5230\u590d\u6742\u4ed3\u5e93\u7ea7\u4efb\u52a1\uff09\u4e2d\u81ea\u4e3b\u5206\u89e3\u95ee\u9898\u3001\u89c4\u5212\u3001\u6d4b\u8bd5\u548c\u8fed\u4ee3\u7684\u201c\u667a\u80fd\u4f53\u7f16\u7801\u201d\u80fd\u529b\uff0c\u4ee5\u53ca\u901a\u8fc7\u591a\u6a21\u6001\u7406\u89e3\u5b9e\u73b0\u4eceUI\u5230\u4ee3\u7801\u7684\u95ed\u73af\u3002\u6709\u6548\u4fe1\u606f\u96c6\u4e2d\u5728\u5176\u5b9e\u7528\u6027\u63d0\u5347\u548c\u4e0e\u5f00\u53d1\u5de5\u5177\u7684\u96c6\u6210\u4e0a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Qwen3.6-Plus\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u201cAI\u7f16\u7a0b\u52a9\u624b\u201d\u8d5b\u9053\u65e2\u5b9a\u89c4\u5219\u7684\u4e00\u6b21\u7a81\u88ad\u3002\u5b83\u76f4\u6307\u5f53\u524dCopilot\u7b49\u5de5\u5177\u4ecd\u5b58\u5728\u7684\u77ed\u677f\u2014\u2014\u5373\u788e\u7247\u5316\u7684\u4ee3\u7801\u8865\u5168\u4e0e\u6574\u4f53\u6027\u3001\u5177\u8eab\u5316\u5f00\u53d1\u4efb\u52a1\u5904\u7406\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53\u7f16\u7801\u201d\u80fd\u529b\u662f\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u3002\u8fd9\u610f\u5473\u6a21\u578b\u8bd5\u56fe\u8d85\u8d8a\u201c\u9ad8\u7ea7\u8bed\u6cd5\u63d0\u793a\u201d\uff0c\u8f6c\u5411\u5177\u5907\u95ee\u9898\u62c6\u89e3\u3001\u8def\u5f84\u89c4\u5212\u3001\u6d4b\u8bd5\u9a8c\u8bc1\u7684\u81ea\u4e3b\u4efb\u52a1\u6267\u884c\u80fd\u529b\u3002\u5982\u679c\u5176\u6f14\u793a\u5c5e\u5b9e\uff0c\u8fd9\u6807\u5fd7\u7740AI\u4ece\u201c\u526f\u9a7e\u9a76\u201d\u5411\u53ef\u6258\u7ba1\u7279\u5b9a\u4efb\u52a1\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u6a21\u5757\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\u800c\u878d\u5408\u591a\u6a21\u6001\u7406\u89e3\uff08UI\u622a\u56fe\u3001\u8bbe\u8ba1\u7a3f\uff09\uff0c\u5219\u662f\u5c06\u8fd9\u4e00\u80fd\u529b\u4ece\u7eaf\u4ee3\u7801\u57df\u6269\u5c55\u5230\u4e86\u4ea7\u54c1\u5f00\u53d1\u7684\u6700\u4e0a\u6e38\u2014\u2014\u9700\u6c42\u4e0e\u8bbe\u8ba1\u754c\u9762\uff0c\u8bd5\u56fe\u6253\u901a\u4ea7\u54c1\u539f\u578b\u5230\u4ee3\u7801\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u6574\u4e2a\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u67a2\u7ebd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u4ecd\u9700\u51b7\u601d\u8003\u3002\u9996\u5148\uff0c\u201c\u667a\u80fd\u4f53\u201d\u80fd\u529b\u7684\u771f\u5b9e\u8fb9\u754c\u548c\u53ef\u9760\u6027\u5b58\u7591\u3002\u590d\u6742\u4ed3\u5e93\u4efb\u52a1\u7684\u957f\u671f\u89c4\u5212\u6d89\u53ca\u5bf9\u6a21\u7cca\u9700\u6c42\u3001\u6280\u672f\u503a\u52a1\u548c\u56e2\u961f\u534f\u4f5c\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u5f53\u524d\u6280\u672f\u80fd\u5426\u7a33\u5b9a\u4ea4\u4ed8\u4ecd\u662f\u5de8\u5927\u6311\u6218\u3002\u5176\u6b21\uff0c\u5176\u901a\u8fc7\u96c6\u6210OpenClaw\u3001Cline\u7b49\u5de5\u5177\u6784\u5efa\u751f\u6001\u7684\u7b56\u7565\u660e\u667a\uff0c\u4f46\u4e5f\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u7eaf\u6a21\u578b\u5c42\u7684\u5b9a\u4f4d\u2014\u2014\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u5f15\u64ce\u201d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u201c\u6c7d\u8f66\u201d\uff0c\u6700\u7ec8\u4f53\u9a8c\u4e25\u91cd\u4f9d\u8d56\u4e0b\u6e38\u5de5\u5177\u94fe\u7684\u6574\u5408\u8d28\u91cf\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u6797\u7acb\u7684AI\u7f16\u7a0b\u5e02\u573a\uff0c\u5176\u6280\u672f\u4f18\u52bf\u7a97\u53e3\u671f\u53ef\u80fd\u5f88\u77ed\u3002Claude\u3001GPT\u7b49\u540c\u6837\u5728\u5feb\u901f\u8fdb\u5316\uff0c\u4e14\u62e5\u6709\u66f4\u5e9e\u5927\u7684\u5f00\u53d1\u8005\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cQwen3.6-Plus\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u6e05\u6670\u5730\u52fe\u52d2\u51fa\u4e0b\u4e00\u4ee3AI\u7f16\u7a0b\u52a9\u624b\u7684\u5f62\u6001\uff1a\u5177\u5907\u81ea\u4e3b\u4efb\u52a1\u80fd\u529b\u7684\u591a\u6a21\u6001\u667a\u80fd\u4f53\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u626e\u6f14\u7f16\u5199\u5de5\u5177\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3a\u7406\u89e3\u610f\u56fe\u3001\u534f\u8c03\u5de5\u5177\u3001\u4ea7\u51fa\u89e3\u51b3\u65b9\u6848\u7684\u201c\u6267\u884c\u8005\u201d\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u5c06\u7ade\u4e89\u7ef4\u5ea6\u4ece\u4ee3\u7801\u8865\u5168\u7684\u51c6\u786e\u7387\uff0c\u63d0\u5347\u5230\u4e86\u5bf9\u5b8c\u6574\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u7406\u89e3\u548c\u91cd\u5851\u80fd\u529b\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5176\u201c\u667a\u80fd\u4f53\u201d\u80fd\u529b\u662f\u8425\u9500\u8bdd\u672f\uff0c\u8fd8\u662f\u80fd\u7ecf\u5f97\u8d77\u590d\u6742\u73b0\u5b9e\u9879\u76ee\u8003\u9a8c\u7684\u53ef\u9760\u751f\u4ea7\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.6-Plus<\/span>\n <\/div>\n<div class=\"comment-content\">Qwen3.6-Plus is Qwen\u2019s latest hosted model with a 1M context window, major gains in agentic coding, stronger multimodal reasoning, and much tighter support for real development workflows across tools like OpenClaw, Claude Code, and Qwen Code.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Qwen3.6-Plus is a massive upgrade over 3.5, especially with its emergent agentic coding capabilities. In real-world scenarios\u2014from frontend web development to complex, repo-level tasks\u2014it can autonomously break down the problem, plan a path, test, and iterate until the job is done.<\/p>\n<p>Built on native multimodal data, it can look at UI screenshots, design drafts, or natural language descriptions to generate frontend pages, complete code, and modify interactions. It truly closes the loop from “understanding the UI” to “generating code” and “invoking tools to modify it,” making multimodal models genuinely practical for everyday dev workflows.<\/p>\n<p>It not only handles complex code management and cross-domain long-term planning for pros, but also drastically lowers the coding barrier for everyone else.<\/p>\n<p>Qwen3.6-Plus is now generally available through the <a href=\"https:\/\/modelstudio.alibabacloud.com\/?spm=a2ty_o06.30285417.0.0.a321c9214zfKDu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">official API<\/a>. You can seamlessly integrate it with <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/cline-4\" target=\"_blank\" rel=\"noopener\">@Cline<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/opencode\" target=\"_blank\" rel=\"noopener\">@opencode<\/a> and <a href=\"https:\/\/qwen.ai\/qwencode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen Code<\/a>.<\/p>\n<p>Bonus: Sign in with <a href=\"https:\/\/qwen.ai\/qwencode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen Code<\/a> OAuth to enjoy 1,000 free calls per day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5XXA4P52NEMGS7\" class=\"app-title\">ChatGPT on CarPlay<\/a><\/p>\n<div class=\"one-liner\">ChatGPT voice in CarPlay for hands-free driving AI on the go<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u5c06ChatGPT\u8bed\u97f3\u52a9\u624b\u6df1\u5ea6\u96c6\u6210\u5230Apple CarPlay\u7684APP\uff0c\u901a\u8fc7\u7eaf\u8bed\u97f3\u3001\u514d\u63d0\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u4e3a\u9a7e\u9a76\u8005\u63d0\u4f9b\u5728\u884c\u8f66\u9014\u4e2d\u5b89\u5168\u83b7\u53d6\u4fe1\u606f\u3001\u5ef6\u7eed\u5bf9\u8bdd\u548c\u8fdb\u884c\u5934\u8111\u98ce\u66b4\u7684AI\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b84be24d-4ae6-408a-b83f-deaa53461472.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\/f7269af3-58d5-45ac-b1c5-976f9a84f39e.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\/b5d0fa3e-10b1-4e25-b6ee-736c1436c3a7.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\/dc171d60-3acf-467b-a90e-79417d927afa.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\/13fcea8a-f852-4cc5-b1fb-d348ea8cafa4.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/7ba352dc-bbd2-45b2-83e1-055ffb1a5a2f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pOc140V7mmA?si=fhBtf0AKQ59FbDU9\"><source src=\"https:\/\/youtu.be\/pOc140V7mmA?si=fhBtf0AKQ59FbDU9\" 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\">Cars<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f66\u8f7d\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CarPlay\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u63d0\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u9a7e\u9a76\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u901a\u52e4\u573a\u666f<\/span><br \/>\n <span class=\"tag\">OpenAI\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/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\u201c\u8bed\u97f3\u4f18\u5148\u201d\u7684\u5b89\u5168\u8bbe\u8ba1\u53ca\u901a\u52e4\u573a\u666f\u7684\u5b9e\u7528\u6027\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u80af\u5b9a\u5176\u4e3a\u8001\u65e7\u8f66\u673a\u63d0\u4f9b\u4e86\u667a\u80fd\u8865\u5145\uff1b2. \u5173\u6ce8\u957f\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u4fdd\u6301\u80fd\u529b\u4e0e\u65ad\u70b9\u7eed\u63a5\u7684\u53ef\u9760\u6027\uff1b3. \u5efa\u8bae\u589e\u52a0\u81ea\u52a8\u4fdd\u5b58\u6216\u603b\u7ed3\u529f\u80fd\uff1b4. \u6307\u51fa\u5176\u7f3a\u4e4f\u5524\u9192\u8bcd\u3001\u65e0\u89c6\u89c9\u754c\u9762\u3001\u65e0\u6cd5\u63a7\u5236\u8f66\u8f86\u529f\u80fd\u7b49\u5c40\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u8fdc\u975e\u7b80\u5355\u7684\u201c\u624b\u673aApp\u8f66\u673a\u955c\u50cf\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u7684\u573a\u666f\u5b9a\u4e49\u4e0e\u514b\u5236\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u9a7e\u9a76\u8231\u201d\u8fd9\u4e00\u7279\u6b8a\u73af\u5883\u7684\u6839\u672c\u77db\u76fe\uff1a\u65e5\u76ca\u589e\u957f\u7684\u4fe1\u606f\u5904\u7406\u9700\u6c42\u4e0e\u7edd\u5bf9\u5b89\u5168\u9a7e\u9a76\u8981\u6c42\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u8bed\u97f3\u552f\u4e00\u201d\u7684\u6781\u7b80\u4ea4\u4e92\uff0c\u5c06\u98ce\u9669\u8f83\u9ad8\u7684\u89c6\u89c9\u548c\u624b\u52a8\u64cd\u4f5c\u5f7b\u5e95\u5265\u79bb\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u201c\u5b89\u5168\u7b2c\u4e00\u201d\u8bbe\u8ba1\u54f2\u5b66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u90fd\u9690\u85cf\u5728\u201c\u8fde\u7eed\u6027\u201d\u4e2d\u3002\u4ece\u8bc4\u8bba\u9ad8\u9891\u63d0\u53ca\u7684\u201c\u957f\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u201d\u62c5\u5fe7\u53ef\u89c1\uff0c\u7528\u6237\u671f\u5f85\u7684\u5e76\u975e\u7b80\u5355\u7684\u95ee\u7b54\uff0c\u800c\u662f\u80fd\u5728\u788e\u7247\u5316\u3001\u53ef\u80fd\u88ab\u7a81\u53d1\u8def\u51b5\u6253\u65ad\u7684\u884c\u8f66\u573a\u666f\u4e2d\uff0c\u7ef4\u6301\u4e00\u4e2a\u8fde\u8d2f\u7684\u3001\u53ef\u6f14\u8fdb\u7684\u4efb\u52a1\u7ebf\u7a0b\uff08\u5982\u6301\u7eed\u521b\u4f5c\u3001\u590d\u6742\u95ee\u9898\u63a2\u8ba8\uff09\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5728\u6280\u672f\u5e95\u5c42\u4e0a\u5177\u5907\u66f4\u5f3a\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u667a\u80fd\u65ad\u70b9\u7eed\u8bf4\u548c\u573a\u666f\u81ea\u9002\u5e94\u80fd\u529b\uff0c\u800c\u76ee\u524d\u770b\u6765\u8fd9\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u7684\u201c\u5b64\u7acb\u201d\u72b6\u6001\u65e2\u662f\u4f18\u70b9\u4e5f\u662f\u74f6\u9888\u3002\u65e0\u6cd5\u4e0e\u8f66\u8f7d\u5bfc\u822a\u3001\u7a7a\u8c03\u3001\u97f3\u4e50\u8fdb\u884c\u8054\u52a8\uff0c\u610f\u5473\u7740\u5b83\u53ea\u662f\u4e00\u4e2a\u201c\u806a\u660e\u7684\u4e58\u5ba2\u201d\uff0c\u800c\u975e\u201c\u61c2\u8f66\u7684\u526f\u9a7e\u201d\u3002\u8fd9\u56fa\u7136\u89c4\u907f\u4e86\u590d\u6742\u96c6\u6210\u548c\u5b89\u5168\u8d23\u4efb\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5176\u4f53\u9a8c\u4e0a\u9650\u3002\u672a\u6765\uff0c\u82e5\u80fd\u5728\u786e\u4fdd\u5b89\u5168\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7API\u4e0e\u8f66\u8f86\u72b6\u6001\uff08\u5982\u76ee\u7684\u5730\u3001\u9884\u8ba1\u62b5\u8fbe\u65f6\u95f4\uff09\u8fdb\u884c\u6709\u9650\u5ea6\u7684\u6570\u636e\u4e92\u901a\uff0c\u5176\u63d0\u4f9b\u7684\u5efa\u8bae\u548c\u5e2e\u52a9\u5c06\u4ea7\u751f\u8d28\u7684\u98de\u8dc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u51fa\u8272\u7684\u573a\u666f\u5316\u843d\u5730\uff0c\u6807\u5fd7\u7740AI\u4ece\u201c\u968f\u65f6\u53ef\u7528\u201d\u5411\u201c\u60c5\u5883\u667a\u80fd\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u5b83\u6ca1\u6709\u70ab\u6280\uff0c\u800c\u662f\u7528\u514b\u5236\u5b9a\u4e49\u4e86\u8f66\u8f7dAI\u52a9\u7406\u7684\u521d\u7ea7\u5f62\u6001\u3002\u4f46\u5176\u80fd\u5426\u4ece\u201c\u884c\u8f66\u65f6\u7684\u804a\u5929\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u771f\u6b63\u7684\u9a7e\u9a76\u8ba4\u77e5\u534f\u4f5c\u8005\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u5982\u4f55\u4f18\u96c5\u5730\u89e3\u51b3\u8fde\u7eed\u6027\u96be\u9898\uff0c\u4ee5\u53ca\u5728\u5c01\u95ed\u7684\u6c7d\u8f66\u751f\u6001\u4e2d\u80fd\u627e\u5230\u591a\u5927\u7684\u96c6\u6210\u7a7a\u95f4\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\">ChatGPT on CarPlay<\/span>\n <\/div>\n<div class=\"comment-content\">ChatGPT is now available in Apple CarPlay, bringing voice-first AI to your drive. Start or continue conversations hands-free using your iPhone. Works globally across all plans, making it easy to get answers and ideas safely while on the road.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this update from OpenAI \ud83d\udc4f<\/p>\n<\/p>\n<p><strong>What it is: <\/strong>ChatGPT is now available inside Apple CarPlay, enabling voice-first AI conversations while driving.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution: <\/strong>Typing or interacting with apps while driving is unsafe. This brings a hands-free, voice-native AI assistant directly to your car.<\/p>\n<\/p>\n<p><strong>What stands out:<\/strong> Built specifically as a voice-first experience for driving, not just a mirrored app.<\/p>\n<\/p>\n<p><strong>Features & benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Start or resume chats via voice<\/p>\n<\/li>\n<li>\n<p>Continue conversations or projects on the go<\/p>\n<\/li>\n<li>\n<p>Automatic voice mode option<\/p>\n<\/li>\n<li>\n<p>Works globally across all ChatGPT plans<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for: <\/strong>Drivers, commuters, and anyone who wants AI assistance safely while on the road<\/p>\n<\/p>\n<p><strong>Use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Ask questions hands-free<\/p>\n<\/li>\n<li>\n<p>Continue work conversations<\/p>\n<\/li>\n<li>\n<p>Brainstorm ideas while driving<\/p>\n<\/li>\n<\/ul>\n<p><strong>Limitations:<\/strong><\/p>\n<ul>\n<li>\n<p>Manual Launch: There is no “wake word” support; the app must be opened manually.<\/p>\n<\/li>\n<li>\n<p>No Visuals: The interface is intentionally barebones, focusing solely on voice communication.<\/p>\n<\/li>\n<li>\n<p>No Vehicle Control: ChatGPT cannot control car functions (climate, audio, navigation) or phone settings.<\/p>\n<\/li>\n<\/ul>\n<p>Clean, practical, and safety-first execution. Big step for ambient AI \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> As someone who brainstorms content ideas during my commutes, how do you see this evolving to handle multi-turn creative sessions without losing context mid-traffic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Can you please explain , How long conversation can save or how it will work for longer conversations ?<\/p>\n<p>Their should be some backup plans…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> thank you . I was waiting for this <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! <\/p>\n<\/p>\n<p>My old Mercedes has a terrible infotainment system, so I have to rely on my phone for maps, music, and podcasts. It\u2019s really dangerous while driving.<\/p>\n<\/p>\n<p>ChatGPT for CarPlay looks like the perfect solution! Thanks for sharing, Rohan!<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Really like the idea, voice -first ChatGPT in CarPlay just makes sense.<\/p>\n<p>The ability to continue conversations on the go is super useful . A nice addition could be auto -saving or summarizing ideas after the drive , so nothing gets lost.<\/p>\n<\/p>\n<p>but still I am wondering that how well it handles longer conversations without losing context \ud83e\udd14\ud83e\udd14<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Please checkout Just Call AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CJKGYCBDW6DAZH\" class=\"app-title\">Otto by Audos.com<\/a><\/p>\n<div class=\"one-liner\">Your AI co-founder that builds, launches, and sells for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u6839\u636e\u7528\u6237\u60f3\u6cd5\u81ea\u52a8\u6784\u5efa\u843d\u5730\u9875\u3001\u6295\u653e\u5e7f\u544a\u5e76\u83b7\u53d6\u9996\u6279\u5ba2\u6237\u7684AI\u8054\u5408\u521b\u59cb\u4eba\uff0c\u4e3a\u72ec\u7acb\u521b\u4e1a\u8005\u548c\u4ea7\u54c1\u7ecf\u7406\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u9a8c\u8bc1\u5230\u5e02\u573a\u542f\u52a8\u9636\u6bb5\u7f3a\u4e4f\u6280\u672f\u548c\u8fd0\u8425\u8d44\u6e90\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/042876e1-b081-4d60-89ce-a7eabac7c3ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dbc027a-72cf-47f2-a81b-b8ee54a86954.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\/98f4beba-5429-4422-bad3-1c639b03e57d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wwP_nzOQS1k\"><source src=\"https:\/\/youtu.be\/wwP_nzOQS1k\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1.\u8fed\u4ee3\u7ec8\u6b62\u4e0e\u6210\u672c\u63a7\u5236\u673a\u5236\uff1b2.\u65e0\u521d\u59cb\u6d41\u91cf\u7528\u6237\u7684\u771f\u5b9e\u83b7\u5ba2\u5468\u671f\uff1b3.\u5728AI\u666e\u904d\u5316\u540e\uff0c\u521b\u4e1a\u8005\u7684\u7a00\u7f3a\u4f18\u52bf\u662f\u4ec0\u4e48\uff08\u8f6c\u5411\u8ba8\u8bba\u201c\u5173\u7cfb\u8d44\u672c\u201d\u4e0e\u5224\u65ad\u529b\uff09\u3002\u5f00\u53d1\u8005\u900f\u9732\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u81ea\u4e3b\u51b3\u7b56\u5faa\u73af\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 Otto\u5448\u73b0\u7684\u201c10\u5c0f\u65f6\u83b7\u5ba2\u201d\u53d9\u4e8b\u6781\u5177\u8bf1\u60d1\uff0c\u4f46\u9700\u7a7f\u900f\u4e24\u5c42\u6ee4\u955c\uff1a\u5176\u4e00\uff0c\u6848\u4f8b\u4f9d\u8d56Kevin Rose\u7684\u65e2\u6709\u5f71\u54cd\u529b\uff0c\u5176\u201c\u51b7\u542f\u52a8\u201d\u5b9e\u4e3a\u201c\u6e29\u542f\u52a8\u201d\uff0c\u5bf9\u7d20\u4eba\u521b\u4e1a\u8005\u7684\u5b9e\u9645\u5468\u671f\u5b58\u7591\uff1b\u5176\u4e8c\uff0c\u4ea7\u54c1\u5c06\u590d\u6742\u7684\u521b\u4e1a\u521d\u671f\u5de5\u7a0b\u62bd\u8c61\u4e3a\u201c\u63cf\u8ff0\u5373\u751f\u6210\u201d\u7684\u9b54\u6cd5\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u786e\u5b9a\u6027\u81ea\u52a8\u5316\u6d41\u7a0b\u5e94\u5bf9\u9ad8\u5ea6\u4e0d\u786e\u5b9a\u7684\u5e02\u573a\u63a2\u7d22\uff0c\u8fd9\u9690\u542b\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u521b\u4e1a\u8005\uff0c\u800c\u662f\u91cd\u6784\u4e86\u9a8c\u8bc1\u6210\u672c\u4e0e\u901f\u5ea6\u7684\u57fa\u51c6\u7ebf\u3002\u4f20\u7edfMVP\u9700\u8981\u6570\u5468\u5f00\u53d1\u4e0e\u6570\u767e\u7f8e\u5143\u6295\u5165\uff0cOtto\u5c06\u5176\u538b\u7f29\u81f3\u6570\u5c0f\u65f6\u4e0e1\u7f8e\u5143\u95e8\u69db\u3002\u8fd9\u4f7f\u201c\u5feb\u901f\u5931\u8d25\u201d\u5f97\u4ee5\u6781\u81f4\u8df5\u884c\uff0c\u7528\u6237\u53ef\u4ece\u6279\u91cf\u8bd5\u9519\u4e2d\u7b5b\u9009\u673a\u4f1a\u3002\u7136\u800c\uff0c\u5de5\u5177\u5e76\u672a\u89e3\u51b3\u521b\u4e1a\u7684\u6838\u5fc3\u96be\u9898\u2014\u2014\u5e02\u573a\u5224\u65ad\u4e0e\u6301\u7eed\u589e\u957f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7a00\u7f3a\u6027\u8f6c\u79fb\u201d\u7684\u8ba8\u8bba\u5207\u4e2d\u8981\u5bb3\uff1a\u5f53\u6267\u884c\u58c1\u5792\u5f52\u96f6\uff0c\u7ade\u4e89\u5c06\u4e0a\u79fb\u81f3\u521b\u610f\u6d1e\u5bdf\u3001\u4eba\u7fa4\u7406\u89e3\uff08\u5176\u63d0\u5230\u7684\u201c\u5173\u7cfb\u8d44\u672c\u201d\uff09\u53ca\u7b56\u7565\u8c03\u6574\u7684\u51b3\u7b56\u80fd\u529b\u3002Otto\u7684\u201c\u81ea\u4e3b\u5faa\u73af\u201d\u76ee\u524d\u805a\u7126\u4e8e\u5e7f\u544a\u4e0e\u9875\u9762\u7684AB\u6d4b\u8bd5\u4f18\u5316\uff0c\u4ecd\u5c5e\u6218\u672f\u6267\u884c\u5c42\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u751f\u6001\u91ce\u5fc3\uff1a\u901a\u8fc7\u7ec8\u7aef\u547d\u4ee4\u3001OpenClaw\u63d2\u4ef6\u53ca\u7f51\u7ad9\u591a\u5165\u53e3\u964d\u4f4e\u4f7f\u7528\u6469\u64e6\uff0c\u5e76\u5c06\u6838\u5fc3\u80fd\u529b\u5c01\u88c5\u4e3a\u201cSkill\u201d\u4f9b\u5f00\u53d1\u8005\u96c6\u6210\u3002\u8fd9\u6697\u793a\u5176\u5fd7\u5728\u6210\u4e3aAI\u4ee3\u7406\u751f\u6001\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u4e0d\u4ec5\u662f\u72ec\u7acb\u5e94\u7528\u3002\u6700\u7ec8\uff0cOtto\u662f\u5f3a\u5927\u7684\u201c\u9a8c\u8bc1\u52a0\u901f\u5668\u201d\uff0c\u4f46\u7edd\u975e\u201c\u6210\u529f\u4fdd\u8bc1\u5668\u201d\u3002\u5b83\u8d4b\u4e88\u4e2a\u4f53\u524d\u6240\u672a\u6709\u7684\u542f\u52a8\u6760\u6746\uff0c\u540c\u65f6\u4e5f\u5c06\u5e02\u573a\u66f4\u5feb\u63a8\u5411\u201c\u521b\u610f\u8fc7\u5269\u201d\u7684\u72b6\u6001\u2014\u2014\u5728\u8fd9\u91cc\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4ecd\u56de\u5f52\u4eba\u7c7b\u72ec\u6709\u7684\u6d1e\u5bdf\u4e0e\u8fde\u63a5\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\">Otto by Audos.com<\/span>\n <\/div>\n<div class=\"comment-content\">Describe your idea. Otto builds the landing page, runs ads, and lands your first customer – all on autopilot. Start from your terminal (npx skills add prehype\/audos-agent-skill), OpenClaw, or Audos.com. Top up with $1, and we invest up to $50 in your idea. Kevin Rose used autonomous mode to go from a simple idea to a paying customer in under 10 hours. No code. No team. Today we’re opening this up to everyone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey fam – Alex from Audos.com here!<\/p>\n<p>Quick context: last week we launched the Audos Publishing House (<a href=\"https:\/\/www.producthunt.com\/products\/socap\/launches\/audos-publishing-house\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/prod…<\/a>) – our equity-free investment model for everyday entrepreneurs. Today, we’re launching the engine underneath it.<\/p>\n<p>Otto is an AI co-founder that runs autonomously. You describe what you want to build. Otto handles everything – landing page, brand, ads, iteration – and keeps going until you have customers.<\/p>\n<p>Kevin Rose tested this. He put in a simple idea, and 10 hours later, had his first paying customer. No code, no team, fully on autopilot.<\/p>\n<p>Starting today, anyone can do this:<\/p>\n<p>– From your terminal: npx skills add prehype\/audos-agent-skill<br \/>\n– From OpenClaw chat<br \/>\n– Or just go to Audos.com<\/p>\n<p>Top up with $1, and we’ll invest up to $50 to get your idea off the ground.<\/p>\n<p>We’re in the middle of an 8-week launch series unveiling Audos 2.0 – a new component every week. This is week 2. Next week: the human side \ud83d\ude42<\/p>\n<p>Would love your feedback. Ask me anything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ednevsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ednevsky<\/a> Super curious: for non-technical solopreneurs like me testing side ideas, how does Otto decide when to pause iteration and say “this isn’t working,” and what’s the typical cost beyond the initial $1 top-up<\/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 see, its like finding diamond in mines of coal! But if everyone can spin up ai startups instantly, what becomes the real scarce advantage – distribution, ideas or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> We help each founder find their distribution edge<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> I think this is a super point, in fact, Nicholas and I (founders of Audos) just wrote a book about this topic called Me, My Customer and AI – the core thesis is what we call Relationship Capital. The ability for a founder to understand a customer group well enough to predict how to solve their problems. Happy to send you a book for free if you want it: <a href=\"https:\/\/www.memycustomerandai.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.memycustomerandai.com\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! It\u2019s time to get started on my side project \ud83d\udc4a\ud83c\udffb<\/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\/@gemskaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gemskaya<\/a> No excuses 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>Congrats on the launch! The Kevin Rose example is a clever proof point, but he\u2019s not starting from scratch – he has an audience and name recognition doing most of the heavy lifting. What does the timeline to a first paying customer actually look like for someone with no existing distribution? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day! The $1 for $50 ad credit is a clever way to get started. How does Otto decide which ad channels to use for that first batch of tests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 question in the comments about what becomes scarce is the right one. I think it’s judgment – when to kill an idea, when to pivot the positioning, when a channel isn’t working. Otto can execute fast but someone still needs to make those calls.<\/p>\n<\/p>\n<p>Curious how you handle that – does it surface decision points to the founder, or mostly runs until metrics show failure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really love how fast it is for people to go from “someone should build a company doing x – to execution with these tools.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built most of what’s under the hood here. The thing that excites me most isn’t the landing page generation or the ad setup – those are cool but honestly table stakes at this point.<\/p>\n<p>It’s the autonomous loop. Otto doesn’t just execute a checklist and stop. It watches what’s working, adjusts, and keeps going. That’s a fundamentally new behavior \u2013 and it’s fascinating to se how resourceful Otto can be, which as long been a characteristic of entrepreneurialism that we’ve studied.<\/p>\n<p>Also – if you’re a dev, check out the agent skill on GitHub (prehype\/audos-agent-skill). You can plug this into Claude Code, Cursor, or any agent that supports skills. Would love to hear what you build with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/J3LEB44P7PS7C2\" class=\"app-title\">StampCut<\/a><\/p>\n<div class=\"one-liner\">Stamp the world around you!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u7528iPhone\u6444\u50cf\u5934\u5c06\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4efb\u4f55\u7269\u4f53\uff08\u5982\u690d\u7269\u3001\u52a8\u7269\u3001\u7269\u54c1\uff09\u6846\u9009\u5e76\u6355\u6349\u4e3a\u6570\u5b57\u90ae\u7968\u7684App\uff0c\u5728\u65e5\u5e38\u751f\u6d3b\u548c\u4eb2\u5b50\u4e92\u52a8\u573a\u666f\u4e2d\uff0c\u4ee5\u6570\u5b57\u5316\u65b9\u5f0f\u6ee1\u8db3\u4e86\u4eba\u4eec\u6536\u85cf\u4e0e\u521b\u9020\u7684\u60c5\u611f\u9700\u6c42\uff0c\u5524\u9192\u4e86\u7ae5\u5e74\u6536\u96c6\u90ae\u7968\/\u8d34\u7eb8\u7684\u6000\u65e7\u4e50\u8da3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a3140e8a-158b-4bf5-a7b2-8bd69bdc584e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/f4Mn7U4Qbik\"><source src=\"https:\/\/www.youtube.com\/shorts\/f4Mn7U4Qbik\" 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\/2a9377e9-65e9-42ce-b32d-67d0ad30653d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b2a254c-b59d-4038-9496-d2a862aa5501.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6666a180-2b8c-41b8-b475-4670a6f3dd0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb3f4cd2-2c2a-4497-99a6-ef79aa1ceded.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\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u6536\u85cf<\/span><br \/>\n <span class=\"tag\">AR\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5b50\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u6355\u6349<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5a31\u4e50<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u751f\u6210\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u666e\u904d\u8ba4\u4e3a\u521b\u610f\u6709\u8da3\u5e76\u5524\u8d77\u7ae5\u5e74\u6536\u96c6\u90ae\u7968\u7684\u6000\u65e7\u8bb0\u5fc6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u96c6\u6210\u70ed\u654f\u6253\u5370\u673a\u5b9e\u73b0\u5b9e\u4f53\u5316\u8f93\u51fa\uff08\u5f00\u53d1\u8005\u5df2\u56de\u5e94\u8003\u8651\u652f\u6301\uff09\uff0c\u4ee5\u53ca\u5efa\u8bae\u672a\u6765\u589e\u52a0\u6570\u5b57\u76f8\u518c\u3001\u5730\u56fe\u6807\u8bb0\u7b49\u793e\u4ea4\u6216\u7ba1\u7406\u529f\u80fd\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u9891\u7e41\uff0c\u900f\u9732\u5df2\u6709\u7ea6100\u540d\u7528\u6237\uff0c\u5e76\u8ba1\u5212\u6301\u7eed\u66f4\u65b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n StampCut\u7684\u672c\u8d28\uff0c\u5e76\u975e\u4e00\u4e2a\u6280\u672f\u590d\u6742\u7684\u56fe\u50cf\u5904\u7406\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u60c5\u611f\u89e6\u53d1\u5668\u201d\u548c\u201c\u6570\u5b57\u4eea\u5f0f\u611f\u201d\u5236\u9020\u673a\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u6548\u7387\u5de5\u5177\u5ffd\u7565\u7684\u75db\u70b9\uff1a\u5728\u6570\u5b57\u6d2a\u6d41\u4e2d\uff0c\u4eba\u4eec\u5bf9\u7269\u7406\u4e16\u754c\u201c\u5360\u6709\u201d\u548c\u201c\u73cd\u85cf\u201d\u7684\u539f\u59cb\u51b2\u52a8\u4e0e\u60c5\u611f\u8054\u7ed3\u6b63\u5728\u5931\u7126\u3002\u901a\u8fc7\u5c06\u62cd\u7167\u884c\u4e3a\u5305\u88c5\u4e3a\u201c\u6846\u9009\u201d\u4e0e\u201c\u6355\u6349\u90ae\u7968\u201d\u7684\u4eea\u5f0f\uff0c\u5b83\u5c06\u968f\u624b\u62cd\u5347\u683c\u4e3a\u4e00\u6b21\u6709\u76ee\u7684\u7684\u201c\u6536\u85cf\u201d\uff0c\u8d4b\u4e88\u4e86\u666e\u901a\u7269\u54c1\u4ee5\u7eaa\u5ff5\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u4f4e\u95e8\u69db\u5730\u521b\u9020\u4e86\u201c\u7528\u6237\u751f\u6210\u5185\u5bb9\u201d\u7684\u60c5\u611f\u4ef7\u503c\uff0c\u800c\u975e\u5b9e\u7528\u4ef7\u503c\u3002\u5b83\u907f\u5f00\u4e86\u4e0e\u4e13\u4e1a\u56fe\u50cf\u8f6f\u4ef6\u7684\u7ade\u4e89\uff0c\u8f6c\u800c\u670d\u52a1\u4e8e\u8bb0\u5fc6\u5b58\u6863\u3001\u4eb2\u5b50\u4e92\u52a8\u548c\u6000\u65e7\u60c5\u6000\u8fd9\u79cd\u201c\u8f6f\u9700\u6c42\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6210\u529f\u6070\u6070\u5728\u4e8e\u89e6\u52a8\u4e86\u6210\u5e74\u7528\u6237\u5bf9\u7ae5\u5e74\u5b9e\u7269\u6536\u85cf\uff08\u90ae\u7968\u3001\u8d34\u7eb8\uff09\u7684\u96c6\u4f53\u8bb0\u5fc6\uff0c\u5e76\u901a\u8fc7\u201c\u521b\u9020\u81ea\u5df1\u7684\u90ae\u7968\u96c6\u201d\u8fd9\u4e00\u6982\u5ff5\uff0c\u63d0\u4f9b\u4e86\u53ef\u5206\u4eab\u7684\u60c5\u611f\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\u662f\u65b0\u9c9c\u611f\u6d88\u9000\u540e\u7684\u7559\u5b58\u95ee\u9898\uff1a\u5f53\u6536\u96c6\u884c\u4e3a\u672c\u8eab\u7f3a\u4e4f\u793e\u4ea4\u4e92\u52a8\u3001\u6e38\u620f\u5316\u6fc0\u52b1\u6216\u5b9e\u7528\u51fa\u53e3\u65f6\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u73a9\u4e00\u6b21\u5c31\u5220\u201d\u7684\u73a9\u5177\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u70ed\u654f\u6253\u5370\u201d\u5efa\u8bae\u6070\u6070\u70b9\u51fa\u4e86\u5173\u952e\u2014\u2014\u5c06\u6570\u5b57\u60c5\u611f\u951a\u5b9a\u56de\u7269\u7406\u5b9e\u4f53\uff0c\u53ef\u80fd\u662f\u5ef6\u957f\u751f\u547d\u5468\u671f\u7684\u8def\u5f84\u4e4b\u4e00\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\uff0c\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u5145\u6ee1\u60c5\u6000\u7684\u201c\u526f\u9879\u76ee\u201d\u3002\u672a\u6765\u82e5\u60f3\u7a81\u7834\uff0c\u6216\u53ef\u5411\u6559\u80b2\u5de5\u5177\uff08\u513f\u7ae5\u81ea\u7136\u8ba4\u77e5\uff09\u3001\u8f7b\u91cf\u7ea7AR\u5185\u5bb9\u521b\u4f5c\u5e73\u53f0\uff0c\u6216\u4e0e\u5b9e\u4f53\u54c1\u724c\/IP\u8054\u52a8\u7684\u8425\u9500\u5de5\u5177\u65b9\u5411\u63a2\u7d22\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cStampCut\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u7684\u5c0f\u5de7\u4e00\u6b65\u3002\u5b83\u8bc1\u660e\u4e86\u5728AI\u548c\u5143\u5b87\u5b99\u7684\u5b8f\u5927\u53d9\u4e8b\u4e0b\uff0c\u4e00\u4e2a\u7b80\u5355\u3001\u805a\u7126\u4e8e\u4eba\u7c7b\u57fa\u672c\u60c5\u611f\u7684\u6570\u5b57\u5c0f\u4eea\u5f0f\uff0c\u4f9d\u7136\u80fd\u83b7\u5f97\u5171\u9e23\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u70b9\u5b50\u201d\u6210\u957f\u4e3a\u201c\u53ef\u6301\u7eed\u7684\u4ea7\u54c1\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4e3a\u8fd9\u4efd\u201c\u60c5\u611f\u6536\u85cf\u201d\u627e\u5230\u66f4\u6df1\u5c42\u7684\u4e92\u52a8\u573a\u666f\u4e0e\u4ef7\u503c\u95ed\u73af\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\">StampCut<\/span>\n <\/div>\n<div class=\"comment-content\">The world is full of stamps. Point your iPhone at anything \u2013 plants, animals, objects – frame it, and capture it as your own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A week ago I saw a video of a non-existent app that could turn anything around you into a stamp. I showed it to my kids and they immediately asked me to build it.<\/p>\n<p>A few days later it was real. Yesterday it passed App Store review and went live.<\/p>\n<p>StampCut lets you turn anything into a digital collectible. Point your iPhone camera, capture it through a precision cutter frame, and save it as a stamp. Build your own collection from the world around you.<\/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>Good idea, it could be cool, something like that label maker pistol with a camera integrated into this device and make those stamps physical \ud83d\ude42 <\/p>\n<\/p>\n<p>Something like this (but less 00s and more 2020) \ud83d\ude00<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f183381-4b88-4d47-88dd-40d799bc98ad.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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> <\/p>\n<\/p>\n<p>Haha, I can add an option to export images in formats used by common thermal printers, like those in cash registers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Super fun, reminds me of my stamp collection I had as a kid with my father.. good times hahaha love the thermal paper idea someone else had!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>That’s great one! i like the idea. its some nostalgic memories while creating, 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@inagaraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inagaraj<\/a> <\/p>\n<p>Thank you for the support. I will continue developing the app to make it even more engaging and useful. <br \/>It\u2019s true – almost everyone had stamp or sticker collections as a kid!<\/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>You made me miss my old stamp collection, oh the memories! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> <\/p>\n<\/p>\n<p>Thanks for the kind words. I used to have a collection of stamps and Turbo gum stickers too, but I lost them. I\u2019m planning to keep developing the app – I already have around 100 users. <\/p>\n<\/p>\n<p>I plan to add albums with different designs and a map to link albums to places I\u2019ve visited, similar to the Been app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6YDAT2YVYAHHNH\" class=\"app-title\">EmDash CMS<\/a><\/p>\n<div class=\"one-liner\">EmDash is a new open-source CMS from Cloudflare<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>EmDash\u662f\u4e00\u6b3e\u7531Cloudflare\u63a8\u51fa\u7684\u5f00\u6e90CMS\uff0c\u901a\u8fc7\u7ed3\u5408\u7ed3\u6784\u5316\u5185\u5bb9\u3001Astro\u4f18\u5148\u7684\u524d\u7aef\u3001Cloudflare\u539f\u751f\u90e8\u7f72\u548c\u57fa\u4e8e\u660e\u786e\u6743\u9650\u7684\u63d2\u4ef6\u6a21\u578b\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u5b89\u5168\u3001\u8f7b\u91cf\u4e14\u73b0\u4ee3\u5316\u7684WordPress\u66ff\u4ee3\u65b9\u6848\uff0c\u5c24\u5176\u9002\u5408\u9700\u8981\u9ad8\u6027\u80fd\u3001\u6613\u6269\u5c55\u4e14\u4e0d\u4fe1\u4efb\u8fc7\u5ea6\u5f00\u653e\u6743\u9650\u7684\u7f51\u7ad9\u6784\u5efa\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7381109b-42d1-4235-998c-88956844199d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81ecab5d-e7b4-48dc-b2a9-62b3e5d171e5.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\/a3260de0-f02e-4056-9358-b0339d7fe13a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">WordPress<\/span><br \/>\n <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90CMS<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">Astro\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">Cloudflare\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">WordPress\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u73b0\u4ee3\u5316<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\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>\u7528\u6237\u666e\u904d\u5bf9\u57fa\u4e8eAstro\u548cCloudflare\u7684\u67b6\u6784\u8868\u793a\u5174\u594b\uff0c\u8ba4\u4e3a\u5176\u662f\u6df1\u601d\u719f\u8651\u7684WordPress\u8f7b\u91cf\u66ff\u4ee3\u54c1\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u751f\u6001\u53d1\u5c55\u3001\u8003\u8651\u4eceWordPress\/Ghost\u8fc1\u79fb\u3001\u8d5e\u8d4f\u5176\u6269\u5c55\u6027\u8bbe\u8ba1\uff0c\u4f46\u591a\u6570\u7528\u6237\u6301\u89c2\u671b\u6001\u5ea6\uff0c\u5e0c\u671b\u7b49\u5f85\u4ea7\u54c1\u66f4\u52a0\u6210\u719f\u7a33\u5b9a\u540e\u518d\u91c7\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n EmDash CMS\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u53c8\u4e00\u4e2a\u5f00\u6e90CMS\u7684\u8bde\u751f\uff0c\u4e0d\u5982\u8bf4\u662fCloudflare\u5bf9\u5176\u5f00\u53d1\u8005\u751f\u6001\u6218\u7565\u7684\u4e00\u6b21\u7cbe\u51c6\u5361\u4f4d\u3002\u5b83\u5de7\u5999\u5730\u5c06\u51e0\u4e2a\u5f53\u524d\u6700\u53d7\u6280\u672f\u793e\u533a\u8ffd\u6367\u7684\u8981\u7d20\u2014\u2014Astro\u7684\u73b0\u4ee3\u524d\u7aef\u67b6\u6784\u3001Cloudflare\u7684\u8fb9\u7f18\u90e8\u7f72\u80fd\u529b\u3001\u4ee5\u53ca\u201c\u663e\u5f0f\u80fd\u529b\u201d\u7684\u63d2\u4ef6\u5b89\u5168\u6a21\u578b\u2014\u2014\u6253\u5305\u6210\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u529f\u80fd\u5c42\u9762\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u7406\u5ff5\u7684\u8f6c\u5411\uff1a\u5b83\u76f4\u6307\u4f20\u7edfCMS\uff08\u5982WordPress\uff09\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u56e0\u5386\u53f2\u5305\u88b1\u5bfc\u81f4\u7684\u81c3\u80bf\u3001\u4ee5\u53ca\u56e0\u63d2\u4ef6\u7cfb\u7edf\u8fc7\u5ea6\u4fe1\u4efb\u5e26\u6765\u7684\u5b89\u5168\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u201c\u6700\u88ab\u4f4e\u4f30\u7684\u53d1\u5e03\u201d\u3001\u201c\u8f7b\u91cf\u7ea7WordPress\u66ff\u4ee3\u54c1\u201d\u7b49\u8868\u8ff0\u53ef\u4ee5\u770b\u51fa\uff0c\u5e02\u573a\u5bf9\u4e00\u6b3e\u517c\u5177\u73b0\u4ee3\u5f00\u53d1\u4f53\u9a8c\u548c\u5b89\u5168\u6027\u7684CMS\u5b58\u5728\u660e\u786e\u9700\u6c42\u3002\u7136\u800c\uff0cEmDash\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u5176\u4e00\uff0c\u5b83\u5c06\u81ea\u5df1\u4e0eAstro\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u8fd9\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\uff0c\u5929\u7136\u5c06\u7528\u6237\u7fa4\u4f53\u9650\u5b9a\u5728\u8ba4\u53ef\u5e76\u5df2\u6295\u5165Astro\u6280\u672f\u6808\u7684\u5f00\u53d1\u8005\u4e2d\uff0c\u5e02\u573a\u5929\u82b1\u677f\u53ef\u89c1\u3002\u5176\u4e8c\uff0c\u201c\u663e\u5f0f\u80fd\u529b\u201d\u63d2\u4ef6\u6a21\u578b\u867d\u7136\u5b89\u5168\uff0c\u4f46\u63d0\u9ad8\u4e86\u63d2\u4ef6\u5f00\u53d1\u95e8\u69db\uff0c\u53ef\u80fd\u5f71\u54cd\u521d\u671f\u751f\u6001\u7684\u7e41\u8363\u901f\u5ea6\uff0c\u8fd9\u4e0eWordPress\u6d77\u91cf\u63d2\u4ef6\u7684\u5438\u5f15\u529b\u5f62\u6210\u76f4\u63a5\u77db\u76fe\u3002\u5176\u4e09\uff0c\u4f5c\u4e3a\u65b0\u4ea7\u54c1\uff0c\u201c\u6210\u719f\u5ea6\u201d\u548c\u201c\u7a33\u5b9a\u6027\u201d\u662f\u6f5c\u5728\u7528\u6237\u6700\u5927\u7684\u987e\u8651\uff0c\u8bc4\u8bba\u4e2d\u591a\u6b21\u51fa\u73b0\u7684\u201c\u89c2\u671b\u201d\u3001\u201c\u672a\u6765\u8003\u8651\u8fc1\u79fb\u201d\u4fbf\u662f\u660e\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cEmDash\u7684\u4ef7\u503c\u4e3b\u5f20\u975e\u5e38\u7280\u5229\uff1a\u5b83\u5e76\u975e\u9762\u5411\u6240\u6709\u7f51\u7ad9\u5efa\u8bbe\u8005\uff0c\u800c\u662f\u7cbe\u51c6\u670d\u52a1\u4e8e\u90a3\u4e9b\u91cd\u89c6\u6027\u80fd\u3001\u5b89\u5168\u548c\u63a7\u5236\u6743\uff0c\u4e14\u6280\u672f\u6808\u504f\u5411\u73b0\u4ee3JAMStack\u7684\u5f00\u53d1\u8005\u4e0e\u56e2\u961f\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u80fd\u5426\u590d\u5236WordPress\u7684\u89c4\u6a21\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u8f7b\u91cf\u3001\u5b89\u5168\u3001\u4e91\u539f\u751f\u201d\u8fd9\u4e2a\u7ec6\u5206\u8d5b\u9053\u4e2d\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u5f3a\u5927\u7684\u5f00\u53d1\u8005\u5171\u8bc6\u548c\u751f\u6001\u58c1\u5792\u3002Cloudflare\u7684\u80cc\u4e66\u7ed9\u4e86\u5b83\u6781\u9ad8\u7684\u8d77\u8dd1\u7ebf\uff0c\u4f46\u6700\u7ec8\u7684\u80dc\u8d1f\uff0c\u4ecd\u5c06\u53d6\u51b3\u4e8e\u5176\u793e\u533a\u8fd0\u8425\u548c\u8fed\u4ee3\u901f\u5ea6\u80fd\u5426\u5151\u73b0\u5176\u67b6\u6784\u4e0a\u7684\u627f\u8bfa\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\">EmDash CMS<\/span>\n <\/div>\n<div class=\"comment-content\">EmDash is a new open-source CMS from Cloudflare. The reason people care is not just that it exists. It is that EmDash combines structured content, an Astro-first frontend, Cloudflare-native deployment, and a plugin model built around explicit capabilities instead of broad default trust.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exciting to see a CMS building so directly on top of Astro! Love that the importance of extensibility and plugins is being thought about from Day 1.<\/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\/@delucis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@delucis<\/a> i love astro. can’t wait to convert my old wordpress websites to 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The architecture here is really well thought out. I\u2019m excited to watch this ecosystem grow and build on 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This may be the most under-appreciated launch of all times. It’s about time for a lightweight WordPress alternative.<\/p>\n<p>I run my main website on Ghost but I’m open to switch.<\/p>\n<p>And how awesome is the name?! \ud83e\udef8\ud83e\udef7<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’ve been looking for a WordPress replacement for some of the older websites I manage for a while. All of my latest commercial clients’ websites run on Astro, so I’m already familiar with how it works. I’m looking forward to seeing where EmDash CMS is heading, and I’ll consider migrating to it in the future once it’s a bit more mature and stable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A7TCVIYYXKBUD2\" class=\"app-title\">GeneratePPT<\/a><\/p>\n<div class=\"one-liner\">Instantly generated simple, design-forward slides<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u201c\u53cd\u81c3\u80bf\u201d\u7684AI\u6f14\u793a\u6587\u7a3f\u751f\u6210\u5de5\u5177\uff0c\u4e3a\u8ffd\u6c42\u6548\u7387\u7684\u4e13\u4e1a\u4eba\u58eb\u5feb\u901f\u5c06\u5185\u5bb9\u8f6c\u5316\u4e3a\u8bbe\u8ba1\u7b80\u6d01\u3001\u4e13\u4e1a\u7684\u5e7b\u706f\u7247\uff0c\u89e3\u51b3\u5728\u4f20\u7edf\u5de5\u5177\u4e2d\u8fc7\u5ea6\u8c03\u6574\u683c\u5f0f\u800c\u975e\u4e13\u6ce8\u5185\u5bb9\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8567f68-b00a-4f75-a0a9-847b35e45acb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90b9e92d-ac7e-45f9-b98d-40e2c84f5566.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34a94318-f932-4761-9a51-96d565022b2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b8cae3f-53b8-4da9-9fe4-c55877e451ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16488b2b-85bf-4bd1-b93d-a5a2734976b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53cd\u81c3\u80bf\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u53cd\u81c3\u80bf\u201d\u7406\u5ff5\u4e0e\u5feb\u901f\u4ea7\u51fa\u4e13\u4e1a\u8bbe\u8ba1\u7684\u80fd\u529b\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u4e0e\u901a\u7528AI\u6a21\u578b\u5dee\u5f02\u3001\u751f\u6210\u540e\u5e03\u5c40\u63a7\u5236\u5ea6\u3001\u5bf9\u590d\u6742\u9700\u6c42\uff08\u52a8\u753b\u3001\u54c1\u724c\uff09\u7684\u652f\u6301\u3001\u591a\u54c1\u724c\u7ba1\u7406\u53ca\u6587\u4ef6\u683c\u5f0f\u652f\u6301\uff08\u5982PPTX\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\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 GeneratePPT \u7684\u5ba3\u8a00\u4e0e\u5176\u8bf4\u5728\u63a8\u9500\u529f\u80fd\uff0c\u4e0d\u5982\u8bf4\u5728\u53d1\u8d77\u4e00\u573a\u9488\u5bf9\u201c\u5de5\u5177\u81a8\u80c0\u201d\u7684\u53db\u53d8\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u4e00\u4e2a\u666e\u904d\u56f0\u5883\uff1a\u4e13\u4e1a\u6f14\u793a\u8f6f\u4ef6\u8d4b\u4e88\u7528\u6237\u65e0\u9650\u63a7\u5236\u6743\u7684\u540c\u65f6\uff0c\u4e5f\u5077\u8d70\u4e86\u4ed6\u4eec\u6700\u5b9d\u8d35\u7684\u65f6\u95f4\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u5c42\u9762\u7684\u201cAI\u751f\u6210\u5e7b\u706f\u7247\u201d\u2014\u2014\u8fd9\u5df2\u662f\u7ea2\u6d77\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u54f2\u5b66\u4e0a\u7684\u201c\u8bbe\u8ba1\u7ea6\u675f\u201d\u3002\u901a\u8fc7\u4e3b\u52a8\u653e\u5f03\u50cf\u7d20\u7ea7\u62d6\u62fd\u548c\u590d\u6742\u52a8\u753b\uff0c\u5b83\u7528\u9884\u8bbe\u7684\u3001\u7ecf\u8fc7\u5ba1\u7f8e\u7684\u5e03\u5c40\u5e93\uff0c\u627f\u62c5\u4e86\u7528\u6237\u539f\u672c\u4e0d\u64c5\u957f\u6216\u4e0d\u613f\u505a\u7684\u89c6\u89c9\u51b3\u7b56\u3002\u8fd9\u662f\u4e00\u79cd\u201c\u4e13\u5236\u7684\u7f8e\u5b66\u201d\uff0c\u7528\u6709\u9650\u7684\u81ea\u7531\u6362\u53d6\u786e\u5b9a\u6027\u7684\u9ad8\u6548\u4ea7\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6b63\u662f\u8fd9\u4e00\u7406\u5ff5\u7684\u53cc\u5203\u5251\u3002\u62e5\u8db8\u76db\u8d5e\u5176\u201c\u505a\u4e86\u6b63\u786e\u7684\u53d6\u820d\u201d\uff0c\u800c\u8d28\u7591\u8005\u5219\u81ea\u7136\u8ffd\u95ee\u63a7\u5236\u6743\u548c\u590d\u6742\u9700\u6c42\u2014\u2014\u8fd9\u6070\u6070\u662f\u5b83\u523b\u610f\u653e\u5f03\u7684\u6218\u573a\u3002\u4ea7\u54c1\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u80fd\u5426\u6ee1\u8db3\u6240\u6709\u9700\u6c42\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u5176\u5212\u5b9a\u7684\u201c\u6548\u7387\u4f18\u5148\u201d\u573a\u666f\u4e2d\u505a\u5230\u6781\u81f4\u3002\u5f53\u524d\uff0c\u6587\u4ef6\u683c\u5f0f\u652f\u6301\u7b49\u53cd\u9988\u5c5e\u4e8e\u5408\u7406\u7684\u4f53\u9a8c\u4f18\u5316\u8303\u7574\uff0c\u672a\u52a8\u6447\u6839\u672c\u3002\u7136\u800c\uff0c\u5b83\u5fc5\u987b\u6301\u7eed\u8bc1\u660e\uff1a\u5176AI\u751f\u6210\u7684\u201c\u8bbe\u8ba1\u611f\u201d\u80fd\u7a33\u5b9a\u8d85\u8d8a\u901a\u7528\u6a21\u578b\u7684\u5e73\u5eb8\u8f93\u51fa\uff0c\u4e14\u5176\u7b80\u6d01\u5de5\u4f5c\u6d41\u5728\u5e94\u5bf9\u7a0d\u590d\u6742\u7684\u771f\u5b9e\u5546\u4e1a\u573a\u666f\uff08\u5982\u591a\u54c1\u724c\uff09\u65f6\u4ecd\u6e38\u5203\u6709\u4f59\u3002\u5426\u5219\uff0c\u201c\u53cd\u81c3\u80bf\u201d\u53ef\u80fd\u6ca6\u4e3a\u201c\u529f\u80fd\u6b8b\u7f3a\u201d\u7684\u906e\u7f9e\u5e03\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u662f\u5bf9\u201c\u5de5\u5177\u5373\u670d\u52a1\u201d\u672c\u8d28\u7684\u4e00\u6b21\u7280\u5229\u53e9\u95ee\uff1a\u7528\u6237\u9700\u8981\u7684\uff0c\u7a76\u7adf\u662f\u4e07\u80fd\u745e\u58eb\u519b\u5200\uff0c\u8fd8\u662f\u4e00\u628a\u950b\u5229\u4e13\u4e00\u7684\u89e3\u5256\u5200\uff1f\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GeneratePPT<\/span>\n <\/div>\n<div class=\"comment-content\">The anti bloat presentation tool. Built for professionals who value their time more than pixel perfect alignment.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! After years of building design tools, one thing really stuck with me: <strong>most people are not trying to become designers<\/strong>. They don\u2019t want endless controls or a \u201cpowerful\u201d platform full of options. <strong>They just want to get the job done without fighting the tool.<\/strong><\/p>\n<\/p>\n<p><strong>That\u2019s the idea behind GeneratePPT.<\/strong><\/p>\n<\/p>\n<p>I kept seeing the same pattern in my previous products too. <strong>People were not asking for more complexity. They wanted less friction.<\/strong> Less time wasted tweaking things that should have been simple.<\/p>\n<\/p>\n<p>And presentations are one of the clearest examples of this. You open a slide builder to make something quickly, and somehow end up spending way too much time aligning elements or digging through options, when all you really needed was <strong>one good layout<\/strong> that looks clean and professional.<\/p>\n<\/p>\n<p><strong>GeneratePPT is my response to that.<\/strong><\/p>\n<\/p>\n<p>It\u2019s <strong>not a creative suite<\/strong>. It\u2019s a tool built to help you <strong>go from idea to polished deck fast<\/strong>, especially when the content matters more than playing designer.<\/p>\n<\/p>\n<p>It won\u2019t be for everyone. If you want <strong>a million knobs and sliders<\/strong>, you\u2019ll probably hate it! But if you want to make a solid presentation and move on with your day, <strong>that\u2019s exactly who I built it for.<\/strong><\/p>\n<\/p>\n<p>And personally, that matters a lot to me. Building tools like this has given me something I value more than money: <strong>time<\/strong>. That\u2019s why I care so much about <strong>building products that save other people\u2019s time too<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fer_momento\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fer_momento<\/a> What’s one real-world example from your testing where GeneratePPT turned a content-heavy outline into a deck faster than traditional builders?\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So we give the AI details and get the PPT’s generated right? what extra do I get by using generate ppt instead doing it from general LLM’s?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> there\u2019s wayyyy more to it than that. You\u2019ve got 3 free decks to try it yourself and see the difference!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Instant slides that don’t look like an AI made them is harder than it sounds. How much control do you have over the layout after generation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love the anti-bloat idea, but how do you handle more complex content needs like animations or custom branding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> i don\u2019t. that\u2019s the whole anti-bloat thing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Creating a good PPT is always a pain point. Can I manage more than 1 brand under single subscription, or is it 1 account = 1 context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syaman<\/a> you can.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>most ai slide generators fall apart at the visual layer. the content might be structured well enough, but the output ends up looking like every other ai-generated deck, which undermines the whole point if you’re trying to make something that reads as professional.<\/p>\n<\/p>\n<p>generateppt’s ‘anti bloat’ framing suggests they’ve approached this differently, by constraining the design surface instead of expanding it. pre-decided layouts and a curated slide library means the tool makes the visual choices that most people waste time on anyway. the trade-off (no drag-anywhere editing) is exactly the right one if the goal is a clean, fast output rather than a sandbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> what is this comment man \ud83d\ude2d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If the platform can genuinely manage the context of user-dumped materials well, I think this scratches the perfect spot I got what I want to put in a PPT, but it looks bad when I do it myself. I’ve been working as a freelance marketer for couple months, and just dumping all the contents to AI makes horrible PPT.<\/p>\n<p>One issue I found using it – when uploading a file, it says it will only accept PDF, DOCX, TXT, I actually can upload another forms of file. Although it seems to be not processed, it gets messy. Maybe you could just block a file if type is inappropriate.<\/p>\n<\/p>\n<p>Also, as a marketer, most of my reference materials are in PPTX, JPG, or PNG. It’d be useful if these types are also supported.<\/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\/@teok555\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@teok555<\/a> thanks for the feedback! that\u2019s strange is clearly set to accept only .pdf, .docx, .txt<\/p>\n<\/p>\n<p>did you try generating a deck and then customizing it a bit? curious how that part felt for you.<\/p>\n<p>and yeah, support uploading pptx as source makes a lot of sense<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4LHGLMD3TCVGBR\" class=\"app-title\">SlapWindows<\/a><\/p>\n<div class=\"one-liner\">Slap your Windows, it screams back<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aWindows\u7528\u6237\u8bbe\u8ba1\u7684\u5a31\u4e50\u5e94\u7528\uff0c\u901a\u8fc7\u9ea6\u514b\u98ce\u4fa6\u6d4b\u62cd\u6253\u684c\u9762\u7684\u52a8\u4f5c\uff0c\u89e6\u53d1\u8bbe\u5907\u53d1\u51fa\u641e\u7b11\u97f3\u6548\uff0c\u5728\u67af\u71e5\u7684\u5de5\u4f5c\u573a\u666f\u4e2d\u4e3a\u7528\u6237\u63d0\u4f9b\u65e0\u5398\u5934\u7684\u60c5\u7eea\u5ba3\u6cc4\u548c\u4e92\u52a8\u4e50\u8da3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bf90bc9-bef7-4ffc-9268-ee23f80a433e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0307cf25-53bb-41bd-9e3d-ff704f7677ea.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\">Funny<\/span><br \/>\n <span class=\"tag\">Side Project<\/span><br \/>\n <span class=\"tag\">Memes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5a31\u4e50\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u641e\u7b11\u97f3\u6548<\/span><br \/>\n <span class=\"tag\">\u538b\u529b\u7f13\u89e3<\/span><br \/>\n <span class=\"tag\">\u6076\u4f5c\u5267\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u730e\u5947\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Windows\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u6709\u8da3\u3001\u201c\u4e0d\u5fc5\u8981\u4f46\u559c\u6b22\u201d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u652f\u4ed8\u6545\u969c\uff08\u5df2\u89e3\u51b3\uff09\u548c\u5185\u5bb9\u5206\u7ea7\uff08\u90e8\u5206\u97f3\u6548\u530518+\uff09\u3002\u6709\u7528\u6237\u63d0\u53ca\u5ba0\u7269\u88ab\u97f3\u6548\u60ca\u5413\u7684\u8da3\u4e8b\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u53ca\u65f6\uff0c\u4fee\u590d\u4e86\u652f\u4ed8\u95ee\u9898\u5e76\u8fdb\u884c\u4e86\u5e7d\u9ed8\u56de\u5e94\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 SlapWindows\u662f\u4e00\u6b3e\u5c06\u201c\u65e0\u610f\u4e49\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u7684\u6570\u5b57\u73a9\u5177\u3002\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u5230\u4e86\u73b0\u4ee3\u529e\u516c\u573a\u666f\u4e2d\u4e00\u79cd\u5fae\u5999\u7684\u60c5\u611f\u9700\u6c42\uff1a\u5bf9\u6297\u5de5\u5177\u7406\u6027\u5e26\u6765\u7684\u5f02\u5316\u4e0e\u6c89\u95f7\u3002\u7b14\u8bb0\u672c\u7535\u8111\u4f5c\u4e3a\u9ad8\u6548\u3001\u51b7\u9759\u7684\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u5176\u201c\u6c89\u9ed8\u7684\u51dd\u89c6\u201d\u672c\u8eab\u6784\u6210\u4e86\u4e00\u79cd\u538b\u529b\u3002\u6b64\u4ea7\u54c1\u901a\u8fc7\u8d4b\u4e88\u8bbe\u5907\u62df\u4eba\u5316\u7684\u201c\u53cd\u6297\u201d\u884c\u4e3a\u2014\u2014\u5c16\u53eb\u3001\u6297\u8bae\u3001\u653e\u5c41\uff0c\u5b8c\u6210\u4e86\u4e00\u6b21\u77ed\u6682\u7684\u89d2\u8272\u53cd\u8f6c\u548c\u6743\u529b\u89e3\u6784\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u79cd\u6210\u672c\u6781\u4f4e\u7684\u60c5\u7eea\u5ba3\u6cc4\u4eea\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u6216\u529f\u80fd\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u6210\u529f\u7684\u6587\u5316\u7b26\u53f7\u590d\u5236\u4e0e\u5e02\u573a\u7ec6\u5206\u3002\u5b83\u7ee7\u627f\u4e86slapMac\u7684\u75c5\u6bd2\u5f0f\u521b\u610f\uff0c\u5e76\u7cbe\u51c6\u5207\u5165Windows\u8fd9\u4e00\u66f4\u5e9e\u5927\u7684\u7528\u6237\u57fa\u672c\u76d8\u3002\u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\u63d0\u4f9b7\u79cd\u97f3\u6548\u5305\uff0c\u5176\u4e2d\u5305\u542b\u9690\u6666\u7684\u201c18+\u201d\u5185\u5bb9\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5c06\u4e00\u6b21\u6027\u73a9\u7b11\u8f6c\u5316\u4e3a\u6f5c\u5728\u7684\u591a\u6b21\u4ed8\u8d39\u70b9\uff0c\u5e76\u5229\u7528\u793e\u4ea4\u5c34\u5c2c\u548c\u730e\u5947\u5fc3\u7406\u9a71\u52a8\u4f20\u64ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u672a\u6765\u540c\u6837\u6e05\u6670\u3002\u5176\u6838\u5fc3\u4f53\u9a8c\u9ad8\u5ea6\u4f9d\u8d56\u65b0\u9c9c\u611f\uff0c\u590d\u8d2d\u548c\u957f\u671f\u7559\u5b58\u5b58\u7591\u3002\u97f3\u6548\u5185\u5bb9\u7684\u5c3a\u5ea6\u53ef\u80fd\u6210\u4e3a\u5206\u53d1\u5e73\u53f0\u7684\u5ba1\u6838\u98ce\u9669\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5f00\u53d1\u8005\u7684\u8fd0\u8425\u91cd\u70b9\u5728\u652f\u4ed8\u901a\u9053\u548c\u5ba2\u670d\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u672c\u8d28\u662f\u5feb\u901f\u9a8c\u8bc1\u5e02\u573a\u3001\u8ffd\u6c42\u77ed\u671f\u73b0\u91d1\u6d41\u7684\u5fae\u578b\u5546\u4e1a\u5b9e\u9a8c\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u4e3a\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u751f\u610f\uff0c\u4f46\u65e0\u7591\u662f\u4e00\u6b21\u5bf9\u201c\u8f7b\u91cf\u7ea7\u6570\u5b57\u5a31\u4e50\u201d\u8fb9\u754c\u7684\u6709\u8da3\u63a2\u7d22\uff0c\u8bc1\u660e\u4e86\u5728\u5de5\u5177\u7406\u6027\u81f3\u4e0a\u7684\u8f6f\u4ef6\u751f\u6001\u4e2d\uff0c\u60c5\u611f\u5316\u548c\u5a31\u4e50\u5316\u5197\u4f59\u4ecd\u5b58\u5728\u5e02\u573a\u7f1d\u9699\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\">SlapWindows<\/span>\n <\/div>\n<div class=\"comment-content\">I built this product inspired by slapmac.com. Meet SlapWindows \u2014 the most unnecessary app you’ll buy this year. And you’ll love every second of it. Tired of your laptop just sitting there, silently judging you? Now it fights back. SlapWindows listens through your microphone and the moment it detects a slap on your desk or laptop lid \u2014 it screams, moans, farts, or dramatically protests in one of 7 hilarious voice packs. Your coworkers will have questions. You will have no regrets.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I built SlapWindows for windows users because my laptop deserved consequences. inspired by slapMac, I added 7 voice packs and a USB moaner mode, and now here we are. Would love your feedback \u2014 and yes, the Goat pack is absolutely worth it. \ud83d\udc10<\/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 one version also 18+? \ud83d\ude00 For sure, asking before public embarrassment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Umm\u2026 yeah, kinda 18+ \ud83d\udc40, but only one pack out of 7. Please check the website. There is currently a payment failure issue, so kindly wait.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I have resolved the payment issue, it is ok, now you can make the payment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>My cat jumped onto the table, the laptop farted and now the cat is traumatized for life. Are u covering my vet therapy bills?\ud83d\ude2d\ud83e\udd23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> \ud83d\ude2d\ud83e\udd23 Official statement: We\u2019re not responsible for emotional damage to cats\u2026 but we can offer unlimited virtual hugs \ud83d\udc3e<\/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>Few days back only I upvoted slapmac as the idea was fun and asked for windows version! Thanks Man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nayan_surya98 There is currently a payment failure issue on the website; I am working on fixing 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> I have resolved the payment issue, it is ok, now you can make the payment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so unnecessary\u2026 I love it \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@hjkim_114 \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 knew it was coming after I saw slapMac, lol!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> ofcourse<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZGTR2X6YBHJSMH\" class=\"app-title\">Mesh LLM<\/a><\/p>\n<div class=\"one-liner\">Pool compute to run powerful open models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mesh LLM \u5c06\u95f2\u7f6e\u7b97\u529b\u81ea\u52a8\u7ec4\u7f51\uff0c\u6784\u5efa\u6210\u4e00\u4e2a\u70b9\u5bf9\u70b9\u7684\u63a8\u7406\u4e91\uff0c\u4f7f\u5f00\u53d1\u8005\u548c\u56e2\u961f\u80fd\u591f\u4fbf\u6377\u3001\u4f4e\u6210\u672c\u5730\u90e8\u7f72\u548c\u8fd0\u884c\u5404\u7c7b\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u79c1\u6709\u5316\u90e8\u7f72\u590d\u6742\u3001\u7b97\u529b\u8d44\u6e90\u5206\u6563\u4e14\u5229\u7528\u7387\u4f4e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/659daa69-f001-4ced-8de9-ab2f062a0874.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6aebbb8-b233-4ba6-a0fb-14f79fbb733b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/091bd88e-e7d0-4e40-8c09-9615e9409fa6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d9efe62-10ac-4e46-b6ed-8ed61a94ea86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5206\u5e03\u5f0f\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u70b9\u5bf9\u70b9\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u7b97\u529b\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u6a21\u578b\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316AI<\/span><br \/>\n <span class=\"tag\">\u7b97\u529b\u6c60\u5316<\/span><br \/>\n <span class=\"tag\">OpenAI\u517c\u5bb9<\/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\u5c06\u5176\u7c7b\u6bd4\u4e3a\u201c\u63a8\u7406\u7248\u7684SETI@Home\u201d\uff0c\u5e76\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u81ea\u52a8\u914d\u7f6e\u80fd\u529b\u7b80\u5316\u4e86\u90e8\u7f72\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\u53ef\u9760\u6027\u6311\u6218\uff1a\u5728\u52a8\u6001\u3001\u4e0d\u7a33\u5b9a\u7684\u95f2\u7f6e\u7b97\u529b\u7f51\u7edc\u4e2d\uff0c\u5982\u4f55\u4f18\u96c5\u5904\u7406\u8282\u70b9\u9000\u51fa\u3001\u4efb\u52a1\u5931\u8d25\u548c\u91cd\u8bd5\uff0c\u786e\u4fdd\u5bf9\u4e0a\u6e38AI\u5e94\u7528\u900f\u660e\uff0c\u662f\u4ea7\u54c1\u9762\u4e34\u7684\u5173\u952e\u6280\u672f\u96be\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mesh LLM \u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u53bb\u4e2d\u5fc3\u5316\u7b97\u529b\u4e4c\u6258\u90a6\uff0c\u4f46\u5176\u6838\u5fc3\u4ef7\u503c\u4e0e\u6838\u5fc3\u98ce\u9669\u540c\u51fa\u4e00\u6e90\uff1a\u5229\u7528\u201c\u95f2\u7f6e\u7b97\u529b\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u65e2\u662f\u5176\u98a0\u8986\u6027\u6240\u5728\uff0c\u4e5f\u662f\u5176\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u521b\u65b0\u70b9\u5728\u4e8e\u201c\u81ea\u52a8\u914d\u7f6e\u7684P2P\u7f51\u7edc\u201d\u4e0e\u201cOpenAI\u517c\u5bb9\u7aef\u70b9\u201d\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u6df7\u4e71\u7684\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u5efa\u7acb\u79e9\u5e8f\u548c\u6807\u51c6\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u4e2a\u4eba\u4e0e\u5c0f\u578b\u56e2\u961f\u63a5\u5165\u548c\u8c03\u5ea6\u5f02\u6784\u7b97\u529b\u7684\u95e8\u69db\u3002\u5b83\u8ba9\u201c\u968f\u5904\u8fd0\u884c\u79c1\u6709\u6a21\u578b\u201d\u548c\u201c\u4ee3\u7406\u95f4P2P\u534f\u4f5c\u201d\u4ece\u590d\u6742\u7684\u57fa\u7840\u8bbe\u65bd\u5de5\u7a0b\uff0c\u7b80\u5316\u4e3a\u8fd1\u4e4e\u5373\u63d2\u5373\u7528\u7684\u670d\u52a1\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u5f53\u524dAI\u5f00\u53d1\u4e2d\uff0c\u7b97\u529b\u6210\u672c\u9ad8\u4f01\u4e0e\u90e8\u7f72\u8fd0\u7ef4\u590d\u6742\u7684\u53cc\u91cd\u75db\u70b9\uff0c\u5176\u613f\u666f\u662f\u8ba9\u7b97\u529b\u50cf\u7f51\u7edc\u5e26\u5bbd\u4e00\u6837\u6d41\u52a8\u8d77\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u523a\u7834\u4e86\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u9694\u819c\u3002\u201c\u95f2\u7f6e\u7b97\u529b\u201d\u672c\u8d28\u4e0a\u662f\u4e0d\u53ef\u9760\u3001\u5f02\u6784\u4e14\u9ad8\u5ea6\u52a8\u6001\u7684\u3002\u5bf9\u4e8e\u4e25\u8083\u7684AI\u5de5\u4f5c\u6d41\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u72b6\u6001\u4fdd\u6301\u7684\u667a\u80fd\u4f53\u4efb\u52a1\uff0c\u4e00\u6b21\u4e2d\u95f4\u63a8\u7406\u8282\u70b9\u7684\u95ea\u9000\u53ef\u80fd\u5bfc\u81f4\u6574\u4e2a\u4efb\u52a1\u94fe\u5931\u8d25\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u7ec4\u7f51\u80fd\u529b\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u201c\u9690\u5f62\u201d\u7684\u6545\u969c\u5904\u7406\u80fd\u529b\u2014\u2014\u5305\u62ec\u667a\u80fd\u8def\u7531\u3001\u72b6\u6001\u8fc1\u79fb\u3001\u65e0\u7f1d\u91cd\u8bd5\u4ee5\u53ca\u6700\u7ec8\u4e00\u81f4\u6027\u7684\u4fdd\u8bc1\u3002\u8fd9\u9700\u8981\u6781\u5176\u590d\u6742\u7684\u5206\u5e03\u5f0f\u534f\u8c03\u7cfb\u7edf\u4f5c\u4e3a\u652f\u6491\uff0c\u5176\u96be\u5ea6\u8fdc\u8d85\u63d0\u4f9b\u4e00\u4e2a\u6807\u51c6API\u7aef\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cMesh LLM\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e00\u4e2a\u751f\u4ea7\u7ea7\u7684\u9ad8\u53ef\u9760\u63a8\u7406\u670d\u52a1\uff0c\u800c\u5728\u4e8e\u5f00\u521b\u4e86\u4e00\u4e2a\u65b0\u7684\u7b97\u529b\u8d44\u6e90\u914d\u7f6e\u8303\u5f0f\u3002\u5b83\u66f4\u53ef\u80fd\u7387\u5148\u5728\u5f00\u53d1\u6d4b\u8bd5\u3001\u6a21\u578b\u5b9e\u9a8c\u3001\u7814\u7a76\u534f\u4f5c\u4ee5\u53ca\u5bf9\u5ef6\u8fdf\u548c\u53ef\u9760\u6027\u4e0d\u654f\u611f\u7684\u6279\u91cf\u4efb\u52a1\u573a\u666f\u4e2d\u843d\u5730\u3002\u82e5\u5176\u80fd\u653b\u514b\u52a8\u6001\u7f51\u7edc\u4e0b\u7684\u53ef\u9760\u6027\u96be\u9898\uff0c\u5b83\u5c06\u4e0d\u4ec5\u4ec5\u662f\u53c8\u4e00\u4e2a\u63a8\u7406\u5de5\u5177\uff0c\u800c\u53ef\u80fd\u6210\u4e3a\u672a\u6765\u53bb\u4e2d\u5fc3\u5316AI\u57fa\u7840\u8bbe\u65bd\u7684\u91cd\u8981\u57fa\u5ea7\uff1b\u82e5\u4e0d\u80fd\uff0c\u5b83\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6781\u5ba2\u73a9\u5177\u3002\u5176\u53d1\u5c55\u8def\u5f84\uff0c\u5c06\u662f\u5bf9\u201c\u727a\u7272\u53ef\u63a7\u6027\u4ee5\u6362\u53d6\u5f39\u6027\u4e0e\u6210\u672c\u4f18\u52bf\u201d\u8fd9\u4e00\u547d\u9898\u7684\u4e00\u6b21\u5173\u952e\u5b9e\u8df5\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mesh LLM<\/span>\n <\/div>\n<div class=\"comment-content\">Turn spare capacity into an auto-configured p2p inference cloud. Serve many models, access your private models from anywhere, or share compute with others, let your agents collaborate p2p.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s SETI at Home but for inference! \ud83e\udd29<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 auto-configured p2p setup is the clever bit. most self-hosted inference solutions require you to manually manage which node is running what model, handle routing yourself, and accept that you’ll be ssh-ing into machines whenever something needs updating. auto-configuring the mesh and exposing a standard openai-compatible endpoint means your existing agent tooling just works without a custom client.<\/p>\n<\/p>\n<p>where this gets hard is reliability under real agent workflows. spare capacity is honest framing, but spare capacity is also the most volatile kind. when an agent mid-task makes a follow-up call and the node has dropped or a worker left the mesh, the retry behavior matters a lot. handling partial failures gracefully without surfacing errors to whatever client is consuming the api is a non-trivial coordination problem, especially as the mesh grows beyond a few trusted machines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/P6JKCNW4DMITZ7\" class=\"app-title\">Gerri<\/a><\/p>\n<div class=\"one-liner\">Put your contract redlines on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gerri\u662f\u4e00\u6b3eAI\u5408\u540c\u8c08\u5224\u4ee3\u7406\uff0c\u901a\u8fc7\u5e94\u7528\u4f01\u4e1a\u9884\u8bbe\u7684\u8c08\u5224\u7b56\u7565\u624b\u518c\uff0c\u81ea\u52a8\u5ba1\u6838\u5408\u540c\u3001\u5904\u7406\u5e38\u89c4\u6761\u6b3e\uff0c\u5e76\u5c06\u590d\u6742\u95ee\u9898\u7cbe\u51c6\u8f6c\u4ea4\u76f8\u5e94\u56e2\u961f\u6210\u5458\uff0c\u5728\u8de8\u90e8\u95e8\u5408\u540c\u8bc4\u5ba1\u573a\u666f\u4e2d\uff0c\u6781\u5927\u63d0\u5347\u4e86\u5408\u540c\u5904\u7406\u6548\u7387\uff0c\u89e3\u51b3\u4e86\u5408\u540c\u5ba1\u6279\u6d41\u7a0b\u5197\u957f\u3001\u91cd\u590d\u6027\u5de5\u4f5c\u591a\u3001\u8de8\u90e8\u95e8\u534f\u540c\u4e0d\u7545\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d946fd9-3ef3-41d6-ba8a-2001c237f2af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/655496b2-26cd-49d4-b5ac-132463070aab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c64f57e-c876-4984-84cd-ef41d2561a7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9c950ee-56b7-48b8-a68d-174dccae9a35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b16a0aa7-7f32-4634-8c2b-059828a6728a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0839860-a031-4066-8c7a-518738ab1475.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\/ff680e35-a66f-49e9-8fc5-daaef041ade3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QL4nIETkZnY\"><source src=\"https:\/\/www.youtube.com\/watch?v=QL4nIETkZnY\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Legal<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5408\u540c\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8c08\u5224<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u8de8\u90e8\u95e8\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5408\u540c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u7b56\u7565\u624b\u518c\u7684\u5b9a\u5236\u5316\u4e0e\u5b66\u4e60\u80fd\u529b\uff08\u80fd\u5426\u5904\u7406\u975e\u6807\u51c6\u6761\u6b3e\u3001\u4ece\u4eba\u5de5\u8986\u5199\u4e2d\u5b66\u4e60\uff09\uff1b2. \u542f\u52a8\u95e8\u69db\uff08\u662f\u5426\u9700\u8981\u9884\u5148\u6709\u6210\u6587\u624b\u518c\uff09\uff1b3. \u5b9e\u65bd\u6311\u6218\uff08\u5982\u4f55\u8ba9\u975e\u6cd5\u5f8b\u56e2\u961f\u4fe1\u4efb\u81ea\u52a8\u5316\u3001\u5efa\u7acb\u4fe1\u5fc3\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u542f\u52a8\u65b9\u6848\u4e0e\u5efa\u7acb\u4fe1\u4efb\u7684\u8def\u5f84\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 Gerri\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201cAI\u5f8b\u5e08\u52a9\u624b\u201d\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4f01\u4e1a\u5408\u540c\u5de5\u4f5c\u6d41\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u63d0\u5347\u5ba1\u9605\u901f\u5ea6\uff0c\u800c\u662f\u5f3a\u5236\u4f01\u4e1a\u5728\u4f7f\u7528\u524d\u5c06\u6a21\u7cca\u3001\u5206\u6563\u5728\u5404\u4eba\u8111\u4e2d\u7684\u8c08\u5224\u7acb\u573a\uff0c\u6c89\u6dc0\u4e3a\u53ef\u6267\u884c\u7684\u3001\u8de8\u90e8\u95e8\u5bf9\u9f50\u7684\u201c\u7b56\u7565\u624b\u518c\u201d\u3002\u8fd9\u4e00\u8fc7\u7a0b\u672c\u8eab\uff0c\u5c31\u662f\u4e00\u6b21\u5b9d\u8d35\u7684\u5408\u89c4\u4e0e\u98ce\u63a7\u68b3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u201c\u5b8c\u5168\u66ff\u4ee3\u4eba\u7c7b\u201d\u7684\u4f26\u7406\u4e0e\u6280\u672f\u9677\u9631\uff0c\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u89c4\u5219\u6267\u884c\u8005\u201d\u4e0e\u201c\u667a\u80fd\u8def\u7531\u5458\u201d\u3002\u5b83\u5904\u7406\u53ef\u9884\u6d4b\u768480%\u91cd\u590d\u6027\u95ee\u9898\uff0c\u800c\u5c06\u771f\u6b63\u9700\u8981\u6cd5\u5f8b\u5224\u65ad\u4e0e\u5546\u4e1a\u59a5\u534f\u768420%\u590d\u6742\u95ee\u9898\uff0c\u8fde\u540c\u4e0a\u4e0b\u6587\u7cbe\u51c6\u9001\u8fbe\u8d23\u4efb\u4eba\u3002\u8fd9\u79cd\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u8bbe\u8ba1\uff0c\u6bd4\u9f13\u5439\u5168\u81ea\u52a8\u5ba1\u9605\u66f4\u4e3a\u52a1\u5b9e\uff0c\u4e5f\u964d\u4f4e\u4e86\u843d\u5730\u963b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u201c\u7b56\u7565\u624b\u518c\u201d\u7684\u8d28\u91cf\u4e0e\u5b8c\u5907\u6027\uff0c\u8fd9\u6784\u6210\u4e86\u5176\u4e3b\u8981\u95e8\u69db\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u8fd9\u70b9\uff0c\u63d0\u4f9b\u4e86\u4ece\u96f6\u6784\u5efa\u3001\u5386\u53f2\u5408\u540c\u6316\u6398\u3001\u5f8b\u6240\u5408\u4f5c\u7b49\u591a\u79cd\u542f\u52a8\u8def\u5f84\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u4ea7\u54c1\u80fd\u5426\u5728\u540e\u7eed\u8fed\u4ee3\u4e2d\uff0c\u5c06\u201c\u4eba\u7c7b\u8986\u5199\u201d\u6570\u636e\u6709\u6548\u53cd\u9988\u81f3\u7b56\u7565\u4f18\u5316\u5faa\u73af\uff0c\u5b9e\u73b0\u624b\u518c\u7684\u6301\u7eed\u667a\u80fd\u8fdb\u5316\uff0c\u4ece\u800c\u5f62\u6210\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u82e5\u4ec5\u505c\u7559\u5728\u9759\u6001\u89c4\u5219\u6267\u884c\u5c42\u9762\uff0c\u5176\u957f\u671f\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\u603b\u4f53\u800c\u8a00\uff0cGerri\u6293\u4f4f\u4e86\u4f01\u4e1a\u5408\u540c\u6d41\u7a0b\u4e2d\u201c\u534f\u540c\u4f4e\u6548\u201d\u8fd9\u4e00\u66f4\u672c\u8d28\u7684\u75db\u70b9\uff0c\u8bbe\u8ba1\u601d\u8def\u6e05\u6670\uff0c\u4f46\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5176\u7cfb\u7edf\u7684\u5b66\u4e60\u4e0e\u8fdb\u5316\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gerri<\/span>\n <\/div>\n<div class=\"comment-content\">Gerri is the AI agent for contract negotiation. It reviews any contract and applies your playbook to automatically accept, reject, or push back. Anything outside the playbook gets routed to the right person on your team. Most AI contract tools only help the lawyer, but sales, finance, ops, and legal all have a stake in getting a deal signed. Gerri works for all of them. 90% reviewed in under 3 minutes. First 3 free.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m Jake Stein, co-founder and CEO of Common Paper.<\/p>\n<\/p>\n<p>We built Gerri because of a pattern we kept hearing from our users. Contracts were slowing deals down, and when we dug into why, the answer was almost always the same: redlines.<\/p>\n<\/p>\n<p>What surprised us was how repetitive the problem was. Most companies were seeing an 80\/20 situation where a handful of the same issues came up on contract after contract. They wanted to loop in their attorneys for the really thorny legal issues, but not to answer the same questions over and over again. Also, many of the contract questions aren’t legal at all, but instead need to be answered by a different member of the team.<\/p>\n<\/p>\n<p>What was missing was a way to decide once, and then have the system handle it automatically from that point forward. That’s the core of how Gerri works: you build a playbook that reflects how your company actually negotiates, and Gerri’s AI applies it to every contract that comes in. Accepts what you’d accept. Pushes back on what you’d push back on. And escalates the things that genuinely need a human, routing each issue to the right person (legal, sales, finance, etc.), then generating a clean file that’s either ready to sign or send back to the other side.<\/p>\n<\/p>\n<p>The result is that 90% of contracts get reviewed in under 3 minutes, often before anyone on your team has realized that the contract arrived.<\/p>\n<\/p>\n<p>Happy to answer any questions about how the playbook works, how teams are using it, or anything else. And if you want to see it in action, there’s a short demo linked above.<\/p>\n<\/p>\n<p>First 3 contracts are free at <a href=\"http:\/\/getgerri.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">getgerri.ai<\/a><\/p>\n<\/p>\n<p>I’d love to hear how you’re handling redlines today and what you wish existed<\/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\/@jakestein\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakestein<\/a> How customizable are the playbooks for non-standard clauses, and does Gerri learn from team overrides to suggest playbook updates over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jakestein\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakestein<\/a> I couldn’t focus on the project\u2014there were such cuties in the video \u2764\ufe0f<\/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>does a company need a documented playbook before gerri can do anything, or does it help you build one from scratch?<\/p>\n<\/p>\n<p>based on the description, it sounds like the playbook comes first, since gerri “applies” it rather than creates it. that actually makes sense for later-stage teams where contract positions are already established but stuck in someone’s head. the real unlock isn’t the 3-minute review time, it’s forcing cross-functional alignment on what’s actually acceptable upfront, which is a conversation most companies avoid until a deal is already in trouble. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@gabrielpineda that\u2019s a great question. Most of the companies that use Gerri didn\u2019t have a playbook before they started using it. <\/p>\n<p>There are a few options for creating one:<\/p>\n<p>1) Our law firm partner creates one for you<\/p>\n<p>2) We can mine your previously signed contracts for potential playbook rules that would have gotten you to a similar place as those accepted contracts, and then you can review to see if it matches your actual preferences<\/p>\n<p>2) You can start with a sample playbook we provide and then iterate on that as you go<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> Good question! Most of the companies that use Gerri didn\u2019t have a playbook before they started using it. There are a few options for creating one:<\/p>\n<ul>\n<li>\n<p>Our law firm partner creates one for you<\/p>\n<\/li>\n<li>\n<p>We can mine your previously signed contracts for potential playbook rules that would have gotten you to a similar place as those accepted contracts, and then you can review to see if it matches your actual preferences<\/p>\n<\/li>\n<li>\n<p>You can start with the sample playbook we provide and then iterate on that as you go<\/p>\n<\/li>\n<\/ul>\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! Let\u2019s go!<\/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\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a> Thank you! And btw Liveblocks is super cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could be a huge unlock for deal flow. The biggest hurdle I see is getting the non-legal teams to trust the automation. What does the onboarding look like to get a company’s playbook into the system and build that initial confidence with the sales and finance folks?<\/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\/@krutytskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krutytskyi<\/a> Thank you and that’s a great question! We can help with migrating existing playbooks into Gerri, although in many cases it’s as easy as copying and pasting some text. The much trickier step, as you called out, is inspiring confidence. One thing that helps many teams is running some of their historical contracts through the system first. That way, they can see how Gerri follows their playbook and compare to what they did manually before. <\/p>\n<\/p>\n<p>Additionally, Gerri provides an auditable record of every decision it makes, the playbook rule(s) it used, and the rationale of how it was applied. The humans on the team have the option of overriding those decisions, and of course those are recorded as well. So the process is often like bringing on a new employee. You check their work at first until you’re confident in them, and then you can give more and responsibility as they earn it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/VW32GRLYORNSDP\" class=\"app-title\">Turn It Gen Z<\/a><\/p>\n<div class=\"one-liner\">Turn any text into Gen Z slang instantly<\/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>\u4e00\u6b3e\u5c06\u666e\u901a\u6587\u672c\u5373\u65f6\u8f6c\u6362\u4e3a\u591a\u79cd\u98ce\u683cZ\u4e16\u4ee3\u4fda\u8bed\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u4eba\u5458\u3001\u54c1\u724c\u65b9\u6216\u5e74\u957f\u7528\u6237\u5728\u9762\u5411\u5e74\u8f7b\u7fa4\u4f53\u65f6\u8bed\u8a00\u98ce\u683c\u8131\u8282\u3001\u6c9f\u901a\u4e0d\u7545\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf411edf-6a49-4bb7-86ed-182ee182e9c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/174fdc59-5d1f-4f7f-b767-450eee40f587.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42afe626-d1e5-4eb2-b14e-9669c8f9afc4.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\/11b15e23-36ca-4dca-882a-0499b5112199.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1rHHgSYAJlg\"><source src=\"https:\/\/youtu.be\/1rHHgSYAJlg\" 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\">Funny<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u672c\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">GenZ\u4fda\u8bed<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u6ee4\u955c<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u6d41\u884c\u8bed<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\u4f7f\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u6709\u8da3\u4e14\u5bf9\u793e\u4ea4\u5185\u5bb9\u521b\u4f5c\u6709\u7528\uff0c\u5c24\u5176\u5bf9\u4e0d\u719f\u6089\u5e74\u8f7b\u6587\u5316\u7684\u7fa4\u4f53\u662f\u5b9e\u7528\u7ffb\u8bd1\u5668\u3002\u4e3b\u8981\u5efa\u8bae\u662f\u589e\u52a0\u201c\u53cd\u5411\u7ffb\u8bd1\u201d\uff08\u4fda\u8bed\u8f6c\u666e\u901a\u6587\u672c\uff09\u529f\u80fd\uff0c\u5e76\u6301\u7eed\u66f4\u65b0\u4fda\u8bed\u8bcd\u5178\u4ee5\u4fdd\u6301\u65f6\u6548\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Turn It Gen Z \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u5145\u6ee1\u620f\u8c11\u611f\u7684\u201c\u9ed1\u8bdd\u751f\u6210\u5668\u201d\uff0c\u4f46\u5176\u5185\u6838\u63ed\u793a\u4e86\u4e00\u4e2a\u6df1\u523b\u7684\u793e\u4f1a\u6280\u672f\u8d8b\u52bf\uff1a\u4ee3\u9645\u6570\u5b57\u6c9f\u901a\u9e3f\u6c9f\u5df2\u4ece\u7406\u89e3\u969c\u788d\u6f14\u53d8\u4e3a\u8868\u8fbe\u969c\u788d\u3002\u4ea7\u54c1\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5229\u57fa\u4f46\u521a\u9700\u7684\u5e02\u573a\u2014\u2014\u54c1\u724c\u8425\u9500\u7684\u201cfellow kids\u201d\u56f0\u5883\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u7ffb\u8bd1\u201d\u7684\u51c6\u786e\u6027\uff08AI\u672c\u8eab\u5c31\u5728\u52a8\u6001\u5851\u9020\u7f51\u7edc\u4fda\u8bed\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u201c\u6587\u5316\u7f13\u51b2\u5c42\u201d\u548c\u201c\u98ce\u683c\u5b89\u5168\u6c14\u56ca\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u63d0\u4f9b\u201c\u89e3\u91ca\u6a21\u5f0f\u201d\uff0c\u8fd9\u4f7f\u5176\u8d85\u8d8a\u4e86\u5a31\u4e50\u5de5\u5177\uff0c\u9644\u52a0\u4e86\u5b66\u4e60\u4ef7\u503c\uff0c\u7f13\u89e3\u4e86\u7528\u6237\u7684\u8ba4\u77e5\u7126\u8651\uff1b\u4e8c\u662f\u5f15\u5165\u201c\u5f3a\u5ea6\u6ed1\u5757\u201d\u548c\u201c\u4fda\u8bed\u53d1\u660e\u6a21\u5f0f\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u6587\u5316\u771f\u5b9e\u6027\u201d\u7684\u5de7\u5999\u89e3\u6784\u3002\u5b83\u627f\u8ba4\u4e86\u54c1\u724c\u4e0e\u539f\u751f\u6587\u5316\u4e4b\u95f4\u7684\u672c\u8d28\u8ddd\u79bb\uff0c\u5e76\u8f6c\u800c\u63d0\u4f9b\u4e00\u79cd\u53ef\u8c03\u63a7\u7684\u3001\u620f\u4eff\u5f0f\u7684\u53c2\u4e0e\u65b9\u5f0f\uff0c\u8fd9\u6bd4\u7b28\u62d9\u7684\u6a21\u4eff\u66f4\u5b89\u5168\uff0c\u4e5f\u66f4\u5177\u81ea\u5632\u5f0f\u7684\u4f20\u64ad\u5f39\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u5f53Z\u4e16\u4ee3\u7528\u6237\u53d1\u73b0\u4efb\u4f55\u5bf9\u8bdd\u65b9\u90fd\u80fd\u901a\u8fc7\u5de5\u5177\u77ac\u95f4\u201c\u638c\u63e1\u201d\u4ed6\u4eec\u7684\u8bed\u8a00\u65f6\uff0c\u8fd9\u79cd\u4e9a\u6587\u5316\u7b26\u53f7\u7cfb\u7edf\u4fbf\u4f1a\u52a0\u901f\u901a\u8d27\u81a8\u80c0\u548c\u5931\u6548\uff0c\u5bfc\u81f4\u65b0\u4e00\u8f6e\u7684\u8bed\u8a00\u519b\u5907\u7ade\u8d5b\u3002\u5de5\u5177\u5728\u5f25\u5408\u9e3f\u6c9f\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5728\u52a0\u5267\u6587\u5316\u7684\u4e0d\u5b89\u5168\u611f\u548c\u758f\u79bb\u611f\u3002\u4ece\u957f\u8fdc\u770b\uff0c\u5b83\u6216\u8bb8\u4e0d\u662f\u6c9f\u901a\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u6c9f\u901a\u8868\u6f14\u5316\u7684\u50ac\u5316\u5242\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\uff0c\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u8bcd\u5178\u201d\u8fdb\u5316\u4e3a\u201c\u6587\u5316\u98ce\u5411\u6807\u201d\uff0c\u5e76\u5728\u8fd9\u573a\u5b83\u4eb2\u624b\u63a8\u52a8\u7684\u8bed\u8a00\u6f14\u5316\u8d5b\u4e2d\u4fdd\u6301\u9886\u5148\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\">Turn It Gen Z<\/span>\n <\/div>\n<div class=\"comment-content\">Turn It Gen Z translates your boring text into pure internet gold. Pick your vibe – brainrot, sigma, TikTok, corporate, soft, and more – then copy or share straight to X. No signup needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Turn It Gen Z translates your boring text into Gen Z slang instantly –<br \/>pick a vibe, hit convert, share to X or anywhere you want.<\/p>\n<p>I built this because I kept seeing marketers and brands try to sound<br \/>young and failing spectacularly. The slang was wrong, the energy was<br \/>off, it was giving very “fellow kids.” So I made an AI that actually<br \/>gets it.<\/p>\n<p>There are 7 modes: brainrot, sigma, TikTok, Twitter, corporate, soft,<br \/>and an “explain” mode that translates AND glosses every term so you<br \/>actually learn the slang. Intensity slider goes from barely-there to<br \/>maximum chaos.<\/p>\n<p>3 free translations, no signup. Rizz Pass unlocks unlimited + slang<br \/>invention mode (it generates slang that doesn’t exist yet – it’s unhinged).<\/p>\n<p>Use <strong>PRODUCTHUNT80<\/strong> for 80% off on Rizz Pass.<\/p>\n<p>Would love to know: which mode do you try first? And what words are you<br \/>already using that are apparently ancient? \ud83d\ude2d<\/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\/@liquidatorab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liquidatorab<\/a> We should have the vice versa as well \ud83d\ude00 Turning Gen Z slang to meaningful sentences…<\/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>Needing AI to understand some slang feels like the “How do u do fellow kids” meme, haha. Seems like Im officialy old rn)<\/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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> haha<\/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 actually pretty fun \ud83d\ude02<\/p>\n<p>Can see this being useful for social posts.<\/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\">@hjkim_114 haha, thanks. yupp it is one of the intended use cases.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea!<\/p>\n<\/p>\n<p>As a middle-aged person, I sometimes really struggle to understand Gen Z slang, especially when I’m working on products aimed at that group. It honestly feels like I need a translator.<\/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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> haha, 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>This is interesting! also the dictionary is quite helpful for someone who wants to understand meaning of these words which they must have heard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Hey, thanks! I am working on updating the dictionary periodically, so that it always has the newest words and slangs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FQZ5HNO4P4ZN27\" class=\"app-title\">FindThem<\/a><\/p>\n<div class=\"one-liner\">Describe ideal lead or investor – get their Linkedin & email<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FindThem\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u641c\u7d22\u5f15\u64ce\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5728\u6d77\u91cfLinkedIn\u8d44\u6599\u53ca\u7f51\u7edc\u6570\u636e\u4e2d\u7cbe\u51c6\u5b9a\u4f4d\u7406\u60f3\u5ba2\u6237\u3001\u6295\u8d44\u8005\u6216\u4eba\u624d\uff0c\u5e76\u76f4\u63a5\u63d0\u4f9b\u5df2\u9a8c\u8bc1\u7684\u8054\u7cfb\u65b9\u5f0f\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u3001\u62db\u8058\u53ca\u878d\u8d44\u573a\u666f\u4e0b\u4eba\u5de5\u641c\u5bfb\u6548\u7387\u4f4e\u4e0b\u3001\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bc7fbfd-d030-4090-8a09-2b21e88ca56a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aee3ba94-9e7c-4f21-8706-5183bdd40d33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53f07929-83ba-49fa-a473-b77f36693dc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/402e15e5-6ed6-4827-b28a-068d23153ac3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5873445c-0e57-4a99-b69a-e7df7a925321.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\/dbcd2c3d-f4f0-4073-8820-239cbec909e8.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/2ac6d9851af545a4a8d761b3b3fb5249\"><source src=\"https:\/\/www.loom.com\/share\/2ac6d9851af545a4a8d761b3b3fb5249\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Investing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u8005\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u5bfb\u6e90<\/span><br \/>\n <span class=\"tag\">LinkedIn\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u8054\u7cfb\u4eba\u4fe1\u606f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u589e\u5f3a<\/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\uff1a1\uff09\u80af\u5b9a\u6309\u4f7f\u7528\u4ed8\u8d39\u6a21\u5f0f\u964d\u4f4e\u4e86\u5c1d\u8bd5\u95e8\u69db\uff1b2\uff09\u8d28\u7591\u7ebf\u7d22\u5bfc\u51fa\u540e\u7684\u8f6c\u5316\u6548\u7387\uff0c\u6307\u51faCRM\u5bf9\u63a5\u4e0e\u8ddf\u8fdb\u662f\u6f5c\u5728\u74f6\u9888\uff1b3\uff09\u63a2\u8ba8\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u4e0e\u6570\u636e\u589e\u5f3a\u5c42\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u80fd\u6355\u6349\u4f20\u7edf\u7b5b\u9009\u65e0\u6cd5\u8986\u76d6\u7684\u4e0a\u4e0b\u6587\uff1b4\uff09\u5173\u5fc3\u6279\u91cf\u641c\u7d22\u4e0e\u5bfc\u51fa\u529f\u80fd\uff1b5\uff09\u63d0\u51fa\u5de5\u5177\u4f7f\u7ebf\u7d22\u53d1\u73b0\u53d8\u6613\u540e\uff0c\u9ad8\u8d28\u91cf\u89e6\u8fbe\u5c06\u6210\u4e3a\u66f4\u5173\u952e\u7684\u7ade\u4e89\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FindThem\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4f20\u7edf\u201c\u4eba\u8109\u641c\u5bfb\u201d\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u7cbe\u51c6\u89e3\u6784\u4e0e\u6548\u7387\u9769\u547d\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u641c\u7d22\u201d\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5b83\u5de7\u5999\u5730\u7528\u201c\u6309\u7ed3\u679c\u4ed8\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u523a\u7a7f\u4e86Sales Navigator\u7b49\u8ba2\u9605\u5236\u5de5\u5177\u7b51\u8d77\u7684\u5fc3\u7406\u548c\u8d22\u52a1\u9ad8\u5899\uff0c\u4ee5\u6781\u4f4e\u7684\u8bd5\u9519\u6210\u672c\u5438\u5f15\u7528\u6237\u5165\u573a\u3002\u8fd9\u6b65\u68cb\u5f88\u806a\u660e\uff0c\u56e0\u4e3a\u5b83\u6df1\u77e5\u76ee\u6807\u7528\u6237\u2014\u2014\u521b\u4e1a\u8005\u3001\u9500\u552e\u2014\u2014\u5bf9\u627f\u8bfa\u6027\u652f\u51fa\u7684\u9ad8\u5ea6\u654f\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u7684\u534e\u4e3d\u4e0e\u7528\u6237\u8bc4\u8bba\u7684\u51b7\u9759\u5f62\u6210\u4e86\u6709\u8da3\u5bf9\u7167\u3002\u8bc4\u8bba\u8fc5\u901f\u5c06\u7126\u70b9\u4ece\u201c\u5982\u4f55\u627e\u5230\u4eba\u201d\u8f6c\u5411\u4e86\u201c\u627e\u5230\u4e4b\u540e\u600e\u4e48\u529e\u201d\u3002\u4e00\u4f4d\u7528\u6237\u7684\u6d1e\u5bdf\u5c24\u4e3a\u7280\u5229\uff1a\u5de5\u5177\u89e3\u51b3\u4e86\u53d1\u73b0\uff08Prospecting\uff09\u95ee\u9898\uff0c\u5374\u53ef\u80fd\u8ba9\u8f6c\u5316\uff08Conversion\uff09\u95ee\u9898\u6084\u7136\u6076\u5316\u3002\u8fd9\u63ed\u793a\u4e86FindThem\u4e43\u81f3\u540c\u7c7b\u5de5\u5177\u7684\u4ef7\u503c\u5929\u82b1\u677f\uff1a\u5b83\u4eec\u672c\u8d28\u4e0a\u662f\u201c\u6570\u636e\u63d0\u53d6\u4e0e\u589e\u5f3a\u5f15\u64ce\u201d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u201c\u9500\u552e\u6210\u529f\u5f15\u64ce\u201d\u3002\u5176\u4ef7\u503c\u5151\u73b0\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7528\u6237\u540e\u7eed\u7684CRM\u7cfb\u7edf\u6210\u719f\u5ea6\u4e0e Outreach\uff08\u89e6\u8fbe\uff09\u80fd\u529b\u3002\u521b\u59cb\u4eba\u9884\u544a\u7684\u201cAI\u64b0\u5199\u4e2a\u6027\u5316\u89e6\u8fbe\u201d\u529f\u80fd\uff0c\u6b63\u662f\u8bd5\u56fe\u5411\u4e0a\u6e38\u5ef6\u4f38\u4ef7\u503c\u3001\u5e94\u5bf9\u6b64\u8d28\u7591\u7684\u76f4\u63a5\u56de\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u5206\u6790\u5728\u4e8e\u5176\u6280\u672f\u53d9\u4e8b\u3002\u201c\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u662f\u5426\u53ea\u662f\u7f8e\u5316\u8fc7\u7684\u8fc7\u6ee4\u5668\uff1f\u4ece\u56de\u590d\u770b\uff0c\u5176\u5e95\u6c14\u5728\u4e8e\u201c\u8bed\u4e49\u641c\u7d22+\u7f51\u7edc\u6570\u636e\u589e\u5f3a\u201d\u3002\u8fd9\u610f\u5473\u7740\u5b83\u8bd5\u56fe\u7406\u89e3\u201c\u4e00\u4e2a\u6709\u8fc7\u9000\u51fa\u7684\u91d1\u878d\u79d1\u6280\u8fd0\u8425\u8005\u201d\u8fd9\u7c7b\u6a21\u7cca\u63cf\u8ff0\uff0c\u5e76\u5173\u8054\u5230\u4e2a\u4eba\u5199\u4f5c\u3001\u6f14\u8bb2\u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002\u5982\u679c\u771f\u80fd\u53ef\u9760\u5b9e\u73b0\uff0c\u8fd9\u786e\u5b9e\u8d85\u8d8a\u4e86LinkedIn\u57fa\u4e8e\u6807\u9898\u3001\u804c\u4f4d\u7684\u50f5\u5316\u7b5b\u9009\uff0c\u4e3a\u5bfb\u627e\u90a3\u4e9b\u201c\u96be\u4ee5\u7528\u5934\u8854\u5b9a\u4e49\u201d\u7684\u5173\u952e\u4eba\u7269\u63d0\u4f9b\u4e86\u65b0\u8def\u5f84\u3002\u4f46\u5176\u6280\u672f\u58c1\u5792\u4e0e\u7ed3\u679c\u7684\u53ef\u89e3\u91ca\u6027\uff08\u201c\u76f8\u5173\u6027\u8bc4\u5206\u201d\u662f\u5426\u771f\u7684\u53ef\u4fe1\uff09\u5c06\u662f\u6301\u7eed\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cFindThem\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u660e\u786e\u4e14\u75db\u82e6\u7684\u5e02\u573a\u7f1d\u9699\uff0c\u5e76\u7528\u521b\u65b0\u7684\u5b9a\u4ef7\u6a21\u5f0f\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u3002\u4f46\u5b83\u6240\u89e3\u51b3\u7684\u53ea\u662f\u6f2b\u957f\u5546\u4e1a\u94fe\u8def\u4e2d\u7684\u7b2c\u4e00\u4e2a\u73af\u8282\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u80fd\u627e\u5230\u591a\u5c11\u4efd\u8d44\u6599\uff0c\u800c\u53d6\u51b3\u4e8e\u591a\u5c11\u7528\u6237\u80fd\u7528\u5b83\u627e\u5230\u7684\u4eba\uff0c\u771f\u6b63\u8fbe\u6210\u4e86\u4ea4\u6613\u3001\u878d\u8d44\u6216\u62db\u8058\u3002\u5de5\u5177\u8ba9\u53d1\u73b0\u53d8\u201c\u6613\u201d\uff0c\u4f46\u5546\u4e1a\u6210\u529f\u4f9d\u7136\u5f88\u201c\u96be\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\">FindThem<\/span>\n <\/div>\n<div class=\"comment-content\">FindThem is an AI-powered search engine across 1B+ LinkedIn profiles enriched with Web Data. Find angel investors, sales prospects, hiring managers, and decision-makers with verified emails. Try free, credits per profile found & enrichment [No subscription].<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Kuda, the maker of FindThem.<\/p>\n<p>The problem: Every founder raising capital, every sales rep building a pipeline, and every recruiter sourcing candidates does the same thing, they spend hours scrolling through LinkedIn, guessing at search filters, and copy-pasting profiles into spreadsheets. LinkedIn Sales Navigator costs $100+\/mo and still makes you do the manual work.<\/p>\n<p>To solve it I built: FindThem lets you describe who you’re looking for in plain English like “angel investors in healthtech, based in EU, invested pre-seed in last 12 months” and our AI searches across 1B+ LinkedIn profiles, cross-referenced with data from the entire web. You get back verified emails, LinkedIn URLs, enriched company data, and a relevance score explaining why each person matches.<\/p>\n<p>How it works:<\/p>\n<p>Search \u2192 describe your ideal person in natural language<br \/>\nEnrich \u2192 every result comes with verified contact data<br \/>\nExport \u2192 CSV, plug into your CRM<br \/>\nWhat makes us different:<\/p>\n<p>No LinkedIn Premium or Sales Navigator needed<br \/>\nPay per profile found \u2014 no subscriptions, no per-seat pricing<br \/>\nAI relevance scoring explains why each match fits your criteria<br \/>\nWe’re a small team and built this because we were tired of spending 10+ hours building a single prospect list manually. Now it takes minutes.<\/p>\n<p>Coming soon: AI-drafted personalized outreach for every person on your list.<\/p>\n<p>Would love to hear – what’s your biggest frustration when trying to find the right people to reach out to? \ud83d\udcac<\/p>\n<p>Try it free at findthem.pro -> no credit card needed.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kuda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kuda<\/a> Congratulations on this. I’m going to try it out. But I must say the pay-per-profile model is smart, it removes the commitment barrier that makes founders hesitate to try new tools. The real question is what happens after the export. A CSV of verified leads is only as useful as the system receiving it. Most founders plug it into whatever CRM they already have, which often isn’t set up to handle enriched data properly. I’m talking about wrong pipeline stages, no follow-up sequences, contact records that just sit there. The prospecting problem gets solved and the conversion problem quietly gets worse.<\/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>does natural language search actually handle descriptions like ‘fintech operator who’s exited once and is now investing in b2b saas’ differently from keyword search, or is the ‘describe your ideal lead’ interface just a more polished way to run the same structured filters?<\/p>\n<\/p>\n<p>from what i can read, the differentiation is in the enrichment layer. 1b+ profiles with web data layered on top of linkedin means the matching isn’t limited to what’s in someone’s headline or job titles. if the enrichment actually captures context that structured fields miss, like conference speaking history, writing, or other signals, then natural language queries start to mean something qualitatively different. for use cases where the right person is hard to find by title alone, that’s where this earns its pitch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> The natural language search here is not polished filters , it is semantic search + verifiable requirements that get evaluated against 1B+ profiles enriched with web data, so “fintech operator who’s exited once” can match someone whose LinkedIn says “GP at [fund]” but whose writing and talks reveal the operating background. <\/p>\n<p>But yeah the enrichment layer is what makes natural language queries mean something qualitatively different.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Quite useful! But if lead discovery becomes trivial with tools like this, do you think the real bottleneck shifts to outreach 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> outreach quality was always the most important – this tool gives you more options<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is going to be really helpful for HR’s at our company, just a quick question how do we make a bulk search and bulk export?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> hi you just search for how many profiles you need up to 1000 and then export as csv<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KZSZAHVOCLF664\" class=\"app-title\">Duck, Duck, Duck! by IDEO<\/a><\/p>\n<div class=\"one-liner\">An opinionated robot rubber duck for Claude code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210Claude AI\u7684\u5b9e\u4f53\u6a61\u76ae\u9e2d\uff0c\u5728\u7f16\u7a0b\u8c03\u8bd5\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u8bed\u97f3\u4e92\u52a8\u548c\u7269\u7406\u52a8\u4f5c\u63d0\u4f9b\u5b9e\u65f6\u53cd\u9988\u4e0e\u610f\u89c1\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u9891\u7e41\u5207\u6362\u5c4f\u5e55\u7126\u70b9\u3001\u7f3a\u4e4f\u73af\u5883\u611f\u77e5\u548c\u5355\u5411\u201c\u6a61\u76ae\u9e2d\u8c03\u8bd5\u6cd5\u201d\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e0cf18ad-4519-4d40-9671-1e6f4d81bf71.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_cADZ8Gwh70\"><source src=\"https:\/\/youtu.be\/_cADZ8Gwh70\" 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\/235e91ae-046a-4b2c-8df3-712e014c72dc.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\/9245d087-d569-4404-8b76-d3a04762f67d.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\/0b116636-9b99-4af7-a5cc-48bb1c114ec1.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\/19deff7e-9110-4446-b9e0-ce34f9c1a5e3.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\/9effa8f2-2005-4064-9302-c1f10abfb2e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27d1bb99-47c5-4c48-909b-9b4467a61e3a.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\">Robots<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u4f53\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6a61\u76ae\u9e2d\u8c03\u8bd5\u6cd5<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u611f\u77e5\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u914d\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Claude\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\u53cd\u9988\u96c6\u4e2d\u5728\u4e09\u70b9\uff1a\u7269\u7406\u53cd\u5e94\u521b\u9020\u4e86\u72ec\u7279\u7684\u73af\u5883\u611f\u77e5\u4fe1\u53f7\uff1b\u5176\u201c\u6709\u4e3b\u89c1\u201d\u7684\u7279\u6027\u4f7f\u5176\u66f4\u50cf\u88ab\u52a8\u4ee3\u7801\u5ba1\u67e5\u5458\uff1b\u62c5\u5fc3\u901a\u77e5\u5e72\u6270\uff08\u5982Zoom\u5171\u4eab\u5c4f\u5e55\u65f6\uff09\u53ca\u6743\u9650\u8bf7\u6c42\u88ab\u5ffd\u7565\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u5176\u517c\u5177\u201c\u4f34\u4fa3\u201d\u548c\u201c\u7eaf\u6743\u9650\u63d0\u793a\u201d\u6a21\u5f0f\uff0c\u5e76\u63a2\u8ba8\u5b9e\u4f53\u5f62\u6001\u662f\u5426\u8ba9\u53cd\u9988\u66f4\u96be\u4ee5\u5ffd\u89c6\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 Duck, Duck, Duck! \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u9887\u5177\u5671\u5934\u7684\u201c\u4f1a\u8bf4\u8bdd\u7684\u6a61\u76ae\u9e2d\u201d\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u6b21\u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u201c\u6ce8\u610f\u529b\u7ecf\u6d4e\u201d\u548c\u201c\u53cd\u9988\u901a\u9053\u201d\u7684\u6fc0\u8fdb\u5b9e\u9a8c\u3002\u5b83\u8bd5\u56fe\u7528\u5b9e\u4f53\u786c\u4ef6\u6253\u7834\u5c4f\u5e55\u7684\u5784\u65ad\uff0c\u5c06AI\u7684\u4ee3\u7801\u5ba1\u67e5\u4e0e\u5efa\u8bae\uff0c\u901a\u8fc7\u7269\u7406\u4f3a\u670d\u52a8\u4f5c\u548c\u8bed\u97f3\uff0c\u6ce8\u5165\u5f00\u53d1\u8005\u7684\u5b9e\u4f53\u73af\u5883\u3002\u8fd9\u8fdc\u4e0d\u6b62\u4e8e\u8da3\u5473\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5f00\u521b\u4e86\u201c\u73af\u5883\u611f\u77e5\u8c03\u8bd5\u201d\u3002\u8bc4\u8bba\u4e2d\u7cbe\u51c6\u6307\u51fa\u7684\u201c\u5916\u56f4\u6ce8\u610f\u529b\u201d\u6a21\u5f0f\uff0c\u6b63\u662f\u5176\u6838\u5fc3\u2014\u2014\u5c06\u5173\u952e\u72b6\u6001\uff08\u8fd0\u884c\u3001\u5931\u8d25\u3001\u72b9\u8c6b\uff09\u7f16\u7801\u4e3a\u8f7b\u5fae\u7684\u7269\u7406\u52a8\u4f5c\u6216\u7b80\u77ed\u8bed\u97f3\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u4e0d\u4e2d\u65ad\u4e3b\u8981\u4efb\u52a1\u6d41\u7684\u60c5\u51b5\u4e0b\uff0c\u4fdd\u6301\u5bf9\u540e\u53f0\u8fdb\u7a0b\u7684\u6001\u52bf\u611f\u77e5\u3002\u8fd9\u76f4\u6307\u591a\u4efb\u52a1\u5e76\u884c\u65f6\u8ba4\u77e5\u8d1f\u8377\u8fc7\u8f7d\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e8c\u662f\u63a2\u7d22\u4e86\u201c\u5177\u8eab\u5316AI\u6279\u8bc4\u201d\u7684\u6548\u529b\u3002\u4ea7\u54c1\u56e2\u961f\u63d0\u51fa\u7684\u95ee\u9898\u5207\u4e2d\u8981\u5bb3\uff1a\u804a\u5929\u7a97\u53e3\u4e2d\u7684\u4ee3\u7801\u8bc4\u5ba1\u6613\u4e8e\u88ab\u5ffd\u7565\uff0c\u4f46\u684c\u9762\u4e0a\u4e00\u4e2a\u6447\u5934\u6643\u8111\u7684\u5b9e\u4f53\u5bf9\u8c61\u53d1\u51fa\u7684\u610f\u89c1\uff0c\u5176\u5fc3\u7406\u6743\u91cd\u622a\u7136\u4e0d\u540c\u3002\u8fd9\u89e6\u53ca\u4e86\u4eba\u673a\u4ea4\u4e92\u4e2d\u4e00\u4e2a\u6df1\u5c42\u8bae\u9898\uff1a\u53cd\u9988\u7684\u8f7d\u4f53\u5f62\u5f0f\u5982\u4f55\u5f71\u54cd\u5176\u88ab\u63a5\u53d7\u7684\u7a0b\u5ea6\uff1f\u5c06AI\u4eba\u683c\u5316\u3001\u5b9e\u4f53\u5316\uff0c\u53ef\u80fd\u663e\u8457\u63d0\u9ad8\u5f00\u53d1\u8005\u5bf9\u4ee3\u7801\u89c4\u8303\u3001\u574f\u5473\u9053\u7684\u91cd\u89c6\u7a0b\u5ea6\uff0c\u5c3d\u7ba1\u4e5f\u53ef\u80fd\u5e26\u6765\u6240\u8c13\u7684\u201c\u60c5\u611f\u4f24\u5bb3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u91cd\u5ea6\u4f9d\u8d56\u7279\u5b9a\u751f\u6001\uff08Claude Code\uff09\uff0c\u573a\u666f\u72ed\u7a84\u3002\u5176\u6b21\uff0c\u5c06\u901a\u77e5\u4ece\u5c4f\u5e55\u79fb\u81f3\u5b9e\u4f53\u7a7a\u95f4\uff0c\u5e76\u672a\u6839\u672c\u89e3\u51b3\u201c\u901a\u77e5\u75b2\u52b3\u201d\u95ee\u9898\uff0c\u53cd\u800c\u53ef\u80fd\u56e0\u5176\u5b9e\u4f53\u5b58\u5728\u611f\uff0c\u5728\u9700\u8981\u4e13\u6ce8\u65f6\u5f62\u6210\u65b0\u7684\u5e72\u6270\u6e90\u3002\u7528\u6237\u62c5\u5fc3\u7684Zoom\u4f1a\u8bae\u201c\u793e\u6b7b\u201d\u573a\u666f\uff0c\u6b63\u662f\u6b64\u7c7b\u98ce\u9669\u7684\u5177\u4f53\u4f53\u73b0\u3002\u6700\u540e\uff0c\u5176\u201c\u610f\u89c1\u201d\u7684\u8d28\u91cf\u4e0e\u5206\u5bf8\u611f\u5c06\u662f\u6210\u8d25\u5173\u952e\u3002\u82e5AI\u5efa\u8bae\u6d41\u4e8e\u7410\u788e\u6216\u4e0d\u591f\u7cbe\u51c6\uff0c\u8fd9\u6b3e\u4ef7\u683c\u4e0d\u83f2\u7684\u201c\u610f\u89c1\u9e2d\u201d\u5c06\u8fc5\u901f\u4ece\u65b0\u5947\u4f34\u4fa3\u6ca6\u4e3a\u607c\u4eba\u6446\u8bbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u5148\u950b\u6982\u5ff5\u4ea7\u54c1\uff0c\u5176\u610f\u4e49\u4e0d\u5728\u4e8e\u5f53\u4e0b\u89e3\u51b3\u591a\u5927\u95ee\u9898\uff0c\u800c\u5728\u4e8e\u5927\u80c6\u8d28\u7591\u5e76\u62d3\u5bbd\u4e86\u5f00\u53d1\u5de5\u5177\u7684\u4ea4\u4e92\u8fb9\u754c\u3002\u5b83\u63d0\u51fa\u7684\u95ee\u9898\u2014\u2014\u6211\u4eec\u662f\u5426\u53ea\u80fd\u901a\u8fc7\u5c4f\u5e55\u4e0eAI\u534f\u4f5c\uff1f\u2014\u2014\u6bd4\u5b83\u5f53\u524d\u7ed9\u51fa\u7684\u7b54\u6848\u66f4\u4e3a\u91cd\u8981\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\">Duck, Duck, Duck! by IDEO<\/span>\n <\/div>\n<div class=\"comment-content\">Rubber duck debugging. But the duck talks back. Your rubber duck now has Claude and opinions. Duck Duck Duck listens in on your coding sessions, understands what’s happening, and responds. Robot optional. – Speaks when Claude runs, fails, or hesitates – Reacts physically (yes, really) – Lets you approve actions with your voice – Occasionally questions your decisions Limitation of liability: We are not responsible for any emotional damage caused by the duck’s opinions of your variable names.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">So you let your Macbook send you notifications… and then you are on zoom, or sharing your screen and blow you up… so you shut that stuff down.<\/p>\n<p>Then, you use claude code. You send it off to do some stuff, then you go to another app, or you start hitting things on your desk with a hammer thinking everything is just fine. 30 minutes later you realize that 29 minutes ago claude got stuck waiting for your permission.<\/p>\n<p>Some people build robots to help clean your house, or to solve public transportation, or more ambitiously to improve a single desktop notification problem. Such as DuckDuckDuck. It has a servo. It has opinions. It has a backstory it refuses to share.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the physical reaction angle is the most interesting bit. almost all developer tooling assumes your only feedback channel is the screen. having something in your physical space that reacts when claude runs or fails creates an ambient signal you can notice with peripheral attention instead of actively watching a terminal. it’s a different mode of awareness entirely.<\/p>\n<\/p>\n<p>the ‘opinionated’ framing is doing more work than it looks. classic rubber duck debugging is you explaining the problem to something that doesn’t respond. adding opinions, especially on your variable names and decisions, shifts it closer to a passive code reviewer than a debugging aid. that’s a different value proposition and probably a different use case.<\/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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> You’ve articulated the ambient signal thing better than we did in our own description, so we might steal that framing, thanks!<\/p>\n<p>The passive code reviewer point is something we’ve been sitting with. In practice the duck ends up being <em>both<\/em> things depending on the mode. Companion is closer to what you’re describing, opinionated and reactive, while Permissions Only is almost purely ambient, a physical signal that something needs your attention without any editorial commentary. We didn’t fully separate those value propositions in the marketing a bit intentionally because we were curious which parts people would respond to.<\/p>\n<p>The thing we’re most curious about is whether the physical presence <em>changes <\/em>any of the dynamic of the opinions. A code reviewer in a chat window is easy to ignore. A small yellow object on your desk tilting its head and saying something about your variable names is harder to dismiss — we’re finding there’s something about the embodied form that makes the feedback land differently. (We think, but we’ll see!)<\/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 physical reaction part makes it unique, I was wondering does it have specific physical reactions when you ignore it’s suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/XWFEUF7RX6LAT4\" class=\"app-title\">Slide2Video<\/a><\/p>\n<div class=\"one-liner\">Turn slides into narrated videos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Slide2Video \u53ef\u5c06\u6f14\u793a\u6587\u7a3f\u5728\u51e0\u5206\u949f\u5185\u81ea\u52a8\u8f6c\u6362\u4e3a\u5e26\u65c1\u767d\u7684\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u521b\u59cb\u4eba\u3001\u8425\u9500\u4eba\u5458\u548c\u6559\u80b2\u5de5\u4f5c\u8005\u4ece\u201c\u5b8c\u6210\u5e7b\u706f\u7247\u201d\u5230\u201c\u53d1\u5e03\u53ef\u5206\u4eab\u89c6\u9891\u201d\u6d41\u7a0b\u7e41\u7410\u3001\u8017\u65f6\u8fc7\u957f\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f733f5d2-72c4-4bf9-a1e9-c6ac9fc11df7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fbdd190-bdb1-4995-a67d-c79347eaba1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d14e88ac-ea8f-4198-a311-260780a05241.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a44dc20-82a1-4136-84f7-19e4a39b95a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21222113-a3d9-4550-b9d0-3976763427b8.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e7b\u706f\u7247\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5305\u62ec\uff1a\u521b\u59cb\u4eba\u9610\u8ff0\u5f00\u53d1\u521d\u8877\uff08\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u7684\u7e41\u7410\u6d41\u7a0b\uff09\uff1b\u7528\u6237\u5efa\u8bae\u6dfb\u52a0\u4ea7\u54c1\u6f14\u793a\u89c6\u9891\uff1b\u6709\u7ade\u54c1\u6307\u51fa\u5176\u4e0e\u201c\u89c6\u9891\u63d0\u53d6\u7247\u6bb5\u201d\u529f\u80fd\u7684\u4e92\u8865\u6027\uff1b\u7528\u6237\u8be2\u95ee\u65c1\u767d\u529f\u80fd\u7ec6\u8282\uff0c\u5b98\u65b9\u56de\u590d\u76ee\u524d\u4ec5\u652f\u6301\u9ed8\u8ba4TTS\u8bed\u97f3\uff0c\u672a\u6765\u5c06\u589e\u52a0\u9009\u9879\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Slide2Video \u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u666e\u904d\u5b58\u5728\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1a\u5927\u91cf\u6709\u4ef7\u503c\u7684\u5185\u5bb9\u6c89\u6dc0\u5728PPT\u4e2d\uff0c\u5374\u56e0\u89c6\u9891\u5236\u4f5c\u7684\u6280\u672f\u4e0e\u65f6\u95f4\u95e8\u69db\u65e0\u6cd5\u6709\u6548\u4f20\u64ad\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u5de5\u4f5c\u6d41\u7684\u6781\u81f4\u538b\u7f29\u548c\u5c01\u88c5\u3002\u5b83\u5c06\u811a\u672c\u3001\u5f55\u97f3\u3001\u5bf9\u53e3\u578b\u3001\u526a\u8f91\u3001\u5bfc\u51fa\u7b49\u591a\u4e2a\u79bb\u6563\u73af\u8282\u6253\u5305\u6210\u4e00\u4e2a\u201c\u9ed1\u7bb1\u201d\u64cd\u4f5c\uff0c\u7528\u786e\u5b9a\u6027\u5bf9\u6297\u521b\u4f5c\u8fc7\u7a0b\u4e2d\u7684\u6469\u64e6\u4e0e\u4e0d\u786e\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u4e5f\u66b4\u9732\u4e86\u660e\u663e\u7684MVP\u5c40\u9650\u3002\u4ec5\u652f\u6301\u5355\u4e00\u9ed8\u8ba4TTS\u8bed\u97f3\uff0c\u8fd9\u5728\u9ad8\u8981\u6c42\u7684\u8425\u9500\u6216\u6559\u80b2\u573a\u666f\u4e2d\u662f\u786c\u4f24\uff0c\u673a\u68b0\u7684\u65c1\u767d\u4f1a\u4e25\u91cd\u635f\u5bb3\u6210\u54c1\u7684\u60c5\u611f\u8bf4\u670d\u529b\u548c\u4e13\u4e1a\u5ea6\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u5efa\u8bae\u6dfb\u52a0\u6f14\u793a\u89c6\u9891\u201d\u7684\u8bf7\u6c42\uff0c\u6070\u6070\u53cd\u886c\u51fa\u4ea7\u54c1\u81ea\u8eab\u201c\u7528\u89c6\u9891\u5c55\u793a\u89c6\u9891\u751f\u6210\u80fd\u529b\u201d\u8fd9\u4e00\u81ea\u8bc1\u73af\u8282\u7684\u7f3a\u5931\uff0c\u7565\u663e\u8bbd\u523a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u751f\u6001\u4f4d\u770b\uff0c\u5b83\u5e76\u975e\u9762\u5411\u4e13\u4e1a\u89c6\u9891\u5236\u4f5c\uff0c\u800c\u662f\u670d\u52a1\u4e8e\u201c\u6548\u7387\u4f18\u5148\u201d\u7684\u8f7b\u5ea6\u89c6\u9891\u5316\u9700\u6c42\u3002\u5176\u5bf9\u624b\u5e76\u975eAdobe\u5957\u4ef6\uff0c\u800c\u662f\u7528\u6237\u201c\u5acc\u9ebb\u70e6\u5e72\u8106\u4e0d\u505a\u201d\u7684\u60f0\u6027\u3002\u4e0e\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684NexClip AI\uff08\u4ece\u957f\u89c6\u9891\u63d0\u53d6\u7247\u6bb5\uff09\u7684\u4e92\u8865\u6027\u6d1e\u5bdf\u9887\u4e3a\u7280\u5229\uff0c\u4e8c\u8005\u5206\u522b\u627c\u5b88\u201c\u4ece\u9759\u5230\u52a8\u201d\u548c\u201c\u4ece\u957f\u5230\u7cbe\u201d\u7684\u8282\u70b9\uff0c\u5171\u540c\u63cf\u7ed8\u4e86AI\u5bf9\u5185\u5bb9\u518d\u751f\u4ea7\u6d41\u7a0b\u7684\u6a21\u5757\u5316\u89e3\u6784\u8d8b\u52bf\u3002\u82e5\u5176\u80fd\u5feb\u901f\u8fed\u4ee3\uff0c\u4e30\u5bcc\u8bed\u97f3\u5e93\u3001\u5f15\u5165\u57fa\u7840\u526a\u8f91\u63a7\u4ef6\uff0c\u5e76\u5f00\u653eAPI\u6210\u4e3a\u5de5\u4f5c\u6d41\u4e2d\u7684\u4e00\u73af\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5c06\u4ece\u72ec\u7acb\u5de5\u5177\u6269\u5c55\u4e3a\u5185\u5bb9\u81ea\u52a8\u5316\u7ba1\u9053\u7684\u5173\u952e\u7ec4\u4ef6\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u89e3\u51b3\u771f\u95ee\u9898\u7684\u201c\u534a\u6210\u54c1\u201d\uff0c\u524d\u666f\u53d6\u51b3\u4e8e\u5176\u8fed\u4ee3\u901f\u5ea6\u4e0e\u751f\u6001\u6574\u5408\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Slide2Video<\/span>\n <\/div>\n<div class=\"comment-content\">Slide2Video turns your presentation into a complete narrated video in minutes. Upload your slides, choose a voice, and we generate scenes, voiceover, and timing automatically, so you can publish product demos, tutorials, and social content without manual editing. Built for founders, marketers, and educators who want to move fast from idea to video.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I started building Slide2Video after repeating the same painful workflow: great ideas lived in slides, but turning those slides into a polished video meant scripting, recording, editing, syncing, and exporting across multiple tools.<\/p>\n<p>The core problem I wanted to solve was time-to-publish. Most founders, marketers, and educators already have their content in decks, but video production is the bottleneck. I wanted a way to go from \u201cfinished slides\u201d to \u201cshareable narrated video\u201d in minutes.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/slide2video-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"slide2video-2\" target=\"_blank\" rel=\"noopener\">@Slide2Video<\/a> <a href=\"https:\/\/www.producthunt.com\/@tiga_liang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tiga_liang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tiga_liang<\/a> can you add a video here in Product Hunt showing your slide to video working?<\/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\/@mich3lang3lo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mich3lang3lo<\/a> The screenshots just show how it works. But good idea I’m considering making a demo video using slide2video itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 \u2014 this solves the creation side, while we’re solving the extraction side. At NexClip AI, educators import long lecture recordings and pull out topic-based clips. Slides \u2192 video and video \u2192 clips feel like natural complements for the education workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So this will add relevant voiceover on the existing slides right or we have something above that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>The voiceover is generated with TTS and added to the video by default. For the MVP version, however, we only support a default voice. Next, we\u2019ll add different voice options and even support user-customized voices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NMISQOBJWRYXEK\" class=\"app-title\">MAI-Transcribe-1<\/a><\/p>\n<div class=\"one-liner\">Production ASR for noisy multilingual audio<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MAI-Transcribe-1\u662f\u5fae\u8f6f\u63a8\u51fa\u7684\u751f\u4ea7\u7ea7\u591a\u8bed\u8a00\u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u578b\uff0c\u4e13\u4e3a\u5608\u6742\u7684\u771f\u5b9e\u4e16\u754c\u97f3\u9891\u8bbe\u8ba1\uff0c\u5728\u5ba2\u670d\u3001\u4f1a\u8bae\u8f6c\u5f55\u7b49\u590d\u6742\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u73b0\u6709ASR\u6a21\u578b\u56e0\u53e3\u97f3\u3001\u80cc\u666f\u566a\u97f3\u548c\u591a\u8bed\u8a00\u5bfc\u81f4\u7684\u51c6\u786e\u7387\u9aa4\u964d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c79e23f4-dee5-431b-b52c-2191aa51d29d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1db0da98-7947-43f2-a8c8-6a3f7e666da8.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\/7ea66a3f-8326-40c7-84c0-10758d8c7a15.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UiCJT7LNcH4\"><source src=\"https:\/\/www.youtube.com\/watch?v=UiCJT7LNcH4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6297\u566a\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7ASR<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5176\u5728\u5608\u6742\u3001\u591a\u8bed\u8a00\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\uff0c\u8ba4\u4e3a\u5176\u5b9a\u4ef7\u6709\u7ade\u4e89\u529b\u3002\u6709\u7528\u6237\u660e\u786e\u8868\u793a\u5c06\u4eceWhisper\u8fc1\u79fb\u6d4b\u8bd5\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u8bcd\u8bed\u7ea7\u65f6\u95f4\u6233\u7684\u8de8\u8bed\u8a00\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u4ea7\u54c1\u65e9\u671f\u7684\u7528\u6237\u83b7\u53d6\u7b56\u7565\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 \u5fae\u8f6fMAI-Transcribe-1\u7684\u53d1\u5e03\uff0c\u770b\u4f3c\u662f\u4e00\u6b21\u5e38\u89c4\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u573a\u666f\u5316\u5c60\u5200\u201d\u3002\u5b83\u6ca1\u6709\u6c89\u8ff7\u4e8e\u5728\u7eaf\u51c0\u5b9e\u9a8c\u5ba4\u97f3\u9891\u4e0a\u4e0e\u540c\u884c\u5377\u5c0f\u6570\u70b9\u540e\u7684\u7cbe\u5ea6\uff0c\u800c\u662f\u76f4\u63d2\u5f53\u524dASR\u5e94\u7528\u6700\u75db\u7684\u8179\u5730\uff1a\u771f\u5b9e\u4e16\u754c\u7684\u5608\u6742\u4e0e\u591a\u8bed\u8a00\u6df7\u6742\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e3a\u751f\u4ea7\u800c\u5efa\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u73b0\u6709\u4e3b\u6d41\u5f00\u6e90\u65b9\u6848\uff08\u5982Whisper\uff09\u5728\u5de5\u4e1a\u573a\u666f\u4e2d\u8106\u5f31\u6027\u7684\u4e00\u6b21\u7cbe\u51c6\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u4ef7\u683c\u6027\u80fd\u6bd4\u201d\uff08$0.36\/\u5c0f\u65f6\uff09\u548c2.5\u500d\u7684\u6279\u5904\u7406\u901f\u5ea6\uff0c\u662f\u5178\u578b\u7684\u5fae\u8f6f\u5f0f\u5546\u4e1a\u7ec4\u5408\u62f3\u2014\u2014\u4e0d\u4ec5\u63d0\u4f9b\u66f4\u597d\u7684\u6280\u672f\uff0c\u8fd8\u901a\u8fc7\u66f4\u4f18\u7684TCO\uff08\u603b\u62e5\u6709\u6210\u672c\uff09\u548c\u6548\u7387\u6765\u64ac\u52a8\u4f01\u4e1a\u5ba2\u6237\u7684\u8fc1\u79fb\u3002\u8fd9\u6807\u5fd7\u7740ASR\u5e02\u573a\u7684\u7ade\u4e89\uff0c\u6b63\u4ece\u5355\u7eaf\u7684\u201c\u6a21\u578b\u7cbe\u5ea6\u7ade\u8d5b\u201d\u8f6c\u5411\u201c\u751f\u4ea7\u5de5\u4f5c\u6d41\u89e3\u51b3\u65b9\u6848\u201d\u7684\u6574\u5408\u80fd\u529b\u6bd4\u62fc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u7684\u57fa\u51c6\u6d4b\u8bd5\u80cc\u540e\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u7ec6\u8282\u3002\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u8bcd\u8bed\u7ea7\u65f6\u95f4\u6233\u7684\u8de8\u8bed\u8a00\u51c6\u786e\u6027\uff0c\u6b63\u662f\u89c6\u9891\u526a\u8f91\u3001\u5185\u5bb9\u5206\u6790\u7b49\u6df1\u5ea6\u5e94\u7528\u7684\u5173\u952e\u3002\u6a21\u578b\u5728\u201c\u5608\u6742\u201d\u4e0e\u201c\u591a\u8bed\u8a00\u201d\u8fd9\u4e24\u4e2a\u53d8\u91cf\u540c\u65f6\u4f5c\u7528\u65f6\u7684\u6027\u80fd\u8870\u51cf\u66f2\u7ebf\uff0c\u624d\u662f\u5176\u5ba3\u79f0\u7684\u201c\u5f3a\u9c81\u68d2\u6027\u201d\u7684\u8bd5\u91d1\u77f3\u3002\u5fae\u8f6f\u6b64\u6b21\u5c06\u6a21\u578b\u76f4\u63a5\u63a8\u5411\u751f\u4ea7\u5b9a\u4ef7\uff0c\u663e\u793a\u4e86\u5176\u4fe1\u5fc3\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5b83\u5c06\u76f4\u63a5\u627f\u53d7\u6765\u81ea\u5404\u884c\u5404\u4e1a\u771f\u5b9e\u6570\u636e\u6d41\u7684\u51b2\u51fb\u3002\u5982\u679c\u5b83\u80fd\u5151\u73b0\u627f\u8bfa\uff0c\u5c06\u52a0\u901fASR\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u53ef\u9760\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u5316\u8fdb\u7a0b\uff0c\u5426\u5219\uff0c\u4e5f\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u8425\u9500\u8bdd\u672f\u4e0a\u201c\u8fc7\u62df\u5408\u201d\u7684\u6848\u4f8b\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\">MAI-Transcribe-1<\/span>\n <\/div>\n<div class=\"comment-content\">MAI-Transcribe-1 is Microsoft\u2019s new multilingual speech-to-text model built for real-world audio. It delivers best-in-class accuracy across 25 languages, strong robustness in noisy environments, faster batch transcription, and pricing aimed at production speech workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I need to try ASR and it’s perfect for me. Thanks Zac for hunting it! Feel I gonna love it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone!<\/p>\n<p>Benchmarks are only part of the story for ASR. In real products like voice agents, meeting transcription, and call center analytics, audio is rarely clean \u2014 and MAI-Transcribe-1 is clearly built for that reality.<\/p>\n<p>MS is positioning it around three things that actually matter in production: best-in-class accuracy across 25 languages, strong robustness to noisy real-world audio, and much better price-performance at $0.36 per hour of audio. On top of that, they say batch transcription is 2.5x faster than their current Azure Fast offering.<\/p>\n<p>An ASR that actually outperforms models like Scribe v2 and Whisper-large-v3… definitely seems worth testing out in a real integration. \ud83e\udd14<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I run Whisper in prod for a voice input thing \u2014 accents and background noise break it constantly. If this actually handles noisy multilingual audio better, that alone is worth switching. $0.36\/hr is solid too. Gonna try it this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multilingual ASR is a hard problem \u2014 especially for noisy audio. We deal with this at NexClip AI too, where accurate timestamps on every word are critical for topic-based video editing. Curious how MAI-Transcribe-1 handles word-level timestamp accuracy across languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\udc4f<\/p>\n<p>Also launching today \u2014 curious, what worked best for you to get your first users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/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 closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ 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{"id":181,"date":"2026-04-04T11:20:59","date_gmt":"2026-04-04T03:20:59","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/04\/2026-04-03\/"},"modified":"2026-04-04T11:20:59","modified_gmt":"2026-04-04T03:20:59","slug":"2026-04-03","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/04\/2026-04-03\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-03"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-03<\/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 \/* 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@keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-03<\/h1>\n<p> <\/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\/TGFUHQ2YKUAJXF\" class=\"app-title\">ZooClaw<\/a><\/p>\n<div class=\"one-liner\">Your proactive team of AI specialists in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">334<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ZooClaw\u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u534f\u4f5c\u5e73\u53f0\uff0c\u4f5c\u4e3a\u5355\u4e00\u5165\u53e3\uff0c\u5c06\u7528\u6237\u4efb\u52a1\u81ea\u52a8\u8def\u7531\u7ed9\u5177\u5907\u7ed3\u6784\u5316\u9886\u57df\u77e5\u8bc6\u7684\u4e13\u5c5eAI\u4e13\u5bb6\uff0c\u4ee5\u96f6\u90e8\u7f72\u3001\u65e0API\u5bc6\u94a5\u7684\u4fbf\u6377\u65b9\u5f0f\uff0c\u4e3a\u4e2a\u4eba\u53ca\u5c0f\u56e2\u961f\u63d0\u4f9b\u8de8\u804c\u80fd\u7684\u81ea\u52a8\u5316\u6267\u884c\u80fd\u529b\uff0c\u89e3\u51b3\u7528\u6237\u5728\u591a\u4efb\u52a1\u5904\u7406\u4e2d\u7f3a\u4e4f\u4e13\u4e1a\u3001\u4e3b\u52a8\u578bAI\u52a9\u624b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f34c5a8-af40-4ba6-833e-0db54c6e9d83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7598b8de-23f0-41cb-811d-5de7211f136d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4045263-fd99-4045-87f2-554fd7b523c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64a42e12-e5ce-4033-99f6-3e59d7123c7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d256efdf-993c-4036-b28e-2e21027ddb09.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\/82f2a21d-c85b-4e01-b601-2b8889dd0654.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_rWwlBobpAE\"><source src=\"https:\/\/www.youtube.com\/watch?v=_rWwlBobpAE\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u4e13\u5bb6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b\u964d\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4e00\u4eba\u516c\u53f8\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u96f6\u914d\u7f6e\u201d\u5b9a\u4f4d\u4e0e\u4e3b\u52a8\u6267\u884c\u80fd\u529b\uff0c\u5e76\u5173\u6ce8\uff1a1. \u590d\u6742\u4efb\u52a1\u7684\u8def\u7531\u4e0e\u8de8\u667a\u80fd\u4f53\u534f\u4f5c\u673a\u5236\uff1b2. \u4f01\u4e1a\u7ea7\u6570\u636e\u6574\u5408\u7684\u53ef\u884c\u6027\uff1b3. \u4e0e\u5e95\u5c42\u6846\u67b6OpenClaw\u7684\u5dee\u5f02\uff1b4. \u5546\u4e1a\u6a21\u5f0f\u4e0e\u514d\u8d39\u5c42\u53ef\u6301\u7eed\u6027\uff1b5. \u667a\u80fd\u4f53\u7684\u5b9a\u5236\u5316\u4e0e\u54c1\u724c\u5316\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ZooClaw\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u5c06\u201cAI\u5373\u56e2\u961f\u201d\u7684\u6982\u5ff5\u4ea7\u54c1\u5316\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u591a\u667a\u80fd\u4f53\u6846\u67b6\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u7b2c\u4e00\u4e2a\u4e3a\u201c\u975e\u6280\u672f\u578b\u4e13\u5bb6\u201d\u8d4b\u80fd\u7684AI\u667a\u80fd\u4f53\u6d88\u8d39\u7ea7\u5e73\u53f0\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u6469\u64e6\u70b9\uff1a\u201cToken\u7126\u8651\u201d\u548c\u90e8\u7f72\u590d\u6742\u6027\uff0c\u901a\u8fc7\u6258\u7ba1\u670d\u52a1\u548c\u5f00\u6e90\u6a21\u578b\u964d\u7ea7\u627f\u8bfa\u63d0\u4f9b\u5fc3\u7406\u4e0e\u6210\u672c\u5b89\u5168\u611f\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u5e02\u573a\u5207\u5165\u89d2\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4e3b\u52a8\u201d\u4e0e\u201c\u65e0\u7f1d\u8def\u7531\u201d\u9762\u4e34\u7740\u4e25\u5cfb\u7684\u6280\u672f\u4e0e\u4f53\u9a8c\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u53ca\u7684\u201c\u6a21\u7cca\u4efb\u52a1\u5206\u89e3\u201d\u4e0e\u201c\u8de8\u57df\u534f\u8c03\u201d\u95ee\u9898\uff0c\u6b63\u662f\u5f53\u524d\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5e73\u53f0\u80fd\u5426\u4ece\u201c\u591a\u4e2a\u5355\u70b9\u5de5\u5177\u201d\u8fdb\u5316\u6210\u771f\u6b63\u5177\u5907\u201c\u76ee\u6807\u6240\u6709\u6743\u201d\u7684\u534f\u540c\u5927\u8111\uff0c\u800c\u975e\u9677\u5165\u9700\u8981\u7528\u6237\u9891\u7e41\u8c03\u8bd5\u7684\u9690\u5f62\u8c03\u5ea6\u5730\u72f1\uff0c\u5c06\u51b3\u5b9a\u5176\u4ea7\u54c1\u5929\u82b1\u677f\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u6b63\u5728\u6784\u5efa\u7684\u201c\u8bc4\u4f30\u6846\u67b6\u201d\u548c\u201c\u534f\u8c03\u5c42\u201d\u5370\u8bc1\u4e86\u5176\u6838\u5fc3\u6311\u6218\u4ecd\u5728\u653b\u575a\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u5176\u201c\u5438\u6536\u6210\u672c\u201d\u7684\u627f\u8bfa\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u901a\u8fc7\u81ea\u5efaGPU\u96c6\u7fa4\u4f18\u5316\u6210\u672c\u7ed3\u6784\u662f\u5408\u7406\u8def\u5f84\uff0c\u4f46\u201c\u6c38\u8fdc\u5728\u7ebf\u201d\u7684\u514d\u8d39\u5f00\u6e90\u6a21\u578b\u670d\u52a1\uff0c\u5728\u89c4\u6a21\u6269\u5f20\u540e\u80fd\u5426\u7ef4\u6301\u8d28\u91cf\u4e0e\u6210\u672c\u7684\u5e73\u8861\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u62a2\u5360\u7528\u6237\u5fc3\u667a\u4e0e\u5de5\u4f5c\u6d41\u7684\u589e\u957f\u7b56\u7565\uff0c\u6700\u7ec8\u5fc5\u7136\u5bfc\u5411\u5bf9\u9ad8\u4ef7\u503c\u4e13\u6709\u6a21\u578b\u548c\u9ad8\u7ea7\u529f\u80fd\u7684\u4ed8\u8d39\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cZooClaw\u662f\u4e00\u6b21\u9762\u5411\u5927\u4f17\u5e02\u573a\u7684\u3001\u5927\u80c6\u7684\u4ea7\u54c1\u5316\u5305\u88c5\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u662f\u5426\u6700\u9886\u5148\uff0c\u800c\u5728\u4e8e\u5176\u5de5\u7a0b\u56e2\u961f\u80fd\u5426\u5c06\u524d\u6cbf\u7684\u591a\u667a\u80fd\u4f53\u7814\u7a76\uff0c\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u53ef\u9884\u6d4b\u4e14\u771f\u6b63\u7406\u89e3\u7528\u6237\u610f\u56fe\u7684\u201c\u540c\u4e8b\u5f0f\u201d\u4f53\u9a8c\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u5145\u6ee1\u6f5c\u529b\u7684\u5ba3\u8a00\uff0c\u5176\u4ece\u201c\u6709\u8da3\u6545\u4e8b\u201d\u5230\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8715\u53d8\u4e4b\u8def\uff0c\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ZooClaw<\/span>\n <\/div>\n<div class=\"comment-content\">ZooClaw is a single entry point to a team of AI specialists. Ask in natural language and your task is routed to the right agent, each with structured domain knowledge and a native-sounding voice. Built on OpenClaw, it stays synced with the latest models and can fall back to top open-source models, so work keeps moving. No setup, no deployment, no API keys, no token anxiety.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Ning, founder of <strong>ZooClaw<\/strong>.<\/p>\n<\/p>\n<p>Back in February, I was playing around with OpenClaw and built an AI companion agent \u2014 just for fun. I shared it with my team.<\/p>\n<p>What happened next really surprised me.<\/p>\n<p>My HR lead \u2014 zero technical background \u2014 started playing with it and somehow turned her own expertise into a career planning agent. 33 iterations in one afternoon. It’s now live on ZooClaw for anyone to use.<\/p>\n<p>Another colleague built a social media agent. A post it created went viral overnight.<\/p>\n<\/p>\n<p>People didn’t just use the agent \u2014 with the right tool, they started creating their own.<\/p>\n<\/p>\n<p>That’s when it clicked: <strong>AI is incredibly powerful \u2014 but it needs the right people to guide it.<\/strong> Everyone has expertise that could help thousands of others \u2014 they just never had a way to turn it into something that scales.<\/p>\n<\/p>\n<p><strong>So we built ZooClaw \u2014 a platform where your expertise becomes an AI specialist that works for you, and for others.<\/strong><\/p>\n<p>\ud83e\udd8a <strong>One entry point, multiple specialists<\/strong> \u2014 Fox for marketing, Owl for office tasks, Beaver for data analysis. The right agent picks up the right task automatically.<\/p>\n<p>\u26a1 <strong>Proactive, not reactive<\/strong> \u2014 Your morning starts with results already waiting for you. Scheduled tasks, monitoring, follow-ups \u2014 handled while you sleep.<\/p>\n<p>\ud83d\udd27 <strong>Zero setup, zero token anxiety<\/strong> \u2014 No API keys, no deployment. Best models first, open-source fallback when needed.<\/p>\n<p>\ud83d\udcac <strong>Voice-first<\/strong> \u2014 Talk to your agents like you’d talk to a colleague. No prompts to craft, no UI to learn.<\/p>\n<\/p>\n<p>The era of the one-person company is here. But even a one-person company deserves a full team. That’s what ZooClaw is \u2014 your team.<\/p>\n<\/p>\n<p>We’re still early. I’d love to hear \u2014 what expertise do you have that you wish could work for you around the clock?<\/p>\n<p>We’re here all day. Your zoo is waiting \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\/@ninghu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninghu<\/a> How customizable is it for sharing branded versions with clients without losing my voice?<\/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\/@ninghu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninghu<\/a> Do you see more people shaping their own specialists like that, or mostly starting with the built-in ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ninghu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninghu<\/a> Congrats on ZooClaw \u2014 love the \u201cexpertise \u2192 AI specialist\u201d angle. Real execution leverage! Quick tip for scaling beyond PH: 3\u20135 guest posts on AI\/tech blogs = fast domain authority + organic rankings for keywords like \u201cAI workflow automation\u201d.Zero traffic today? Totally normal at launch. Big potential tomorrw. <\/p>\n<p>Happy to share a quick off-page plan if helpful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! But if multiple agents can handle the same task (e.g., marketing or research) how does zooclaw decide which specialist is actually the best fit in real time?<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Such a great question! Different specialists bring different strengths, so we believe the best fit really depends on the task and personal preference.<\/p>\n<\/p>\n<p>The trickier part is choosing between specialists of the same type \u2014 we don’t want users overwhelmed. That’s why we’re building <strong>an evaluation framework<\/strong>, with some interesting findings already, e.g. <strong>which search skill works best for OpenClaw<\/strong>: <a href=\"https:\/\/blog.zooclaw.ai\/p\/best-search-skills-for-openclaw-in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.zooclaw.ai\/p\/best-search-skills-for-openclaw-in<\/a>. Follow our eval work here: <a href=\"https:\/\/zooclaw.ai\/eval\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zooclaw.ai\/eval\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really liked the story, especially the part where your HR lead kept iterating and actually built something usable, that feels pretty engaging. wonder what part do non tech users usually get stuck on when they try to build their first agent?<\/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\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> Honestly, the hardest part isn’t a step in the process \u2014 it’s that most people never think they <em>can<\/em> build one, so they never even start. What amazed me was watching our HR lead guide her “Soulmate” through a conversation and end up with a fully functional agent \u2014 scripts, skills, everything. The best part? She didn’t even realize what she’d built until we pointed it out. That moment stuck with me: when the barrier is low enough and building feels like just having a conversation, people’s creativity becomes the only real limit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 product launch! I’d love to have Fox beside me and handle routine marketing issues. But how do you manage to consolidate enterprise-level context that is embedded in various systems and files, across multiple functions and apartments?<\/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\/@oscarliu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oscarliu<\/a> Great question, and a genuinely hard one! Enterprise context consolidation is one of the most complex scenarios we’re tackling. A key starting point is building connectors that plug into various data sources while respecting each system’s access controls. We’re actively working towards this \u2014 feel free to share more about your setup, always helpful as we build it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Interesting angle.<\/strong><br \/>Feels like the market is moving from <em>AI as assistant<\/em> \u2192 <em>AI as operator<\/em>.<br \/>Curious how much of this is real repeatable execution vs strong launch storytelling <\/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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> The assistant \u2192 operator framing makes sense \u2014 at the end of the day it’s all about getting things done for people. We’re still very early, and more focused on winning over our users than crafting a launch story \u2014 the Product Hunt launch was honestly a last minute decision for us. The real test is whether they keep coming back \u2014 that’s the only metric that matters to us right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool. Can a specialist hand off part of a task to another one mid-conversation?<\/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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Exactly \u2014 like a real team! Not there yet, but inter-agent communication and coordination is our next big focus. 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>the “no token anxiety, no setup” angle is genuinely clever positioning. most people who’d benefit from a multi-agent setup are scared off by the infrastructure overhead, and removing that friction to get to an immediately useful team of specialists is the right instinct.<\/p>\n<\/p>\n<p>the tricky part will be routing quality on ambiguous or cross-domain requests. a single entry point works cleanly when tasks are discrete, but “help me prepare a business case for this new feature based on our usage data” spans writing, analysis, and product thinking at once. getting the routing to coordinate across agents or correctly decompose the task is where these systems tend to fall apart, and the failure mode isn’t obvious to debug.<\/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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> 100% agree \u2014 routing on ambiguous, cross-domain tasks is genuinely hard, and the silent failure mode makes it even trickier to fix.<\/p>\n<\/p>\n<p>Our current thinking: the missing piece is <em>goal ownership<\/em> \u2014 having a coordinating layer that holds the intent end-to-end, not just dispatches tasks. And making that layer transparent and correctable, so when it drifts, users can actually see why and step in.<\/p>\n<\/p>\n<p>Still a hard problem we’re actively working through. \ud83d\ude0a<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congrats on the launch zooclaw!!<\/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\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> Thanks a lot! Really appreciate the support! Can’t wait to hear what you think of ZooClaw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 for the launch!<\/p>\n<p>But whats the difference from Openclaw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mrrabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrrabbar<\/a> Thanks! Great question. ZooClaw is built on top of OpenClaw, but they target very different audiences and use cases. OpenClaw is still very much a playground for engineers and technically-minded folks \u2014 powerful, but raw.<\/p>\n<\/p>\n<p>ZooClaw is designed for everyday users across a much broader range of real work scenarios. And that shift in audience demands a completely different product: intuitive onboarding, reliable always-on behavior, a zoo of specialists ready to go, and the kind of trust and consistency that non-techies need before they’ll actually hand work off to an agent. That’s a very different set of problems to solve than building a capable framework.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 “no token anxiety” line hits hard. constantly monitoring usage across different APIs is such a productivity killer. how does the fallback to open-source models work when the main ones are overloaded? does it maintain quality or just keep things moving?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Glad it resonates! Just to clarify \u2014 the fallback kicks in when credits run out, not due to overload. We run our own GPU cluster with inference optimization, so we can serve top open-source models at quality levels that handle real work. Of course it won’t perform as well as the best proprietary models, but your agent stays functional and proactive regardless. That’s the whole point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch, the proactive scheduling angle is genuinely different from most agent tools i’ve seen.<\/p>\n<p>one thing i’m curious about though. “zero token anxiety” sounds great as a user but someone’s eating that cost. is there a usage ceiling on the free tier, or are you subsidizing compute to grow and then switching to a credit model later? asking because i’ve watched a few AI tools launch with generous free tiers and then hit a wall when the unit economics catch up.<\/p>\n<p>not trying to be cynical, honestly excited about what you’re building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@futurestackreviews\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@futurestackreviews<\/a> This is exactly the right question to ask \u2014 we’ve watched the same pattern play out.<\/p>\n<\/p>\n<p>We run our own GPU cluster with heavy inference optimization, so our cost structure is pretty different from teams relying on proprietary APIs.<\/p>\n<\/p>\n<p>When credits run out, we don’t shut the agent down \u2014 we keep a generous baseline of tokens from top open-source models flowing so the agent stays always-on and proactive. An agent that goes dark when credits run out kind of defeats the purpose.<\/p>\n<\/p>\n<p>We’re absorbing some of that cost, yes \u2014 but we think it’s sustainable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 era of the one-person company” resonates hard. Built <strong>Krafl-IO<\/strong> solo and the biggest challenge isn’t the code, it’s wearing every hat simultaneously. The idea of specialized agents handling different domains is compelling. We use a similar approach but narrower- 3 agents that each own one step of LinkedIn post generation. Curious how you handle agent handoffs when tasks cross domains.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@flowghost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flowghost<\/a> Love the 3-agent setup \u2014 though we went a different direction: an agent should be a person, not a cog in the pipeline. If one person owns LinkedIn post generation end-to-end, one agent should too. Context stays intact, coordination overhead disappears.<\/p>\n<\/p>\n<p>Handoffs only kick in when you’d genuinely loop in someone else. Wonder if that’d make things feel more natural for your use case?<\/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>Looks cool, is this built on openclaw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@james001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james001<\/a> Yes! We track OpenClaw closely and stay up to date. The idea is zero friction \u2014 no setup, no token anxiety, just open it and your specialist agents are ready. Safer too :-p<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>a really cool zoo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> Haha, the coolest zoo you’ll ever work with! :-p<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, Ning!<\/p>\n<\/p>\n<p>You mentioned a colleague built a social media agent and a post went viral overnight. Would you mind sharing the skill?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Thank you, Luo! That’s a great idea \u2014 I’ll have my colleague upload it to ZooClaw so everyone can benefit from it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VLKU6CPQMDWWVY\" class=\"app-title\">Google Gemma 4<\/a><\/p>\n<div class=\"one-liner\">Google’s most intelligent open models to date<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">333<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google\u63a8\u51fa\u7684\u9ad8\u6027\u80fd\u5f00\u6e90AI\u6a21\u578b\u5bb6\u65cf\uff0c\u652f\u6301\u9ad8\u7ea7\u63a8\u7406\u3001\u591a\u6a21\u6001\u5904\u7406\u548c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u79fb\u52a8\u8bbe\u5907\u5230GPU\u7b49\u5404\u7c7b\u786c\u4ef6\u4e0a\u90fd\u80fd\u9ad8\u6548\u6784\u5efa\u5f3a\u5927AI\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u524d\u6cbfAI\u80fd\u529b\u5bf9\u5c01\u95ed\u751f\u6001\u548c\u9ad8\u6602\u7b97\u529b\u4f9d\u8d56\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9f559d7-719d-4d0f-8299-03028326365f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/316ec1f9-374a-48ef-8fe1-a5df0b69efab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48873cca-fc14-4611-a07d-6fd6cdab6c10.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\/6680283b-f169-4075-b263-75c46d84b367.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff793e12-6064-4c04-b31d-7f0bce99de18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b192ba7c-7711-4fe4-9c16-09c4d7c4cc96.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\/22b85b97-1d2f-4123-aeb3-729b8ad1fa9b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/260d872e-183f-434b-9956-872e5b932a55.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\/2af904d8-9394-486f-9ba9-04aca55b4753.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jZVBoFOJK-Q?si=BCJLsDgeUsmmZUot\"><source src=\"https:\/\/youtu.be\/jZVBoFOJK-Q?si=BCJLsDgeUsmmZUot\" 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\">Open Source<\/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\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Apache 2.0\u8bb8\u53ef<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u5f00\u6e90\u3001\u672c\u5730\u8fd0\u884c\u53ca\u9ad8\u6027\u80fd\u8868\u73b0\u611f\u5230\u5174\u594b\uff0c\u7279\u522b\u5173\u6ce8\u5176\u5728\u771f\u5b9e\u7f16\u7a0b\u4efb\u52a1\u3001Flutter\/Dart\u4ee3\u7801\u751f\u6210\u3001\u957f\u6d41\u7a0b\u667a\u80fd\u4f53\u4efb\u52a1\u53ef\u9760\u6027\u65b9\u9762\u7684\u5b9e\u9645\u8868\u73b0\uff0c\u5e76\u8be2\u95ee\u5176\u4e0e\u540c\u7c7b\u6a21\u578b\u76f8\u6bd4\u7684\u4f4e\u8ba1\u7b97\u5f00\u9500\u5177\u4f53\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 Gemma 4\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u8c37\u6b4c\u5728\u5f00\u6e90AI\u6218\u7565\u4e0a\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u53c2\u6570\u89c4\u6a21\u7684\u81a8\u80c0\uff0c\u800c\u662f\u5728\u201c\u667a\u529b-\u53c2\u6570\u6bd4\u201d\u548c\u201c\u667a\u529b-\u7b97\u529b\u6bd4\u201d\u4e0a\u505a\u6587\u7ae0\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u5f53\u524dAI\u5546\u4e1a\u5316\u843d\u5730\u4e2d\u6700\u5c16\u9510\u7684\u77db\u76fe\uff1a\u5bf9\u524d\u6cbf\u80fd\u529b\u7684\u6e34\u671b\u4e0e\u5bf9\u7b97\u529b\u6210\u672c\u3001\u6570\u636e\u9690\u79c1\u3001\u751f\u6001\u9501\u5b9a\u7684\u6050\u60e7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u5728\u624b\u673a\u4e0a\u8fd0\u884c\u201d\u548c\u201cApache 2.0\u201d\uff0c\u6b63\u662f\u523a\u5411\u5c01\u95ed\u5546\u4e1a\u6a21\u578b\uff08\u5982GPT\u3001Claude\uff09\u548c\u81c3\u80bf\u5f00\u6e90\u6a21\u578b\u7684\u4e24\u628a\u5229\u5203\u3002\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u524d\u6cbf\u201d\u7684\u6807\u51c6\u2014\u2014\u4ece\u7eaf\u7cb9\u7684\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\uff0c\u8f6c\u5411\u6db5\u76d6\u90e8\u7f72\u7075\u6d3b\u6027\u3001\u603b\u62e5\u6709\u6210\u672c\u548c\u5f00\u53d1\u8005\u81ea\u4e3b\u6743\u7684\u7efc\u5408\u7ef4\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9\u672c\u5730\u7f16\u7801\u3001\u79bb\u7ebf\u6a21\u5f0f\u3001\u957f\u5de5\u4f5c\u6d41\u53ef\u9760\u6027\u7684\u5173\u5207\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u5e02\u573a\u75db\u70b9\u6b63\u4ece\u201c\u80fd\u5426\u505a\u5230\u201d\u8f6c\u5411\u201c\u80fd\u5426\u4ee5\u53ef\u63a7\u3001\u53ef\u4f9d\u8d56\u7684\u65b9\u5f0f\u5728\u81ea\u5bb6\u73af\u5883\u4e2d\u505a\u5230\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u521a\u521a\u5f00\u59cb\u3002\u5176\u4e00\uff0c\u201c\u5f00\u6e90\u201d\u7684\u8bda\u610f\u4e0e\u8fb9\u754c\u9700\u5ba1\u89c6\u3002Apache 2.0\u63d0\u4f9b\u4e86\u6781\u5927\u7684\u81ea\u7531\u5ea6\uff0c\u4f46\u8c37\u6b4c\u5982\u4f55\u5e73\u8861\u5f00\u6e90\u751f\u6001\u4e0e\u81ea\u8eab\u4e91\u670d\u52a1\uff08\u5982Google AI Studio\uff09\u7684\u534f\u540c\uff1f\u5176\u4e8c\uff0c\u5ba3\u4f20\u7684\u201c\u9ad8\u6548\u201d\u9700\u5728\u590d\u6742\u73b0\u5b9e\u4efb\u52a1\u4e2d\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c10+\u5de5\u5177\u8c03\u7528\u201d\u7684\u667a\u80fd\u4f53\u53ef\u9760\u6027\u3001\u4e0eLlama\u540c\u53c2\u6570\u7ea7\u7684\u5b9e\u9645\u6027\u80fd\u5bf9\u6bd4\uff0c\u90fd\u662f\u5176\u80fd\u5426\u8d62\u5f97\u4f01\u4e1a\u7ea7\u4fe1\u4efb\u7684\u5173\u952e\u3002\u5176\u4e09\uff0c\u4f5c\u4e3a\u201c\u6a21\u578b\u5bb6\u65cf\u201d\uff0c\u5176\u4e0d\u540c\u5c3a\u5bf8\u53d8\u4f53\u5728\u5177\u4f53\u573a\u666f\uff08\u5982\u79fb\u52a8\u7aef\u3001\u8fb9\u7f18\u8ba1\u7b97\uff09\u7684\u6253\u78e8\u7a0b\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5176\u6e17\u900f\u7684\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGemma 4\u662f\u8c37\u6b4c\u5c06AI\u6218\u573a\u4ece\u4e91\u7aef\u6f14\u793a\u62c9\u56de\u5230\u5f00\u53d1\u8005\u672c\u5730\u7ec8\u7aef\u7684\u4e00\u6b21\u91cd\u8981\u5e03\u5c40\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u5907\u9009\u6a21\u578b\uff0c\u800c\u662f\u610f\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u201c\u4ee5\u6211\u4e3a\u57fa\u7840\u201d\u7684AI\u5e94\u7528\u5f00\u53d1\u6807\u51c6\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u9ad8\u6548\u63a8\u7406\u201d\u80fd\u5426\u7ecf\u5f97\u8d77\u4e94\u82b1\u516b\u95e8\u7684\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u7684\u8e42\u8e8f\uff0c\u4ee5\u53ca\u5176\u5f00\u6e90\u751f\u6001\u80fd\u5426\u5f62\u6210\u8db3\u4ee5\u6311\u6218\u95ed\u6e90\u5de8\u5934\u7684\u521b\u65b0\u52bf\u80fd\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\">Google Gemma 4<\/span>\n <\/div>\n<div class=\"comment-content\">Gemma 4 is Google DeepMind\u2019s most capable open model family, delivering advanced reasoning, multimodal processing, and agentic workflows. Optimized for everything from mobile devices to GPUs, it enables developers to build powerful AI apps efficiently with high performance and low compute overhead.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google’s <strong>Gemma 4<\/strong> looks like a serious leap forward in open AI models.<\/p>\n<\/p>\n<p>An open model family built for advanced reasoning and agentic workflows, it solves a key problem: getting frontier-level intelligence without massive compute costs or closed ecosystems.<\/p>\n<\/p>\n<p>Stands out for its intelligence-per-parameter \u2014 outperforming models up to 20x larger while running efficiently on phones, laptops, and desktops.<\/p>\n<\/p>\n<p><strong>Key Features:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Advanced reasoning<\/strong> \u2013 Strong multi-step planning, math, and instruction-following<\/p>\n<\/li>\n<li>\n<p><strong>Agentic workflows<\/strong> \u2013 Native function calling, structured JSON output, and system instructions<\/p>\n<\/li>\n<li>\n<p><strong>Multimodal capabilities<\/strong> \u2013 Supports images, video, and audio inputs<\/p>\n<\/li>\n<li>\n<p><strong>Long context window<\/strong> \u2013 Up to 256K tokens for handling large documents and codebases<\/p>\n<\/li>\n<li>\n<p><strong>Code generation<\/strong> \u2013 High-quality offline coding and local AI assistants<\/p>\n<\/li>\n<li>\n<p><strong>140+ languages<\/strong> \u2013 Built for global, multilingual applications<\/p>\n<\/li>\n<li>\n<p><strong>Hardware efficiency<\/strong> \u2013 Runs across mobile devices, laptops, and GPUs<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s open (Apache 2.0), meaning developers get full control, flexibility, and the ability to run and fine-tune locally or in the cloud. <\/p>\n<p>Start experimenting with Gemma 4 now in <a href=\"https:\/\/www.producthunt.com\/products\/google-ai-studio-8\" target=\"_blank\" rel=\"noopener\">@Google AI Studio 2.0<\/a> or download the model weights from: <\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/ollama.com\/library\/gemma4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Ollama<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.kaggle.com\/models\/google\/gemma-4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kaggle<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/lmstudio.ai\/models\/gemma-4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">LM Studio<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/hub.docker.com\/r\/ai\/gemma4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Docker<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/huggingface.co\/collections\/google\/gemma-4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hugging Face<\/a><\/p>\n<\/li>\n<\/ol>\n<p><strong>Who’s it for? <\/strong>developers, startups, and enterprises building AI agents, coding assistants, multimodal apps, or privacy-first solutions. <\/p>\n<p>Whether you’re building global applications in 140+ languages or local-first AI code assistants, Gemma 4 is built to be your foundation.<\/p>\n<p><strong>Read more here<\/strong>:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/deepmind.google\/models\/gemma\/gemma-4\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/deepmind.google\/models\/gemma\/gemma-4\/<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/blog.google\/innovation-and-ai\/technology\/developers-tools\/gemma-4\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.google\/innovation-and-ai\/technology\/developers-tools\/gemma-4\/<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opensource.googleblog.com\/2026\/03\/gemma-4-expanding-the-gemmaverse-with-apache-20.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opensource.googleblog.com\/2026\/03\/gemma-4-expanding-the-gemmaverse-with-apache-20.html<\/a> <\/p>\n<\/li>\n<\/ul>\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\">@rohanrecommends Big fan of the new on-device model direction. I\u2019ve already installed Gemma 4 on my phone and started using it \u2014 very impressive so far. What excites me most is that offline mode is now genuinely usable\uff01<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Curious how it performs in real world coding tasks compared to larger closed models, especially for niche stacks.<\/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\">@alan_gregory me too, I\u2019m planning to give it a shot today!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Just posted about this on X today. Apache 2.0, runs on your own hardware, 256K context window. The fact that you can run this locally on a laptop and still get serious reasoning is wild. I’m curious how the Flutter\/Dart code generation compares to the bigger closed models since that’s most of what I write these days.<\/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>Congrats on the launch! What design choice had the biggest impact on getting this level of performance while keeping compute requirements so low?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 will make amazing local experiences for app creators, cant wait to test this in my App, been usung gemma3:4B with excelent results, so this is excelent news….Thank you Google<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 agentic workflow angle is the interesting part for me. Most open models get benchmarked on reasoning and coding, but the harder question for production use is how they handle multi-step tasks where the model needs to recover from partial failures.<\/p>\n<\/p>\n<p>Running Claude Code agents in parallel – local inference becomes appealing but reliability in long workflows is still the blocker. Anyone tested Gemma 4 on tasks with 10+ tool calls?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious about the “low compute overhead” claim – are you seeing meaningful performance gains over Llama models in the same parameter range? we’re always evaluating new models for healthcare applications where inference speed matters a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AKIBWUTAZNLVJ2\" class=\"app-title\">Cursor 3<\/a><\/p>\n<div class=\"one-liner\">Unified workspace for parallel local\/cloud agents and MCPs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">301<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cursor 3\u662f\u4e00\u4e2a\u96c6\u6210\u672c\u5730\u4e0e\u4e91\u7aefAI\u667a\u80fd\u4f53\u7684\u4e00\u4f53\u5316\u5f00\u53d1\u5de5\u4f5c\u7a7a\u95f4\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u5de5\u5177\u3001\u591a\u73af\u5883\u95f4\u9891\u7e41\u5207\u6362\u548c\u4e0a\u4e0b\u6587\u5272\u88c2\u7684\u75db\u70b9\uff0c\u663e\u8457\u63d0\u5347\u4e86AI\u8f85\u52a9\u7f16\u7a0b\u7684\u6d41\u7545\u5ea6\u548c\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/392f432c-6e65-4373-889c-52e0c30776ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c585f156-0ff9-44a1-8f50-23bb08bb05ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0535e0c4-5006-49f6-a6a1-2fcb1275ba33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02d5027d-3003-4ea8-8c30-348b96e36b55.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\/4d8e2abe-7f8b-4e66-aadd-45f7e0d6a3b6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UxbULt_hCdA\"><source src=\"https:\/\/www.youtube.com\/watch?v=UxbULt_hCdA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u4e0e\u672c\u5730\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5e76\u884cAI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5dee\u5f02\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316IDE<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5207\u6362\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u80af\u5b9a\u5176\u201c\u5e76\u884c\u672c\u5730\/\u4e91\u7aef\u667a\u80fd\u4f53\u201d\u548c\u201c\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u201d\u65b9\u5411\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362\u635f\u8017\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5e76\u884c\u667a\u80fd\u4f53\u7684\u51b2\u7a81\u5904\u7406\u673a\u5236\u3001\u8de8\u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u5171\u4eab\u3001MCP\u751f\u6001\u7684\u5f00\u653e\u4e0e\u5b9a\u5236\u5316\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u66f4\u65b0\u9891\u7e41\u5e26\u6765\u7684\u9002\u5e94\u6210\u672c\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 Cursor 3\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u597d\u7684AI\u4ee3\u7801\u8865\u5168\u5de5\u5177\u3002\u5b83\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3AI\u539f\u751fIDE\u7684\u8303\u5f0f\uff1a\u5c06\u201c\u5de5\u4f5c\u7a7a\u95f4\u201d\u800c\u975e\u201c\u7f16\u8f91\u5668\u201d\u4f5c\u4e3a\u6838\u5fc3\u5355\u5143\uff0c\u7cfb\u7edf\u6027\u89e3\u51b3AI\u8f85\u52a9\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684\u56fa\u6709\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u8fde\u63a5\u201d\u4e0e\u201c\u7edf\u7b79\u201d\u3002\u5f53\u524d\u5f00\u53d1\u8005\u9762\u4e34\u7684\u56f0\u5883\u662f\u788e\u7247\u5316\uff1a\u672c\u5730AI\u7f16\u8f91\u5668\u3001\u4e91\u7aef\u8fd0\u884c\u73af\u5883\u3001Git\u64cd\u4f5c\u3001PR\u5ba1\u67e5\u5206\u6563\u5728\u4e0d\u540c\u7a97\u53e3\uff0c\u5f62\u6210\u4e25\u91cd\u7684\u8ba4\u77e5\u8d1f\u8377\u3002Cursor 3\u901a\u8fc7\u5e76\u884c\u8fd0\u884c\u672c\u5730\u4e0e\u4e91\u7aef\u667a\u80fd\u4f53\u3001\u5b9e\u73b0\u4f1a\u8bdd\u65e0\u7f1d\u8fc1\u79fb\u3001\u96c6\u6210\u4ee3\u7801\u5dee\u5f02\u6d4f\u89c8\u548cPR\u7ba1\u7406\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u7edf\u4e00\u7684\u201c\u667a\u80fd\u4f53\u8c03\u5ea6\u4e2d\u53f0\u201d\u3002\u8fd9\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u201c\u4eba\u673a\u534f\u540c\u7f16\u7a0b\u5de5\u4f5c\u6d41\u201d\u7684\u91cd\u6784\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362\u201d\u6b63\u662f\u5bf9\u6b64\u6700\u76f4\u63a5\u7684\u80af\u5b9a\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\u6280\u672f\u590d\u6742\u6027\u5267\u589e\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u8ffd\u95ee\u7684\u201c\u5e76\u884c\u667a\u80fd\u4f53\u51b2\u7a81\u5904\u7406\u201d\u548c\u201c\u5171\u4eab\u5185\u5b58\u201d\u95ee\u9898\uff0c\u76f4\u6307\u591a\u667a\u80fd\u4f53\u534f\u8c03\u7684\u6838\u5fc3\u96be\u9898\u2014\u2014\u5982\u4f55\u4fdd\u8bc1\u5e76\u53d1\u7684AI\u64cd\u4f5c\u4e0d\u4e92\u76f8\u5e72\u6270\u751a\u81f3\u7834\u574f\u4ee3\u7801\uff1f\u8fd9\u9700\u8981\u6781\u7cbe\u7ec6\u7684\u7f16\u6392\u4e0e\u72b6\u6001\u7ba1\u7406\u80fd\u529b\u3002\u5176\u6b21\uff0c\u751f\u6001\u9501\u5b9a\u7684\u98ce\u9669\u3002\u5176\u529b\u63a8\u7684MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u5e02\u573a\u548c\u63d2\u4ef6\u4f53\u7cfb\uff0c\u610f\u5728\u6784\u5efa\u62a4\u57ce\u6cb3\uff0c\u4f46\u5728\u5de5\u5177\u94fe\u5feb\u901f\u6f14\u53d8\u7684\u5f53\u4e0b\uff0c\u5f00\u53d1\u8005\u5bf9\u201c\u53c8\u4e00\u5957\u9700\u8981\u9002\u914d\u7684\u534f\u8bae\u201d\u6001\u5ea6\u8c28\u614e\uff0c\u66f4\u5173\u5fc3\u5176\u5f00\u653e\u6027\u4e0e\u6807\u51c6\u5316\u7a0b\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n Cursor 3\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740AI\u7f16\u7a0b\u5de5\u5177\u7ade\u4e89\u5df2\u4ece\u201c\u5355\u70b9\u80fd\u529b\u6bd4\u62fc\u201d\u8fdb\u5165\u201c\u5de5\u4f5c\u6d41\u6574\u5408\u9636\u6bb5\u201d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u6210\u4e3a\u4f60\u7684\u4e00\u628a\u66f4\u5feb\u7684\u201c\u9524\u5b50\u201d\uff0c\u800c\u662f\u60f3\u6210\u4e3a\u6307\u6325\u6240\u6709\u9524\u5b50\u3001\u952f\u5b50\u534f\u540c\u5de5\u4f5c\u7684\u201c\u6574\u4e2a\u5de5\u5177\u7bb1\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u63d0\u4f9b\u5f3a\u5927\u6574\u5408\u80fd\u529b\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u7cfb\u7edf\u7684\u7a33\u5b9a\u3001\u900f\u660e\u4e0e\u5f00\u653e\uff0c\u907f\u514d\u6210\u4e3a\u53c8\u4e00\u4e2a\u81c3\u80bf\u5c01\u95ed\u7684\u9ed1\u76d2\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u5927\u5e45\u63d0\u5347\u590d\u6742\u9879\u76ee\u7684AI\u8f85\u52a9\u5f00\u53d1\u4e0a\u9650\uff1b\u82e5\u5904\u7406\u4e0d\u597d\u534f\u8c03\u4e0e\u5f00\u653e\u7684\u5e73\u8861\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u7f8e\u597d\u7684\u6982\u5ff5\u6f14\u793a\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\">Cursor 3<\/span>\n <\/div>\n<div class=\"comment-content\">Cursor 3 is a unified workspace for building software with agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Cursor 3<\/strong> is a unified workspace for building software with agents \u2014 faster, cleaner, and built from scratch around how engineers actually work with AI today.<\/p>\n<ul>\n<li>\n<p>All agents in one place: local and cloud agents in a single sidebar, including ones kicked off from mobile, web, Slack, GitHub, and Linear<\/p>\n<\/li>\n<li>\n<p>Parallel agents: run multiple agents across different repos simultaneously, with demos and screenshots to verify cloud agent output<\/p>\n<\/li>\n<li>\n<p>Local \u2194 cloud handoff: move agent sessions between environments instantly \u2014 push to cloud to keep running while offline, or pull local to test and iterate<\/p>\n<\/li>\n<li>\n<p>Diffs and PRs: review changes, stage, commit, and manage PRs from a cleaner diffs view<\/p>\n<\/li>\n<li>\n<p>Integrated browser: agents can open, navigate, and prompt against local websites directly<\/p>\n<\/li>\n<li>\n<p>Cursor Marketplace: browse and install plugins that extend agents with MCPs, skills, subagents, and more<\/p>\n<\/li>\n<li>\n<p>Full IDE depth: view files and go-to-definition with full LSP support, anytime<\/p>\n<\/li>\n<\/ul>\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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> The local and cloud mix makes sense. That\u2019s usually where things start getting messy. How are teams dealing with that part?<\/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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> Impressive work , The local cloud handoff and parallel agents could really streamline workflows for developers. Adding a feature to visualize agent outputs across multiple repos in a single dashboard might make it even more intuitive and efficient.<\/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>Parallel local\/cloud agents in a unified workspace is the right direction – context switching between Claude Code, a cloud runner, and your local terminal is where a lot of time disappears right now. The MCP piece is interesting too. How does Cursor 3 handle agent conflicts when two parallel agents try to touch the same file or resource at the same time?<\/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 have been having a great time with Cursor IDE. But there seems to be a lot of updates in recent times that seem so hard to catch up with. I have also been seen some breaking in external integration<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how this handles context across multiple agents running in parallel \u2014 does it maintain shared memory between them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch, Cursor team. <\/p>\n<\/p>\n<p>This developer tools race is insane. <\/p>\n<\/p>\n<p>You pick a tool, dive into it, and use it until their competitor releases a new version. I’m jumping between Cursor, Claude Code, and Codex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Honestly pretty disappointing of an update. If you didn\u2019t tell me there was an update I wouldn\u2019t have had any idea.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Can’t chase all these updates. But I’ll get it anyway. All the best team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious about the MCP integration piece – are you supporting custom protocol handlers or just the standard anthropic ones? we’ve been building some healthcare-specific MCPs and the tooling around that ecosystem still feels pretty early<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Parallel local\/cloud agents in one workspace is the right direction – context switching between Claude Code, a cloud runner, and local terminal is where a lot of time disappears right now. How does Cursor 3 handle agent conflicts when two parallel agents try to touch the same file at the same time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>most ai coding tools still assume you’re working on one thing at a time in one place. you kick off a task, wait for it, then start the next. if you want to run something in the cloud, that’s a different context, and if you need to review the diff or open a pr, you’re back in the browser or a separate terminal tab. the agent does work, but the workflow is still fragmented.<\/p>\n<\/p>\n<p>what cursor 3 is doing differently is treating the workspace as the unit, not the editor. being able to run parallel agents across repos, hand off sessions between local and cloud without losing context, and review prs from the same place you kicked off the task, that collapses a real chunk of the context-switching overhead that currently just gets accepted as the cost of working with ai.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Parallel agents is what I’ve been waiting for. Right now I’m bouncing between Claude Code in terminal and Cursor for UI stuff and the context switching kills the flow. If this actually lets me run local and cloud agents side by side in one workspace, that changes how I build. How’s the MCP setup? Plug and play or does it need a lot of config?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K2EIZTXV5LYSCK\" class=\"app-title\">VoiceOS<\/a><\/p>\n<div class=\"one-liner\">Say it and it’s done. Work 10x faster with your voice.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VoiceOS\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u97f3\u6307\u4ee4\uff0c\u5728Mac\u548cWindows\u7cfb\u7edf\u5c42\u9762\u76f4\u63a5\u6267\u884c\u8de8\u5e94\u7528\u5de5\u4f5c\u6d41\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u624b\u52a8\u5bfc\u822a\u754c\u9762\u65f6\u4ea7\u751f\u7684\u6ce8\u610f\u529b\u4e2d\u65ad\u548c\u6548\u7387\u4f4e\u4e0b\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/296a26ae-d446-4870-827b-d4b233d72703.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7284d5b3-eb10-4121-a712-28612c5d1854.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dc5d215-dfd4-4bab-b7fe-9744fd92cd80.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\/a4e285ad-3040-4805-8609-04c280eb63e6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gbzo-Er-PEs\"><source src=\"https:\/\/youtu.be\/gbzo-Er-PEs\" 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\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5e94\u7528\u5207\u6362\u5f00\u9500\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5bf9\u786e\u8ba4\u6b65\u9aa4\u8bbe\u8ba1\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u96c6\u6210\u5e94\u7528\u5217\u8868\uff08\u5982Notion\u3001Discord\uff09\u7684\u6269\u5c55\u9700\u6c42\uff1b2. \u5bf9\u9ad8\u98ce\u9669\u64cd\u4f5c\u51c6\u786e\u6027\u7684\u62c5\u5fe7\uff1b3. \u8be2\u95ee\u4e0e\u5f00\u6e90\u65b9\u6848\uff08\u5982OpenClaw\uff09\u7684\u5dee\u5f02\uff1b4. \u63a2\u8ba8\u8bed\u97f3\u8f93\u5165\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u586b\u8868\uff09\u7684\u573a\u666f\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n VoiceOS\u770b\u4f3c\u662f\u53c8\u4e00\u4e2a\u8bed\u97f3\u8f93\u5165\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u7684\u201c\u9690\u5f62\u6210\u672c\u201d\u2014\u2014\u8ba4\u77e5\u6469\u64e6\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u3002\u5b83\u6ca1\u6709\u505c\u7559\u5728\u201c\u66f4\u5feb\u6253\u5b57\u201d\u7684\u8868\u5c42\uff0c\u800c\u662f\u76f4\u6307\u6548\u7387\u9ed1\u6d1e\uff1a\u90a3\u4e9b\u6d88\u8017\u5fc3\u667a\u7684\u3001\u673a\u68b0\u6027\u7684\u5e94\u7528\u8df3\u8f6c\u3001\u7a97\u53e3\u67e5\u627e\u3001\u6309\u94ae\u70b9\u51fb\u3002\u8fd9\u624d\u662f\u5176\u4e0e\u4f17\u591a\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\u7684\u672c\u8d28\u5206\u91ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u201c\u786e\u8ba4\u6b65\u9aa4\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u4e5f\u662f\u5176\u80fd\u5426\u6210\u529f\u7684\u5173\u952e\u3002\u5b83\u806a\u660e\u5730\u7f13\u89e3\u4e86\u7528\u6237\u5bf9\u8bed\u97f3\u63a7\u5236\u201c\u5931\u63a7\u201d\u7684\u6df1\u5c42\u6050\u60e7\uff0c\u907f\u514d\u4e86\u56e0\u8bef\u8bc6\u522b\u800c\u5bfc\u81f4\u7684\u707e\u96be\u6027\u64cd\u4f5c\uff0c\u8fd9\u662f\u8fc7\u53bb\u8bb8\u591a\u8bed\u97f3\u81ea\u52a8\u5316\u4ea7\u54c1\u5931\u8d25\u7684\u4e3b\u56e0\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5f15\u5165\u4e86\u65b0\u7684\u4e2d\u65ad\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7ed3\u6784\u5316\u6570\u636e\u8f93\u5165\u201d\u7684\u8d28\u7591\u6070\u6070\u70b9\u4e2d\u4e86\u5176\u6a21\u5f0f\u7684\u5929\u82b1\u677f\uff1a\u5bf9\u4e8e\u9700\u8981\u8fde\u7eed\u8f93\u5165\u591a\u4e2a\u5b57\u6bb5\u7684\u573a\u666f\uff0c\u9010\u9879\u786e\u8ba4\u53ef\u80fd\u9002\u5f97\u5176\u53cd\u3002\u56e2\u961f\u201c\u53ef\u5173\u95ed\u786e\u8ba4\u201d\u7684\u56de\u5e94\u662f\u4e00\u79cd\u59a5\u534f\uff0c\u4f46\u4e5f\u5c06\u51c6\u786e\u6027\u4e0e\u5b89\u5168\u6027\u7684\u6743\u8861\u629b\u56de\u7ed9\u4e86\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u751f\u6001\u4e0e\u6cdb\u5316\u80fd\u529b\u3002\u7528\u6237\u7684\u70ed\u60c5\u547c\u5524\u7740\u201c\u66f4\u591a\u96c6\u6210\u201d\uff0c\u8fd9\u66b4\u9732\u4e86\u6b64\u7c7b\u5de5\u5177\u7684\u6838\u5fc3\u4f9d\u8d56\uff1a\u5176\u4ef7\u503c\u4e0e\u652f\u6301\u7684\u5e94\u7528\u7a0b\u5e8f\u6df1\u5ea6\u7ed1\u5b9a\u3002\u6bcf\u4e00\u4e2a\u65b0\u96c6\u6210\u90fd\u610f\u5473\u7740\u7e41\u91cd\u7684\u9002\u914d\u3001\u6d4b\u8bd5\u4e0e\u7ef4\u62a4\u3002\u6b64\u5916\uff0c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5728\u590d\u6742\u3001\u52a8\u6001\u73af\u5883\uff08\u5982\u5feb\u8282\u594f\u7684\u7fa4\u804a\u4e2d\u6307\u5b9a\u56de\u590d\u5bf9\u8c61\uff09\u4e0b\u7684\u7cbe\u51c6\u7406\u89e3\uff0c\u4ecd\u662f\u5de5\u7a0b\u4e0a\u7684\u5de8\u5927\u8003\u9a8c\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u7f16\u6392\u7684\u201c\u8bed\u97f3\u5feb\u6377\u952e\u201d\u7cfb\u7edf\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u610f\u56fe\u7684AI\u52a9\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6f5c\u529b\u5728\u4e8e\u6210\u4e3a\u684c\u9762\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u8bed\u97f3\u5c42\u201d\uff0c\u82e5\u80fd\u6784\u5efa\u8d77\u5f3a\u5927\u7684\u5f00\u53d1\u8005\u751f\u6001\u4e0e\u66f4\u667a\u80fd\u7684\u610f\u56fe\u89e3\u6790\u5f15\u64ce\uff0c\u6216\u8bb8\u80fd\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u5165\u53e3\u3002\u4f46\u76ee\u524d\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u5728\u7279\u5b9a\u3001\u5b9a\u4e49\u826f\u597d\u7684\u5de5\u4f5c\u6d41\u4e2d\u6781\u5177\u5a01\u529b\u7684\u6548\u7387\u5229\u5668\uff0c\u800c\u975e\u901a\u7528\u667a\u80fd\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\">VoiceOS<\/span>\n <\/div>\n<div class=\"comment-content\">VoiceOS is the universal voice \u2192 action for your computer. Eliminates app-hopping, maximizes focus and productivity. Speak naturally, and VoiceOS instantly executes workflows while keeping you in control with a quick confirmation step. Works system-wide on Mac and Windows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>I\u2019m Jonah, co\u2011founder of VoiceOS.<\/p>\n<p>We started building VoiceOS around one frustration: the gap between deciding to do something and actually getting it done on your computer.<\/p>\n<p>You think: \u201cReply to that Slack message.\u201d That\u2019s half a second.<\/p>\n<p>Then you cmd\u2011tab, find the channel, scroll to the right thread, type, re-read for tone, hit send. It\u2019s 30\u201360 seconds of mechanical overhead for a half\u2011second intention.<\/p>\n<p>VoiceOS closes that gap.<\/p>\n<p>Huge shoutout to our Japanese community! We\u2019ve invested in native Japanese localization across the UI and writing behavior because you\u2019ve been incredibly supportive from day one.<\/p>\n<p>VoiceOS includes a free 14\u2011day Pro trial. No credit card required.<\/p>\n<p>What integrations should we build next?<\/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\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/a> As someone deep in content workflows (LinkedIn, Notion, email drafting), Notion integration for voice-dictated pages\/blocks would be a game-changer for quick brainstorming. What do you think about prioritizing that?<\/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>Is it dependent on the app or platform? What are the integrations available? <a href=\"https:\/\/www.producthunt.com\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/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\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/a> I like the idea, and the video does a great job of showing how it can be used (it\u2019s very practical).<\/p>\n<p>Good luck, guys!<\/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>Super cool, will definitely try!! But how have you balanced speed and accuracy, especially when a wrong action (like sending a message) has higher stakes than wrong text?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> You are right, balancing speed and accuracy is critical.<\/p>\n<p>We spent a lot of time perfecting our testing infrastructure to mitigate this problem. Nonetheless, the issue is that the real world is a lot more complicated. This is why we built confirmation UI for each action so you always stay in control even at high takes.<\/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>voice productivity tools have mostly tried to make typing faster, which misses where the time actually goes. the real friction in knowledge work is the navigation overhead: app-hopping, finding the right thread, clicking into the right field. voiceos is targeting the context-switching cost, not the keystroke cost, which is a meaningfully different problem to solve. the confirmation step before each action is a smart call too. it sidesteps the ‘what if it does the wrong thing’ concern that’s quietly killed most voice automation products in the past.<\/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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> I could have not said it better myself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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’ve been using VoiceOS for about a month+ now and it’s INSANE. I’ve been able to navigate different apps, talk to my LLMs and go through my workflow a lot faster than before. It’s like giving <a href=\"https:\/\/www.producthunt.com\/products\/aqua\" target=\"_blank\" rel=\"noopener\">@Aqua Voice<\/a> apps and tools. I’ve even been able to use it to talk\/send messages to <a href=\"https:\/\/www.producthunt.com\/products\/poke-by-interaction-co\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"poke-by-interaction-co\" target=\"_blank\" rel=\"noopener\">@Poke.com<\/a>.<\/p>\n<p>I was lucky to speak with the founders and their vision is definitely promising. I’m looking forward to seeing how voice can become the main interface of my computer. <\/p>\n<p>For those looking to try, there are some kinks, but the team is super responsive in their Discord and patch out any bugs super fast. <\/p>\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@jonahdaian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonahdaian<\/a> and <a href=\"https:\/\/www.producthunt.com\/@kai_brokering\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kai_brokering<\/a> on the launch! PS – more integrations please!!!!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18006683-ee6d-461d-b253-fb585638b97e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57a9f98d-a8bc-4c69-a1f3-6dee763787bd.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>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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thank you for the support! We’ve been working around the clock, so we really appreciate you noticing the quick bug patches. We’re also rapidly expanding our integrations, so stay tuned for more very soon!<\/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 awesome. Like WisprFlow (which i love) on steroids<\/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\/@ross_geiger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ross_geiger<\/a> Thank you! I would agree<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>(typed by voice OS) I’ve been using VoiceOS for a few months now, and it has helped my work tremendously. It makes tasks easier and more effective, and I can’t really reply to emails without it lol<\/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\/@yvonne_zheng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yvonne_zheng1<\/a> Thank you so much! I totally agree once someone turns voice pilled, there’s no turning back!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yvonne_zheng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yvonne_zheng1<\/a> Thanks for always giving us feedback Yvonne!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi my son who has Dyslexia and relies exclusively on speech to text, now uses VoiceOS exclusively. This is as big of a product endorsement anyone possibly could make. <\/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\/@realwitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realwitz<\/a> You and your son have been a power user since day one! Thank you so much all the support \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>This is really cool, I loved the intro ad, a lot of effort went in to this! Correct me if I’m wrong but this is like open claw with voice functionality right? just with no messy setup part and one more thing what extra features we get above open claw?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> You nailed it! Although I would also add that we put a lot of effort into making custom confirmation UI for every integration we support<\/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\">I\u2019m hooked on voice transcription for working Claude Code, and I love the idea of using voice to do control more of my workflow. Bravo. Excited to see where this goes.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day! <\/p>\n<\/p>\n<p>This looks really smooth. Curious about the workflows – how deep does the customization go? <\/p>\n<\/p>\n<p>Can users build their own multi-step chains or is it more about the pre-built integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting concept and congratulations to you. <\/p>\n<\/p>\n<p>Is this available to download for Windows? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launch. One thing I keep bumping into in the voice space \u2014 there’s a real split between voice\u2192action (do this thing) and voice\u2192data (fill in 15 fields). For actions the confirmation step makes total sense. But for structured input like CRMs or intake forms, confirming every field kind of brings back the friction. Are you guys thinking about that side of things or staying focused on workflow automation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Right now we\u2019re mainly focused on quick voice \u2192 action flows where speed matters most. But you can also set up custom map integrations to handle more structured stuff, so it\u2019s pretty flexible depending on what you\u2019re trying to do.<\/p>\n<\/p>\n<p>Also, you can turn off the confirmation step in settings if you want a more seamless input flow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 mission of cutting down on mechanical overhead, but how are you ensuring VoiceOS handles nuanced commands in dynamic conversations, like coordinating on Discord or Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> You are totally right, we spent a lot of time building testing frameworks to fix this exact problem. <br \/>Nonetheless, the issue is that the real world is a lot more complicated.<\/p>\n<p>This is why we built confirmation UI for each action so you always stay in control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">What apps are supported for this? Is Discord supported?<\/div>\n<div class=\"comment-actions\">\n<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\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> Not yet but we are working on it. Any other ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool! Can I also link this to Claude Code and use it for my coding tasks? Or does it need to have a separate integration for that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syaman<\/a> We are currently working on the integration for Claude Code to manage multiple sessions at once (meaning no more tab switching) and I can’t wait to release it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/Y6EQKRFISVY52J\" class=\"app-title\">NotebookLM Custom Infographic Styles<\/a><\/p>\n<div class=\"one-liner\">Turn any source into a styled infographic<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">166<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NotebookLM\u7684\u201c\u81ea\u5b9a\u4e49\u4fe1\u606f\u56fe\u6837\u5f0f\u201d\u529f\u80fd\uff0c\u80fd\u5c06\u4efb\u610f\u7814\u7a76\u8d44\u6599\u4e00\u952e\u8f6c\u6362\u4e3a\u98ce\u683c\u5316\u4fe1\u606f\u56fe\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7814\u7a76\u6210\u679c\u89c6\u89c9\u5316\u8fc7\u7a0b\u4e2d\uff0c\u8017\u65f6\u8017\u529b\u3001\u8bbe\u8ba1\u95e8\u69db\u9ad8\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcacffec-697f-45d0-ae19-60508c2834ce.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\/6169a43e-9661-483e-89be-75b625d7a47d.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\/79cd723f-7b26-4dc0-8b50-a0690323e188.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\/8adf1430-2a0c-4818-80ef-d18168e331dd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fQqZ1UfrbXs\"><source src=\"https:\/\/www.youtube.com\/watch?v=fQqZ1UfrbXs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4fe1\u606f\u56fe\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u89c6\u89c9\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u51fa\u7248<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5185\u5bb9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u9ad8\u5ea6\u8ba4\u53ef\u8be5\u529f\u80fd\u586b\u8865\u4e86\u201c\u7814\u7a76\u7406\u89e3\u201d\u4e0e\u201c\u89c6\u89c9\u4f20\u8fbe\u201d\u95f4\u7684\u5173\u952e\u7f3a\u53e3\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u9884\u8bbe\u98ce\u683c\u591a\u6837\u4e0e\u81ea\u5b9a\u4e49\u6a21\u5f0f\u7684\u6f5c\u529b\u3002\u4e3b\u8981\u5c40\u9650\u5728\u4e8e\u65e0\u6cd5\u624b\u52a8\u62d6\u62fd\u7f16\u8f91\uff0c\u5c5e\u4e8e\u63d0\u793a\u8bcd\u9a71\u52a8\uff0c\u8ffd\u6c42\u50cf\u7d20\u7ea7\u5b8c\u7f8e\u63a7\u5236\u4ecd\u9700\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177\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 NotebookLM\u6b64\u6b21\u66f4\u65b0\uff0c\u8fdc\u975e\u7b80\u5355\u7684\u201cAI\u505a\u56fe\u201d\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u5176\u4ea7\u54c1\u6218\u7565\u5b9a\u4f4d\u7684\u6e05\u6670\u5ba3\u544a\uff1a\u5b83\u6b63\u4ece\u201c\u4e2a\u4eba\u7814\u7a76\u52a9\u7406\u201d\u6084\u7136\u8fdb\u5316\u4e3a\u201c\u77e5\u8bc6\u4ea7\u51fa\u5f15\u64ce\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e8610\u79cd\u9884\u8bbe\u6a21\u677f\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u81ea\u5b9a\u4e49\u6a21\u5f0f\u201d\u5c06\u201c\u89c6\u89c9\u98ce\u683c\u201d\u672c\u8eab\u62bd\u8c61\u4e3a\u53ef\u88ab\u8bed\u8a00\u63cf\u8ff0\u7684\u6307\u4ee4\uff0c\u8bd5\u56fe\u5c06\u54c1\u724c\u89c6\u89c9\u89c4\u8303\u8fd9\u7c7b\u9ad8\u9636\u3001\u611f\u6027\u7684\u8981\u6c42\uff0c\u5c01\u88c5\u8fdb\u4e00\u4e2a\u7814\u7a76\u5de5\u5177\u7684\u6d41\u7a0b\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u7280\u5229\u5730\u6233\u4e2d\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u6d41\u7684\u8f6f\u808b\uff1a\u6211\u4eec\u5584\u4e8e\u7528AI\u5206\u6790\u5f52\u7eb3\uff0c\u5374\u5728\u6700\u540e\u7684\u201c\u5448\u73b0\u201d\u73af\u8282\u88ab\u8feb\u8df3\u8f6c\u5230\u53e6\u4e00\u5957\u5de5\u5177\u548c\u8bed\u5883\u4e2d\uff0c\u521b\u9020\u529b\u4e0e\u601d\u7ef4\u6d41\u5728\u6b64\u65ad\u5c42\u3002NotebookLM\u8bd5\u56fe\u7528AI\u5f25\u5408\u8fd9\u4e2a\u65ad\u5c42\uff0c\u5c06\u89c6\u89c9\u4ea7\u51fa\u53d8\u4e3a\u7814\u7a76\u8fc7\u7a0b\u7684\u81ea\u7136\u5ef6\u4f38\uff0c\u800c\u975e\u989d\u5916\u8d1f\u62c5\u3002\u5176\u201c\u6e90\u6587\u4ef6\u951a\u5b9a\u201d\u7684\u7279\u6027\uff0c\u4e5f\u5de7\u5999\u5730\u4e0e\u5f53\u524dAI\u751f\u6210\u5185\u5bb9\u201c\u5e7b\u89c9\u201d\u6cdb\u6ee5\u7684\u75db\u70b9\u5f62\u6210\u5bf9\u6bd4\uff0c\u5f3a\u8c03\u4e86\u8f93\u51fa\u7684\u53ef\u9760\u6027\u4e0e\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u63d0\u793a\u9a71\u52a8\u3001\u4e0d\u53ef\u624b\u52a8\u7f16\u8f91\u201d\u7684\u8bbe\u5b9a\uff0c\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u7528\u727a\u7272\u5fae\u64cd\u81ea\u7531\u5ea6\uff0c\u6362\u6765\u4e86\u6781\u81f4\u7684\u901f\u5ea6\u548c\u4e00\u81f4\u6027\uff0c\u8fd9\u7cbe\u51c6\u5b9a\u4f4d\u4e86\u201c\u5feb\u901f\u51fa\u7248\u201d\u548c\u201c\u5185\u90e8\u6c9f\u901a\u201d\u573a\u666f\uff0c\u4f46\u6682\u65f6\u56de\u907f\u4e86\u4e13\u4e1a\u7ea7\u3001\u5ba2\u6237\u7ea7\u7cbe\u7ec6\u8bbe\u8ba1\u7684\u9700\u6c42\u3002\u8fd9\u53cd\u6620\u51fa\u4ea7\u54c1\u56e2\u961f\u6e05\u9192\u7684\u53d6\u820d\uff1a\u4e0d\u505aFigma\u6216Canva\u7684\u66ff\u4ee3\u8005\uff0c\u800c\u662f\u6210\u4e3a\u5b83\u4eec\u7684\u524d\u7f6e\u201c\u667a\u80fd\u5185\u5bb9\u5de5\u5382\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cNotebookLM\u901a\u8fc7\u53e0\u52a0\u97f3\u9891\u3001\u5e7b\u706f\u7247\u3001\u601d\u7ef4\u5bfc\u56fe\u5230\u5982\u4eca\u7684\u4fe1\u606f\u56fe\uff0c\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u4ee5\u201c\u77e5\u8bc6\u5e93\u201d\u4e3a\u4e2d\u5fc3\u7684\u591a\u6a21\u6001\u4ea7\u51fa\u77e9\u9635\u3002\u5176\u91ce\u5fc3\u6216\u8bb8\u662f\u6210\u4e3a\u77e5\u8bc6\u6d41\u8f6c\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\uff0c\u5c06\u7406\u89e3\u3001\u6574\u5408\u4e0e\u8868\u8fbe\u5168\u6d41\u7a0b\u5185\u5316\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u6bcf\u4e2a\u5355\u70b9\u529f\u80fd\u90fd\u53ef\u80fd\u9762\u4e34\u5782\u76f4\u9886\u57df\u4e13\u5bb6\u7684\u7ade\u4e89\uff0c\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u8fd9\u4e9b\u529f\u80fd\u80fd\u5426\u56f4\u7ed5\u201c\u57fa\u4e8e\u6e90\u6750\u6599\u7684\u53ef\u4fe1\u5408\u6210\u201d\u8fd9\u4e00\u6838\u5fc3\u62a4\u57ce\u6cb3\uff0c\u4ea7\u751f\u5f3a\u5927\u7684\u534f\u540c\u6548\u5e94\uff0c\u800c\u975e\u6ca6\u4e3a\u529f\u80fd\u6742\u70e9\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\">NotebookLM Custom Infographic Styles<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve been copy-pasting AI summaries into Canva for too long. NotebookLM’s Custom Infographic Styles turns your sources directly into polished visuals. 10 presets plus a custom mode. Sketch, anime, editorial, bricks, and more. Research-to-visual in seconds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Visual communication has always been the bottleneck nobody talks about.<\/p>\n<\/p>\n<p>You do the research. You synthesize it with AI. Then you paste it into Canva, fight with layouts, pick fonts, give up, and ship something mediocre. The insight was great. The visual killed it. \ud83d\ude2e\u200d\ud83d\udca8<\/p>\n<\/p>\n<p>NotebookLM just quietly patched that gap. \ud83d\udd27<\/p>\n<\/p>\n<p>Custom Infographic Styles gives you 10 visual presets plus a fully custom mode to transform any source material into a publication-ready infographic. One click. Source-grounded, not hallucinated. \u2705<\/p>\n<\/p>\n<p><strong>The styles are genuinely varied:<\/strong><\/p>\n<p>\ud83c\udf38 Kawaii for approachable, shareable content<\/p>\n<p>\ud83d\udcf0 Editorial for thought leadership pieces<\/p>\n<p>\ud83d\uddc2\ufe0f Bento grid for modular, social-first layouts<\/p>\n<p>\ud83e\uddca 3D clay for visual pop without the Blender learning curve<\/p>\n<p>\u270f\ufe0f Sketch, anime, storyboard, bricks, professional rounding out the rest<\/p>\n<\/p>\n<p>The deeper unlock here is the custom mode. \ud83c\udfa8<\/p>\n<\/p>\n<p>You describe the aesthetic you want and NotebookLM builds around it. Color codes, tone, layout philosophy. This is where brand consistency starts becoming possible inside a research tool.<\/p>\n<\/p>\n<p><strong>Who this is for right now:<\/strong><\/p>\n<p>\ud83d\udd2c Researchers who need to make dense material accessible<\/p>\n<p>\ud83c\udfeb Educators turning syllabi or notes into visual explainers<\/p>\n<p>\ud83d\ude80 Founders building decks or one-pagers from raw research<\/p>\n<p>\ud83d\udce3 Content teams who live in NotebookLM and hate the Canva commute<\/p>\n<\/p>\n<p>The honest limitation: you can’t manually drag or edit elements. It’s prompt-driven. If you need pixel-perfect control, you still go to Figma. But for “good enough to publish in 30 seconds,” this clears that bar easily.<\/p>\n<\/p>\n<p>The trajectory here is what I find most interesting.<\/p>\n<\/p>\n<p>NotebookLM started as a research tool. Then it added audio overviews, slide decks, mind maps. Now styled infographics. It’s quietly becoming a full production layer on top of your knowledge. The gap between “understanding something” and “communicating it visually” is collapsing.<\/p>\n<\/p>\n<p>Curious what use cases people here are most excited about. Are you using this for personal knowledge work, team communication, or client-facing outputs? \ud83d\udcac<\/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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WLVBGHI674MLED\" class=\"app-title\">Straude<\/a><\/p>\n<div class=\"one-liner\">Strava for Claude Code, the global tokenmaxxing Leaderboard<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411AI\u539f\u751f\u5f00\u53d1\u8005\u7684\u201c\u4ee3\u7801\u8fd0\u52a8\u201d\u8ffd\u8e2a\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u884c\u547d\u4ee4\u81ea\u52a8\u8bb0\u5f55Claude Code\u7b49\u667a\u80fd\u7f16\u7801\u4ee3\u7406\u7684token\u6d88\u8017\u4e0e\u82b1\u8d39\uff0c\u5e76\u5728\u5168\u7403\u6392\u884c\u699c\u4e2d\u5bf9\u6bd4\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4f7f\u7528AI\u7f16\u7801\u65f6\u6210\u672c\u4e0d\u900f\u660e\u3001\u8fc7\u7a0b\u5b64\u7acb\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2bd28b1-72cb-4cc7-93ef-24822bb92e0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fd028ef-29d9-4618-bdea-36625208b3e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28691a31-27e9-44b2-b91c-5cf0e1b020fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/397cc93a-b0cb-4654-8f46-603e0d403867.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88936651-b16a-485c-80f9-5297a29bf82b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa518269-eb4a-4e91-8771-81de30c4e95c.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\/cddb4732-d223-4937-8b54-46c355c95a7b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1Uun5XDeEU0\"><source src=\"https:\/\/youtu.be\/1Uun5XDeEU0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Token\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6392\u884c\u699c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">AI\u8d8b\u52bf<\/span><br \/>\n <span class=\"tag\">\u7845\u8c37\u6587\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u65f6\u673a\u4e0e\u521b\u610f\uff0c\u5173\u6ce8\u56e2\u961f\u6392\u884c\u699c\u3001\u9879\u76ee\u7ec6\u5206\u3001\u6392\u540d\u6743\u91cd\uff08\u7eaf\u82b1\u8d39vs.\u4ea7\u51fa\u8d28\u91cf\uff09\u7b49\u6269\u5c55\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5c06\u589e\u52a0\u56e2\u961f\u529f\u80fd\uff0c\u5e76\u63a2\u8ba8\u672a\u6765\u96c6\u6210GitHub stars\u7b49\u8d28\u91cf\u6307\u6807\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 Straude\u7cbe\u51c6\u6355\u6349\u4e86\u201cAI\u539f\u751f\u201d\u6d6a\u6f6e\u4e0b\u7684\u4e00\u4e2a\u5fae\u5999\u9700\u6c42\uff1a\u5c06\u4e0d\u53ef\u89c1\u7684token\u6d88\u8017\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u793e\u4ea4\u8d44\u672c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u6210\u672c\u76d1\u63a7\u2014\u2014\u73b0\u6709\u4e91\u670d\u52a1\u8d26\u5355\u4e5f\u80fd\u505a\u5230\u2014\u2014\u800c\u5728\u4e8e\u7528\u201cStrava for Code\u201d\u7684\u53d9\u4e8b\uff0c\u5c06\u5b64\u72ec\u7684\u667a\u80fd\u4f53\u7f16\u7801\u8fc7\u7a0b\u6e38\u620f\u5316\u3001\u793e\u7fa4\u5316\uff0c\u521b\u9020\u4e86\u201cTokenmaxxing\u201d\u8fd9\u4e00\u65b0\u7684\u8eab\u4efd\u8ba4\u540c\u6307\u6807\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u63ed\u793a\u4e86AI\u5f00\u53d1\u8303\u5f0f\u7684\u8f6c\u53d8\uff1a\u5f53\u7f16\u7a0b\u4ece\u201c\u5199\u4ee3\u7801\u201d\u53d8\u4e3a\u201c\u8c03\u6559\u4e0e\u6d88\u8017AI\u201d\uff0c\u4f20\u7edf\u751f\u4ea7\u529b\u5ea6\u91cf\uff08\u5982\u4ee3\u7801\u884c\u6570\uff09\u5df2\u7136\u5931\u6548\uff0ctoken\u6d88\u8017\u91cf\u6210\u4e3a\u4e86\u5b9e\u9a8c\u5f3a\u5ea6\u4e0e\u8d44\u6e90\u6295\u5165\u7684\u7c97\u66b4\u4ee3\u7406\u3002\u6392\u884c\u699c\u4ee5\u201c\u82b1\u8d39\u201d\u8bba\u82f1\u96c4\uff0c\u770b\u4f3c\u8352\u8bde\u5374\u76f4\u6307\u672c\u8d28\uff1a\u5728AI\u63a2\u7d22\u7684\u86ee\u8352\u671f\uff0c\u8bd5\u9519\u89c4\u6a21\u672c\u8eab\u5c31\u662f\u7ade\u4e89\u529b\u7684\u4f53\u73b0\u3002\u8fd9\u8fce\u5408\u4e86\u7845\u8c37\u5c06\u4e00\u5207\u6307\u6807\u5316\u7684\u7656\u597d\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u5176\u6df1\u5c42\u77db\u76fe\u2014\u2014\u5b83\u8861\u91cf\u7684\u662f\u201c\u6295\u5165\u201d\u800c\u975e\u201c\u4ea7\u51fa\u201d\uff0c\u53ef\u80fd\u52a9\u957f\u65e0\u610f\u4e49\u7684\u8d44\u6e90\u7ade\u8d5b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9690\u79c1\u8bbe\u8ba1\uff08\u4ec5\u4e0a\u4f20\u805a\u5408\u6570\u636e\uff09\u662f\u660e\u667a\u7684\u5e95\u7ebf\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u6311\u6218\u5728\u4e8e\u5982\u4f55\u4ece\u201c\u70e7\u94b1\u6392\u884c\u699c\u201d\u6f14\u8fdb\u4e3a\u201c\u4ef7\u503c\u8bc1\u660e\u5e73\u53f0\u201d\u3002\u82e5\u672a\u6765\u80fd\u5982\u8bc4\u8bba\u6240\u671f\uff0c\u5f15\u5165\u9879\u76ee\u5f71\u54cd\u529b\u7b49\u9a8c\u8bc1\u6307\u6807\uff0c\u6216\u4ece\u4ee3\u7801\u8d28\u91cf\u7ef4\u5ea6\u52a0\u6743\uff0c\u6216\u8bb8\u80fd\u5f15\u5bfc\u793e\u533a\u4ece\u6bd4\u62fc\u201c\u70e7\u94b1\u201d\u8f6c\u5411\u6bd4\u62fc\u201c\u521b\u65b0\u201d\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u53cd\u6620AI\u72c2\u70ed\u7684\u6587\u5316\u7b26\u53f7\uff0c\u5176\u6210\u529f\u4e0e\u5426\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5236\u9020\u8bdd\u9898\u4e4b\u540e\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u8d85\u8d8a\u865a\u8363\u7684\u771f\u5b9e\u6d1e\u89c1\u4e0e\u7f51\u7edc\u6548\u5e94\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\">Straude<\/span>\n <\/div>\n<div class=\"comment-content\">You spin up dozens of agents and spend thousands on tokens, but have no way to track or share the journey. One command logs your spend, streaks, and stats. Compare your pace to the top AI builders worldwide. Code like an athlete.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b <a href=\"https:\/\/www.producthunt.com\/@markmdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markmdev<\/a> and I made Straude.<\/p>\n<p>The <a href=\"https:\/\/www.nytimes.com\/2026\/03\/20\/technology\/tokenmaxxing-ai-agents.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NYTimes recently covered<\/a> the <strong>“tokenmaxxing”<\/strong> trend sweeping across Silicon Valley \u2014 the idea that AI token consumption is becoming the new status metric for AI-native builders. Companies like Meta, OpenAI, and Shopify are tracking it on internal dashboards. Jensen Huang proposed giving engineers a token budget as high as 50% of their salary.<\/p>\n<p>At the same time, I found the experience of agentic coding gets pretty isolating. You spin up dozens of agents and spend thousands on tokens, but have no way to track, compare, or share the journey. And since there\u2019s no \u201ctown hall\u201d where AI builders gather, you can\u2019t easily learn from how the best builders are pushing these tools to their limits.<\/p>\n<p><strong>Straude fixes that:<\/strong><\/p>\n<ul>\n<li>\n<p>One command `npx straude` logs your Claude Code or Codex sessions: tokens consumed, spend, models used. Support for other agents coming soon.<\/p>\n<\/li>\n<li>\n<p>Compete on a global leaderboard, build your streak, and get inspired by what the top 1% of AI builders are pushing daily.<\/p>\n<\/li>\n<li>\n<p>Privacy-first: only aggregate stats leave your machine, no code or session history.<\/p>\n<\/li>\n<li>\n<p>Zero install, zero config.<\/p>\n<\/li>\n<\/ul>\n<p><strong>How it works:<\/strong><\/p>\n<ol>\n<li>\n<p>Sign up at <a href=\"http:\/\/straude.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">straude.com<\/a><\/p>\n<\/li>\n<li>\n<p>Run `npx straude` at the end of a Claude Code \/ Codex session<\/p>\n<\/li>\n<li>\n<p>Your stats sync to the feed and leaderboard automatically<\/p>\n<\/li>\n<\/ol>\n<p>It’s completely free. The project is open source on GitHub.<\/p>\n<p>Strava made lonely sport (running) social and fun. Straude does the same for agentic engineering. You wouldn’t train for a marathon without logging your miles. Why would you burn through tokens without tracking on Straude?<\/p>\n<p>We’d love for you to sign up, log your first session, and share Straude with the friend you know who burns the most tokens \ud83d\udd25<\/p>\n<p>Would love your feedback \u2014 what features would you want to see next?<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e60cb5e-794c-49c9-9448-8c37e8e344d0.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>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome timing with this one. The leaderboard is a fun idea for the agent builders out there. Do you have plans to add team-based leaderboards or just keep it individual?<\/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\">@krutytskyi yes we do! Team & org based is our #1 request. Soon you\u2019ll be able to get a verified badge with your org email(like on X).<\/p>\n<p>Would you join Straude with your team?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@krutytskyi thanks for your support \ud83d\ude4f<\/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 end-of-month billing surprise is too real. I’ve been running Claude Code in parallel on a few projects and had zero idea what I was spending until the invoice hit – it’s kind of absurd we don’t have native visibility for this.<\/p>\n<\/p>\n<p>Strava framing makes sense here. Is the leaderboard purely by USD spent or is there any weighting for output quality? Curious what “winning” looks like on this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mykola_kondratiuk currently leaderboard is total spend. Quality is harder to gauge & subjective, but over time we can integrate GH stars, traffic, & other verified stats users care about.<\/p>\n<p>Idea atm is that quantity is the path to quality (\u201cshots on goal\u201d). So token spend is less a measure of productivity writ large, more who\u2019s experimenting the most with AI.<\/p>\n<p>What would you like to see us add?<\/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>This is the most 2026 product I’ve seen all week and I mean that as a compliment. I’m genuinely curious what my monthly token spend looks like across projects because right now I have zero visibility on that. Does it break down by project or is it one global number?<\/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\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> Thanks for the kind words! It’s just one global number for now, but that’s a great idea. We’ll look into how to show per-project in the future. So were you able to see your monthly token spend by running the straude command?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So on this leaderboard what gets more weightage I mean does the top ranker has most amount of tokens spent or most amount of output from AI? I mean what is the ranking criteria?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> The leaderboard is sorted by <strong>total spend in USD<\/strong> (think: token count x standard API pricing of the models used). We don’t get any data on what is produced by the AI other than token stats. But some users use Straude like a work log and share what they did that day \/ session in the feed. Thx for checking us 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<\/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\/5SIADO4XXBSMAW\" class=\"app-title\">Qwen3.6-Plus<\/a><\/p>\n<div class=\"one-liner\">Multimodal AI optimized for real-world coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qwen3.6-Plus\u662f\u4e00\u6b3e\u591a\u6a21\u6001AI\u6a21\u578b\uff0c\u4e13\u4e3a\u73b0\u5b9e\u5f00\u53d1\u5de5\u4f5c\u6d41\u4f18\u5316\uff0c\u901a\u8fc7\u7406\u89e3UI\u622a\u56fe\u6216\u63cf\u8ff0\u81ea\u4e3b\u89c4\u5212\u3001\u751f\u6210\u5e76\u8fed\u4ee3\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4ece\u8bbe\u8ba1\u5230\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\u9700\u8981\u53cd\u590d\u624b\u52a8\u7f16\u7801\u548c\u8c03\u8bd5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26420349-b169-49eb-bb60-1791a03e1913.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d02f673-b3b3-413a-9ee1-8d999914d546.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7d41f60-0eac-4326-a7b8-a8b33f8d30d0.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\/f1ce0054-923e-4ee0-b681-98ed44fcca0a.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\/b6c66dba-6016-445f-828d-dba3395cccc7.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\">API<\/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\">\u591a\u6a21\u6001\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5728\u771f\u5b9e\u573a\u666f\uff08\u4ece\u524d\u7aef\u5230\u590d\u6742\u4ed3\u5e93\u7ea7\u4efb\u52a1\uff09\u4e2d\u81ea\u4e3b\u5206\u89e3\u95ee\u9898\u3001\u89c4\u5212\u3001\u6d4b\u8bd5\u548c\u8fed\u4ee3\u7684\u201c\u667a\u80fd\u4f53\u7f16\u7801\u201d\u80fd\u529b\uff0c\u4ee5\u53ca\u901a\u8fc7\u591a\u6a21\u6001\u7406\u89e3\u5b9e\u73b0\u4eceUI\u5230\u4ee3\u7801\u7684\u95ed\u73af\u3002\u6709\u6548\u4fe1\u606f\u96c6\u4e2d\u5728\u5176\u5b9e\u7528\u6027\u63d0\u5347\u548c\u4e0e\u5f00\u53d1\u5de5\u5177\u7684\u96c6\u6210\u4e0a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Qwen3.6-Plus\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u201cAI\u7f16\u7a0b\u52a9\u624b\u201d\u8d5b\u9053\u65e2\u5b9a\u89c4\u5219\u7684\u4e00\u6b21\u7a81\u88ad\u3002\u5b83\u76f4\u6307\u5f53\u524dCopilot\u7b49\u5de5\u5177\u4ecd\u5b58\u5728\u7684\u77ed\u677f\u2014\u2014\u5373\u788e\u7247\u5316\u7684\u4ee3\u7801\u8865\u5168\u4e0e\u6574\u4f53\u6027\u3001\u5177\u8eab\u5316\u5f00\u53d1\u4efb\u52a1\u5904\u7406\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53\u7f16\u7801\u201d\u80fd\u529b\u662f\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u3002\u8fd9\u610f\u5473\u6a21\u578b\u8bd5\u56fe\u8d85\u8d8a\u201c\u9ad8\u7ea7\u8bed\u6cd5\u63d0\u793a\u201d\uff0c\u8f6c\u5411\u5177\u5907\u95ee\u9898\u62c6\u89e3\u3001\u8def\u5f84\u89c4\u5212\u3001\u6d4b\u8bd5\u9a8c\u8bc1\u7684\u81ea\u4e3b\u4efb\u52a1\u6267\u884c\u80fd\u529b\u3002\u5982\u679c\u5176\u6f14\u793a\u5c5e\u5b9e\uff0c\u8fd9\u6807\u5fd7\u7740AI\u4ece\u201c\u526f\u9a7e\u9a76\u201d\u5411\u53ef\u6258\u7ba1\u7279\u5b9a\u4efb\u52a1\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u6a21\u5757\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\u800c\u878d\u5408\u591a\u6a21\u6001\u7406\u89e3\uff08UI\u622a\u56fe\u3001\u8bbe\u8ba1\u7a3f\uff09\uff0c\u5219\u662f\u5c06\u8fd9\u4e00\u80fd\u529b\u4ece\u7eaf\u4ee3\u7801\u57df\u6269\u5c55\u5230\u4e86\u4ea7\u54c1\u5f00\u53d1\u7684\u6700\u4e0a\u6e38\u2014\u2014\u9700\u6c42\u4e0e\u8bbe\u8ba1\u754c\u9762\uff0c\u8bd5\u56fe\u6253\u901a\u4ea7\u54c1\u539f\u578b\u5230\u4ee3\u7801\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u6574\u4e2a\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u67a2\u7ebd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u4ecd\u9700\u51b7\u601d\u8003\u3002\u9996\u5148\uff0c\u201c\u667a\u80fd\u4f53\u201d\u80fd\u529b\u7684\u771f\u5b9e\u8fb9\u754c\u548c\u53ef\u9760\u6027\u5b58\u7591\u3002\u590d\u6742\u4ed3\u5e93\u4efb\u52a1\u7684\u957f\u671f\u89c4\u5212\u6d89\u53ca\u5bf9\u6a21\u7cca\u9700\u6c42\u3001\u6280\u672f\u503a\u52a1\u548c\u56e2\u961f\u534f\u4f5c\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u5f53\u524d\u6280\u672f\u80fd\u5426\u7a33\u5b9a\u4ea4\u4ed8\u4ecd\u662f\u5de8\u5927\u6311\u6218\u3002\u5176\u6b21\uff0c\u5176\u901a\u8fc7\u96c6\u6210OpenClaw\u3001Cline\u7b49\u5de5\u5177\u6784\u5efa\u751f\u6001\u7684\u7b56\u7565\u660e\u667a\uff0c\u4f46\u4e5f\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u7eaf\u6a21\u578b\u5c42\u7684\u5b9a\u4f4d\u2014\u2014\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u5f15\u64ce\u201d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u201c\u6c7d\u8f66\u201d\uff0c\u6700\u7ec8\u4f53\u9a8c\u4e25\u91cd\u4f9d\u8d56\u4e0b\u6e38\u5de5\u5177\u94fe\u7684\u6574\u5408\u8d28\u91cf\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u6797\u7acb\u7684AI\u7f16\u7a0b\u5e02\u573a\uff0c\u5176\u6280\u672f\u4f18\u52bf\u7a97\u53e3\u671f\u53ef\u80fd\u5f88\u77ed\u3002Claude\u3001GPT\u7b49\u540c\u6837\u5728\u5feb\u901f\u8fdb\u5316\uff0c\u4e14\u62e5\u6709\u66f4\u5e9e\u5927\u7684\u5f00\u53d1\u8005\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cQwen3.6-Plus\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u6e05\u6670\u5730\u52fe\u52d2\u51fa\u4e0b\u4e00\u4ee3AI\u7f16\u7a0b\u52a9\u624b\u7684\u5f62\u6001\uff1a\u5177\u5907\u81ea\u4e3b\u4efb\u52a1\u80fd\u529b\u7684\u591a\u6a21\u6001\u667a\u80fd\u4f53\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u626e\u6f14\u7f16\u5199\u5de5\u5177\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3a\u7406\u89e3\u610f\u56fe\u3001\u534f\u8c03\u5de5\u5177\u3001\u4ea7\u51fa\u89e3\u51b3\u65b9\u6848\u7684\u201c\u6267\u884c\u8005\u201d\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u5c06\u7ade\u4e89\u7ef4\u5ea6\u4ece\u4ee3\u7801\u8865\u5168\u7684\u51c6\u786e\u7387\uff0c\u63d0\u5347\u5230\u4e86\u5bf9\u5b8c\u6574\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u7406\u89e3\u548c\u91cd\u5851\u80fd\u529b\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5176\u201c\u667a\u80fd\u4f53\u201d\u80fd\u529b\u662f\u8425\u9500\u8bdd\u672f\uff0c\u8fd8\u662f\u80fd\u7ecf\u5f97\u8d77\u590d\u6742\u73b0\u5b9e\u9879\u76ee\u8003\u9a8c\u7684\u53ef\u9760\u751f\u4ea7\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.6-Plus<\/span>\n <\/div>\n<div class=\"comment-content\">Qwen3.6-Plus is Qwen\u2019s latest hosted model with a 1M context window, major gains in agentic coding, stronger multimodal reasoning, and much tighter support for real development workflows across tools like OpenClaw, Claude Code, and Qwen Code.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Qwen3.6-Plus is a massive upgrade over 3.5, especially with its emergent agentic coding capabilities. In real-world scenarios\u2014from frontend web development to complex, repo-level tasks\u2014it can autonomously break down the problem, plan a path, test, and iterate until the job is done.<\/p>\n<p>Built on native multimodal data, it can look at UI screenshots, design drafts, or natural language descriptions to generate frontend pages, complete code, and modify interactions. It truly closes the loop from “understanding the UI” to “generating code” and “invoking tools to modify it,” making multimodal models genuinely practical for everyday dev workflows.<\/p>\n<p>It not only handles complex code management and cross-domain long-term planning for pros, but also drastically lowers the coding barrier for everyone else.<\/p>\n<p>Qwen3.6-Plus is now generally available through the <a href=\"https:\/\/modelstudio.alibabacloud.com\/?spm=a2ty_o06.30285417.0.0.a321c9214zfKDu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">official API<\/a>. You can seamlessly integrate it with <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/cline-4\" target=\"_blank\" rel=\"noopener\">@Cline<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/opencode\" target=\"_blank\" rel=\"noopener\">@opencode<\/a> and <a href=\"https:\/\/qwen.ai\/qwencode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen Code<\/a>.<\/p>\n<p>Bonus: Sign in with <a href=\"https:\/\/qwen.ai\/qwencode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen Code<\/a> OAuth to enjoy 1,000 free calls per day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5XXA4P52NEMGS7\" class=\"app-title\">ChatGPT on CarPlay<\/a><\/p>\n<div class=\"one-liner\">ChatGPT voice in CarPlay for hands-free driving AI on the go<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u5c06ChatGPT\u8bed\u97f3\u52a9\u624b\u6df1\u5ea6\u96c6\u6210\u5230Apple CarPlay\u7684APP\uff0c\u901a\u8fc7\u7eaf\u8bed\u97f3\u3001\u514d\u63d0\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u4e3a\u9a7e\u9a76\u8005\u63d0\u4f9b\u5728\u884c\u8f66\u9014\u4e2d\u5b89\u5168\u83b7\u53d6\u4fe1\u606f\u3001\u5ef6\u7eed\u5bf9\u8bdd\u548c\u8fdb\u884c\u5934\u8111\u98ce\u66b4\u7684AI\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b84be24d-4ae6-408a-b83f-deaa53461472.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\/f7269af3-58d5-45ac-b1c5-976f9a84f39e.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\/b5d0fa3e-10b1-4e25-b6ee-736c1436c3a7.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\/dc171d60-3acf-467b-a90e-79417d927afa.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\/13fcea8a-f852-4cc5-b1fb-d348ea8cafa4.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/7ba352dc-bbd2-45b2-83e1-055ffb1a5a2f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pOc140V7mmA?si=fhBtf0AKQ59FbDU9\"><source src=\"https:\/\/youtu.be\/pOc140V7mmA?si=fhBtf0AKQ59FbDU9\" 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\">Cars<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f66\u8f7d\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CarPlay\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u63d0\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u9a7e\u9a76\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u901a\u52e4\u573a\u666f<\/span><br \/>\n <span class=\"tag\">OpenAI\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/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\u201c\u8bed\u97f3\u4f18\u5148\u201d\u7684\u5b89\u5168\u8bbe\u8ba1\u53ca\u901a\u52e4\u573a\u666f\u7684\u5b9e\u7528\u6027\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u80af\u5b9a\u5176\u4e3a\u8001\u65e7\u8f66\u673a\u63d0\u4f9b\u4e86\u667a\u80fd\u8865\u5145\uff1b2. \u5173\u6ce8\u957f\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u4fdd\u6301\u80fd\u529b\u4e0e\u65ad\u70b9\u7eed\u63a5\u7684\u53ef\u9760\u6027\uff1b3. \u5efa\u8bae\u589e\u52a0\u81ea\u52a8\u4fdd\u5b58\u6216\u603b\u7ed3\u529f\u80fd\uff1b4. \u6307\u51fa\u5176\u7f3a\u4e4f\u5524\u9192\u8bcd\u3001\u65e0\u89c6\u89c9\u754c\u9762\u3001\u65e0\u6cd5\u63a7\u5236\u8f66\u8f86\u529f\u80fd\u7b49\u5c40\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u8fdc\u975e\u7b80\u5355\u7684\u201c\u624b\u673aApp\u8f66\u673a\u955c\u50cf\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u7684\u573a\u666f\u5b9a\u4e49\u4e0e\u514b\u5236\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u9a7e\u9a76\u8231\u201d\u8fd9\u4e00\u7279\u6b8a\u73af\u5883\u7684\u6839\u672c\u77db\u76fe\uff1a\u65e5\u76ca\u589e\u957f\u7684\u4fe1\u606f\u5904\u7406\u9700\u6c42\u4e0e\u7edd\u5bf9\u5b89\u5168\u9a7e\u9a76\u8981\u6c42\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u8bed\u97f3\u552f\u4e00\u201d\u7684\u6781\u7b80\u4ea4\u4e92\uff0c\u5c06\u98ce\u9669\u8f83\u9ad8\u7684\u89c6\u89c9\u548c\u624b\u52a8\u64cd\u4f5c\u5f7b\u5e95\u5265\u79bb\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u201c\u5b89\u5168\u7b2c\u4e00\u201d\u8bbe\u8ba1\u54f2\u5b66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u90fd\u9690\u85cf\u5728\u201c\u8fde\u7eed\u6027\u201d\u4e2d\u3002\u4ece\u8bc4\u8bba\u9ad8\u9891\u63d0\u53ca\u7684\u201c\u957f\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u201d\u62c5\u5fe7\u53ef\u89c1\uff0c\u7528\u6237\u671f\u5f85\u7684\u5e76\u975e\u7b80\u5355\u7684\u95ee\u7b54\uff0c\u800c\u662f\u80fd\u5728\u788e\u7247\u5316\u3001\u53ef\u80fd\u88ab\u7a81\u53d1\u8def\u51b5\u6253\u65ad\u7684\u884c\u8f66\u573a\u666f\u4e2d\uff0c\u7ef4\u6301\u4e00\u4e2a\u8fde\u8d2f\u7684\u3001\u53ef\u6f14\u8fdb\u7684\u4efb\u52a1\u7ebf\u7a0b\uff08\u5982\u6301\u7eed\u521b\u4f5c\u3001\u590d\u6742\u95ee\u9898\u63a2\u8ba8\uff09\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5728\u6280\u672f\u5e95\u5c42\u4e0a\u5177\u5907\u66f4\u5f3a\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u667a\u80fd\u65ad\u70b9\u7eed\u8bf4\u548c\u573a\u666f\u81ea\u9002\u5e94\u80fd\u529b\uff0c\u800c\u76ee\u524d\u770b\u6765\u8fd9\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u7684\u201c\u5b64\u7acb\u201d\u72b6\u6001\u65e2\u662f\u4f18\u70b9\u4e5f\u662f\u74f6\u9888\u3002\u65e0\u6cd5\u4e0e\u8f66\u8f7d\u5bfc\u822a\u3001\u7a7a\u8c03\u3001\u97f3\u4e50\u8fdb\u884c\u8054\u52a8\uff0c\u610f\u5473\u7740\u5b83\u53ea\u662f\u4e00\u4e2a\u201c\u806a\u660e\u7684\u4e58\u5ba2\u201d\uff0c\u800c\u975e\u201c\u61c2\u8f66\u7684\u526f\u9a7e\u201d\u3002\u8fd9\u56fa\u7136\u89c4\u907f\u4e86\u590d\u6742\u96c6\u6210\u548c\u5b89\u5168\u8d23\u4efb\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5176\u4f53\u9a8c\u4e0a\u9650\u3002\u672a\u6765\uff0c\u82e5\u80fd\u5728\u786e\u4fdd\u5b89\u5168\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7API\u4e0e\u8f66\u8f86\u72b6\u6001\uff08\u5982\u76ee\u7684\u5730\u3001\u9884\u8ba1\u62b5\u8fbe\u65f6\u95f4\uff09\u8fdb\u884c\u6709\u9650\u5ea6\u7684\u6570\u636e\u4e92\u901a\uff0c\u5176\u63d0\u4f9b\u7684\u5efa\u8bae\u548c\u5e2e\u52a9\u5c06\u4ea7\u751f\u8d28\u7684\u98de\u8dc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u51fa\u8272\u7684\u573a\u666f\u5316\u843d\u5730\uff0c\u6807\u5fd7\u7740AI\u4ece\u201c\u968f\u65f6\u53ef\u7528\u201d\u5411\u201c\u60c5\u5883\u667a\u80fd\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u5b83\u6ca1\u6709\u70ab\u6280\uff0c\u800c\u662f\u7528\u514b\u5236\u5b9a\u4e49\u4e86\u8f66\u8f7dAI\u52a9\u7406\u7684\u521d\u7ea7\u5f62\u6001\u3002\u4f46\u5176\u80fd\u5426\u4ece\u201c\u884c\u8f66\u65f6\u7684\u804a\u5929\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u771f\u6b63\u7684\u9a7e\u9a76\u8ba4\u77e5\u534f\u4f5c\u8005\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u5982\u4f55\u4f18\u96c5\u5730\u89e3\u51b3\u8fde\u7eed\u6027\u96be\u9898\uff0c\u4ee5\u53ca\u5728\u5c01\u95ed\u7684\u6c7d\u8f66\u751f\u6001\u4e2d\u80fd\u627e\u5230\u591a\u5927\u7684\u96c6\u6210\u7a7a\u95f4\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\">ChatGPT on CarPlay<\/span>\n <\/div>\n<div class=\"comment-content\">ChatGPT is now available in Apple CarPlay, bringing voice-first AI to your drive. Start or continue conversations hands-free using your iPhone. Works globally across all plans, making it easy to get answers and ideas safely while on the road.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this update from OpenAI \ud83d\udc4f<\/p>\n<\/p>\n<p><strong>What it is: <\/strong>ChatGPT is now available inside Apple CarPlay, enabling voice-first AI conversations while driving.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution: <\/strong>Typing or interacting with apps while driving is unsafe. This brings a hands-free, voice-native AI assistant directly to your car.<\/p>\n<\/p>\n<p><strong>What stands out:<\/strong> Built specifically as a voice-first experience for driving, not just a mirrored app.<\/p>\n<\/p>\n<p><strong>Features & benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Start or resume chats via voice<\/p>\n<\/li>\n<li>\n<p>Continue conversations or projects on the go<\/p>\n<\/li>\n<li>\n<p>Automatic voice mode option<\/p>\n<\/li>\n<li>\n<p>Works globally across all ChatGPT plans<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for: <\/strong>Drivers, commuters, and anyone who wants AI assistance safely while on the road<\/p>\n<\/p>\n<p><strong>Use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Ask questions hands-free<\/p>\n<\/li>\n<li>\n<p>Continue work conversations<\/p>\n<\/li>\n<li>\n<p>Brainstorm ideas while driving<\/p>\n<\/li>\n<\/ul>\n<p><strong>Limitations:<\/strong><\/p>\n<ul>\n<li>\n<p>Manual Launch: There is no “wake word” support; the app must be opened manually.<\/p>\n<\/li>\n<li>\n<p>No Visuals: The interface is intentionally barebones, focusing solely on voice communication.<\/p>\n<\/li>\n<li>\n<p>No Vehicle Control: ChatGPT cannot control car functions (climate, audio, navigation) or phone settings.<\/p>\n<\/li>\n<\/ul>\n<p>Clean, practical, and safety-first execution. Big step for ambient AI \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> As someone who brainstorms content ideas during my commutes, how do you see this evolving to handle multi-turn creative sessions without losing context mid-traffic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Can you please explain , How long conversation can save or how it will work for longer conversations ?<\/p>\n<p>Their should be some backup plans…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> thank you . I was waiting for this <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! <\/p>\n<\/p>\n<p>My old Mercedes has a terrible infotainment system, so I have to rely on my phone for maps, music, and podcasts. It\u2019s really dangerous while driving.<\/p>\n<\/p>\n<p>ChatGPT for CarPlay looks like the perfect solution! Thanks for sharing, Rohan!<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Really like the idea, voice -first ChatGPT in CarPlay just makes sense.<\/p>\n<p>The ability to continue conversations on the go is super useful . A nice addition could be auto -saving or summarizing ideas after the drive , so nothing gets lost.<\/p>\n<\/p>\n<p>but still I am wondering that how well it handles longer conversations without losing context \ud83e\udd14\ud83e\udd14<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Please checkout Just Call AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CJKGYCBDW6DAZH\" class=\"app-title\">Otto by Audos.com<\/a><\/p>\n<div class=\"one-liner\">Your AI co-founder that builds, launches, and sells for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u6839\u636e\u7528\u6237\u60f3\u6cd5\u81ea\u52a8\u6784\u5efa\u843d\u5730\u9875\u3001\u6295\u653e\u5e7f\u544a\u5e76\u83b7\u53d6\u9996\u6279\u5ba2\u6237\u7684AI\u8054\u5408\u521b\u59cb\u4eba\uff0c\u4e3a\u72ec\u7acb\u521b\u4e1a\u8005\u548c\u4ea7\u54c1\u7ecf\u7406\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u9a8c\u8bc1\u5230\u5e02\u573a\u542f\u52a8\u9636\u6bb5\u7f3a\u4e4f\u6280\u672f\u548c\u8fd0\u8425\u8d44\u6e90\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/042876e1-b081-4d60-89ce-a7eabac7c3ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dbc027a-72cf-47f2-a81b-b8ee54a86954.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\/98f4beba-5429-4422-bad3-1c639b03e57d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wwP_nzOQS1k\"><source src=\"https:\/\/youtu.be\/wwP_nzOQS1k\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1.\u8fed\u4ee3\u7ec8\u6b62\u4e0e\u6210\u672c\u63a7\u5236\u673a\u5236\uff1b2.\u65e0\u521d\u59cb\u6d41\u91cf\u7528\u6237\u7684\u771f\u5b9e\u83b7\u5ba2\u5468\u671f\uff1b3.\u5728AI\u666e\u904d\u5316\u540e\uff0c\u521b\u4e1a\u8005\u7684\u7a00\u7f3a\u4f18\u52bf\u662f\u4ec0\u4e48\uff08\u8f6c\u5411\u8ba8\u8bba\u201c\u5173\u7cfb\u8d44\u672c\u201d\u4e0e\u5224\u65ad\u529b\uff09\u3002\u5f00\u53d1\u8005\u900f\u9732\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u81ea\u4e3b\u51b3\u7b56\u5faa\u73af\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 Otto\u5448\u73b0\u7684\u201c10\u5c0f\u65f6\u83b7\u5ba2\u201d\u53d9\u4e8b\u6781\u5177\u8bf1\u60d1\uff0c\u4f46\u9700\u7a7f\u900f\u4e24\u5c42\u6ee4\u955c\uff1a\u5176\u4e00\uff0c\u6848\u4f8b\u4f9d\u8d56Kevin Rose\u7684\u65e2\u6709\u5f71\u54cd\u529b\uff0c\u5176\u201c\u51b7\u542f\u52a8\u201d\u5b9e\u4e3a\u201c\u6e29\u542f\u52a8\u201d\uff0c\u5bf9\u7d20\u4eba\u521b\u4e1a\u8005\u7684\u5b9e\u9645\u5468\u671f\u5b58\u7591\uff1b\u5176\u4e8c\uff0c\u4ea7\u54c1\u5c06\u590d\u6742\u7684\u521b\u4e1a\u521d\u671f\u5de5\u7a0b\u62bd\u8c61\u4e3a\u201c\u63cf\u8ff0\u5373\u751f\u6210\u201d\u7684\u9b54\u6cd5\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u786e\u5b9a\u6027\u81ea\u52a8\u5316\u6d41\u7a0b\u5e94\u5bf9\u9ad8\u5ea6\u4e0d\u786e\u5b9a\u7684\u5e02\u573a\u63a2\u7d22\uff0c\u8fd9\u9690\u542b\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u521b\u4e1a\u8005\uff0c\u800c\u662f\u91cd\u6784\u4e86\u9a8c\u8bc1\u6210\u672c\u4e0e\u901f\u5ea6\u7684\u57fa\u51c6\u7ebf\u3002\u4f20\u7edfMVP\u9700\u8981\u6570\u5468\u5f00\u53d1\u4e0e\u6570\u767e\u7f8e\u5143\u6295\u5165\uff0cOtto\u5c06\u5176\u538b\u7f29\u81f3\u6570\u5c0f\u65f6\u4e0e1\u7f8e\u5143\u95e8\u69db\u3002\u8fd9\u4f7f\u201c\u5feb\u901f\u5931\u8d25\u201d\u5f97\u4ee5\u6781\u81f4\u8df5\u884c\uff0c\u7528\u6237\u53ef\u4ece\u6279\u91cf\u8bd5\u9519\u4e2d\u7b5b\u9009\u673a\u4f1a\u3002\u7136\u800c\uff0c\u5de5\u5177\u5e76\u672a\u89e3\u51b3\u521b\u4e1a\u7684\u6838\u5fc3\u96be\u9898\u2014\u2014\u5e02\u573a\u5224\u65ad\u4e0e\u6301\u7eed\u589e\u957f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7a00\u7f3a\u6027\u8f6c\u79fb\u201d\u7684\u8ba8\u8bba\u5207\u4e2d\u8981\u5bb3\uff1a\u5f53\u6267\u884c\u58c1\u5792\u5f52\u96f6\uff0c\u7ade\u4e89\u5c06\u4e0a\u79fb\u81f3\u521b\u610f\u6d1e\u5bdf\u3001\u4eba\u7fa4\u7406\u89e3\uff08\u5176\u63d0\u5230\u7684\u201c\u5173\u7cfb\u8d44\u672c\u201d\uff09\u53ca\u7b56\u7565\u8c03\u6574\u7684\u51b3\u7b56\u80fd\u529b\u3002Otto\u7684\u201c\u81ea\u4e3b\u5faa\u73af\u201d\u76ee\u524d\u805a\u7126\u4e8e\u5e7f\u544a\u4e0e\u9875\u9762\u7684AB\u6d4b\u8bd5\u4f18\u5316\uff0c\u4ecd\u5c5e\u6218\u672f\u6267\u884c\u5c42\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u751f\u6001\u91ce\u5fc3\uff1a\u901a\u8fc7\u7ec8\u7aef\u547d\u4ee4\u3001OpenClaw\u63d2\u4ef6\u53ca\u7f51\u7ad9\u591a\u5165\u53e3\u964d\u4f4e\u4f7f\u7528\u6469\u64e6\uff0c\u5e76\u5c06\u6838\u5fc3\u80fd\u529b\u5c01\u88c5\u4e3a\u201cSkill\u201d\u4f9b\u5f00\u53d1\u8005\u96c6\u6210\u3002\u8fd9\u6697\u793a\u5176\u5fd7\u5728\u6210\u4e3aAI\u4ee3\u7406\u751f\u6001\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u4e0d\u4ec5\u662f\u72ec\u7acb\u5e94\u7528\u3002\u6700\u7ec8\uff0cOtto\u662f\u5f3a\u5927\u7684\u201c\u9a8c\u8bc1\u52a0\u901f\u5668\u201d\uff0c\u4f46\u7edd\u975e\u201c\u6210\u529f\u4fdd\u8bc1\u5668\u201d\u3002\u5b83\u8d4b\u4e88\u4e2a\u4f53\u524d\u6240\u672a\u6709\u7684\u542f\u52a8\u6760\u6746\uff0c\u540c\u65f6\u4e5f\u5c06\u5e02\u573a\u66f4\u5feb\u63a8\u5411\u201c\u521b\u610f\u8fc7\u5269\u201d\u7684\u72b6\u6001\u2014\u2014\u5728\u8fd9\u91cc\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4ecd\u56de\u5f52\u4eba\u7c7b\u72ec\u6709\u7684\u6d1e\u5bdf\u4e0e\u8fde\u63a5\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\">Otto by Audos.com<\/span>\n <\/div>\n<div class=\"comment-content\">Describe your idea. Otto builds the landing page, runs ads, and lands your first customer – all on autopilot. Start from your terminal (npx skills add prehype\/audos-agent-skill), OpenClaw, or Audos.com. Top up with $1, and we invest up to $50 in your idea. Kevin Rose used autonomous mode to go from a simple idea to a paying customer in under 10 hours. No code. No team. Today we’re opening this up to everyone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey fam – Alex from Audos.com here!<\/p>\n<p>Quick context: last week we launched the Audos Publishing House (<a href=\"https:\/\/www.producthunt.com\/products\/socap\/launches\/audos-publishing-house\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/prod…<\/a>) – our equity-free investment model for everyday entrepreneurs. Today, we’re launching the engine underneath it.<\/p>\n<p>Otto is an AI co-founder that runs autonomously. You describe what you want to build. Otto handles everything – landing page, brand, ads, iteration – and keeps going until you have customers.<\/p>\n<p>Kevin Rose tested this. He put in a simple idea, and 10 hours later, had his first paying customer. No code, no team, fully on autopilot.<\/p>\n<p>Starting today, anyone can do this:<\/p>\n<p>– From your terminal: npx skills add prehype\/audos-agent-skill<br \/>\n– From OpenClaw chat<br \/>\n– Or just go to Audos.com<\/p>\n<p>Top up with $1, and we’ll invest up to $50 to get your idea off the ground.<\/p>\n<p>We’re in the middle of an 8-week launch series unveiling Audos 2.0 – a new component every week. This is week 2. Next week: the human side \ud83d\ude42<\/p>\n<p>Would love your feedback. Ask me anything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ednevsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ednevsky<\/a> Super curious: for non-technical solopreneurs like me testing side ideas, how does Otto decide when to pause iteration and say “this isn’t working,” and what’s the typical cost beyond the initial $1 top-up<\/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 see, its like finding diamond in mines of coal! But if everyone can spin up ai startups instantly, what becomes the real scarce advantage – distribution, ideas or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> We help each founder find their distribution edge<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> I think this is a super point, in fact, Nicholas and I (founders of Audos) just wrote a book about this topic called Me, My Customer and AI – the core thesis is what we call Relationship Capital. The ability for a founder to understand a customer group well enough to predict how to solve their problems. Happy to send you a book for free if you want it: <a href=\"https:\/\/www.memycustomerandai.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.memycustomerandai.com\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! It\u2019s time to get started on my side project \ud83d\udc4a\ud83c\udffb<\/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\/@gemskaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gemskaya<\/a> No excuses 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>Congrats on the launch! The Kevin Rose example is a clever proof point, but he\u2019s not starting from scratch – he has an audience and name recognition doing most of the heavy lifting. What does the timeline to a first paying customer actually look like for someone with no existing distribution? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day! The $1 for $50 ad credit is a clever way to get started. How does Otto decide which ad channels to use for that first batch of tests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 question in the comments about what becomes scarce is the right one. I think it’s judgment – when to kill an idea, when to pivot the positioning, when a channel isn’t working. Otto can execute fast but someone still needs to make those calls.<\/p>\n<\/p>\n<p>Curious how you handle that – does it surface decision points to the founder, or mostly runs until metrics show failure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really love how fast it is for people to go from “someone should build a company doing x – to execution with these tools.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built most of what’s under the hood here. The thing that excites me most isn’t the landing page generation or the ad setup – those are cool but honestly table stakes at this point.<\/p>\n<p>It’s the autonomous loop. Otto doesn’t just execute a checklist and stop. It watches what’s working, adjusts, and keeps going. That’s a fundamentally new behavior \u2013 and it’s fascinating to se how resourceful Otto can be, which as long been a characteristic of entrepreneurialism that we’ve studied.<\/p>\n<p>Also – if you’re a dev, check out the agent skill on GitHub (prehype\/audos-agent-skill). You can plug this into Claude Code, Cursor, or any agent that supports skills. Would love to hear what you build with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/J3LEB44P7PS7C2\" class=\"app-title\">StampCut<\/a><\/p>\n<div class=\"one-liner\">Stamp the world around you!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u7528iPhone\u6444\u50cf\u5934\u5c06\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4efb\u4f55\u7269\u4f53\uff08\u5982\u690d\u7269\u3001\u52a8\u7269\u3001\u7269\u54c1\uff09\u6846\u9009\u5e76\u6355\u6349\u4e3a\u6570\u5b57\u90ae\u7968\u7684App\uff0c\u5728\u65e5\u5e38\u751f\u6d3b\u548c\u4eb2\u5b50\u4e92\u52a8\u573a\u666f\u4e2d\uff0c\u4ee5\u6570\u5b57\u5316\u65b9\u5f0f\u6ee1\u8db3\u4e86\u4eba\u4eec\u6536\u85cf\u4e0e\u521b\u9020\u7684\u60c5\u611f\u9700\u6c42\uff0c\u5524\u9192\u4e86\u7ae5\u5e74\u6536\u96c6\u90ae\u7968\/\u8d34\u7eb8\u7684\u6000\u65e7\u4e50\u8da3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a3140e8a-158b-4bf5-a7b2-8bd69bdc584e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/f4Mn7U4Qbik\"><source src=\"https:\/\/www.youtube.com\/shorts\/f4Mn7U4Qbik\" 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\/2a9377e9-65e9-42ce-b32d-67d0ad30653d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b2a254c-b59d-4038-9496-d2a862aa5501.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6666a180-2b8c-41b8-b475-4670a6f3dd0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb3f4cd2-2c2a-4497-99a6-ef79aa1ceded.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\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u6536\u85cf<\/span><br \/>\n <span class=\"tag\">AR\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5b50\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u6355\u6349<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5a31\u4e50<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u751f\u6210\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u666e\u904d\u8ba4\u4e3a\u521b\u610f\u6709\u8da3\u5e76\u5524\u8d77\u7ae5\u5e74\u6536\u96c6\u90ae\u7968\u7684\u6000\u65e7\u8bb0\u5fc6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u96c6\u6210\u70ed\u654f\u6253\u5370\u673a\u5b9e\u73b0\u5b9e\u4f53\u5316\u8f93\u51fa\uff08\u5f00\u53d1\u8005\u5df2\u56de\u5e94\u8003\u8651\u652f\u6301\uff09\uff0c\u4ee5\u53ca\u5efa\u8bae\u672a\u6765\u589e\u52a0\u6570\u5b57\u76f8\u518c\u3001\u5730\u56fe\u6807\u8bb0\u7b49\u793e\u4ea4\u6216\u7ba1\u7406\u529f\u80fd\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u9891\u7e41\uff0c\u900f\u9732\u5df2\u6709\u7ea6100\u540d\u7528\u6237\uff0c\u5e76\u8ba1\u5212\u6301\u7eed\u66f4\u65b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n StampCut\u7684\u672c\u8d28\uff0c\u5e76\u975e\u4e00\u4e2a\u6280\u672f\u590d\u6742\u7684\u56fe\u50cf\u5904\u7406\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u60c5\u611f\u89e6\u53d1\u5668\u201d\u548c\u201c\u6570\u5b57\u4eea\u5f0f\u611f\u201d\u5236\u9020\u673a\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u6548\u7387\u5de5\u5177\u5ffd\u7565\u7684\u75db\u70b9\uff1a\u5728\u6570\u5b57\u6d2a\u6d41\u4e2d\uff0c\u4eba\u4eec\u5bf9\u7269\u7406\u4e16\u754c\u201c\u5360\u6709\u201d\u548c\u201c\u73cd\u85cf\u201d\u7684\u539f\u59cb\u51b2\u52a8\u4e0e\u60c5\u611f\u8054\u7ed3\u6b63\u5728\u5931\u7126\u3002\u901a\u8fc7\u5c06\u62cd\u7167\u884c\u4e3a\u5305\u88c5\u4e3a\u201c\u6846\u9009\u201d\u4e0e\u201c\u6355\u6349\u90ae\u7968\u201d\u7684\u4eea\u5f0f\uff0c\u5b83\u5c06\u968f\u624b\u62cd\u5347\u683c\u4e3a\u4e00\u6b21\u6709\u76ee\u7684\u7684\u201c\u6536\u85cf\u201d\uff0c\u8d4b\u4e88\u4e86\u666e\u901a\u7269\u54c1\u4ee5\u7eaa\u5ff5\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u4f4e\u95e8\u69db\u5730\u521b\u9020\u4e86\u201c\u7528\u6237\u751f\u6210\u5185\u5bb9\u201d\u7684\u60c5\u611f\u4ef7\u503c\uff0c\u800c\u975e\u5b9e\u7528\u4ef7\u503c\u3002\u5b83\u907f\u5f00\u4e86\u4e0e\u4e13\u4e1a\u56fe\u50cf\u8f6f\u4ef6\u7684\u7ade\u4e89\uff0c\u8f6c\u800c\u670d\u52a1\u4e8e\u8bb0\u5fc6\u5b58\u6863\u3001\u4eb2\u5b50\u4e92\u52a8\u548c\u6000\u65e7\u60c5\u6000\u8fd9\u79cd\u201c\u8f6f\u9700\u6c42\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6210\u529f\u6070\u6070\u5728\u4e8e\u89e6\u52a8\u4e86\u6210\u5e74\u7528\u6237\u5bf9\u7ae5\u5e74\u5b9e\u7269\u6536\u85cf\uff08\u90ae\u7968\u3001\u8d34\u7eb8\uff09\u7684\u96c6\u4f53\u8bb0\u5fc6\uff0c\u5e76\u901a\u8fc7\u201c\u521b\u9020\u81ea\u5df1\u7684\u90ae\u7968\u96c6\u201d\u8fd9\u4e00\u6982\u5ff5\uff0c\u63d0\u4f9b\u4e86\u53ef\u5206\u4eab\u7684\u60c5\u611f\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\u662f\u65b0\u9c9c\u611f\u6d88\u9000\u540e\u7684\u7559\u5b58\u95ee\u9898\uff1a\u5f53\u6536\u96c6\u884c\u4e3a\u672c\u8eab\u7f3a\u4e4f\u793e\u4ea4\u4e92\u52a8\u3001\u6e38\u620f\u5316\u6fc0\u52b1\u6216\u5b9e\u7528\u51fa\u53e3\u65f6\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u73a9\u4e00\u6b21\u5c31\u5220\u201d\u7684\u73a9\u5177\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u70ed\u654f\u6253\u5370\u201d\u5efa\u8bae\u6070\u6070\u70b9\u51fa\u4e86\u5173\u952e\u2014\u2014\u5c06\u6570\u5b57\u60c5\u611f\u951a\u5b9a\u56de\u7269\u7406\u5b9e\u4f53\uff0c\u53ef\u80fd\u662f\u5ef6\u957f\u751f\u547d\u5468\u671f\u7684\u8def\u5f84\u4e4b\u4e00\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\uff0c\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u5145\u6ee1\u60c5\u6000\u7684\u201c\u526f\u9879\u76ee\u201d\u3002\u672a\u6765\u82e5\u60f3\u7a81\u7834\uff0c\u6216\u53ef\u5411\u6559\u80b2\u5de5\u5177\uff08\u513f\u7ae5\u81ea\u7136\u8ba4\u77e5\uff09\u3001\u8f7b\u91cf\u7ea7AR\u5185\u5bb9\u521b\u4f5c\u5e73\u53f0\uff0c\u6216\u4e0e\u5b9e\u4f53\u54c1\u724c\/IP\u8054\u52a8\u7684\u8425\u9500\u5de5\u5177\u65b9\u5411\u63a2\u7d22\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cStampCut\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u7684\u5c0f\u5de7\u4e00\u6b65\u3002\u5b83\u8bc1\u660e\u4e86\u5728AI\u548c\u5143\u5b87\u5b99\u7684\u5b8f\u5927\u53d9\u4e8b\u4e0b\uff0c\u4e00\u4e2a\u7b80\u5355\u3001\u805a\u7126\u4e8e\u4eba\u7c7b\u57fa\u672c\u60c5\u611f\u7684\u6570\u5b57\u5c0f\u4eea\u5f0f\uff0c\u4f9d\u7136\u80fd\u83b7\u5f97\u5171\u9e23\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u70b9\u5b50\u201d\u6210\u957f\u4e3a\u201c\u53ef\u6301\u7eed\u7684\u4ea7\u54c1\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4e3a\u8fd9\u4efd\u201c\u60c5\u611f\u6536\u85cf\u201d\u627e\u5230\u66f4\u6df1\u5c42\u7684\u4e92\u52a8\u573a\u666f\u4e0e\u4ef7\u503c\u95ed\u73af\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\">StampCut<\/span>\n <\/div>\n<div class=\"comment-content\">The world is full of stamps. Point your iPhone at anything \u2013 plants, animals, objects – frame it, and capture it as your own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A week ago I saw a video of a non-existent app that could turn anything around you into a stamp. I showed it to my kids and they immediately asked me to build it.<\/p>\n<p>A few days later it was real. Yesterday it passed App Store review and went live.<\/p>\n<p>StampCut lets you turn anything into a digital collectible. Point your iPhone camera, capture it through a precision cutter frame, and save it as a stamp. Build your own collection from the world around you.<\/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>Good idea, it could be cool, something like that label maker pistol with a camera integrated into this device and make those stamps physical \ud83d\ude42 <\/p>\n<\/p>\n<p>Something like this (but less 00s and more 2020) \ud83d\ude00<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f183381-4b88-4d47-88dd-40d799bc98ad.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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> <\/p>\n<\/p>\n<p>Haha, I can add an option to export images in formats used by common thermal printers, like those in cash registers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Super fun, reminds me of my stamp collection I had as a kid with my father.. good times hahaha love the thermal paper idea someone else had!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>That’s great one! i like the idea. its some nostalgic memories while creating, 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@inagaraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inagaraj<\/a> <\/p>\n<p>Thank you for the support. I will continue developing the app to make it even more engaging and useful. <br \/>It\u2019s true – almost everyone had stamp or sticker collections as a kid!<\/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>You made me miss my old stamp collection, oh the memories! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> <\/p>\n<\/p>\n<p>Thanks for the kind words. I used to have a collection of stamps and Turbo gum stickers too, but I lost them. I\u2019m planning to keep developing the app – I already have around 100 users. <\/p>\n<\/p>\n<p>I plan to add albums with different designs and a map to link albums to places I\u2019ve visited, similar to the Been app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6YDAT2YVYAHHNH\" class=\"app-title\">EmDash CMS<\/a><\/p>\n<div class=\"one-liner\">EmDash is a new open-source CMS from Cloudflare<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>EmDash\u662f\u4e00\u6b3e\u7531Cloudflare\u63a8\u51fa\u7684\u5f00\u6e90CMS\uff0c\u901a\u8fc7\u7ed3\u5408\u7ed3\u6784\u5316\u5185\u5bb9\u3001Astro\u4f18\u5148\u7684\u524d\u7aef\u3001Cloudflare\u539f\u751f\u90e8\u7f72\u548c\u57fa\u4e8e\u660e\u786e\u6743\u9650\u7684\u63d2\u4ef6\u6a21\u578b\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u5b89\u5168\u3001\u8f7b\u91cf\u4e14\u73b0\u4ee3\u5316\u7684WordPress\u66ff\u4ee3\u65b9\u6848\uff0c\u5c24\u5176\u9002\u5408\u9700\u8981\u9ad8\u6027\u80fd\u3001\u6613\u6269\u5c55\u4e14\u4e0d\u4fe1\u4efb\u8fc7\u5ea6\u5f00\u653e\u6743\u9650\u7684\u7f51\u7ad9\u6784\u5efa\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7381109b-42d1-4235-998c-88956844199d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81ecab5d-e7b4-48dc-b2a9-62b3e5d171e5.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\/a3260de0-f02e-4056-9358-b0339d7fe13a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">WordPress<\/span><br \/>\n <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90CMS<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">Astro\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">Cloudflare\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">WordPress\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u73b0\u4ee3\u5316<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\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>\u7528\u6237\u666e\u904d\u5bf9\u57fa\u4e8eAstro\u548cCloudflare\u7684\u67b6\u6784\u8868\u793a\u5174\u594b\uff0c\u8ba4\u4e3a\u5176\u662f\u6df1\u601d\u719f\u8651\u7684WordPress\u8f7b\u91cf\u66ff\u4ee3\u54c1\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u751f\u6001\u53d1\u5c55\u3001\u8003\u8651\u4eceWordPress\/Ghost\u8fc1\u79fb\u3001\u8d5e\u8d4f\u5176\u6269\u5c55\u6027\u8bbe\u8ba1\uff0c\u4f46\u591a\u6570\u7528\u6237\u6301\u89c2\u671b\u6001\u5ea6\uff0c\u5e0c\u671b\u7b49\u5f85\u4ea7\u54c1\u66f4\u52a0\u6210\u719f\u7a33\u5b9a\u540e\u518d\u91c7\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n EmDash CMS\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u53c8\u4e00\u4e2a\u5f00\u6e90CMS\u7684\u8bde\u751f\uff0c\u4e0d\u5982\u8bf4\u662fCloudflare\u5bf9\u5176\u5f00\u53d1\u8005\u751f\u6001\u6218\u7565\u7684\u4e00\u6b21\u7cbe\u51c6\u5361\u4f4d\u3002\u5b83\u5de7\u5999\u5730\u5c06\u51e0\u4e2a\u5f53\u524d\u6700\u53d7\u6280\u672f\u793e\u533a\u8ffd\u6367\u7684\u8981\u7d20\u2014\u2014Astro\u7684\u73b0\u4ee3\u524d\u7aef\u67b6\u6784\u3001Cloudflare\u7684\u8fb9\u7f18\u90e8\u7f72\u80fd\u529b\u3001\u4ee5\u53ca\u201c\u663e\u5f0f\u80fd\u529b\u201d\u7684\u63d2\u4ef6\u5b89\u5168\u6a21\u578b\u2014\u2014\u6253\u5305\u6210\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u529f\u80fd\u5c42\u9762\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u7406\u5ff5\u7684\u8f6c\u5411\uff1a\u5b83\u76f4\u6307\u4f20\u7edfCMS\uff08\u5982WordPress\uff09\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u56e0\u5386\u53f2\u5305\u88b1\u5bfc\u81f4\u7684\u81c3\u80bf\u3001\u4ee5\u53ca\u56e0\u63d2\u4ef6\u7cfb\u7edf\u8fc7\u5ea6\u4fe1\u4efb\u5e26\u6765\u7684\u5b89\u5168\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u201c\u6700\u88ab\u4f4e\u4f30\u7684\u53d1\u5e03\u201d\u3001\u201c\u8f7b\u91cf\u7ea7WordPress\u66ff\u4ee3\u54c1\u201d\u7b49\u8868\u8ff0\u53ef\u4ee5\u770b\u51fa\uff0c\u5e02\u573a\u5bf9\u4e00\u6b3e\u517c\u5177\u73b0\u4ee3\u5f00\u53d1\u4f53\u9a8c\u548c\u5b89\u5168\u6027\u7684CMS\u5b58\u5728\u660e\u786e\u9700\u6c42\u3002\u7136\u800c\uff0cEmDash\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u5176\u4e00\uff0c\u5b83\u5c06\u81ea\u5df1\u4e0eAstro\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u8fd9\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\uff0c\u5929\u7136\u5c06\u7528\u6237\u7fa4\u4f53\u9650\u5b9a\u5728\u8ba4\u53ef\u5e76\u5df2\u6295\u5165Astro\u6280\u672f\u6808\u7684\u5f00\u53d1\u8005\u4e2d\uff0c\u5e02\u573a\u5929\u82b1\u677f\u53ef\u89c1\u3002\u5176\u4e8c\uff0c\u201c\u663e\u5f0f\u80fd\u529b\u201d\u63d2\u4ef6\u6a21\u578b\u867d\u7136\u5b89\u5168\uff0c\u4f46\u63d0\u9ad8\u4e86\u63d2\u4ef6\u5f00\u53d1\u95e8\u69db\uff0c\u53ef\u80fd\u5f71\u54cd\u521d\u671f\u751f\u6001\u7684\u7e41\u8363\u901f\u5ea6\uff0c\u8fd9\u4e0eWordPress\u6d77\u91cf\u63d2\u4ef6\u7684\u5438\u5f15\u529b\u5f62\u6210\u76f4\u63a5\u77db\u76fe\u3002\u5176\u4e09\uff0c\u4f5c\u4e3a\u65b0\u4ea7\u54c1\uff0c\u201c\u6210\u719f\u5ea6\u201d\u548c\u201c\u7a33\u5b9a\u6027\u201d\u662f\u6f5c\u5728\u7528\u6237\u6700\u5927\u7684\u987e\u8651\uff0c\u8bc4\u8bba\u4e2d\u591a\u6b21\u51fa\u73b0\u7684\u201c\u89c2\u671b\u201d\u3001\u201c\u672a\u6765\u8003\u8651\u8fc1\u79fb\u201d\u4fbf\u662f\u660e\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cEmDash\u7684\u4ef7\u503c\u4e3b\u5f20\u975e\u5e38\u7280\u5229\uff1a\u5b83\u5e76\u975e\u9762\u5411\u6240\u6709\u7f51\u7ad9\u5efa\u8bbe\u8005\uff0c\u800c\u662f\u7cbe\u51c6\u670d\u52a1\u4e8e\u90a3\u4e9b\u91cd\u89c6\u6027\u80fd\u3001\u5b89\u5168\u548c\u63a7\u5236\u6743\uff0c\u4e14\u6280\u672f\u6808\u504f\u5411\u73b0\u4ee3JAMStack\u7684\u5f00\u53d1\u8005\u4e0e\u56e2\u961f\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u80fd\u5426\u590d\u5236WordPress\u7684\u89c4\u6a21\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u8f7b\u91cf\u3001\u5b89\u5168\u3001\u4e91\u539f\u751f\u201d\u8fd9\u4e2a\u7ec6\u5206\u8d5b\u9053\u4e2d\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u5f3a\u5927\u7684\u5f00\u53d1\u8005\u5171\u8bc6\u548c\u751f\u6001\u58c1\u5792\u3002Cloudflare\u7684\u80cc\u4e66\u7ed9\u4e86\u5b83\u6781\u9ad8\u7684\u8d77\u8dd1\u7ebf\uff0c\u4f46\u6700\u7ec8\u7684\u80dc\u8d1f\uff0c\u4ecd\u5c06\u53d6\u51b3\u4e8e\u5176\u793e\u533a\u8fd0\u8425\u548c\u8fed\u4ee3\u901f\u5ea6\u80fd\u5426\u5151\u73b0\u5176\u67b6\u6784\u4e0a\u7684\u627f\u8bfa\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\">EmDash CMS<\/span>\n <\/div>\n<div class=\"comment-content\">EmDash is a new open-source CMS from Cloudflare. The reason people care is not just that it exists. It is that EmDash combines structured content, an Astro-first frontend, Cloudflare-native deployment, and a plugin model built around explicit capabilities instead of broad default trust.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exciting to see a CMS building so directly on top of Astro! Love that the importance of extensibility and plugins is being thought about from Day 1.<\/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\/@delucis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@delucis<\/a> i love astro. can’t wait to convert my old wordpress websites to 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The architecture here is really well thought out. I\u2019m excited to watch this ecosystem grow and build on 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This may be the most under-appreciated launch of all times. It’s about time for a lightweight WordPress alternative.<\/p>\n<p>I run my main website on Ghost but I’m open to switch.<\/p>\n<p>And how awesome is the name?! \ud83e\udef8\ud83e\udef7<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’ve been looking for a WordPress replacement for some of the older websites I manage for a while. All of my latest commercial clients’ websites run on Astro, so I’m already familiar with how it works. I’m looking forward to seeing where EmDash CMS is heading, and I’ll consider migrating to it in the future once it’s a bit more mature and stable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A7TCVIYYXKBUD2\" class=\"app-title\">GeneratePPT<\/a><\/p>\n<div class=\"one-liner\">Instantly generated simple, design-forward slides<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u201c\u53cd\u81c3\u80bf\u201d\u7684AI\u6f14\u793a\u6587\u7a3f\u751f\u6210\u5de5\u5177\uff0c\u4e3a\u8ffd\u6c42\u6548\u7387\u7684\u4e13\u4e1a\u4eba\u58eb\u5feb\u901f\u5c06\u5185\u5bb9\u8f6c\u5316\u4e3a\u8bbe\u8ba1\u7b80\u6d01\u3001\u4e13\u4e1a\u7684\u5e7b\u706f\u7247\uff0c\u89e3\u51b3\u5728\u4f20\u7edf\u5de5\u5177\u4e2d\u8fc7\u5ea6\u8c03\u6574\u683c\u5f0f\u800c\u975e\u4e13\u6ce8\u5185\u5bb9\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8567f68-b00a-4f75-a0a9-847b35e45acb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90b9e92d-ac7e-45f9-b98d-40e2c84f5566.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34a94318-f932-4761-9a51-96d565022b2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b8cae3f-53b8-4da9-9fe4-c55877e451ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16488b2b-85bf-4bd1-b93d-a5a2734976b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53cd\u81c3\u80bf\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u53cd\u81c3\u80bf\u201d\u7406\u5ff5\u4e0e\u5feb\u901f\u4ea7\u51fa\u4e13\u4e1a\u8bbe\u8ba1\u7684\u80fd\u529b\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u4e0e\u901a\u7528AI\u6a21\u578b\u5dee\u5f02\u3001\u751f\u6210\u540e\u5e03\u5c40\u63a7\u5236\u5ea6\u3001\u5bf9\u590d\u6742\u9700\u6c42\uff08\u52a8\u753b\u3001\u54c1\u724c\uff09\u7684\u652f\u6301\u3001\u591a\u54c1\u724c\u7ba1\u7406\u53ca\u6587\u4ef6\u683c\u5f0f\u652f\u6301\uff08\u5982PPTX\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\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 GeneratePPT \u7684\u5ba3\u8a00\u4e0e\u5176\u8bf4\u5728\u63a8\u9500\u529f\u80fd\uff0c\u4e0d\u5982\u8bf4\u5728\u53d1\u8d77\u4e00\u573a\u9488\u5bf9\u201c\u5de5\u5177\u81a8\u80c0\u201d\u7684\u53db\u53d8\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u4e00\u4e2a\u666e\u904d\u56f0\u5883\uff1a\u4e13\u4e1a\u6f14\u793a\u8f6f\u4ef6\u8d4b\u4e88\u7528\u6237\u65e0\u9650\u63a7\u5236\u6743\u7684\u540c\u65f6\uff0c\u4e5f\u5077\u8d70\u4e86\u4ed6\u4eec\u6700\u5b9d\u8d35\u7684\u65f6\u95f4\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u5c42\u9762\u7684\u201cAI\u751f\u6210\u5e7b\u706f\u7247\u201d\u2014\u2014\u8fd9\u5df2\u662f\u7ea2\u6d77\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u54f2\u5b66\u4e0a\u7684\u201c\u8bbe\u8ba1\u7ea6\u675f\u201d\u3002\u901a\u8fc7\u4e3b\u52a8\u653e\u5f03\u50cf\u7d20\u7ea7\u62d6\u62fd\u548c\u590d\u6742\u52a8\u753b\uff0c\u5b83\u7528\u9884\u8bbe\u7684\u3001\u7ecf\u8fc7\u5ba1\u7f8e\u7684\u5e03\u5c40\u5e93\uff0c\u627f\u62c5\u4e86\u7528\u6237\u539f\u672c\u4e0d\u64c5\u957f\u6216\u4e0d\u613f\u505a\u7684\u89c6\u89c9\u51b3\u7b56\u3002\u8fd9\u662f\u4e00\u79cd\u201c\u4e13\u5236\u7684\u7f8e\u5b66\u201d\uff0c\u7528\u6709\u9650\u7684\u81ea\u7531\u6362\u53d6\u786e\u5b9a\u6027\u7684\u9ad8\u6548\u4ea7\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6b63\u662f\u8fd9\u4e00\u7406\u5ff5\u7684\u53cc\u5203\u5251\u3002\u62e5\u8db8\u76db\u8d5e\u5176\u201c\u505a\u4e86\u6b63\u786e\u7684\u53d6\u820d\u201d\uff0c\u800c\u8d28\u7591\u8005\u5219\u81ea\u7136\u8ffd\u95ee\u63a7\u5236\u6743\u548c\u590d\u6742\u9700\u6c42\u2014\u2014\u8fd9\u6070\u6070\u662f\u5b83\u523b\u610f\u653e\u5f03\u7684\u6218\u573a\u3002\u4ea7\u54c1\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u80fd\u5426\u6ee1\u8db3\u6240\u6709\u9700\u6c42\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u5176\u5212\u5b9a\u7684\u201c\u6548\u7387\u4f18\u5148\u201d\u573a\u666f\u4e2d\u505a\u5230\u6781\u81f4\u3002\u5f53\u524d\uff0c\u6587\u4ef6\u683c\u5f0f\u652f\u6301\u7b49\u53cd\u9988\u5c5e\u4e8e\u5408\u7406\u7684\u4f53\u9a8c\u4f18\u5316\u8303\u7574\uff0c\u672a\u52a8\u6447\u6839\u672c\u3002\u7136\u800c\uff0c\u5b83\u5fc5\u987b\u6301\u7eed\u8bc1\u660e\uff1a\u5176AI\u751f\u6210\u7684\u201c\u8bbe\u8ba1\u611f\u201d\u80fd\u7a33\u5b9a\u8d85\u8d8a\u901a\u7528\u6a21\u578b\u7684\u5e73\u5eb8\u8f93\u51fa\uff0c\u4e14\u5176\u7b80\u6d01\u5de5\u4f5c\u6d41\u5728\u5e94\u5bf9\u7a0d\u590d\u6742\u7684\u771f\u5b9e\u5546\u4e1a\u573a\u666f\uff08\u5982\u591a\u54c1\u724c\uff09\u65f6\u4ecd\u6e38\u5203\u6709\u4f59\u3002\u5426\u5219\uff0c\u201c\u53cd\u81c3\u80bf\u201d\u53ef\u80fd\u6ca6\u4e3a\u201c\u529f\u80fd\u6b8b\u7f3a\u201d\u7684\u906e\u7f9e\u5e03\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u662f\u5bf9\u201c\u5de5\u5177\u5373\u670d\u52a1\u201d\u672c\u8d28\u7684\u4e00\u6b21\u7280\u5229\u53e9\u95ee\uff1a\u7528\u6237\u9700\u8981\u7684\uff0c\u7a76\u7adf\u662f\u4e07\u80fd\u745e\u58eb\u519b\u5200\uff0c\u8fd8\u662f\u4e00\u628a\u950b\u5229\u4e13\u4e00\u7684\u89e3\u5256\u5200\uff1f\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GeneratePPT<\/span>\n <\/div>\n<div class=\"comment-content\">The anti bloat presentation tool. Built for professionals who value their time more than pixel perfect alignment.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! After years of building design tools, one thing really stuck with me: <strong>most people are not trying to become designers<\/strong>. They don\u2019t want endless controls or a \u201cpowerful\u201d platform full of options. <strong>They just want to get the job done without fighting the tool.<\/strong><\/p>\n<\/p>\n<p><strong>That\u2019s the idea behind GeneratePPT.<\/strong><\/p>\n<\/p>\n<p>I kept seeing the same pattern in my previous products too. <strong>People were not asking for more complexity. They wanted less friction.<\/strong> Less time wasted tweaking things that should have been simple.<\/p>\n<\/p>\n<p>And presentations are one of the clearest examples of this. You open a slide builder to make something quickly, and somehow end up spending way too much time aligning elements or digging through options, when all you really needed was <strong>one good layout<\/strong> that looks clean and professional.<\/p>\n<\/p>\n<p><strong>GeneratePPT is my response to that.<\/strong><\/p>\n<\/p>\n<p>It\u2019s <strong>not a creative suite<\/strong>. It\u2019s a tool built to help you <strong>go from idea to polished deck fast<\/strong>, especially when the content matters more than playing designer.<\/p>\n<\/p>\n<p>It won\u2019t be for everyone. If you want <strong>a million knobs and sliders<\/strong>, you\u2019ll probably hate it! But if you want to make a solid presentation and move on with your day, <strong>that\u2019s exactly who I built it for.<\/strong><\/p>\n<\/p>\n<p>And personally, that matters a lot to me. Building tools like this has given me something I value more than money: <strong>time<\/strong>. That\u2019s why I care so much about <strong>building products that save other people\u2019s time too<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fer_momento\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fer_momento<\/a> What’s one real-world example from your testing where GeneratePPT turned a content-heavy outline into a deck faster than traditional builders?\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So we give the AI details and get the PPT’s generated right? what extra do I get by using generate ppt instead doing it from general LLM’s?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> there\u2019s wayyyy more to it than that. You\u2019ve got 3 free decks to try it yourself and see the difference!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Instant slides that don’t look like an AI made them is harder than it sounds. How much control do you have over the layout after generation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love the anti-bloat idea, but how do you handle more complex content needs like animations or custom branding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> i don\u2019t. that\u2019s the whole anti-bloat thing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Creating a good PPT is always a pain point. Can I manage more than 1 brand under single subscription, or is it 1 account = 1 context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syaman<\/a> you can.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>most ai slide generators fall apart at the visual layer. the content might be structured well enough, but the output ends up looking like every other ai-generated deck, which undermines the whole point if you’re trying to make something that reads as professional.<\/p>\n<\/p>\n<p>generateppt’s ‘anti bloat’ framing suggests they’ve approached this differently, by constraining the design surface instead of expanding it. pre-decided layouts and a curated slide library means the tool makes the visual choices that most people waste time on anyway. the trade-off (no drag-anywhere editing) is exactly the right one if the goal is a clean, fast output rather than a sandbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> what is this comment man \ud83d\ude2d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If the platform can genuinely manage the context of user-dumped materials well, I think this scratches the perfect spot I got what I want to put in a PPT, but it looks bad when I do it myself. I’ve been working as a freelance marketer for couple months, and just dumping all the contents to AI makes horrible PPT.<\/p>\n<p>One issue I found using it – when uploading a file, it says it will only accept PDF, DOCX, TXT, I actually can upload another forms of file. Although it seems to be not processed, it gets messy. Maybe you could just block a file if type is inappropriate.<\/p>\n<\/p>\n<p>Also, as a marketer, most of my reference materials are in PPTX, JPG, or PNG. It’d be useful if these types are also supported.<\/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\/@teok555\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@teok555<\/a> thanks for the feedback! that\u2019s strange is clearly set to accept only .pdf, .docx, .txt<\/p>\n<\/p>\n<p>did you try generating a deck and then customizing it a bit? curious how that part felt for you.<\/p>\n<p>and yeah, support uploading pptx as source makes a lot of sense<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4LHGLMD3TCVGBR\" class=\"app-title\">SlapWindows<\/a><\/p>\n<div class=\"one-liner\">Slap your Windows, it screams back<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aWindows\u7528\u6237\u8bbe\u8ba1\u7684\u5a31\u4e50\u5e94\u7528\uff0c\u901a\u8fc7\u9ea6\u514b\u98ce\u4fa6\u6d4b\u62cd\u6253\u684c\u9762\u7684\u52a8\u4f5c\uff0c\u89e6\u53d1\u8bbe\u5907\u53d1\u51fa\u641e\u7b11\u97f3\u6548\uff0c\u5728\u67af\u71e5\u7684\u5de5\u4f5c\u573a\u666f\u4e2d\u4e3a\u7528\u6237\u63d0\u4f9b\u65e0\u5398\u5934\u7684\u60c5\u7eea\u5ba3\u6cc4\u548c\u4e92\u52a8\u4e50\u8da3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bf90bc9-bef7-4ffc-9268-ee23f80a433e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0307cf25-53bb-41bd-9e3d-ff704f7677ea.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\">Funny<\/span><br \/>\n <span class=\"tag\">Side Project<\/span><br \/>\n <span class=\"tag\">Memes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5a31\u4e50\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u641e\u7b11\u97f3\u6548<\/span><br \/>\n <span class=\"tag\">\u538b\u529b\u7f13\u89e3<\/span><br \/>\n <span class=\"tag\">\u6076\u4f5c\u5267\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u730e\u5947\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Windows\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u6709\u8da3\u3001\u201c\u4e0d\u5fc5\u8981\u4f46\u559c\u6b22\u201d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u652f\u4ed8\u6545\u969c\uff08\u5df2\u89e3\u51b3\uff09\u548c\u5185\u5bb9\u5206\u7ea7\uff08\u90e8\u5206\u97f3\u6548\u530518+\uff09\u3002\u6709\u7528\u6237\u63d0\u53ca\u5ba0\u7269\u88ab\u97f3\u6548\u60ca\u5413\u7684\u8da3\u4e8b\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u53ca\u65f6\uff0c\u4fee\u590d\u4e86\u652f\u4ed8\u95ee\u9898\u5e76\u8fdb\u884c\u4e86\u5e7d\u9ed8\u56de\u5e94\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 SlapWindows\u662f\u4e00\u6b3e\u5c06\u201c\u65e0\u610f\u4e49\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u7684\u6570\u5b57\u73a9\u5177\u3002\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u5230\u4e86\u73b0\u4ee3\u529e\u516c\u573a\u666f\u4e2d\u4e00\u79cd\u5fae\u5999\u7684\u60c5\u611f\u9700\u6c42\uff1a\u5bf9\u6297\u5de5\u5177\u7406\u6027\u5e26\u6765\u7684\u5f02\u5316\u4e0e\u6c89\u95f7\u3002\u7b14\u8bb0\u672c\u7535\u8111\u4f5c\u4e3a\u9ad8\u6548\u3001\u51b7\u9759\u7684\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u5176\u201c\u6c89\u9ed8\u7684\u51dd\u89c6\u201d\u672c\u8eab\u6784\u6210\u4e86\u4e00\u79cd\u538b\u529b\u3002\u6b64\u4ea7\u54c1\u901a\u8fc7\u8d4b\u4e88\u8bbe\u5907\u62df\u4eba\u5316\u7684\u201c\u53cd\u6297\u201d\u884c\u4e3a\u2014\u2014\u5c16\u53eb\u3001\u6297\u8bae\u3001\u653e\u5c41\uff0c\u5b8c\u6210\u4e86\u4e00\u6b21\u77ed\u6682\u7684\u89d2\u8272\u53cd\u8f6c\u548c\u6743\u529b\u89e3\u6784\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u79cd\u6210\u672c\u6781\u4f4e\u7684\u60c5\u7eea\u5ba3\u6cc4\u4eea\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u6216\u529f\u80fd\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u6210\u529f\u7684\u6587\u5316\u7b26\u53f7\u590d\u5236\u4e0e\u5e02\u573a\u7ec6\u5206\u3002\u5b83\u7ee7\u627f\u4e86slapMac\u7684\u75c5\u6bd2\u5f0f\u521b\u610f\uff0c\u5e76\u7cbe\u51c6\u5207\u5165Windows\u8fd9\u4e00\u66f4\u5e9e\u5927\u7684\u7528\u6237\u57fa\u672c\u76d8\u3002\u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\u63d0\u4f9b7\u79cd\u97f3\u6548\u5305\uff0c\u5176\u4e2d\u5305\u542b\u9690\u6666\u7684\u201c18+\u201d\u5185\u5bb9\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5c06\u4e00\u6b21\u6027\u73a9\u7b11\u8f6c\u5316\u4e3a\u6f5c\u5728\u7684\u591a\u6b21\u4ed8\u8d39\u70b9\uff0c\u5e76\u5229\u7528\u793e\u4ea4\u5c34\u5c2c\u548c\u730e\u5947\u5fc3\u7406\u9a71\u52a8\u4f20\u64ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u672a\u6765\u540c\u6837\u6e05\u6670\u3002\u5176\u6838\u5fc3\u4f53\u9a8c\u9ad8\u5ea6\u4f9d\u8d56\u65b0\u9c9c\u611f\uff0c\u590d\u8d2d\u548c\u957f\u671f\u7559\u5b58\u5b58\u7591\u3002\u97f3\u6548\u5185\u5bb9\u7684\u5c3a\u5ea6\u53ef\u80fd\u6210\u4e3a\u5206\u53d1\u5e73\u53f0\u7684\u5ba1\u6838\u98ce\u9669\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5f00\u53d1\u8005\u7684\u8fd0\u8425\u91cd\u70b9\u5728\u652f\u4ed8\u901a\u9053\u548c\u5ba2\u670d\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u672c\u8d28\u662f\u5feb\u901f\u9a8c\u8bc1\u5e02\u573a\u3001\u8ffd\u6c42\u77ed\u671f\u73b0\u91d1\u6d41\u7684\u5fae\u578b\u5546\u4e1a\u5b9e\u9a8c\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u4e3a\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u751f\u610f\uff0c\u4f46\u65e0\u7591\u662f\u4e00\u6b21\u5bf9\u201c\u8f7b\u91cf\u7ea7\u6570\u5b57\u5a31\u4e50\u201d\u8fb9\u754c\u7684\u6709\u8da3\u63a2\u7d22\uff0c\u8bc1\u660e\u4e86\u5728\u5de5\u5177\u7406\u6027\u81f3\u4e0a\u7684\u8f6f\u4ef6\u751f\u6001\u4e2d\uff0c\u60c5\u611f\u5316\u548c\u5a31\u4e50\u5316\u5197\u4f59\u4ecd\u5b58\u5728\u5e02\u573a\u7f1d\u9699\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\">SlapWindows<\/span>\n <\/div>\n<div class=\"comment-content\">I built this product inspired by slapmac.com. Meet SlapWindows \u2014 the most unnecessary app you’ll buy this year. And you’ll love every second of it. Tired of your laptop just sitting there, silently judging you? Now it fights back. SlapWindows listens through your microphone and the moment it detects a slap on your desk or laptop lid \u2014 it screams, moans, farts, or dramatically protests in one of 7 hilarious voice packs. Your coworkers will have questions. You will have no regrets.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I built SlapWindows for windows users because my laptop deserved consequences. inspired by slapMac, I added 7 voice packs and a USB moaner mode, and now here we are. Would love your feedback \u2014 and yes, the Goat pack is absolutely worth it. \ud83d\udc10<\/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 one version also 18+? \ud83d\ude00 For sure, asking before public embarrassment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Umm\u2026 yeah, kinda 18+ \ud83d\udc40, but only one pack out of 7. Please check the website. There is currently a payment failure issue, so kindly wait.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I have resolved the payment issue, it is ok, now you can make the payment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>My cat jumped onto the table, the laptop farted and now the cat is traumatized for life. Are u covering my vet therapy bills?\ud83d\ude2d\ud83e\udd23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> \ud83d\ude2d\ud83e\udd23 Official statement: We\u2019re not responsible for emotional damage to cats\u2026 but we can offer unlimited virtual hugs \ud83d\udc3e<\/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>Few days back only I upvoted slapmac as the idea was fun and asked for windows version! Thanks Man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nayan_surya98 There is currently a payment failure issue on the website; I am working on fixing 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> I have resolved the payment issue, it is ok, now you can make the payment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so unnecessary\u2026 I love it \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@hjkim_114 \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 knew it was coming after I saw slapMac, lol!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> ofcourse<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZGTR2X6YBHJSMH\" class=\"app-title\">Mesh LLM<\/a><\/p>\n<div class=\"one-liner\">Pool compute to run powerful open models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mesh LLM \u5c06\u95f2\u7f6e\u7b97\u529b\u81ea\u52a8\u7ec4\u7f51\uff0c\u6784\u5efa\u6210\u4e00\u4e2a\u70b9\u5bf9\u70b9\u7684\u63a8\u7406\u4e91\uff0c\u4f7f\u5f00\u53d1\u8005\u548c\u56e2\u961f\u80fd\u591f\u4fbf\u6377\u3001\u4f4e\u6210\u672c\u5730\u90e8\u7f72\u548c\u8fd0\u884c\u5404\u7c7b\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u79c1\u6709\u5316\u90e8\u7f72\u590d\u6742\u3001\u7b97\u529b\u8d44\u6e90\u5206\u6563\u4e14\u5229\u7528\u7387\u4f4e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/659daa69-f001-4ced-8de9-ab2f062a0874.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6aebbb8-b233-4ba6-a0fb-14f79fbb733b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/091bd88e-e7d0-4e40-8c09-9615e9409fa6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d9efe62-10ac-4e46-b6ed-8ed61a94ea86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5206\u5e03\u5f0f\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u70b9\u5bf9\u70b9\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u7b97\u529b\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u6a21\u578b\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316AI<\/span><br \/>\n <span class=\"tag\">\u7b97\u529b\u6c60\u5316<\/span><br \/>\n <span class=\"tag\">OpenAI\u517c\u5bb9<\/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\u5c06\u5176\u7c7b\u6bd4\u4e3a\u201c\u63a8\u7406\u7248\u7684SETI@Home\u201d\uff0c\u5e76\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u81ea\u52a8\u914d\u7f6e\u80fd\u529b\u7b80\u5316\u4e86\u90e8\u7f72\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\u53ef\u9760\u6027\u6311\u6218\uff1a\u5728\u52a8\u6001\u3001\u4e0d\u7a33\u5b9a\u7684\u95f2\u7f6e\u7b97\u529b\u7f51\u7edc\u4e2d\uff0c\u5982\u4f55\u4f18\u96c5\u5904\u7406\u8282\u70b9\u9000\u51fa\u3001\u4efb\u52a1\u5931\u8d25\u548c\u91cd\u8bd5\uff0c\u786e\u4fdd\u5bf9\u4e0a\u6e38AI\u5e94\u7528\u900f\u660e\uff0c\u662f\u4ea7\u54c1\u9762\u4e34\u7684\u5173\u952e\u6280\u672f\u96be\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mesh LLM \u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u53bb\u4e2d\u5fc3\u5316\u7b97\u529b\u4e4c\u6258\u90a6\uff0c\u4f46\u5176\u6838\u5fc3\u4ef7\u503c\u4e0e\u6838\u5fc3\u98ce\u9669\u540c\u51fa\u4e00\u6e90\uff1a\u5229\u7528\u201c\u95f2\u7f6e\u7b97\u529b\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u65e2\u662f\u5176\u98a0\u8986\u6027\u6240\u5728\uff0c\u4e5f\u662f\u5176\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u521b\u65b0\u70b9\u5728\u4e8e\u201c\u81ea\u52a8\u914d\u7f6e\u7684P2P\u7f51\u7edc\u201d\u4e0e\u201cOpenAI\u517c\u5bb9\u7aef\u70b9\u201d\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u6df7\u4e71\u7684\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u5efa\u7acb\u79e9\u5e8f\u548c\u6807\u51c6\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u4e2a\u4eba\u4e0e\u5c0f\u578b\u56e2\u961f\u63a5\u5165\u548c\u8c03\u5ea6\u5f02\u6784\u7b97\u529b\u7684\u95e8\u69db\u3002\u5b83\u8ba9\u201c\u968f\u5904\u8fd0\u884c\u79c1\u6709\u6a21\u578b\u201d\u548c\u201c\u4ee3\u7406\u95f4P2P\u534f\u4f5c\u201d\u4ece\u590d\u6742\u7684\u57fa\u7840\u8bbe\u65bd\u5de5\u7a0b\uff0c\u7b80\u5316\u4e3a\u8fd1\u4e4e\u5373\u63d2\u5373\u7528\u7684\u670d\u52a1\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u5f53\u524dAI\u5f00\u53d1\u4e2d\uff0c\u7b97\u529b\u6210\u672c\u9ad8\u4f01\u4e0e\u90e8\u7f72\u8fd0\u7ef4\u590d\u6742\u7684\u53cc\u91cd\u75db\u70b9\uff0c\u5176\u613f\u666f\u662f\u8ba9\u7b97\u529b\u50cf\u7f51\u7edc\u5e26\u5bbd\u4e00\u6837\u6d41\u52a8\u8d77\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u523a\u7834\u4e86\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u9694\u819c\u3002\u201c\u95f2\u7f6e\u7b97\u529b\u201d\u672c\u8d28\u4e0a\u662f\u4e0d\u53ef\u9760\u3001\u5f02\u6784\u4e14\u9ad8\u5ea6\u52a8\u6001\u7684\u3002\u5bf9\u4e8e\u4e25\u8083\u7684AI\u5de5\u4f5c\u6d41\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u72b6\u6001\u4fdd\u6301\u7684\u667a\u80fd\u4f53\u4efb\u52a1\uff0c\u4e00\u6b21\u4e2d\u95f4\u63a8\u7406\u8282\u70b9\u7684\u95ea\u9000\u53ef\u80fd\u5bfc\u81f4\u6574\u4e2a\u4efb\u52a1\u94fe\u5931\u8d25\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u7ec4\u7f51\u80fd\u529b\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u201c\u9690\u5f62\u201d\u7684\u6545\u969c\u5904\u7406\u80fd\u529b\u2014\u2014\u5305\u62ec\u667a\u80fd\u8def\u7531\u3001\u72b6\u6001\u8fc1\u79fb\u3001\u65e0\u7f1d\u91cd\u8bd5\u4ee5\u53ca\u6700\u7ec8\u4e00\u81f4\u6027\u7684\u4fdd\u8bc1\u3002\u8fd9\u9700\u8981\u6781\u5176\u590d\u6742\u7684\u5206\u5e03\u5f0f\u534f\u8c03\u7cfb\u7edf\u4f5c\u4e3a\u652f\u6491\uff0c\u5176\u96be\u5ea6\u8fdc\u8d85\u63d0\u4f9b\u4e00\u4e2a\u6807\u51c6API\u7aef\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cMesh LLM\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e00\u4e2a\u751f\u4ea7\u7ea7\u7684\u9ad8\u53ef\u9760\u63a8\u7406\u670d\u52a1\uff0c\u800c\u5728\u4e8e\u5f00\u521b\u4e86\u4e00\u4e2a\u65b0\u7684\u7b97\u529b\u8d44\u6e90\u914d\u7f6e\u8303\u5f0f\u3002\u5b83\u66f4\u53ef\u80fd\u7387\u5148\u5728\u5f00\u53d1\u6d4b\u8bd5\u3001\u6a21\u578b\u5b9e\u9a8c\u3001\u7814\u7a76\u534f\u4f5c\u4ee5\u53ca\u5bf9\u5ef6\u8fdf\u548c\u53ef\u9760\u6027\u4e0d\u654f\u611f\u7684\u6279\u91cf\u4efb\u52a1\u573a\u666f\u4e2d\u843d\u5730\u3002\u82e5\u5176\u80fd\u653b\u514b\u52a8\u6001\u7f51\u7edc\u4e0b\u7684\u53ef\u9760\u6027\u96be\u9898\uff0c\u5b83\u5c06\u4e0d\u4ec5\u4ec5\u662f\u53c8\u4e00\u4e2a\u63a8\u7406\u5de5\u5177\uff0c\u800c\u53ef\u80fd\u6210\u4e3a\u672a\u6765\u53bb\u4e2d\u5fc3\u5316AI\u57fa\u7840\u8bbe\u65bd\u7684\u91cd\u8981\u57fa\u5ea7\uff1b\u82e5\u4e0d\u80fd\uff0c\u5b83\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6781\u5ba2\u73a9\u5177\u3002\u5176\u53d1\u5c55\u8def\u5f84\uff0c\u5c06\u662f\u5bf9\u201c\u727a\u7272\u53ef\u63a7\u6027\u4ee5\u6362\u53d6\u5f39\u6027\u4e0e\u6210\u672c\u4f18\u52bf\u201d\u8fd9\u4e00\u547d\u9898\u7684\u4e00\u6b21\u5173\u952e\u5b9e\u8df5\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mesh LLM<\/span>\n <\/div>\n<div class=\"comment-content\">Turn spare capacity into an auto-configured p2p inference cloud. Serve many models, access your private models from anywhere, or share compute with others, let your agents collaborate p2p.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s SETI at Home but for inference! \ud83e\udd29<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 auto-configured p2p setup is the clever bit. most self-hosted inference solutions require you to manually manage which node is running what model, handle routing yourself, and accept that you’ll be ssh-ing into machines whenever something needs updating. auto-configuring the mesh and exposing a standard openai-compatible endpoint means your existing agent tooling just works without a custom client.<\/p>\n<\/p>\n<p>where this gets hard is reliability under real agent workflows. spare capacity is honest framing, but spare capacity is also the most volatile kind. when an agent mid-task makes a follow-up call and the node has dropped or a worker left the mesh, the retry behavior matters a lot. handling partial failures gracefully without surfacing errors to whatever client is consuming the api is a non-trivial coordination problem, especially as the mesh grows beyond a few trusted machines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/P6JKCNW4DMITZ7\" class=\"app-title\">Gerri<\/a><\/p>\n<div class=\"one-liner\">Put your contract redlines on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gerri\u662f\u4e00\u6b3eAI\u5408\u540c\u8c08\u5224\u4ee3\u7406\uff0c\u901a\u8fc7\u5e94\u7528\u4f01\u4e1a\u9884\u8bbe\u7684\u8c08\u5224\u7b56\u7565\u624b\u518c\uff0c\u81ea\u52a8\u5ba1\u6838\u5408\u540c\u3001\u5904\u7406\u5e38\u89c4\u6761\u6b3e\uff0c\u5e76\u5c06\u590d\u6742\u95ee\u9898\u7cbe\u51c6\u8f6c\u4ea4\u76f8\u5e94\u56e2\u961f\u6210\u5458\uff0c\u5728\u8de8\u90e8\u95e8\u5408\u540c\u8bc4\u5ba1\u573a\u666f\u4e2d\uff0c\u6781\u5927\u63d0\u5347\u4e86\u5408\u540c\u5904\u7406\u6548\u7387\uff0c\u89e3\u51b3\u4e86\u5408\u540c\u5ba1\u6279\u6d41\u7a0b\u5197\u957f\u3001\u91cd\u590d\u6027\u5de5\u4f5c\u591a\u3001\u8de8\u90e8\u95e8\u534f\u540c\u4e0d\u7545\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d946fd9-3ef3-41d6-ba8a-2001c237f2af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/655496b2-26cd-49d4-b5ac-132463070aab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c64f57e-c876-4984-84cd-ef41d2561a7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9c950ee-56b7-48b8-a68d-174dccae9a35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b16a0aa7-7f32-4634-8c2b-059828a6728a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0839860-a031-4066-8c7a-518738ab1475.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\/ff680e35-a66f-49e9-8fc5-daaef041ade3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QL4nIETkZnY\"><source src=\"https:\/\/www.youtube.com\/watch?v=QL4nIETkZnY\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Legal<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5408\u540c\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8c08\u5224<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u8de8\u90e8\u95e8\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5408\u540c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u7b56\u7565\u624b\u518c\u7684\u5b9a\u5236\u5316\u4e0e\u5b66\u4e60\u80fd\u529b\uff08\u80fd\u5426\u5904\u7406\u975e\u6807\u51c6\u6761\u6b3e\u3001\u4ece\u4eba\u5de5\u8986\u5199\u4e2d\u5b66\u4e60\uff09\uff1b2. \u542f\u52a8\u95e8\u69db\uff08\u662f\u5426\u9700\u8981\u9884\u5148\u6709\u6210\u6587\u624b\u518c\uff09\uff1b3. \u5b9e\u65bd\u6311\u6218\uff08\u5982\u4f55\u8ba9\u975e\u6cd5\u5f8b\u56e2\u961f\u4fe1\u4efb\u81ea\u52a8\u5316\u3001\u5efa\u7acb\u4fe1\u5fc3\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u542f\u52a8\u65b9\u6848\u4e0e\u5efa\u7acb\u4fe1\u4efb\u7684\u8def\u5f84\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 Gerri\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201cAI\u5f8b\u5e08\u52a9\u624b\u201d\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4f01\u4e1a\u5408\u540c\u5de5\u4f5c\u6d41\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u63d0\u5347\u5ba1\u9605\u901f\u5ea6\uff0c\u800c\u662f\u5f3a\u5236\u4f01\u4e1a\u5728\u4f7f\u7528\u524d\u5c06\u6a21\u7cca\u3001\u5206\u6563\u5728\u5404\u4eba\u8111\u4e2d\u7684\u8c08\u5224\u7acb\u573a\uff0c\u6c89\u6dc0\u4e3a\u53ef\u6267\u884c\u7684\u3001\u8de8\u90e8\u95e8\u5bf9\u9f50\u7684\u201c\u7b56\u7565\u624b\u518c\u201d\u3002\u8fd9\u4e00\u8fc7\u7a0b\u672c\u8eab\uff0c\u5c31\u662f\u4e00\u6b21\u5b9d\u8d35\u7684\u5408\u89c4\u4e0e\u98ce\u63a7\u68b3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u201c\u5b8c\u5168\u66ff\u4ee3\u4eba\u7c7b\u201d\u7684\u4f26\u7406\u4e0e\u6280\u672f\u9677\u9631\uff0c\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u89c4\u5219\u6267\u884c\u8005\u201d\u4e0e\u201c\u667a\u80fd\u8def\u7531\u5458\u201d\u3002\u5b83\u5904\u7406\u53ef\u9884\u6d4b\u768480%\u91cd\u590d\u6027\u95ee\u9898\uff0c\u800c\u5c06\u771f\u6b63\u9700\u8981\u6cd5\u5f8b\u5224\u65ad\u4e0e\u5546\u4e1a\u59a5\u534f\u768420%\u590d\u6742\u95ee\u9898\uff0c\u8fde\u540c\u4e0a\u4e0b\u6587\u7cbe\u51c6\u9001\u8fbe\u8d23\u4efb\u4eba\u3002\u8fd9\u79cd\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u8bbe\u8ba1\uff0c\u6bd4\u9f13\u5439\u5168\u81ea\u52a8\u5ba1\u9605\u66f4\u4e3a\u52a1\u5b9e\uff0c\u4e5f\u964d\u4f4e\u4e86\u843d\u5730\u963b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u201c\u7b56\u7565\u624b\u518c\u201d\u7684\u8d28\u91cf\u4e0e\u5b8c\u5907\u6027\uff0c\u8fd9\u6784\u6210\u4e86\u5176\u4e3b\u8981\u95e8\u69db\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u8fd9\u70b9\uff0c\u63d0\u4f9b\u4e86\u4ece\u96f6\u6784\u5efa\u3001\u5386\u53f2\u5408\u540c\u6316\u6398\u3001\u5f8b\u6240\u5408\u4f5c\u7b49\u591a\u79cd\u542f\u52a8\u8def\u5f84\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u4ea7\u54c1\u80fd\u5426\u5728\u540e\u7eed\u8fed\u4ee3\u4e2d\uff0c\u5c06\u201c\u4eba\u7c7b\u8986\u5199\u201d\u6570\u636e\u6709\u6548\u53cd\u9988\u81f3\u7b56\u7565\u4f18\u5316\u5faa\u73af\uff0c\u5b9e\u73b0\u624b\u518c\u7684\u6301\u7eed\u667a\u80fd\u8fdb\u5316\uff0c\u4ece\u800c\u5f62\u6210\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u82e5\u4ec5\u505c\u7559\u5728\u9759\u6001\u89c4\u5219\u6267\u884c\u5c42\u9762\uff0c\u5176\u957f\u671f\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\u603b\u4f53\u800c\u8a00\uff0cGerri\u6293\u4f4f\u4e86\u4f01\u4e1a\u5408\u540c\u6d41\u7a0b\u4e2d\u201c\u534f\u540c\u4f4e\u6548\u201d\u8fd9\u4e00\u66f4\u672c\u8d28\u7684\u75db\u70b9\uff0c\u8bbe\u8ba1\u601d\u8def\u6e05\u6670\uff0c\u4f46\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5176\u7cfb\u7edf\u7684\u5b66\u4e60\u4e0e\u8fdb\u5316\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gerri<\/span>\n <\/div>\n<div class=\"comment-content\">Gerri is the AI agent for contract negotiation. It reviews any contract and applies your playbook to automatically accept, reject, or push back. Anything outside the playbook gets routed to the right person on your team. Most AI contract tools only help the lawyer, but sales, finance, ops, and legal all have a stake in getting a deal signed. Gerri works for all of them. 90% reviewed in under 3 minutes. First 3 free.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m Jake Stein, co-founder and CEO of Common Paper.<\/p>\n<\/p>\n<p>We built Gerri because of a pattern we kept hearing from our users. Contracts were slowing deals down, and when we dug into why, the answer was almost always the same: redlines.<\/p>\n<\/p>\n<p>What surprised us was how repetitive the problem was. Most companies were seeing an 80\/20 situation where a handful of the same issues came up on contract after contract. They wanted to loop in their attorneys for the really thorny legal issues, but not to answer the same questions over and over again. Also, many of the contract questions aren’t legal at all, but instead need to be answered by a different member of the team.<\/p>\n<\/p>\n<p>What was missing was a way to decide once, and then have the system handle it automatically from that point forward. That’s the core of how Gerri works: you build a playbook that reflects how your company actually negotiates, and Gerri’s AI applies it to every contract that comes in. Accepts what you’d accept. Pushes back on what you’d push back on. And escalates the things that genuinely need a human, routing each issue to the right person (legal, sales, finance, etc.), then generating a clean file that’s either ready to sign or send back to the other side.<\/p>\n<\/p>\n<p>The result is that 90% of contracts get reviewed in under 3 minutes, often before anyone on your team has realized that the contract arrived.<\/p>\n<\/p>\n<p>Happy to answer any questions about how the playbook works, how teams are using it, or anything else. And if you want to see it in action, there’s a short demo linked above.<\/p>\n<\/p>\n<p>First 3 contracts are free at <a href=\"http:\/\/getgerri.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">getgerri.ai<\/a><\/p>\n<\/p>\n<p>I’d love to hear how you’re handling redlines today and what you wish existed<\/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\/@jakestein\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakestein<\/a> How customizable are the playbooks for non-standard clauses, and does Gerri learn from team overrides to suggest playbook updates over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jakestein\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakestein<\/a> I couldn’t focus on the project\u2014there were such cuties in the video \u2764\ufe0f<\/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>does a company need a documented playbook before gerri can do anything, or does it help you build one from scratch?<\/p>\n<\/p>\n<p>based on the description, it sounds like the playbook comes first, since gerri “applies” it rather than creates it. that actually makes sense for later-stage teams where contract positions are already established but stuck in someone’s head. the real unlock isn’t the 3-minute review time, it’s forcing cross-functional alignment on what’s actually acceptable upfront, which is a conversation most companies avoid until a deal is already in trouble. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@gabrielpineda that\u2019s a great question. Most of the companies that use Gerri didn\u2019t have a playbook before they started using it. <\/p>\n<p>There are a few options for creating one:<\/p>\n<p>1) Our law firm partner creates one for you<\/p>\n<p>2) We can mine your previously signed contracts for potential playbook rules that would have gotten you to a similar place as those accepted contracts, and then you can review to see if it matches your actual preferences<\/p>\n<p>2) You can start with a sample playbook we provide and then iterate on that as you go<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> Good question! Most of the companies that use Gerri didn\u2019t have a playbook before they started using it. There are a few options for creating one:<\/p>\n<ul>\n<li>\n<p>Our law firm partner creates one for you<\/p>\n<\/li>\n<li>\n<p>We can mine your previously signed contracts for potential playbook rules that would have gotten you to a similar place as those accepted contracts, and then you can review to see if it matches your actual preferences<\/p>\n<\/li>\n<li>\n<p>You can start with the sample playbook we provide and then iterate on that as you go<\/p>\n<\/li>\n<\/ul>\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! Let\u2019s go!<\/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\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a> Thank you! And btw Liveblocks is super cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could be a huge unlock for deal flow. The biggest hurdle I see is getting the non-legal teams to trust the automation. What does the onboarding look like to get a company’s playbook into the system and build that initial confidence with the sales and finance folks?<\/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\/@krutytskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krutytskyi<\/a> Thank you and that’s a great question! We can help with migrating existing playbooks into Gerri, although in many cases it’s as easy as copying and pasting some text. The much trickier step, as you called out, is inspiring confidence. One thing that helps many teams is running some of their historical contracts through the system first. That way, they can see how Gerri follows their playbook and compare to what they did manually before. <\/p>\n<\/p>\n<p>Additionally, Gerri provides an auditable record of every decision it makes, the playbook rule(s) it used, and the rationale of how it was applied. The humans on the team have the option of overriding those decisions, and of course those are recorded as well. So the process is often like bringing on a new employee. You check their work at first until you’re confident in them, and then you can give more and responsibility as they earn it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/VW32GRLYORNSDP\" class=\"app-title\">Turn It Gen Z<\/a><\/p>\n<div class=\"one-liner\">Turn any text into Gen Z slang instantly<\/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>\u4e00\u6b3e\u5c06\u666e\u901a\u6587\u672c\u5373\u65f6\u8f6c\u6362\u4e3a\u591a\u79cd\u98ce\u683cZ\u4e16\u4ee3\u4fda\u8bed\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u4eba\u5458\u3001\u54c1\u724c\u65b9\u6216\u5e74\u957f\u7528\u6237\u5728\u9762\u5411\u5e74\u8f7b\u7fa4\u4f53\u65f6\u8bed\u8a00\u98ce\u683c\u8131\u8282\u3001\u6c9f\u901a\u4e0d\u7545\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf411edf-6a49-4bb7-86ed-182ee182e9c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/174fdc59-5d1f-4f7f-b767-450eee40f587.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42afe626-d1e5-4eb2-b14e-9669c8f9afc4.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\/11b15e23-36ca-4dca-882a-0499b5112199.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1rHHgSYAJlg\"><source src=\"https:\/\/youtu.be\/1rHHgSYAJlg\" 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\">Funny<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u672c\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">GenZ\u4fda\u8bed<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u6ee4\u955c<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u6d41\u884c\u8bed<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\u4f7f\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u6709\u8da3\u4e14\u5bf9\u793e\u4ea4\u5185\u5bb9\u521b\u4f5c\u6709\u7528\uff0c\u5c24\u5176\u5bf9\u4e0d\u719f\u6089\u5e74\u8f7b\u6587\u5316\u7684\u7fa4\u4f53\u662f\u5b9e\u7528\u7ffb\u8bd1\u5668\u3002\u4e3b\u8981\u5efa\u8bae\u662f\u589e\u52a0\u201c\u53cd\u5411\u7ffb\u8bd1\u201d\uff08\u4fda\u8bed\u8f6c\u666e\u901a\u6587\u672c\uff09\u529f\u80fd\uff0c\u5e76\u6301\u7eed\u66f4\u65b0\u4fda\u8bed\u8bcd\u5178\u4ee5\u4fdd\u6301\u65f6\u6548\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Turn It Gen Z \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u5145\u6ee1\u620f\u8c11\u611f\u7684\u201c\u9ed1\u8bdd\u751f\u6210\u5668\u201d\uff0c\u4f46\u5176\u5185\u6838\u63ed\u793a\u4e86\u4e00\u4e2a\u6df1\u523b\u7684\u793e\u4f1a\u6280\u672f\u8d8b\u52bf\uff1a\u4ee3\u9645\u6570\u5b57\u6c9f\u901a\u9e3f\u6c9f\u5df2\u4ece\u7406\u89e3\u969c\u788d\u6f14\u53d8\u4e3a\u8868\u8fbe\u969c\u788d\u3002\u4ea7\u54c1\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5229\u57fa\u4f46\u521a\u9700\u7684\u5e02\u573a\u2014\u2014\u54c1\u724c\u8425\u9500\u7684\u201cfellow kids\u201d\u56f0\u5883\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u7ffb\u8bd1\u201d\u7684\u51c6\u786e\u6027\uff08AI\u672c\u8eab\u5c31\u5728\u52a8\u6001\u5851\u9020\u7f51\u7edc\u4fda\u8bed\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u201c\u6587\u5316\u7f13\u51b2\u5c42\u201d\u548c\u201c\u98ce\u683c\u5b89\u5168\u6c14\u56ca\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u63d0\u4f9b\u201c\u89e3\u91ca\u6a21\u5f0f\u201d\uff0c\u8fd9\u4f7f\u5176\u8d85\u8d8a\u4e86\u5a31\u4e50\u5de5\u5177\uff0c\u9644\u52a0\u4e86\u5b66\u4e60\u4ef7\u503c\uff0c\u7f13\u89e3\u4e86\u7528\u6237\u7684\u8ba4\u77e5\u7126\u8651\uff1b\u4e8c\u662f\u5f15\u5165\u201c\u5f3a\u5ea6\u6ed1\u5757\u201d\u548c\u201c\u4fda\u8bed\u53d1\u660e\u6a21\u5f0f\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u6587\u5316\u771f\u5b9e\u6027\u201d\u7684\u5de7\u5999\u89e3\u6784\u3002\u5b83\u627f\u8ba4\u4e86\u54c1\u724c\u4e0e\u539f\u751f\u6587\u5316\u4e4b\u95f4\u7684\u672c\u8d28\u8ddd\u79bb\uff0c\u5e76\u8f6c\u800c\u63d0\u4f9b\u4e00\u79cd\u53ef\u8c03\u63a7\u7684\u3001\u620f\u4eff\u5f0f\u7684\u53c2\u4e0e\u65b9\u5f0f\uff0c\u8fd9\u6bd4\u7b28\u62d9\u7684\u6a21\u4eff\u66f4\u5b89\u5168\uff0c\u4e5f\u66f4\u5177\u81ea\u5632\u5f0f\u7684\u4f20\u64ad\u5f39\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u5f53Z\u4e16\u4ee3\u7528\u6237\u53d1\u73b0\u4efb\u4f55\u5bf9\u8bdd\u65b9\u90fd\u80fd\u901a\u8fc7\u5de5\u5177\u77ac\u95f4\u201c\u638c\u63e1\u201d\u4ed6\u4eec\u7684\u8bed\u8a00\u65f6\uff0c\u8fd9\u79cd\u4e9a\u6587\u5316\u7b26\u53f7\u7cfb\u7edf\u4fbf\u4f1a\u52a0\u901f\u901a\u8d27\u81a8\u80c0\u548c\u5931\u6548\uff0c\u5bfc\u81f4\u65b0\u4e00\u8f6e\u7684\u8bed\u8a00\u519b\u5907\u7ade\u8d5b\u3002\u5de5\u5177\u5728\u5f25\u5408\u9e3f\u6c9f\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5728\u52a0\u5267\u6587\u5316\u7684\u4e0d\u5b89\u5168\u611f\u548c\u758f\u79bb\u611f\u3002\u4ece\u957f\u8fdc\u770b\uff0c\u5b83\u6216\u8bb8\u4e0d\u662f\u6c9f\u901a\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u6c9f\u901a\u8868\u6f14\u5316\u7684\u50ac\u5316\u5242\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\uff0c\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u8bcd\u5178\u201d\u8fdb\u5316\u4e3a\u201c\u6587\u5316\u98ce\u5411\u6807\u201d\uff0c\u5e76\u5728\u8fd9\u573a\u5b83\u4eb2\u624b\u63a8\u52a8\u7684\u8bed\u8a00\u6f14\u5316\u8d5b\u4e2d\u4fdd\u6301\u9886\u5148\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\">Turn It Gen Z<\/span>\n <\/div>\n<div class=\"comment-content\">Turn It Gen Z translates your boring text into pure internet gold. Pick your vibe – brainrot, sigma, TikTok, corporate, soft, and more – then copy or share straight to X. No signup needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Turn It Gen Z translates your boring text into Gen Z slang instantly –<br \/>pick a vibe, hit convert, share to X or anywhere you want.<\/p>\n<p>I built this because I kept seeing marketers and brands try to sound<br \/>young and failing spectacularly. The slang was wrong, the energy was<br \/>off, it was giving very “fellow kids.” So I made an AI that actually<br \/>gets it.<\/p>\n<p>There are 7 modes: brainrot, sigma, TikTok, Twitter, corporate, soft,<br \/>and an “explain” mode that translates AND glosses every term so you<br \/>actually learn the slang. Intensity slider goes from barely-there to<br \/>maximum chaos.<\/p>\n<p>3 free translations, no signup. Rizz Pass unlocks unlimited + slang<br \/>invention mode (it generates slang that doesn’t exist yet – it’s unhinged).<\/p>\n<p>Use <strong>PRODUCTHUNT80<\/strong> for 80% off on Rizz Pass.<\/p>\n<p>Would love to know: which mode do you try first? And what words are you<br \/>already using that are apparently ancient? \ud83d\ude2d<\/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\/@liquidatorab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liquidatorab<\/a> We should have the vice versa as well \ud83d\ude00 Turning Gen Z slang to meaningful sentences…<\/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>Needing AI to understand some slang feels like the “How do u do fellow kids” meme, haha. Seems like Im officialy old rn)<\/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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> haha<\/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 actually pretty fun \ud83d\ude02<\/p>\n<p>Can see this being useful for social posts.<\/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\">@hjkim_114 haha, thanks. yupp it is one of the intended use cases.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea!<\/p>\n<\/p>\n<p>As a middle-aged person, I sometimes really struggle to understand Gen Z slang, especially when I’m working on products aimed at that group. It honestly feels like I need a translator.<\/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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> haha, 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>This is interesting! also the dictionary is quite helpful for someone who wants to understand meaning of these words which they must have heard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Hey, thanks! I am working on updating the dictionary periodically, so that it always has the newest words and slangs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FQZ5HNO4P4ZN27\" class=\"app-title\">FindThem<\/a><\/p>\n<div class=\"one-liner\">Describe ideal lead or investor – get their Linkedin & email<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FindThem\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u641c\u7d22\u5f15\u64ce\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5728\u6d77\u91cfLinkedIn\u8d44\u6599\u53ca\u7f51\u7edc\u6570\u636e\u4e2d\u7cbe\u51c6\u5b9a\u4f4d\u7406\u60f3\u5ba2\u6237\u3001\u6295\u8d44\u8005\u6216\u4eba\u624d\uff0c\u5e76\u76f4\u63a5\u63d0\u4f9b\u5df2\u9a8c\u8bc1\u7684\u8054\u7cfb\u65b9\u5f0f\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u3001\u62db\u8058\u53ca\u878d\u8d44\u573a\u666f\u4e0b\u4eba\u5de5\u641c\u5bfb\u6548\u7387\u4f4e\u4e0b\u3001\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bc7fbfd-d030-4090-8a09-2b21e88ca56a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aee3ba94-9e7c-4f21-8706-5183bdd40d33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53f07929-83ba-49fa-a473-b77f36693dc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/402e15e5-6ed6-4827-b28a-068d23153ac3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5873445c-0e57-4a99-b69a-e7df7a925321.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\/dbcd2c3d-f4f0-4073-8820-239cbec909e8.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/2ac6d9851af545a4a8d761b3b3fb5249\"><source src=\"https:\/\/www.loom.com\/share\/2ac6d9851af545a4a8d761b3b3fb5249\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Investing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u8005\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u5bfb\u6e90<\/span><br \/>\n <span class=\"tag\">LinkedIn\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u8054\u7cfb\u4eba\u4fe1\u606f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u589e\u5f3a<\/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\uff1a1\uff09\u80af\u5b9a\u6309\u4f7f\u7528\u4ed8\u8d39\u6a21\u5f0f\u964d\u4f4e\u4e86\u5c1d\u8bd5\u95e8\u69db\uff1b2\uff09\u8d28\u7591\u7ebf\u7d22\u5bfc\u51fa\u540e\u7684\u8f6c\u5316\u6548\u7387\uff0c\u6307\u51faCRM\u5bf9\u63a5\u4e0e\u8ddf\u8fdb\u662f\u6f5c\u5728\u74f6\u9888\uff1b3\uff09\u63a2\u8ba8\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u4e0e\u6570\u636e\u589e\u5f3a\u5c42\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u80fd\u6355\u6349\u4f20\u7edf\u7b5b\u9009\u65e0\u6cd5\u8986\u76d6\u7684\u4e0a\u4e0b\u6587\uff1b4\uff09\u5173\u5fc3\u6279\u91cf\u641c\u7d22\u4e0e\u5bfc\u51fa\u529f\u80fd\uff1b5\uff09\u63d0\u51fa\u5de5\u5177\u4f7f\u7ebf\u7d22\u53d1\u73b0\u53d8\u6613\u540e\uff0c\u9ad8\u8d28\u91cf\u89e6\u8fbe\u5c06\u6210\u4e3a\u66f4\u5173\u952e\u7684\u7ade\u4e89\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FindThem\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4f20\u7edf\u201c\u4eba\u8109\u641c\u5bfb\u201d\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u7cbe\u51c6\u89e3\u6784\u4e0e\u6548\u7387\u9769\u547d\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u641c\u7d22\u201d\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5b83\u5de7\u5999\u5730\u7528\u201c\u6309\u7ed3\u679c\u4ed8\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u523a\u7a7f\u4e86Sales Navigator\u7b49\u8ba2\u9605\u5236\u5de5\u5177\u7b51\u8d77\u7684\u5fc3\u7406\u548c\u8d22\u52a1\u9ad8\u5899\uff0c\u4ee5\u6781\u4f4e\u7684\u8bd5\u9519\u6210\u672c\u5438\u5f15\u7528\u6237\u5165\u573a\u3002\u8fd9\u6b65\u68cb\u5f88\u806a\u660e\uff0c\u56e0\u4e3a\u5b83\u6df1\u77e5\u76ee\u6807\u7528\u6237\u2014\u2014\u521b\u4e1a\u8005\u3001\u9500\u552e\u2014\u2014\u5bf9\u627f\u8bfa\u6027\u652f\u51fa\u7684\u9ad8\u5ea6\u654f\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u7684\u534e\u4e3d\u4e0e\u7528\u6237\u8bc4\u8bba\u7684\u51b7\u9759\u5f62\u6210\u4e86\u6709\u8da3\u5bf9\u7167\u3002\u8bc4\u8bba\u8fc5\u901f\u5c06\u7126\u70b9\u4ece\u201c\u5982\u4f55\u627e\u5230\u4eba\u201d\u8f6c\u5411\u4e86\u201c\u627e\u5230\u4e4b\u540e\u600e\u4e48\u529e\u201d\u3002\u4e00\u4f4d\u7528\u6237\u7684\u6d1e\u5bdf\u5c24\u4e3a\u7280\u5229\uff1a\u5de5\u5177\u89e3\u51b3\u4e86\u53d1\u73b0\uff08Prospecting\uff09\u95ee\u9898\uff0c\u5374\u53ef\u80fd\u8ba9\u8f6c\u5316\uff08Conversion\uff09\u95ee\u9898\u6084\u7136\u6076\u5316\u3002\u8fd9\u63ed\u793a\u4e86FindThem\u4e43\u81f3\u540c\u7c7b\u5de5\u5177\u7684\u4ef7\u503c\u5929\u82b1\u677f\uff1a\u5b83\u4eec\u672c\u8d28\u4e0a\u662f\u201c\u6570\u636e\u63d0\u53d6\u4e0e\u589e\u5f3a\u5f15\u64ce\u201d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u201c\u9500\u552e\u6210\u529f\u5f15\u64ce\u201d\u3002\u5176\u4ef7\u503c\u5151\u73b0\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7528\u6237\u540e\u7eed\u7684CRM\u7cfb\u7edf\u6210\u719f\u5ea6\u4e0e Outreach\uff08\u89e6\u8fbe\uff09\u80fd\u529b\u3002\u521b\u59cb\u4eba\u9884\u544a\u7684\u201cAI\u64b0\u5199\u4e2a\u6027\u5316\u89e6\u8fbe\u201d\u529f\u80fd\uff0c\u6b63\u662f\u8bd5\u56fe\u5411\u4e0a\u6e38\u5ef6\u4f38\u4ef7\u503c\u3001\u5e94\u5bf9\u6b64\u8d28\u7591\u7684\u76f4\u63a5\u56de\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u5206\u6790\u5728\u4e8e\u5176\u6280\u672f\u53d9\u4e8b\u3002\u201c\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u662f\u5426\u53ea\u662f\u7f8e\u5316\u8fc7\u7684\u8fc7\u6ee4\u5668\uff1f\u4ece\u56de\u590d\u770b\uff0c\u5176\u5e95\u6c14\u5728\u4e8e\u201c\u8bed\u4e49\u641c\u7d22+\u7f51\u7edc\u6570\u636e\u589e\u5f3a\u201d\u3002\u8fd9\u610f\u5473\u7740\u5b83\u8bd5\u56fe\u7406\u89e3\u201c\u4e00\u4e2a\u6709\u8fc7\u9000\u51fa\u7684\u91d1\u878d\u79d1\u6280\u8fd0\u8425\u8005\u201d\u8fd9\u7c7b\u6a21\u7cca\u63cf\u8ff0\uff0c\u5e76\u5173\u8054\u5230\u4e2a\u4eba\u5199\u4f5c\u3001\u6f14\u8bb2\u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002\u5982\u679c\u771f\u80fd\u53ef\u9760\u5b9e\u73b0\uff0c\u8fd9\u786e\u5b9e\u8d85\u8d8a\u4e86LinkedIn\u57fa\u4e8e\u6807\u9898\u3001\u804c\u4f4d\u7684\u50f5\u5316\u7b5b\u9009\uff0c\u4e3a\u5bfb\u627e\u90a3\u4e9b\u201c\u96be\u4ee5\u7528\u5934\u8854\u5b9a\u4e49\u201d\u7684\u5173\u952e\u4eba\u7269\u63d0\u4f9b\u4e86\u65b0\u8def\u5f84\u3002\u4f46\u5176\u6280\u672f\u58c1\u5792\u4e0e\u7ed3\u679c\u7684\u53ef\u89e3\u91ca\u6027\uff08\u201c\u76f8\u5173\u6027\u8bc4\u5206\u201d\u662f\u5426\u771f\u7684\u53ef\u4fe1\uff09\u5c06\u662f\u6301\u7eed\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cFindThem\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u660e\u786e\u4e14\u75db\u82e6\u7684\u5e02\u573a\u7f1d\u9699\uff0c\u5e76\u7528\u521b\u65b0\u7684\u5b9a\u4ef7\u6a21\u5f0f\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u3002\u4f46\u5b83\u6240\u89e3\u51b3\u7684\u53ea\u662f\u6f2b\u957f\u5546\u4e1a\u94fe\u8def\u4e2d\u7684\u7b2c\u4e00\u4e2a\u73af\u8282\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u80fd\u627e\u5230\u591a\u5c11\u4efd\u8d44\u6599\uff0c\u800c\u53d6\u51b3\u4e8e\u591a\u5c11\u7528\u6237\u80fd\u7528\u5b83\u627e\u5230\u7684\u4eba\uff0c\u771f\u6b63\u8fbe\u6210\u4e86\u4ea4\u6613\u3001\u878d\u8d44\u6216\u62db\u8058\u3002\u5de5\u5177\u8ba9\u53d1\u73b0\u53d8\u201c\u6613\u201d\uff0c\u4f46\u5546\u4e1a\u6210\u529f\u4f9d\u7136\u5f88\u201c\u96be\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\">FindThem<\/span>\n <\/div>\n<div class=\"comment-content\">FindThem is an AI-powered search engine across 1B+ LinkedIn profiles enriched with Web Data. Find angel investors, sales prospects, hiring managers, and decision-makers with verified emails. Try free, credits per profile found & enrichment [No subscription].<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Kuda, the maker of FindThem.<\/p>\n<p>The problem: Every founder raising capital, every sales rep building a pipeline, and every recruiter sourcing candidates does the same thing, they spend hours scrolling through LinkedIn, guessing at search filters, and copy-pasting profiles into spreadsheets. LinkedIn Sales Navigator costs $100+\/mo and still makes you do the manual work.<\/p>\n<p>To solve it I built: FindThem lets you describe who you’re looking for in plain English like “angel investors in healthtech, based in EU, invested pre-seed in last 12 months” and our AI searches across 1B+ LinkedIn profiles, cross-referenced with data from the entire web. You get back verified emails, LinkedIn URLs, enriched company data, and a relevance score explaining why each person matches.<\/p>\n<p>How it works:<\/p>\n<p>Search \u2192 describe your ideal person in natural language<br \/>\nEnrich \u2192 every result comes with verified contact data<br \/>\nExport \u2192 CSV, plug into your CRM<br \/>\nWhat makes us different:<\/p>\n<p>No LinkedIn Premium or Sales Navigator needed<br \/>\nPay per profile found \u2014 no subscriptions, no per-seat pricing<br \/>\nAI relevance scoring explains why each match fits your criteria<br \/>\nWe’re a small team and built this because we were tired of spending 10+ hours building a single prospect list manually. Now it takes minutes.<\/p>\n<p>Coming soon: AI-drafted personalized outreach for every person on your list.<\/p>\n<p>Would love to hear – what’s your biggest frustration when trying to find the right people to reach out to? \ud83d\udcac<\/p>\n<p>Try it free at findthem.pro -> no credit card needed.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kuda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kuda<\/a> Congratulations on this. I’m going to try it out. But I must say the pay-per-profile model is smart, it removes the commitment barrier that makes founders hesitate to try new tools. The real question is what happens after the export. A CSV of verified leads is only as useful as the system receiving it. Most founders plug it into whatever CRM they already have, which often isn’t set up to handle enriched data properly. I’m talking about wrong pipeline stages, no follow-up sequences, contact records that just sit there. The prospecting problem gets solved and the conversion problem quietly gets worse.<\/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>does natural language search actually handle descriptions like ‘fintech operator who’s exited once and is now investing in b2b saas’ differently from keyword search, or is the ‘describe your ideal lead’ interface just a more polished way to run the same structured filters?<\/p>\n<\/p>\n<p>from what i can read, the differentiation is in the enrichment layer. 1b+ profiles with web data layered on top of linkedin means the matching isn’t limited to what’s in someone’s headline or job titles. if the enrichment actually captures context that structured fields miss, like conference speaking history, writing, or other signals, then natural language queries start to mean something qualitatively different. for use cases where the right person is hard to find by title alone, that’s where this earns its pitch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> The natural language search here is not polished filters , it is semantic search + verifiable requirements that get evaluated against 1B+ profiles enriched with web data, so “fintech operator who’s exited once” can match someone whose LinkedIn says “GP at [fund]” but whose writing and talks reveal the operating background. <\/p>\n<p>But yeah the enrichment layer is what makes natural language queries mean something qualitatively different.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Quite useful! But if lead discovery becomes trivial with tools like this, do you think the real bottleneck shifts to outreach 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> outreach quality was always the most important – this tool gives you more options<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is going to be really helpful for HR’s at our company, just a quick question how do we make a bulk search and bulk export?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> hi you just search for how many profiles you need up to 1000 and then export as csv<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KZSZAHVOCLF664\" class=\"app-title\">Duck, Duck, Duck! by IDEO<\/a><\/p>\n<div class=\"one-liner\">An opinionated robot rubber duck for Claude code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210Claude AI\u7684\u5b9e\u4f53\u6a61\u76ae\u9e2d\uff0c\u5728\u7f16\u7a0b\u8c03\u8bd5\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u8bed\u97f3\u4e92\u52a8\u548c\u7269\u7406\u52a8\u4f5c\u63d0\u4f9b\u5b9e\u65f6\u53cd\u9988\u4e0e\u610f\u89c1\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u9891\u7e41\u5207\u6362\u5c4f\u5e55\u7126\u70b9\u3001\u7f3a\u4e4f\u73af\u5883\u611f\u77e5\u548c\u5355\u5411\u201c\u6a61\u76ae\u9e2d\u8c03\u8bd5\u6cd5\u201d\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e0cf18ad-4519-4d40-9671-1e6f4d81bf71.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_cADZ8Gwh70\"><source src=\"https:\/\/youtu.be\/_cADZ8Gwh70\" 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\/235e91ae-046a-4b2c-8df3-712e014c72dc.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\/9245d087-d569-4404-8b76-d3a04762f67d.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\/0b116636-9b99-4af7-a5cc-48bb1c114ec1.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\/19deff7e-9110-4446-b9e0-ce34f9c1a5e3.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\/9effa8f2-2005-4064-9302-c1f10abfb2e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27d1bb99-47c5-4c48-909b-9b4467a61e3a.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\">Robots<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u4f53\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6a61\u76ae\u9e2d\u8c03\u8bd5\u6cd5<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u611f\u77e5\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u914d\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Claude\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\u53cd\u9988\u96c6\u4e2d\u5728\u4e09\u70b9\uff1a\u7269\u7406\u53cd\u5e94\u521b\u9020\u4e86\u72ec\u7279\u7684\u73af\u5883\u611f\u77e5\u4fe1\u53f7\uff1b\u5176\u201c\u6709\u4e3b\u89c1\u201d\u7684\u7279\u6027\u4f7f\u5176\u66f4\u50cf\u88ab\u52a8\u4ee3\u7801\u5ba1\u67e5\u5458\uff1b\u62c5\u5fc3\u901a\u77e5\u5e72\u6270\uff08\u5982Zoom\u5171\u4eab\u5c4f\u5e55\u65f6\uff09\u53ca\u6743\u9650\u8bf7\u6c42\u88ab\u5ffd\u7565\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u5176\u517c\u5177\u201c\u4f34\u4fa3\u201d\u548c\u201c\u7eaf\u6743\u9650\u63d0\u793a\u201d\u6a21\u5f0f\uff0c\u5e76\u63a2\u8ba8\u5b9e\u4f53\u5f62\u6001\u662f\u5426\u8ba9\u53cd\u9988\u66f4\u96be\u4ee5\u5ffd\u89c6\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 Duck, Duck, Duck! \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u9887\u5177\u5671\u5934\u7684\u201c\u4f1a\u8bf4\u8bdd\u7684\u6a61\u76ae\u9e2d\u201d\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u6b21\u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u201c\u6ce8\u610f\u529b\u7ecf\u6d4e\u201d\u548c\u201c\u53cd\u9988\u901a\u9053\u201d\u7684\u6fc0\u8fdb\u5b9e\u9a8c\u3002\u5b83\u8bd5\u56fe\u7528\u5b9e\u4f53\u786c\u4ef6\u6253\u7834\u5c4f\u5e55\u7684\u5784\u65ad\uff0c\u5c06AI\u7684\u4ee3\u7801\u5ba1\u67e5\u4e0e\u5efa\u8bae\uff0c\u901a\u8fc7\u7269\u7406\u4f3a\u670d\u52a8\u4f5c\u548c\u8bed\u97f3\uff0c\u6ce8\u5165\u5f00\u53d1\u8005\u7684\u5b9e\u4f53\u73af\u5883\u3002\u8fd9\u8fdc\u4e0d\u6b62\u4e8e\u8da3\u5473\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5f00\u521b\u4e86\u201c\u73af\u5883\u611f\u77e5\u8c03\u8bd5\u201d\u3002\u8bc4\u8bba\u4e2d\u7cbe\u51c6\u6307\u51fa\u7684\u201c\u5916\u56f4\u6ce8\u610f\u529b\u201d\u6a21\u5f0f\uff0c\u6b63\u662f\u5176\u6838\u5fc3\u2014\u2014\u5c06\u5173\u952e\u72b6\u6001\uff08\u8fd0\u884c\u3001\u5931\u8d25\u3001\u72b9\u8c6b\uff09\u7f16\u7801\u4e3a\u8f7b\u5fae\u7684\u7269\u7406\u52a8\u4f5c\u6216\u7b80\u77ed\u8bed\u97f3\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u4e0d\u4e2d\u65ad\u4e3b\u8981\u4efb\u52a1\u6d41\u7684\u60c5\u51b5\u4e0b\uff0c\u4fdd\u6301\u5bf9\u540e\u53f0\u8fdb\u7a0b\u7684\u6001\u52bf\u611f\u77e5\u3002\u8fd9\u76f4\u6307\u591a\u4efb\u52a1\u5e76\u884c\u65f6\u8ba4\u77e5\u8d1f\u8377\u8fc7\u8f7d\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e8c\u662f\u63a2\u7d22\u4e86\u201c\u5177\u8eab\u5316AI\u6279\u8bc4\u201d\u7684\u6548\u529b\u3002\u4ea7\u54c1\u56e2\u961f\u63d0\u51fa\u7684\u95ee\u9898\u5207\u4e2d\u8981\u5bb3\uff1a\u804a\u5929\u7a97\u53e3\u4e2d\u7684\u4ee3\u7801\u8bc4\u5ba1\u6613\u4e8e\u88ab\u5ffd\u7565\uff0c\u4f46\u684c\u9762\u4e0a\u4e00\u4e2a\u6447\u5934\u6643\u8111\u7684\u5b9e\u4f53\u5bf9\u8c61\u53d1\u51fa\u7684\u610f\u89c1\uff0c\u5176\u5fc3\u7406\u6743\u91cd\u622a\u7136\u4e0d\u540c\u3002\u8fd9\u89e6\u53ca\u4e86\u4eba\u673a\u4ea4\u4e92\u4e2d\u4e00\u4e2a\u6df1\u5c42\u8bae\u9898\uff1a\u53cd\u9988\u7684\u8f7d\u4f53\u5f62\u5f0f\u5982\u4f55\u5f71\u54cd\u5176\u88ab\u63a5\u53d7\u7684\u7a0b\u5ea6\uff1f\u5c06AI\u4eba\u683c\u5316\u3001\u5b9e\u4f53\u5316\uff0c\u53ef\u80fd\u663e\u8457\u63d0\u9ad8\u5f00\u53d1\u8005\u5bf9\u4ee3\u7801\u89c4\u8303\u3001\u574f\u5473\u9053\u7684\u91cd\u89c6\u7a0b\u5ea6\uff0c\u5c3d\u7ba1\u4e5f\u53ef\u80fd\u5e26\u6765\u6240\u8c13\u7684\u201c\u60c5\u611f\u4f24\u5bb3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u91cd\u5ea6\u4f9d\u8d56\u7279\u5b9a\u751f\u6001\uff08Claude Code\uff09\uff0c\u573a\u666f\u72ed\u7a84\u3002\u5176\u6b21\uff0c\u5c06\u901a\u77e5\u4ece\u5c4f\u5e55\u79fb\u81f3\u5b9e\u4f53\u7a7a\u95f4\uff0c\u5e76\u672a\u6839\u672c\u89e3\u51b3\u201c\u901a\u77e5\u75b2\u52b3\u201d\u95ee\u9898\uff0c\u53cd\u800c\u53ef\u80fd\u56e0\u5176\u5b9e\u4f53\u5b58\u5728\u611f\uff0c\u5728\u9700\u8981\u4e13\u6ce8\u65f6\u5f62\u6210\u65b0\u7684\u5e72\u6270\u6e90\u3002\u7528\u6237\u62c5\u5fc3\u7684Zoom\u4f1a\u8bae\u201c\u793e\u6b7b\u201d\u573a\u666f\uff0c\u6b63\u662f\u6b64\u7c7b\u98ce\u9669\u7684\u5177\u4f53\u4f53\u73b0\u3002\u6700\u540e\uff0c\u5176\u201c\u610f\u89c1\u201d\u7684\u8d28\u91cf\u4e0e\u5206\u5bf8\u611f\u5c06\u662f\u6210\u8d25\u5173\u952e\u3002\u82e5AI\u5efa\u8bae\u6d41\u4e8e\u7410\u788e\u6216\u4e0d\u591f\u7cbe\u51c6\uff0c\u8fd9\u6b3e\u4ef7\u683c\u4e0d\u83f2\u7684\u201c\u610f\u89c1\u9e2d\u201d\u5c06\u8fc5\u901f\u4ece\u65b0\u5947\u4f34\u4fa3\u6ca6\u4e3a\u607c\u4eba\u6446\u8bbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u5148\u950b\u6982\u5ff5\u4ea7\u54c1\uff0c\u5176\u610f\u4e49\u4e0d\u5728\u4e8e\u5f53\u4e0b\u89e3\u51b3\u591a\u5927\u95ee\u9898\uff0c\u800c\u5728\u4e8e\u5927\u80c6\u8d28\u7591\u5e76\u62d3\u5bbd\u4e86\u5f00\u53d1\u5de5\u5177\u7684\u4ea4\u4e92\u8fb9\u754c\u3002\u5b83\u63d0\u51fa\u7684\u95ee\u9898\u2014\u2014\u6211\u4eec\u662f\u5426\u53ea\u80fd\u901a\u8fc7\u5c4f\u5e55\u4e0eAI\u534f\u4f5c\uff1f\u2014\u2014\u6bd4\u5b83\u5f53\u524d\u7ed9\u51fa\u7684\u7b54\u6848\u66f4\u4e3a\u91cd\u8981\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\">Duck, Duck, Duck! by IDEO<\/span>\n <\/div>\n<div class=\"comment-content\">Rubber duck debugging. But the duck talks back. Your rubber duck now has Claude and opinions. Duck Duck Duck listens in on your coding sessions, understands what’s happening, and responds. Robot optional. – Speaks when Claude runs, fails, or hesitates – Reacts physically (yes, really) – Lets you approve actions with your voice – Occasionally questions your decisions Limitation of liability: We are not responsible for any emotional damage caused by the duck’s opinions of your variable names.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">So you let your Macbook send you notifications… and then you are on zoom, or sharing your screen and blow you up… so you shut that stuff down.<\/p>\n<p>Then, you use claude code. You send it off to do some stuff, then you go to another app, or you start hitting things on your desk with a hammer thinking everything is just fine. 30 minutes later you realize that 29 minutes ago claude got stuck waiting for your permission.<\/p>\n<p>Some people build robots to help clean your house, or to solve public transportation, or more ambitiously to improve a single desktop notification problem. Such as DuckDuckDuck. It has a servo. It has opinions. It has a backstory it refuses to share.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the physical reaction angle is the most interesting bit. almost all developer tooling assumes your only feedback channel is the screen. having something in your physical space that reacts when claude runs or fails creates an ambient signal you can notice with peripheral attention instead of actively watching a terminal. it’s a different mode of awareness entirely.<\/p>\n<\/p>\n<p>the ‘opinionated’ framing is doing more work than it looks. classic rubber duck debugging is you explaining the problem to something that doesn’t respond. adding opinions, especially on your variable names and decisions, shifts it closer to a passive code reviewer than a debugging aid. that’s a different value proposition and probably a different use case.<\/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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> You’ve articulated the ambient signal thing better than we did in our own description, so we might steal that framing, thanks!<\/p>\n<p>The passive code reviewer point is something we’ve been sitting with. In practice the duck ends up being <em>both<\/em> things depending on the mode. Companion is closer to what you’re describing, opinionated and reactive, while Permissions Only is almost purely ambient, a physical signal that something needs your attention without any editorial commentary. We didn’t fully separate those value propositions in the marketing a bit intentionally because we were curious which parts people would respond to.<\/p>\n<p>The thing we’re most curious about is whether the physical presence <em>changes <\/em>any of the dynamic of the opinions. A code reviewer in a chat window is easy to ignore. A small yellow object on your desk tilting its head and saying something about your variable names is harder to dismiss — we’re finding there’s something about the embodied form that makes the feedback land differently. (We think, but we’ll see!)<\/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 physical reaction part makes it unique, I was wondering does it have specific physical reactions when you ignore it’s suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/XWFEUF7RX6LAT4\" class=\"app-title\">Slide2Video<\/a><\/p>\n<div class=\"one-liner\">Turn slides into narrated videos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Slide2Video \u53ef\u5c06\u6f14\u793a\u6587\u7a3f\u5728\u51e0\u5206\u949f\u5185\u81ea\u52a8\u8f6c\u6362\u4e3a\u5e26\u65c1\u767d\u7684\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u521b\u59cb\u4eba\u3001\u8425\u9500\u4eba\u5458\u548c\u6559\u80b2\u5de5\u4f5c\u8005\u4ece\u201c\u5b8c\u6210\u5e7b\u706f\u7247\u201d\u5230\u201c\u53d1\u5e03\u53ef\u5206\u4eab\u89c6\u9891\u201d\u6d41\u7a0b\u7e41\u7410\u3001\u8017\u65f6\u8fc7\u957f\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f733f5d2-72c4-4bf9-a1e9-c6ac9fc11df7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fbdd190-bdb1-4995-a67d-c79347eaba1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d14e88ac-ea8f-4198-a311-260780a05241.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a44dc20-82a1-4136-84f7-19e4a39b95a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21222113-a3d9-4550-b9d0-3976763427b8.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e7b\u706f\u7247\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5305\u62ec\uff1a\u521b\u59cb\u4eba\u9610\u8ff0\u5f00\u53d1\u521d\u8877\uff08\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u7684\u7e41\u7410\u6d41\u7a0b\uff09\uff1b\u7528\u6237\u5efa\u8bae\u6dfb\u52a0\u4ea7\u54c1\u6f14\u793a\u89c6\u9891\uff1b\u6709\u7ade\u54c1\u6307\u51fa\u5176\u4e0e\u201c\u89c6\u9891\u63d0\u53d6\u7247\u6bb5\u201d\u529f\u80fd\u7684\u4e92\u8865\u6027\uff1b\u7528\u6237\u8be2\u95ee\u65c1\u767d\u529f\u80fd\u7ec6\u8282\uff0c\u5b98\u65b9\u56de\u590d\u76ee\u524d\u4ec5\u652f\u6301\u9ed8\u8ba4TTS\u8bed\u97f3\uff0c\u672a\u6765\u5c06\u589e\u52a0\u9009\u9879\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Slide2Video \u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u666e\u904d\u5b58\u5728\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1a\u5927\u91cf\u6709\u4ef7\u503c\u7684\u5185\u5bb9\u6c89\u6dc0\u5728PPT\u4e2d\uff0c\u5374\u56e0\u89c6\u9891\u5236\u4f5c\u7684\u6280\u672f\u4e0e\u65f6\u95f4\u95e8\u69db\u65e0\u6cd5\u6709\u6548\u4f20\u64ad\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u5de5\u4f5c\u6d41\u7684\u6781\u81f4\u538b\u7f29\u548c\u5c01\u88c5\u3002\u5b83\u5c06\u811a\u672c\u3001\u5f55\u97f3\u3001\u5bf9\u53e3\u578b\u3001\u526a\u8f91\u3001\u5bfc\u51fa\u7b49\u591a\u4e2a\u79bb\u6563\u73af\u8282\u6253\u5305\u6210\u4e00\u4e2a\u201c\u9ed1\u7bb1\u201d\u64cd\u4f5c\uff0c\u7528\u786e\u5b9a\u6027\u5bf9\u6297\u521b\u4f5c\u8fc7\u7a0b\u4e2d\u7684\u6469\u64e6\u4e0e\u4e0d\u786e\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u4e5f\u66b4\u9732\u4e86\u660e\u663e\u7684MVP\u5c40\u9650\u3002\u4ec5\u652f\u6301\u5355\u4e00\u9ed8\u8ba4TTS\u8bed\u97f3\uff0c\u8fd9\u5728\u9ad8\u8981\u6c42\u7684\u8425\u9500\u6216\u6559\u80b2\u573a\u666f\u4e2d\u662f\u786c\u4f24\uff0c\u673a\u68b0\u7684\u65c1\u767d\u4f1a\u4e25\u91cd\u635f\u5bb3\u6210\u54c1\u7684\u60c5\u611f\u8bf4\u670d\u529b\u548c\u4e13\u4e1a\u5ea6\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u5efa\u8bae\u6dfb\u52a0\u6f14\u793a\u89c6\u9891\u201d\u7684\u8bf7\u6c42\uff0c\u6070\u6070\u53cd\u886c\u51fa\u4ea7\u54c1\u81ea\u8eab\u201c\u7528\u89c6\u9891\u5c55\u793a\u89c6\u9891\u751f\u6210\u80fd\u529b\u201d\u8fd9\u4e00\u81ea\u8bc1\u73af\u8282\u7684\u7f3a\u5931\uff0c\u7565\u663e\u8bbd\u523a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u751f\u6001\u4f4d\u770b\uff0c\u5b83\u5e76\u975e\u9762\u5411\u4e13\u4e1a\u89c6\u9891\u5236\u4f5c\uff0c\u800c\u662f\u670d\u52a1\u4e8e\u201c\u6548\u7387\u4f18\u5148\u201d\u7684\u8f7b\u5ea6\u89c6\u9891\u5316\u9700\u6c42\u3002\u5176\u5bf9\u624b\u5e76\u975eAdobe\u5957\u4ef6\uff0c\u800c\u662f\u7528\u6237\u201c\u5acc\u9ebb\u70e6\u5e72\u8106\u4e0d\u505a\u201d\u7684\u60f0\u6027\u3002\u4e0e\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684NexClip AI\uff08\u4ece\u957f\u89c6\u9891\u63d0\u53d6\u7247\u6bb5\uff09\u7684\u4e92\u8865\u6027\u6d1e\u5bdf\u9887\u4e3a\u7280\u5229\uff0c\u4e8c\u8005\u5206\u522b\u627c\u5b88\u201c\u4ece\u9759\u5230\u52a8\u201d\u548c\u201c\u4ece\u957f\u5230\u7cbe\u201d\u7684\u8282\u70b9\uff0c\u5171\u540c\u63cf\u7ed8\u4e86AI\u5bf9\u5185\u5bb9\u518d\u751f\u4ea7\u6d41\u7a0b\u7684\u6a21\u5757\u5316\u89e3\u6784\u8d8b\u52bf\u3002\u82e5\u5176\u80fd\u5feb\u901f\u8fed\u4ee3\uff0c\u4e30\u5bcc\u8bed\u97f3\u5e93\u3001\u5f15\u5165\u57fa\u7840\u526a\u8f91\u63a7\u4ef6\uff0c\u5e76\u5f00\u653eAPI\u6210\u4e3a\u5de5\u4f5c\u6d41\u4e2d\u7684\u4e00\u73af\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5c06\u4ece\u72ec\u7acb\u5de5\u5177\u6269\u5c55\u4e3a\u5185\u5bb9\u81ea\u52a8\u5316\u7ba1\u9053\u7684\u5173\u952e\u7ec4\u4ef6\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u89e3\u51b3\u771f\u95ee\u9898\u7684\u201c\u534a\u6210\u54c1\u201d\uff0c\u524d\u666f\u53d6\u51b3\u4e8e\u5176\u8fed\u4ee3\u901f\u5ea6\u4e0e\u751f\u6001\u6574\u5408\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Slide2Video<\/span>\n <\/div>\n<div class=\"comment-content\">Slide2Video turns your presentation into a complete narrated video in minutes. Upload your slides, choose a voice, and we generate scenes, voiceover, and timing automatically, so you can publish product demos, tutorials, and social content without manual editing. Built for founders, marketers, and educators who want to move fast from idea to video.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I started building Slide2Video after repeating the same painful workflow: great ideas lived in slides, but turning those slides into a polished video meant scripting, recording, editing, syncing, and exporting across multiple tools.<\/p>\n<p>The core problem I wanted to solve was time-to-publish. Most founders, marketers, and educators already have their content in decks, but video production is the bottleneck. I wanted a way to go from \u201cfinished slides\u201d to \u201cshareable narrated video\u201d in minutes.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/slide2video-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"slide2video-2\" target=\"_blank\" rel=\"noopener\">@Slide2Video<\/a> <a href=\"https:\/\/www.producthunt.com\/@tiga_liang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tiga_liang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tiga_liang<\/a> can you add a video here in Product Hunt showing your slide to video working?<\/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\/@mich3lang3lo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mich3lang3lo<\/a> The screenshots just show how it works. But good idea I’m considering making a demo video using slide2video itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 \u2014 this solves the creation side, while we’re solving the extraction side. At NexClip AI, educators import long lecture recordings and pull out topic-based clips. Slides \u2192 video and video \u2192 clips feel like natural complements for the education workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So this will add relevant voiceover on the existing slides right or we have something above that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>The voiceover is generated with TTS and added to the video by default. For the MVP version, however, we only support a default voice. Next, we\u2019ll add different voice options and even support user-customized voices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NMISQOBJWRYXEK\" class=\"app-title\">MAI-Transcribe-1<\/a><\/p>\n<div class=\"one-liner\">Production ASR for noisy multilingual audio<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MAI-Transcribe-1\u662f\u5fae\u8f6f\u63a8\u51fa\u7684\u751f\u4ea7\u7ea7\u591a\u8bed\u8a00\u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u578b\uff0c\u4e13\u4e3a\u5608\u6742\u7684\u771f\u5b9e\u4e16\u754c\u97f3\u9891\u8bbe\u8ba1\uff0c\u5728\u5ba2\u670d\u3001\u4f1a\u8bae\u8f6c\u5f55\u7b49\u590d\u6742\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u73b0\u6709ASR\u6a21\u578b\u56e0\u53e3\u97f3\u3001\u80cc\u666f\u566a\u97f3\u548c\u591a\u8bed\u8a00\u5bfc\u81f4\u7684\u51c6\u786e\u7387\u9aa4\u964d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c79e23f4-dee5-431b-b52c-2191aa51d29d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1db0da98-7947-43f2-a8c8-6a3f7e666da8.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\/7ea66a3f-8326-40c7-84c0-10758d8c7a15.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UiCJT7LNcH4\"><source src=\"https:\/\/www.youtube.com\/watch?v=UiCJT7LNcH4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6297\u566a\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7ASR<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5176\u5728\u5608\u6742\u3001\u591a\u8bed\u8a00\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u51c6\u786e\u6027\u548c\u9c81\u68d2\u6027\uff0c\u8ba4\u4e3a\u5176\u5b9a\u4ef7\u6709\u7ade\u4e89\u529b\u3002\u6709\u7528\u6237\u660e\u786e\u8868\u793a\u5c06\u4eceWhisper\u8fc1\u79fb\u6d4b\u8bd5\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u8bcd\u8bed\u7ea7\u65f6\u95f4\u6233\u7684\u8de8\u8bed\u8a00\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u4ea7\u54c1\u65e9\u671f\u7684\u7528\u6237\u83b7\u53d6\u7b56\u7565\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 \u5fae\u8f6fMAI-Transcribe-1\u7684\u53d1\u5e03\uff0c\u770b\u4f3c\u662f\u4e00\u6b21\u5e38\u89c4\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u573a\u666f\u5316\u5c60\u5200\u201d\u3002\u5b83\u6ca1\u6709\u6c89\u8ff7\u4e8e\u5728\u7eaf\u51c0\u5b9e\u9a8c\u5ba4\u97f3\u9891\u4e0a\u4e0e\u540c\u884c\u5377\u5c0f\u6570\u70b9\u540e\u7684\u7cbe\u5ea6\uff0c\u800c\u662f\u76f4\u63d2\u5f53\u524dASR\u5e94\u7528\u6700\u75db\u7684\u8179\u5730\uff1a\u771f\u5b9e\u4e16\u754c\u7684\u5608\u6742\u4e0e\u591a\u8bed\u8a00\u6df7\u6742\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e3a\u751f\u4ea7\u800c\u5efa\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u73b0\u6709\u4e3b\u6d41\u5f00\u6e90\u65b9\u6848\uff08\u5982Whisper\uff09\u5728\u5de5\u4e1a\u573a\u666f\u4e2d\u8106\u5f31\u6027\u7684\u4e00\u6b21\u7cbe\u51c6\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u4ef7\u683c\u6027\u80fd\u6bd4\u201d\uff08$0.36\/\u5c0f\u65f6\uff09\u548c2.5\u500d\u7684\u6279\u5904\u7406\u901f\u5ea6\uff0c\u662f\u5178\u578b\u7684\u5fae\u8f6f\u5f0f\u5546\u4e1a\u7ec4\u5408\u62f3\u2014\u2014\u4e0d\u4ec5\u63d0\u4f9b\u66f4\u597d\u7684\u6280\u672f\uff0c\u8fd8\u901a\u8fc7\u66f4\u4f18\u7684TCO\uff08\u603b\u62e5\u6709\u6210\u672c\uff09\u548c\u6548\u7387\u6765\u64ac\u52a8\u4f01\u4e1a\u5ba2\u6237\u7684\u8fc1\u79fb\u3002\u8fd9\u6807\u5fd7\u7740ASR\u5e02\u573a\u7684\u7ade\u4e89\uff0c\u6b63\u4ece\u5355\u7eaf\u7684\u201c\u6a21\u578b\u7cbe\u5ea6\u7ade\u8d5b\u201d\u8f6c\u5411\u201c\u751f\u4ea7\u5de5\u4f5c\u6d41\u89e3\u51b3\u65b9\u6848\u201d\u7684\u6574\u5408\u80fd\u529b\u6bd4\u62fc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u7684\u57fa\u51c6\u6d4b\u8bd5\u80cc\u540e\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u7ec6\u8282\u3002\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u8bcd\u8bed\u7ea7\u65f6\u95f4\u6233\u7684\u8de8\u8bed\u8a00\u51c6\u786e\u6027\uff0c\u6b63\u662f\u89c6\u9891\u526a\u8f91\u3001\u5185\u5bb9\u5206\u6790\u7b49\u6df1\u5ea6\u5e94\u7528\u7684\u5173\u952e\u3002\u6a21\u578b\u5728\u201c\u5608\u6742\u201d\u4e0e\u201c\u591a\u8bed\u8a00\u201d\u8fd9\u4e24\u4e2a\u53d8\u91cf\u540c\u65f6\u4f5c\u7528\u65f6\u7684\u6027\u80fd\u8870\u51cf\u66f2\u7ebf\uff0c\u624d\u662f\u5176\u5ba3\u79f0\u7684\u201c\u5f3a\u9c81\u68d2\u6027\u201d\u7684\u8bd5\u91d1\u77f3\u3002\u5fae\u8f6f\u6b64\u6b21\u5c06\u6a21\u578b\u76f4\u63a5\u63a8\u5411\u751f\u4ea7\u5b9a\u4ef7\uff0c\u663e\u793a\u4e86\u5176\u4fe1\u5fc3\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5b83\u5c06\u76f4\u63a5\u627f\u53d7\u6765\u81ea\u5404\u884c\u5404\u4e1a\u771f\u5b9e\u6570\u636e\u6d41\u7684\u51b2\u51fb\u3002\u5982\u679c\u5b83\u80fd\u5151\u73b0\u627f\u8bfa\uff0c\u5c06\u52a0\u901fASR\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u53ef\u9760\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u5316\u8fdb\u7a0b\uff0c\u5426\u5219\uff0c\u4e5f\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u8425\u9500\u8bdd\u672f\u4e0a\u201c\u8fc7\u62df\u5408\u201d\u7684\u6848\u4f8b\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\">MAI-Transcribe-1<\/span>\n <\/div>\n<div class=\"comment-content\">MAI-Transcribe-1 is Microsoft\u2019s new multilingual speech-to-text model built for real-world audio. It delivers best-in-class accuracy across 25 languages, strong robustness in noisy environments, faster batch transcription, and pricing aimed at production speech workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I need to try ASR and it’s perfect for me. Thanks Zac for hunting it! Feel I gonna love it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone!<\/p>\n<p>Benchmarks are only part of the story for ASR. In real products like voice agents, meeting transcription, and call center analytics, audio is rarely clean \u2014 and MAI-Transcribe-1 is clearly built for that reality.<\/p>\n<p>MS is positioning it around three things that actually matter in production: best-in-class accuracy across 25 languages, strong robustness to noisy real-world audio, and much better price-performance at $0.36 per hour of audio. On top of that, they say batch transcription is 2.5x faster than their current Azure Fast offering.<\/p>\n<p>An ASR that actually outperforms models like Scribe v2 and Whisper-large-v3… definitely seems worth testing out in a real integration. \ud83e\udd14<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I run Whisper in prod for a voice input thing \u2014 accents and background noise break it constantly. If this actually handles noisy multilingual audio better, that alone is worth switching. $0.36\/hr is solid too. Gonna try it this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multilingual ASR is a hard problem \u2014 especially for noisy audio. We deal with this at NexClip AI too, where accurate timestamps on every word are critical for topic-based video editing. Curious how MAI-Transcribe-1 handles word-level timestamp accuracy across languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\udc4f<\/p>\n<p>Also launching today \u2014 curious, what worked best for you to get your first users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/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 closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n 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