\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-08-15<\/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 | 2026-08-15<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GR7NKWTUDANGUS\" class=\"app-title\">Inferock Bench<\/a><\/p>\n<div class=\"one-liner\">An independent receipt for every LLM API call<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">256<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Inferock Bench \u662f\u4e00\u6b3e\u90e8\u7f72\u5728\u5e94\u7528\u4e0eLLM\u670d\u52a1\u5546\u4e4b\u95f4\u7684\u672c\u5730\u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u62e6\u622a\u5e76\u8bb0\u5f55\u6bcf\u4e00\u6b21API\u8c03\u7528\u7684token\u6d88\u8017\u3001\u5931\u8d25\u4e0e\u91cd\u8bd5\u8be6\u60c5\uff0c\u751f\u6210\u72ec\u7acb\u7684\u201c\u8d26\u5355\u51ed\u8bc1\u201d\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u8bc6\u522b\u5e76\u91cf\u5316AI\u670d\u52a1\u8d26\u5355\u4e2d\u9690\u85cf\u7684\u8d85\u652f\u4e0e\u8ba1\u8d39\u504f\u5dee\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42a255e5-2317-4539-ae0a-db2551b450bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f720947-f9c3-4e62-a2aa-51ea0b4238d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2eff64a2-6cdc-4588-a373-a6e582a6fc9e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6887e0de-01da-4b87-979a-2503427c3b89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46e1a235-2212-46e8-bd39-c2a879450762.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f7b91b6-1423-42e5-930f-a36966098962.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\/8a102af0-723b-496d-b426-4879c35a2c5b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qejXvwZXvmQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=qejXvwZXvmQ\" 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><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API\u8d26\u5355\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Token\u7528\u91cf\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5931\u8d25\u91cd\u8bd5\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u8ba1\u8d39\u900f\u660e\u5ea6<\/span><br \/>\n <span class=\"tag\">LLM\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u6a21\u578b\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u75db\u70b9\u96c6\u4e2d\u5728\u9759\u9ed8\u91cd\u8bd5\u3001\u4e2d\u65ad\u8ba1\u8d39\u53ca\u65e0\u51ed\u636e\u5bf9\u8d26\u3002\u6709\u6548\u95ee\u9898\u5305\u62ec\uff1a\u80fd\u5426\u8bc6\u522b\u8fd4\u56de200\u4f46\u5185\u5bb9\u635f\u574f\u7684\u8c03\u7528\uff1f\u662f\u5426\u652f\u6301\u5bfc\u5165\u5386\u53f2\u65e5\u5fd7\u8fdb\u884c\u56de\u6eaf\u5ba1\u8ba1\uff1f\u5982\u4f55\u533a\u5206\u5408\u7406\u9690\u6027\u6d88\u8017\uff08\u63a8\u7406\u3001\u7f13\u5b58token\uff09\u4e0e\u771f\u5b9e\u635f\u5931\uff1f\u591a\u6570\u8bc4\u8bba\u8ba4\u53ef\u672c\u5730\u4ee3\u7406\u4e0e\u72ec\u7acb\u51ed\u8bc1\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u6bd4\u4f9b\u5e94\u5546\u4eea\u8868\u76d8\u66f4\u53ef\u4fe1\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 Inferock Bench\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u5374\u6781\u5176\u5201\u94bb\u7684\u75db\u70b9\uff1aAI\u4f9b\u5e94\u5546\u65e2\u662f\u8fd0\u52a8\u5458\u53c8\u662f\u88c1\u5224\u5458\u3002\u5f53OpenAI\u6216Anthropic\u7684\u8d26\u5355\u51fa\u73b0\u5f02\u5e38\uff0c\u5f00\u53d1\u8005\u624b\u4e2d\u6ca1\u6709\u4efb\u4f55\u72ec\u7acb\u4e8e\u4f9b\u5e94\u5546\u7684\u5e95\u5c42\u6570\u636e\u6765\u4e3e\u8bc1\u6216\u7533\u8bc9\u3002\u8fd9\u6b3e\u5de5\u5177\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7701\u4e86\u591a\u5c11\u94b1\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u4e0d\u53ef\u9a8c\u8bc1\u7684\u4fe1\u4efb\u95ee\u9898\u8f6c\u5316\u4e3a\u53ef\u6838\u67e5\u7684\u51ed\u8bc1\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u672c\u5730\u4ee3\u7406\u662f\u6b63\u786e\u4e14\u52a1\u5b9e\u7684\u67b6\u6784\u9009\u62e9\u3002\u5b83\u907f\u5f00\u4e86\u4e91\u4e2d\u8f6c\u7684\u6570\u636e\u5408\u89c4\u96f7\u533a\uff0c\u53ea\u9700\u4fee\u6539baseURL\u548cAPI Key\u4e24\u4e2a\u914d\u7f6e\u5373\u53ef\u63a5\u5165\uff0c\u8fc1\u79fb\u6210\u672c\u6781\u4f4e\uff0c\u76f4\u51fb\u5f00\u53d1\u8005\u201c\u61d2\u5f97\u6362\u201d\u7684\u5fc3\u7406\u60ef\u6027\u3002\u5176\u7edf\u8ba1\u903b\u8f91\u4e5f\u8db3\u591f\u514b\u5236\u2014\u2014\u53ea\u5c06\u53ef\u8bc1\u660e\u7684\u6d88\u8017\u8ba1\u5165\u635f\u5931\uff0c\u800c\u5c06\u63a8\u7406\u3001\u7f13\u5b58\u3001\u5de5\u5177\u8c03\u7528\u7b49\u6a21\u7cca\u5730\u5e26\u6807\u8bb0\u4e3a\u201c\u5f85\u68c0\u67e5\u201d\uff0c\u8fd9\u79cd\u4fdd\u5b88\u7b56\u7565\u53cd\u800c\u589e\u5f3a\u4e86\u62a5\u544a\u7684\u53ef\u4fe1\u5ea6\uff0c\u907f\u514d\u4e86\u201c\u5938\u5927\u635f\u5931\u201d\u7684\u8d28\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u5b58\u5728\u660e\u663e\u8fb9\u754c\u3002\u9996\u5148\uff0c\u5b83\u65e0\u6cd5\u6355\u83b7\u201c200\u4f46\u5185\u5bb9\u9519\u8bef\u201d\u7684\u8bed\u4e49\u7ea7\u6545\u969c\uff0c\u8fd9\u6070\u662fAgent\u573a\u666f\u4e2d\u6210\u672c\u9ed1\u6d1e\u7684\u91cd\u707e\u533a\uff0c\u4e5f\u662f\u7528\u6237\u6700\u56f0\u60d1\u7684\u90e8\u5206\u3002\u5176\u6b21\uff0c\u5b83\u4e25\u683c\u9762\u5411\u672a\u6765\u6d41\u91cf\uff0c\u65e0\u6cd5\u56de\u6eaf\u5386\u53f2\u8d26\u5355\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u201c\u4e8b\u540e\u5ba1\u8ba1\u201d\u573a\u666f\u4e2d\u7684\u5438\u5f15\u529b\uff0c\u800c\u8be5\u573a\u666f\u6070\u6070\u662f\u7528\u6237\u4ed8\u8d39\u610f\u613f\u6700\u5f3a\u7684\u5165\u53e3\u3002\u6700\u540e\uff0c\u5176\u201c\u51ed\u8bc1\u201d\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u670d\u52a1\u5546\u8ba4\u8d26\u2014\u2014\u82e5\u4f9b\u5e94\u5546\u62d2\u7edd\u4ee5\u7b2c\u4e09\u65b9\u8bb0\u5f55\u4f5c\u4e3a\u9000\u6b3e\u4f9d\u636e\uff0c\u5de5\u5177\u7684\u5b9e\u9645\u6740\u4f24\u529b\u5c06\u9000\u5316\u4e3a\u201c\u5f00\u53d1\u8005\u81ea\u55e8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u9690\u5fe7\u5728\u4e8e\u5b9a\u4f4d\u5c34\u5c2c\uff1a\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\uff0c\u51e0\u767e\u7f8e\u91d1\u7684\u5dee\u5f02\u4e0d\u8db3\u4ee5\u9a71\u52a8\u957f\u671f\u90e8\u7f72\uff1b\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u7528\u6237\uff0c\u66f4\u9700\u8981\u7684\u53ef\u80fd\u662fCloudHealth\u8fd9\u7c7b\u591a\u4e91\u6210\u672c\u7ba1\u7406\u5e73\u53f0\uff0c\u800c\u975e\u5355\u70b9\u4ee3\u7406\u3002Inferock Bench\u82e5\u80fd\u5207\u5165\u201c\u6309\u51ed\u8bc1\u5bf9\u8d26\u201d\u7684\u81ea\u52a8\u5316\u9000\u6b3e\u6d41\u7a0b\uff0c\u6216\u4e0e\u8d22\u52a1\u7cfb\u7edf\u6253\u901a\uff0c\u65b9\u6709\u4ece\u201c\u826f\u5fc3\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u521a\u9700\u57fa\u5efa\u201d\u7684\u53ef\u80fd\u3002\u76ee\u524d\u800c\u8a00\uff0c\u5b83\u662f\u4e00\u628a\u597d\u770b\u7684\u624b\u672f\u5200\uff0c\u4f46\u8fd8\u9700\u8981\u627e\u5230\u771f\u6b63\u613f\u610f\u4e3a\u201c\u771f\u76f8\u201d\u4e70\u5355\u7684\u624b\u672f\u53f0\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Inferock Bench<\/span>\n <\/div>\n<div class=\"comment-content\">Inferock-bench is a local proxy that sits between your app and OpenAI, Anthropic, Gemini, or OpenRouter shaped calls. It captures per-call token usage, failures, and retries, then generates an independent receipt showing what you were billed and how much you’re actually overpaying for.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a problem I didn’t know I could solve, I always assumed API billing discrepancies were just the cost of doing business. Turns out I was wrong.<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@itohan_blessing_eigbadon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itohan_blessing_eigbadon<\/a> , honestly, this is exactly what we told ourselves for months, until we actually looked at the per call receipts and couldn’t unsee it. Really glad this clicked for you. Pls run it on your own traffic, come back and tell us what your receipts show, genuinely curious!<\/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>Overpaying for failed calls has quietly cost me more than I’d like to admit. I’ve had timeouts that still consumed tokens on the provider’s side and no clean way to catch that pattern until my bill arrived. If this surfaces failure-related overspend specifically, not just total usage, I’d trust the numbers more than any provider dashboard.<\/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\/@jusiy_waller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jusiy_waller<\/a> Yeah, It does track that separately btw, failed calls get their own cost line, so you can see what the failures actually cost you. Would honestly love to know what it finds on your traffic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/a.slack-edge.com\/production-standard-emoji-assets\/16.0\/apple-medium\/1f44b@2x.png\" alt=\":wave:\" style=\"max-width: 100%\"><\/p>\n<p>We built inferock-bench because we kept paying for AI answers that died mid sentence, and nobody could tell us where the money went.<\/p>\n<p>Providers give you totals. They don’t give you the per call receipt you’d need to prove which answer broke, which retry ran, or which token count changed. The company that charges you also decides what counts as a failure and keeps the only detailed records.<\/p>\n<p>inferock-bench runs locally as a proxy in front of OpenAI, Anthropic, Gemini, OpenRouter shaped calls. Point your existing SDK at it (change two settings: apiKey and baseURL), and it captures every call as an independent, per call record. Your provider key never touches our servers, it’s used locally only, attached to provider requests.<\/p>\n<p>What it catches:<br \/>– Answers cut off mid stream that still got billed<br \/>– Empty replies with billed tokens attached<br \/>– Token counts that don’t match visible output<br \/>– Retries that may have silently doubled a charge<br \/>– Cache discounts you may be missing on your invoice<\/p>\n<p>Every run reports a receipt: spend observed, bill-bounded money loss, time loss, and a separate “invoice-check exposure” line that never gets summed into money loss, because we don’t want a louder headline at the cost of a weaker claim.<\/p>\n<p>Run it in about a minute: npx inferock-bench<\/p>\n<p>Its open source (FSL-1.1-Apache-2.0, converts to Apache-2.0 in 2 years).<\/p>\n<p>Question for this community: has anyone here actually disputed an AI provider bill and gotten a credit? What worked?<\/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\">@bharath_koneti Getting billed for mid sentence drop offs and silent retries is such a massive headache for devs having local per call receipts proxying OpenAI\/Anthropic\/Gemini is brilliant.<br \/>\nTo answer your question: Disputing AI bills with providers usually gets ignored unless you have concrete per-request log receipts like this. This tool gives teams actual leverage!<\/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\">@himashwetham_gowda Exactly data always wins over estimates when dealing with provider support! Love the angle you guys took here.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been burned by silent retries inflating my OpenAI bill before. Having an independent receipt for that would’ve saved me a painful invoice conversation.<\/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\/@ramish_saje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramish_saje<\/a> Ugh, the invoice conversation where you both know something’s off. Sorry you’ve lived that one. Next time at least you’d be the one holding the itemized version.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 like the positioning here, it’s not trying to replace the provider’s billing system, just verify it. That’s a smarter pitch than “cost optimization,” which every tool claims.<\/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\/@ayla_reynolds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayla_reynolds<\/a> Thank you, that’s how we think about it as well. Your bill already exists, you should just be able to check it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is relevant to a problem I’ve had for months. I run agents that call out to multiple models depending on the task complexity and every so often the bill jumps in a way I can’t explain from usage alone. If this can pinpoint whether that’s failed calls, redundant retries or just legitimate scaling, I’d finally have an answer instead of a guess.<\/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\/@yolanda_c_schneider\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yolanda_c_schneider<\/a> Multi model agent setups are where this gets most interesting. Every call gets its own record whichever provider it went to, so a jump breaks down into failed calls, retries, etc. Would love to hear what you find.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 like that it works as a local proxy. Keeping billing and usage data on the developer’s machine feels like a thoughtful design choice.<\/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\/@awesome_america\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awesome_america<\/a> Thank you! That part was non negotiable for us, it’s your spend and your keys, so the record should live on your machine, not on ours.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 failed-calls and retries breakdown is the part I’d use first. One case I keep hitting might not show up there: a tool call that returns 200 with a silently corrupted value. I measured this on Anthropic models, 40 calls, none flagged the value was wrong, so it bills as a clean success and the retry logic never fires. Can the receipt catch a call that looked fine but wasn’t? Or is that out of scope by design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@dimhold that one’s mostly out of scope. The receipt proves what you were billed and what actually came back, so truncations, empty replies, token mismatches, retries. A well-formed 200 with a wrong value inside would pass as a clean call, we simply can’t tell from the outside that the value was wrong.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@himashwetha_gowda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himashwetha_gowda<\/a>. Good find <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a>. <\/p>\n<p>Question regarding accuracy, is it possible it might not be able to distinguish a genuinely billable provider failure from valid hidden token usage, such as reasoning, refusal, cache, or tool-call tokens?<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> thank you! Anything that could be legit hidden usage like reasoning, cache, or tool tokens doesn’t count as loss, it just gets flagged for you to check. Only what we can prove makes the loss number.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Thanks <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for hunting us. Feel free to ask if anybody has any questions about <strong>Inferock Bench.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The retry tracking caught my attention. I\u2019ve seen failed requests become surprisingly expensive, so being able to trace each call would be useful to me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahul_manjhi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_manjhi1<\/a> Failed requests being the expensive ones is such a strange truth of this stuff, you pay and get nothing usable back. Hope it earns a spot in your setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 that this sits as a local proxy instead of asking me to route traffic through another cloud service. Keeps my API keys and data where they belong.<\/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\/@peter_victor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_victor<\/a> everything stays on your machine, we never see it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I really want to know is how this handles historical data. Can I feed it a month of past logs and get a retroactive receipt or is it strictly forward-looking from install? I ask because the overspending I’m most curious about already happened and I’d love a way to audit it after the fact.<\/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\/@kimberly_west\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimberly_west<\/a> really good question. Today it works by sitting in front of your live traffic, so the receipts start from the moment you point your SDK at it, it can’t vouch for calls it never saw.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Tracking retries alongside failures is a smart addition. Those hidden retries can quietly become a big part of the bill.<\/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\/@desire_waterman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@desire_waterman<\/a> Thank you! That matches our experience, no single retry looks expensive, it’s the accumulation that stings. Glad that part stood out to you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The retry tracking caught my eye. silent retries are probably one of the easiest ways for API costs to creep up without anyone noticing.<\/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\/@sansa_grey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sansa_grey<\/a> Right, retries are the sneakiest of the bunch: the answer still arrives, everything looks fine, and the bill just grows. Making those visible was one of the first things we wanted for ourselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 independent receipt idea is really practical. It’s nice to have a way to verify token usage instead of relying only on provider dashboards. <\/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\/@athar_jatoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@athar_jatoi<\/a> Thank you! It always felt a little odd that the only record of what we bought came from the company selling it, so now you can keep your own. Glad it’s practical!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I already keep a pretty close eye on AI costs, but seeing exactly where a retry, failed response or weird token count added cost would actually help when the numbers suddenly look off. Congrats on the launch!<\/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\/@etiennegarcia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@etiennegarcia<\/a> Thank you! The retries and weird token counts are the bits that never show up on the bill. Really appreciate the kind words on launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The independent receipt idea is genuinely useful. LLM costs are still surprisingly hard to audit at the individual request level.<\/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\/@ashir_murtaza1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashir_murtaza1<\/a> thank you! That’s exactly the gap we kept running into, you can see the total, but never the audit at the individual request level. Glad it resonates.<\/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 anyone know of any tools that can work with web-based logins (claud.ai etc) <\/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\/@jay_janarthanan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_janarthanan1<\/a> we don’t touch that layer. inferock-bench works where there’s an API key and a baseURL to point somewhere, and web app subscriptions don’t expose the per call detail we’d need. If someone has cracked that curious to see it too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The bill dispute question is interesting. have you personally managed to get a provider to credit a charge after showing them one of these per call receipts or is that still something you are testing?<\/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\/@jeremy_loomis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeremy_loomis<\/a> honest answer: no credit to brag about yet, that’s exactly why we threw the question to the community. What we can stand behind today is the receipt itself, knowing which call failed and what it cost, instead of arguing from a monthly total.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 two setting setup makes this feel unusally easy to try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jordan_bulk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jordan_bulk<\/a> thank you! Hopefully the receipts earn it the permanent spot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Which API call actually cost me this money? is a question every AI app eventually needs to answer.<\/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\/@santosh__kumar9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santosh__kumar9<\/a> exactly, every team hits that question sooner or later. We just want the answer already sitting there when it happens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>changing the baseURL and apiKey instead of rewriting the application is a nice touch. makes this much easier to test on an existing project.<\/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\/@upendra_kumar17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@upendra_kumar17<\/a> that was a rule we set for ourselves, if trying it takes more than a minute nobody will ever find out what their calls really cost. Two settings in, and your app never knows the difference. Would be curious how it goes on your existing project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that Inferock Bench focuses on evidence rather than simply showing another dashboard. Having a separate record of every API call could make unexpected billing much easier to investigate.<\/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\/@aarav_pittman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aarav_pittman<\/a> thank you! Dashboards summarize, and summaries are where the weird stuff goes to hide. We wanted something closer to a paper trail, boring on purpose, there for the day you need to investigate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/334UKTYFNLBOCG\" class=\"app-title\">GLM-5.3<\/a><\/p>\n<div class=\"one-liner\">Coding leap from scaled post-training on the same base<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GLM-5.3 \u662f\u4e00\u6b3e\u9762\u5411\u590d\u6742\u957f\u7a0b\u7f16\u7a0b\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u7f16\u7801\u6a21\u578b\uff0c\u901a\u8fc7\u5927\u89c4\u6a21\u540e\u8bad\u7ec3\u6269\u5c55\uff0c\u5728\u540c\u7b49\u57fa\u5ea7\u4e0a\u5b9e\u73b0\u5f00\u6e90SOTA\u7ea7\u667a\u80fd\u4f53\u7f16\u7801\u80fd\u529b\uff0c\u5e76\u6d8c\u73b0\u51fa\u6f0f\u6d1e\u6316\u6398\u4e0e\u7f51\u7edc\u9632\u5fa1\u7684\u5b9e\u6218\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u4f9d\u8d56\u4e91\u7aef\u524d\u6cbf\u6a21\u578b\u53d7\u9650\u3001\u4e14\u9700\u8981\u672c\u5730\u5316\u9ad8\u5b89\u5168\u7f16\u7801\u8f85\u52a9\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8749749c-b506-4762-9453-1b35e9b04ae6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee606ff0-9656-41c3-8a74-7d5996c89eac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d870c834-7b4f-4219-9083-c694f61be27c.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\">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\">\u667a\u80fd\u4f53\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u540e\u8bad\u7ec3\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Z.ai<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u540e\u8bad\u7ec3\u5e26\u6765\u7684\u6027\u80fd\u8dc3\u5347\u8868\u793a\u8ba4\u53ef\uff0c\u4f46\u8d28\u7591\u201c\u5c11\u4e8e\u4e00\u534a\u8f93\u51fatoken\u201d\u5728\u771f\u5b9e\u667a\u80fd\u4f53\u5faa\u73af\u4e2d\u7684\u6709\u6548\u6027\uff0c\u6307\u51fa\u57fa\u51c6\u6d4b\u8bd5\u672a\u8986\u76d6\u91cd\u8bd5\u53ca\u65e0\u6548\u5de5\u5177\u8c03\u7528\u7684token\u6d6a\u8d39\u3002\u53e6\u5173\u6ce85.2\u81f35.3\u662f\u5426API\u7ea7\u65e0\u7f1d\u5207\u6362\uff0c\u53ca\u9ad8\u52aa\u529b\u6a21\u5f0f\u662f\u5426\u9700\u8981\u8c03\u6574\u63d0\u793a\u8bcd\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 GLM-5.3\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u53c8\u4e00\u8f6e\u6a21\u578b\u8fed\u4ee3\uff0c\u5b9e\u5219\u662f\u5bf9\u201c\u57fa\u5ea7\u51b3\u5b9a\u8bba\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u6253\u8138\u3002\u5b83\u7528\u540c\u4e00\u4e2a\u57fa\u5ea7\uff0c\u4ec5\u9760\u540e\u8bad\u7ec3\u6269\u5c55\uff0c\u5c31\u5728\u7f16\u7a0b\u4e0e\u7f51\u7edc\u653b\u9632\u4e0a\u538b\u8fc7Opus 4.8\uff0c\u8fd9\u76f4\u63a5\u52a8\u6447\u4e86\u201c\u6512\u7b97\u529b\u5806\u57fa\u5ea7\u201d\u7684\u519b\u5907\u7ade\u8d5b\u903b\u8f91\uff0c\u53cd\u800c\u5370\u8bc1\u4e86\u6570\u636e\u914d\u6bd4\u3001\u8bad\u7ec3\u7b56\u7565\u4e0e\u5b89\u5168\u5bf9\u9f50\u5de5\u7a0b\u5316\u624d\u662f\u5f53\u524d\u62c9\u5f00\u5dee\u8ddd\u7684\u80dc\u8d1f\u624b\u3002\u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u201c\u5f00\u6e90\u6743\u91cd\u4e24\u5468\u540e\u653e\u51fa\u201d\u4e0e\u201cHugging Face\u672c\u5730\u90e8\u7f72\u4e8b\u4ef6\u201d\u7684\u6697\u793a\uff1a\u5f53\u4e91\u7aef\u524d\u6cbf\u6a21\u578b\u56e0\u5b89\u5168\u9650\u5236\u800c\u201c\u8e29\u5239\u8f66\u201d\u65f6\uff0c\u672c\u5730\u5316\u3001\u53ef\u5ba1\u8ba1\u7684\u9ad8\u6027\u80fd\u6a21\u578b\u4e0d\u518d\u662f\u9000\u8def\uff0c\u800c\u662f\u4e00\u79cd\u6218\u7565\u4e3b\u6743\u3002\u4f46\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u540c\u6837\u523a\u773c\uff1a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u201c\u4f4etoken\u201d\u4e0d\u8986\u76d6\u771f\u5b9eAgent\u5faa\u73af\u4e2d\u707e\u96be\u6027\u7684\u91cd\u8bd5\u4e0e\u65e0\u6548\u8c03\u7528\uff0c\u8fd9\u610f\u5473\u7740\u5382\u5546\u7684benchmark metrics\u4e0e\u5f00\u53d1\u8005\u7684\u75db\u70b9\u5229\u6da6\u8868\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u4e14\u201c\u9ad8\u52aa\u529b\u6a21\u5f0f\u201d\u662f\u5426\u9700\u8981\u91cd\u5199\u63d0\u793a\u8bcd\uff0c\u66b4\u9732\u51fa\u6240\u8c13\u201c\u540c\u57fa\u5ea7\u201d\u5e76\u975e\u65e0\u7f1d\u8fc1\u79fb\u7684\u6258\u8bcd\u3002GLM-5.3\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u591a\u51e0\u4e2a\u70b9\u5206\uff0c\u800c\u5728\u4e8e\u5b83\u793a\u8303\u4e86\u540e\u8bad\u7ec3\u53ef\u4ee5\u6301\u7eed\u69a8\u53d6\u80fd\u529b\u7684\u4e0a\u9650\u2014\u2014\u4f46\u8fd9\u4e0a\u9650\u7684\u5730\u677f\uff0c\u5f88\u53ef\u80fd\u7531\u8106\u5f31\u7684\u5b89\u5168\u8bc4\u4f30\u6d41\u7a0b\u548c\u771f\u5b9e\u573a\u666f\u9002\u914d\u6210\u672c\u51b3\u5b9a\u3002\u82e5Z.ai\u4e0d\u80fd\u516c\u5e03\u5168\u94fe\u8def\u7684token\u5f00\u9500\u53ca\u63d0\u793a\u8bcd\u8fc1\u79fb\u6210\u672c\uff0c\u8fd9\u6b21\u201c\u6027\u80fd\u8dc3\u8fc1\u201d\u4e0d\u8fc7\u662f\u53e6\u4e00\u573a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8425\u9500\u70df\u82b1\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\">GLM-5.3<\/span>\n <\/div>\n<div class=\"comment-content\">GLM-5.3 is Z.ai’s latest model built for complex, long-horizon coding tasks. Through massive post-training scaling, it achieves open-source SOTA in agentic coding and demonstrates emergent capabilities in vulnerability discovery and cyber defense.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>GLM-5.2 was already used on-prem by <a href=\"https:\/\/www.producthunt.com\/products\/hugging-face\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"hugging-face\" target=\"_blank\" rel=\"noopener\">@Hugging Face<\/a> last month to investigate the autonomous-agent intrusion into its infrastructure, after hosted frontier models <a href=\"https:\/\/huggingface.co\/blog\/agent-intrusion-technical-timeline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ran into cyber-safety restrictions<\/a>.<\/p>\n<p>GLM-5.3 keeps the exact same base model as 5.2. <a href=\"https:\/\/www.producthunt.com\/products\/z-ai\" target=\"_blank\" rel=\"noopener\">@Z.ai<\/a> simply kept scaling the post-training stack, and the gains are pretty substantial. On their internal code benchmark, 5.3 at high effort beats Opus 4.8 while using less than half the output tokens.<\/p>\n<p>Cyber improved even faster. GLM-5.3 now scores 84.5 on CyberGym, and the model has started reasoning through complete exploitation chains. Their <a href=\"https:\/\/cvd.z.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">disclosure ledger<\/a> currently tracks 1,097 critical and high-severity findings across 269 open-source projects.<\/p>\n<p>You can try GLM-5.3 now through <a href=\"https:\/\/z.ai\/subscribe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GLM Coding Plan<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/z-ai\/launches\/zcode-2\" target=\"_blank\" rel=\"noopener\">ZCode<\/a>. Open weights are planned in two weeks, after the remaining safety evaluation and hardening.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Love it! Z-ai is doing wonders with GLM models and pushing the open weight models to frontier levels. Much Support!! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> The AI arms race is getting a little ridiculous. <\/p>\n<p>Same base model, more post training, and suddenly the thing is outperforming a frontier model while using less than half the output tokens. At this point, \u201cmodel update\u201d feels like a serious understatement.<\/p>\n<p>The cyber results are even more interesting. The fact that these models are moving from solving isolated tasks to reasoning through full exploitation chains is a pretty big shift.<\/p>\n<p>And the Hugging Face story makes the on premise angle especially compelling. When the hosted model has to tap the brakes, running a capable model locally suddenly stops sounding like an infrastructure preference and starts sounding like strategic independence.<\/p>\n<p>The really fascinating question now is whether scaling post training keeps producing these jumps, or whether we’re approaching the point where squeezing out the next few percent gets brutally expensive.<\/p>\n<p>Either way, <strong>two weeks until open weights is going to be a very interesting two weeks. \ud83d\udc40<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Less than half the output tokens is the claim I would want to watch in a real agentic loop. On my own app the tokens that hurt were never the ones in the clean runs. They were the retries and the tool calls that went nowhere, and a benchmark never sees those.<\/p>\n<\/p>\n<p>I keep my model id behind remote config so a swap does not need a new build to go out. Is 5.2 to 5.3 drop in at the API level, or does the prompting need reworking for the high effort mode?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/2CK4OJBPPEMYKR\" class=\"app-title\">Big Mike<\/a><\/p>\n<div class=\"one-liner\">Your favorite uncle who knows sports & bets, on iMessage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">184<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Big Mike \u662f\u4e00\u4e2a\u5d4c\u5165 iMessage \u7684 AI \u4f53\u80b2\u52a9\u624b\uff0c\u5b9e\u65f6\u63a8\u9001 MLB\/NFL\/NBA \u7b49\u8d5b\u4e8b\u7684\u4f24\u75c5\u3001\u4ea4\u6613\u3001\u8d54\u7387\u53d8\u52a8\u4e0e\u6295\u6ce8\u5efa\u8bae\uff0c\u5e76\u80fd\u63a5\u5165\u7528\u6237 fantasy \u8054\u8d5b\uff0c\u76f4\u63a5\u5728\u7fa4\u804a\u4e2d\u5b8c\u6210\u8ba8\u8bba\u4e0e\u4e0b\u6ce8\u53c2\u8003\uff0c\u89e3\u51b3\u4f53\u80b2\u8ff7\u201c\u4fe1\u606f\u5206\u6563\u3001\u51b3\u7b56\u6ede\u540e\u3001\u7f3a\u4e4f\u53ef\u4fe1\u4f9d\u636e\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/535168aa-dae8-4919-94e5-28f054964955.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44828281-def8-4289-968f-72d463a4cf4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6030f5f-afa7-41bd-b661-b291b378a3ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/884942dc-347c-43ff-981d-e3786b6e3392.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6183c181-2a66-4e3b-bda1-33d03617c529.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf634134-7471-451c-9f05-9fc044a5c169.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dae3de0f-6047-480d-b653-3206e50d6b37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eb198e9-49c6-45d2-b6bc-de088bb2e726.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Sports<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f53\u80b2\u535a\u5f69<\/span><br \/>\n <span class=\"tag\">iMessage\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">AI\u8d5b\u4e8b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4f24\u75c5\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u68a6\u5e7b\u4f53\u80b2\u5efa\u8bae<\/span><br \/>\n <span class=\"tag\">\u7fa4\u804a\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u516c\u5f00\u6295\u6ce8\u6218\u7ee9<\/span><br \/>\n <span class=\"tag\">\u8d54\u7387\u4ef7\u503c\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u8d44\u8baf\u805a\u5408<\/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\u201c\u7fa4\u804a\u5185\u5373\u7528\u201d\u7684\u4f53\u9a8c\u4e0e\u201c\u516c\u5f00\u6218\u7ee9\u201d\u7684\u900f\u660e\u5ea6\uff0c\u5c24\u5176\u8d5e\u8d4f\u4f24\u75c5\/\u9635\u5bb9\u5b9e\u65f6\u63d0\u9192\u7684\u5b9e\u7528\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u652f\u6301 WhatsApp\/Telegram\uff08\u5b98\u65b9\u56de\u5e94\u5c06\u4f18\u5148\u6269\u5c55 WhatsApp\uff09\uff1b\u5982\u4f55\u5904\u7406\u7fa4\u804a\u53d1\u8a00\u65f6\u673a\uff08\u5f53\u524d\u9700 @Big Mike \u6216\u56de\u590d\u5176\u6d88\u606f\uff0c\u672a\u6765\u5c06\u63d0\u5347\u4e3b\u52a8\u5bf9\u8bdd\u80fd\u529b\uff09\u3002\u53e6\u6709\u7528\u6237\u5173\u6ce8\u6bcf\u5355\u7684\u63a8\u7406\u4f9d\u636e\u4e0e Closing Line Value\uff08CLV\uff09\u5c55\u793a\uff0c\u8ba4\u4e3a\u8fd9\u662f\u6838\u5fc3\u4fe1\u4efb\u6765\u6e90\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 Big Mike \u7684\u806a\u660e\u4e4b\u5904\uff0c\u5728\u4e8e\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u201c\u4f53\u80b2\u535a\u5f69 App\u201d\uff0c\u800c\u662f\u5bc4\u751f\u5728 iMessage \u8fd9\u4e2a\u6700\u9ad8\u9891\u7684\u793e\u4ea4\u573a\u666f\u91cc\uff0c\u628a\u201c\u804a\u7403\u201d\u548c\u201c\u4e0b\u6ce8\u201d\u5929\u7136\u7f1d\u5408\u3002\u8fd9\u89e3\u51b3\u4e86\u4f53\u80b2\u535a\u5f69\u884c\u4e1a\u4e24\u4e2a\u6839\u6df1\u8482\u56fa\u7684\u95ee\u9898\uff1a\u4e00\u662f\u4fe1\u606f\u6ede\u540e\u2014\u2014\u4f24\u75c5\u3001\u9996\u53d1\u3001\u8d54\u7387\u8df3\u53d8\u5f80\u5f80\u53d1\u751f\u5728\u5f00\u8d5b\u524d\u51e0\u5206\u949f\uff0c\u4f20\u7edf App \u9700\u8981\u7528\u6237\u4e3b\u52a8\u5237\u65b0\uff0c\u800c Big Mike \u628a\u88ab\u52a8\u63a8\u9001\u505a\u6210\u4e86\u4e3b\u52a8\u5bf9\u8bdd\uff1b\u4e8c\u662f\u4fe1\u4efb\u7f3a\u5931\u2014\u2014\u5b83\u7528\u201c\u516c\u5f00\u3001\u4e0d\u53ef\u5220\u9664\u3001\u6309 CLV \u800c\u975e\u80dc\u7387\u8bba\u82f1\u96c4\u201d\u7684\u673a\u5236\uff0c\u76f4\u63a5\u5bf9\u6807\u4e86\u90a3\u4e9b P \u56fe\u6652\u6218\u7ee9\u7684\u7f51\u7ea2\u201c\u4e13\u5bb6\u201d\uff0c\u8fd9\u662f\u6559\u79d1\u4e66\u7ea7\u7684\u5dee\u5f02\u5316\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5408\u89c4\u662f\u60ac\u9876\u4e4b\u5251\u2014\u2014\u7f8e\u56fd\u591a\u5dde\u5bf9\u4f53\u80b2\u535a\u5f69\u63a8\u5e7f\u6709\u4e25\u683c\u76d1\u7ba1\uff0cAI \u76f4\u63a5\u7ed9\u51fa\u201c\u4e0b\u6ce8\u5efa\u8bae\u201d\u662f\u5426\u6784\u6210\u201c\u6295\u987e\u670d\u52a1\u201d\uff0c\u6cd5\u5f8b\u8fb9\u754c\u6a21\u7cca\uff0c\u4e14 Apple \u5bf9\u6d89\u53ca\u535a\u5f69\u7684 App \u5ba1\u6838\u5411\u6765\u8c28\u614e\uff0ciMessage \u96c6\u6210\u66f4\u662f\u654f\u611f\u533a\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u8ba2\u9605\uff0c\u800c\u7528\u6237\u5bf9\u201cAI \u9884\u6d4b\u201d\u7684\u4ed8\u8d39\u610f\u613f\u4f1a\u968f\u8fde\u8d25\u5468\u671f\u8fc5\u901f\u8870\u51cf\u2014\u2014\u518d\u600e\u4e48\u900f\u660e\uff0c\u8fde\u9ed1\u4e24\u5468\u7167\u6837\u6389\u8ba2\u3002\u518d\u8005\uff0c\u76ee\u524d\u4ec5\u9650 iOS\/iMessage \u751f\u6001\uff0c\u7b49\u4e8e\u4e3b\u52a8\u653e\u5f03 Android \u4e0e\u6d77\u5916 WhatsApp \u7528\u6237\uff0c\u6269\u5f20\u8def\u5f84\u4e0e\u56e2\u961f\u58f0\u79f0\u7684\u201c\u591a\u5e73\u53f0\u8ba1\u5212\u201d\u4e4b\u95f4\u5b58\u5728\u660e\u663e\u8282\u594f\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u201c\u7fa4\u804a\u4eba\u683c\u5316\u201d\u8bbe\u8ba1\u2014\u2014Big Mike \u4e0d\u662f\u5de5\u5177\uff0c\u800c\u662f\u201c\u4f1a\u62ac\u6760\u7684\u61c2\u7403 Uncle\u201d\u3002\u8fd9\u6697\u793a\u4e86 AI \u6d88\u8d39\u4ea7\u54c1\u7684\u4e0b\u4e00\u6b65\uff1a\u4e0d\u662f\u505a\u5927\u800c\u5168\u7684\u52a9\u624b\uff0c\u800c\u662f\u505a\u6709\u813e\u6c14\u3001\u6709\u6218\u7ee9\u3001\u53ef\u88ab\u8c03\u4f83\u7684\u201c\u793e\u4ea4\u539f\u5b50\u201d\u3002\u5982\u679c\u5b83\u80fd\u625b\u4f4f\u5408\u89c4\u538b\u529b\u3001\u4fdd\u6301\u6218\u7ee9\u771f\u5b9e\uff0c\u5e76\u987a\u5229\u5207\u5165 WhatsApp \u7b49\u8de8\u5e73\u53f0\u5165\u53e3\uff0c\u6709\u673a\u4f1a\u4ece\u201c\u4f53\u80b2\u535a\u5f69\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4f53\u80b2\u8ff7\u7684 AI \u804a\u5929\u4f19\u4f34\u201d\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u6f02\u4eae\u7684 demo\uff0c\u5c1a\u672a\u8bc1\u660e\u81ea\u5df1\u80fd\u5728\u653f\u7b56\u4e0e\u7528\u6237\u60c5\u7eea\u7684\u53cc\u91cd\u6ce2\u52a8\u4e2d\u7a33\u5b9a\u76c8\u5229\u3002\u89c2\u671b\u5176 NFL \u8d5b\u5b63\u7684\u5b9e\u9645\u7559\u5b58\u6570\u636e\uff0c\u518d\u8c08\u98a0\u8986\u4e0d\u8fdf\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\">Big Mike<\/span>\n <\/div>\n<div class=\"comment-content\">Big Mike reads MLB, NFL\/CFB, and NBA\/WNBA all day and texts you the play in iMessage: what to bet, at what number, and which book has it. July Record: 115-68, +21.4 units. Every pick graded in public, no deleted losers. Star ruled out? Trade drops? He texts you what it does to the line. Add him to the group chat and the whole crew hears it at once. Fair warning: he stirs up banter. Link your Sleeper or ESPN league and the start\/sit calls are about your roster. Ask Big Mike.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting concept! The combination of real-time injury alerts, fantasy advice, and betting picks in iMessage feels super practical. Curious\u2014are WhatsApp or Telegram versions on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> Thanks Amirul! \ud83d\ude4c We\u2019re starting with iMessage because we wanted Big Mike to feel native to an existing group chat rather than become another app people need to check. WhatsApp\/Telegram are definitely interesting directions as we expand \ud83d\udc40<\/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>What stands out to me is that Big Mike isn’t just another betting picks app\u2014it combines news, injuries, fantasy, and betting into one conversational experience. The public record is a nice touch too. Great launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@monir_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monir_<\/a> Appreciate it, Monir! That\u2019s exactly what we\u2019re going for \u2014 bringing all the fragmented parts of the sports experience into one conversation. And yeah, the public record is important to us; if Big Mike makes picks, he should be accountable for them \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@monir_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monir_<\/a> Thank you! Trying to create an all encompassing experience for avid sport fanatics out there<\/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>There’s never a shortage of sports mania. The blockbuster trades, the season-derailing injuries, or just a late-season underdog catching a 10-game hot streak. There’s always something moving….<\/p>\n<p>What’s missing is a way to filter out the noise <strong><em>before kickoffs, tip-offs, or the first pitch<\/em><\/strong>…<\/p>\n<p>That’s why you need to <strong><em>“Ask Big Mike”<\/em><\/strong>, your tailored, <strong>personal sports companion that texts you (iMessage)<\/strong> daily updates on:<\/p>\n<ul>\n<li>\n<p>The <strong>latest on your favorite teams<\/strong>, hot off the press<\/p>\n<\/li>\n<li>\n<p><strong>Real-time injuries<\/strong> and lineup changes before game time<\/p>\n<\/li>\n<li>\n<p><strong>Custom fantasy adjustments<\/strong> for your actual roster<\/p>\n<\/li>\n<li>\n<p>Big Mike’s Read, his <strong>best picks of the day<\/strong><\/p>\n<p>Hey Product Hunt, I’m Michael, founder of Big Mike! \ud83d\udc3b<\/p>\n<\/li>\n<\/ul>\n<p>I’ve been a sports fan my whole life, tracking the latest news across multiple teams, players, and games in a single day. And for years I watched friends tail “experts” whose betting records nobody could actually verify….<\/p>\n<p>That never sat right with me. So I built <strong>Big Mike<\/strong>: your favorite sports companion, <strong>texting you morning<\/strong>, <strong>evening<\/strong>, or <strong>night<\/strong> with the latest changes and the <strong>plays worth making across the NFL<\/strong>, <strong>CFB<\/strong>,<strong> MLB<\/strong>, <strong>WNBA<\/strong>, and <strong>NBA<\/strong>.<\/p>\n<p>Ask him anything, like “hey big mike, how do we feel about the cubs against the pirates today?” and he’ll tell you where the value is and why.<\/p>\n<h2><\/h2>\n<p><strong>He handles the whole day, not just the bets.<\/strong> An overnight trade drops, a starter tweaks a hamstring in warmups, your flex on your fantasy team suddenly questionable. Big Mike catches it and texts you before it matters, so you’re never the last one in the group chat to know.<\/p>\n<p><strong>He’s in your fantasy league too<\/strong>. Inactive alerts before lineup lock, start\/sit off his own projections, and weekly recaps with the roast included. (Football season loading…)<\/p>\n<p><strong>He can be added to any existing group chat.<\/strong> Add him to the crew’s iMessage chat and he keeps up with who said what, answers each of you on your own terms, and drops slips right into the conversation. It should make watching with your crew more fun, not more homework.<\/p>\n<p><strong>When he does call a play, he shows his work<\/strong>. Big Mike builds his own price for every game from the ground up, only steps in when the market’s price is provably wrong, and grades himself against the closing line, not just wins and losses. One companion in your texts, with a public record he can’t go back and edit.<\/p>\n<p><strong>Every pick is graded in public.<\/strong> His record is just the number: <strong>141\u201389 (61.3%) on his best plays for the day <\/strong>and counting. Every call dated, timed, and kept in the app forever. Losses sitting right next to the wins. Nothing gets deleted.<\/p>\n<p><strong>It’s a live board, not a static list.<\/strong> The app lays out the day by game time (live now, locking soon, tonight, tomorrow) with live scores, how the lines have moved, and closing-line value on everything he’s already graded.<\/p>\n<\/p>\n<h2><\/h2>\n<p><strong>Who’s Big Mike for?<\/strong><\/p>\n<\/p>\n<p>If <strong>you follow a few teams<\/strong>, <strong>ride a fantasy league<\/strong>, and maybe <strong>bet casually with a group chat<\/strong> full of opinions, this one’s built for you. Big Mike shows his work, texts you back like he’s part of the squad, and keeps you on top of the latest around the league.<\/p>\n<\/p>\n<h2>Get started<\/h2>\n<p>Download Big Mike and your first week (7-Days) is on the house: <a href=\"https:\/\/apps.apple.com\/us\/app\/big-mike-sports-betting-picks\/id6762222670\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/us\/app\/big-mike-sports-betting-picks\/id6762222670<\/a><\/p>\n<p>Big Mike’s Newsletter: “The Daily Dough”: <a href=\"https:\/\/thedailydoughwithbigmike.substack.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/thedailydoughwithbigmike.substack.com\/<\/a><\/p>\n<p>Big Mike Site: <a href=\"https:\/\/www.bigmike.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.bigmike.ai\/<\/a><\/p>\n<p>P.S – <strong>Bring the crew <\/strong>while you’re at it, every friend who joins your squad drops the price for everyone….and you could be missing out on <strong>50% off<\/strong> for everyone right now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mikehew Having real time injury alerts and fantasy updates delivered straight to iMessage is such a clean UX approach instead of constantly refreshing multiple sports apps. The public track record\/grading transparency is a great touch.<br \/>\nOut of curiosity, do you plan on expanding beyond iMessage to platforms like WhatsApp or Telegram in the future?<\/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\">@tehreem_fatima5 great question! Eventually, I do foresee being able to expand Big Mike to WhatsApp (first), and then following with Telegram. <\/p>\n<p>For the time being though, we\u2019ll be focusing on creating a continuously easier experience for the IOS environment<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikehew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikehew<\/a> I\u2019m curious how Big Mike adapts when you add him to different group chats\u2014does he tailor his slips to the crowd, or keep a consistent voice across the crew?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea of turning sports updates into a group-chat experience. The public track record and transparent grading make this especially interesting. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> Thanks Angela! \ud83d\ude80 The group-chat experience is really the core idea behind Big Mike. We wanted sports updates and advice to show up naturally where you\u2019re already talking with friends, instead of making you constantly jump between apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> Always felt that accountability & transparency we qualities lost in the process with other comparable apps out there – which Big Mike has proven so far to be consistently correct in finding value with his picks and analysis each day. <\/p>\n<p>Don’t get me wrong, Big Mike will have some down days, but over the long run so far, he’s proven to come out on top!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Michael, showing the reasoning behind each pick is probably the part I\u2019d pay the most attention to. I\u2019d want to understand why the number looks valuable.<\/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\/@malani_willa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malani_willa<\/a> Great question, and here’s my personal take on this:<\/p>\n<p>Ever bet a number and found out afterward it moved two points before first pitch? That’s the base foundation & question we built our model around (dissecting the player matchups \/ teams, and matchup value minute by minute, in real time, before kickoff, tip-off, or the first pitch).<\/p>\n<p>Every pick shows two numbers side by side: what the market prices it at, and what our learning model makes of it. “62% to hit \u00b7 model 67%.” That gap is the entire reason the pick exists, and when it isn’t there, there’s no pick. Big Mike won’t ever force a pick that wouldn’t follow his learning model (which now compounds all the daily game data throughout the season, so truthfully it should get better with more games \/ time being played).<\/p>\n<p>You also see the games he passed on and why, in his words: the number didn’t clear the bar, or the price got there first, or the model liked the other side.<\/p>\n<p>Under that is the case in plain terms: the announced starters with their real ERA and record, the injury report, and how the line has moved since it opened.<\/p>\n<p>Then the part you can hold us to. Every graded pick carries its closing line value, what we took against where the number actually closed. A pick can win on a bad number and lose on a good one, and CLV is how you tell which happened before the result says anything. <\/p>\n<p>Full graded history is public, nothing deleted – and so far, his total record:<\/p>\n<p>242-155, 61.0% win rate across 397 graded picks.<\/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\">Big Mike\u2019s transparent record feels refreshing, finally someone showing wins and losses. Congratulations!<\/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\">@odeth_negapatan1 thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The group chat feature is a fun idea. I can already imagine my friends arguing with Big Mike about every pick<\/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\/@simran_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simran_kumar<\/a> it’s one of the best parts! The pure banter as big mike is just part of the friend group now! haha<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9a51dc4-7e12-4534-bf40-adff26ce719a.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f10a1f7b-992c-4289-9bee-747d2a2c9c94.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec09b5ed-486a-445e-bc1b-0029458c55f0.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the injury and lineup alerts could be really useful during those last few minutes before a game starts.<\/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\/@harri_cuevas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harri_cuevas<\/a> You’re spot on! <\/p>\n<p>This feature was quite personal to me (when building it out) because there’s been multiple years & individual weeks during fantasy football seasons where I forgot to set my lineup with the proper players who were healthy for that week, or just even active players that should be starting with much higher PFF (not keeping the bye week matchup players in your starting lineup…)<\/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 think we are close to getting jackpots in casino games. My dad started using AI for predictions in lottery btw. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@busmark_w_nika well, if he\u2019s into watching either NFL, CFB, MLB, or NBA\/WNBA\u2026he needs to ask Big Mike what to be looking at!!<\/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\">@busmark_w_nika this reminds me of the MIT Blackjack team.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Congrats on the launch Mike! All the best<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Appreciate it, <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Germ\u00e1n Merlo<\/strong><\/a><strong>!!<\/strong><\/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\">Really interesting – I wonder what bet365 thinks about this!<\/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\">@dzaitzow agnostic to all! <\/p>\n<p>If the lines are right, Big Mike will help \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Making Big Mike part of the group chat is such a fun product decision. Sports predictions are already social, so having the \u201cuncle who always has a take\u201d actually join the conversation feels much more natural than opening another betting app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tanjum you get it! <\/p>\n<p>Arguably the #1 most difficult product experience for social apps is \u201cgathering\u201d community \/ members in one spot, but counter to that – keep on doing what you\u2019re already doing (in group chats) <\/p>\n<p>Big Mike comes to you, and just is another friend in the group chat (who happens to be an expert on all things sports analysis and news)<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>in a group chat how does he decide when to speak and when to stay out? thats the part id have got wrong. one bot in a busy thread gets muted fast if it answers everything.<\/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\">@jernej_jan_kocica great question!<\/p>\n<p>right now, including \u201cbig Mike\u201d on your question or replying from a \u201creply\u201d response directly from one of Big Mike\u2019s messages – these two options create a clean, organized format in group chats <\/p>\n<p>Over time, Big Mike\u2019s own model has shown & continuing to improve his conversational awareness, eventually where he will be able to jump into the midst of convos without needing \u201cbig Mike\u201d or a reply.<\/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<\/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\/OWYI7YOIY64MF4\" class=\"app-title\">Zetik<\/a><\/p>\n<div class=\"one-liner\">A chief of staff in your pocket<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">154<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zetik\u662f\u4e00\u6b3eAI\u4fe1\u606f\u4ee3\u7406\u5e94\u7528\uff0c\u901a\u8fc7\u5168\u5929\u5019\u81ea\u52a8\u6536\u96c6\u3001\u7b5b\u9009\u3001\u5206\u6790\u5e76\u6574\u5408\u65b0\u95fb\u3001\u8bba\u6587\u3001\u4ee3\u7801\u3001\u64ad\u5ba2\u7b49\u591a\u6e90\u4fe1\u606f\uff0c\u4e3a\u7528\u6237\u751f\u6210\u4e2a\u6027\u5316\u7b80\u62a5\uff0c\u89e3\u51b3\u4fe1\u606f\u8fc7\u8f7d\u548c\u9519\u5931\u5173\u952e\u60c5\u62a5\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b767007-e72a-4d60-8646-0d96dd9ec777.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cef00fb-558c-461e-b97a-1048f8c7451f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21b8871c-5a23-4ac8-ab37-383732cb0663.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0841dd3-1661-46e6-9471-4107ab1fab3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/531bdd04-157e-437e-8ed2-af3ac7b916b1.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\">News<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4fe1\u606f\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u591a\u6e90\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u64ad\u5ba2\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u60c5\u62a5\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u591a\u683c\u5f0f\u4fe1\u53f7\u8ffd\u8e2a\u548c\u5b9a\u5236\u8ffd\u8e2a\u5668\u7684\u5b9e\u7528\u6027\uff0c\u4f46\u6838\u5fc3\u7591\u8651\u5728\u4e8e\uff1a\u57fa\u4e8e\u663e\u5f0f\u8bbe\u5b9a\u7684\u8ffd\u8e2a\u5668\u53ef\u80fd\u53ea\u4f1a\u4f18\u5316\u201c\u5df2\u77e5\u5174\u8da3\u201d\u7684\u53ec\u56de\uff0c\u800c\u65e0\u6cd5\u53d1\u73b0\u201c\u8ba4\u77e5\u8fb9\u754c\u5916\u201d\u7684\u65b0\u7c7b\u522b\uff1b\u53e6\u6709\u7528\u6237\u8c03\u4f83AI\u662f\u5426\u4f1a\u53d6\u4ee3\u201c\u5237\u624b\u673a\u201d\u7684\u4e60\u60ef\uff0c\u5e76\u671f\u5f85\u957f\u671f\u4f53\u9a8c\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Zetik\u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u666e\u904d\u2014\u2014\u4fe1\u606f\u8fc7\u8f7d\u5df2\u4ece\u201c\u9009\u62e9\u56f0\u96be\u201d\u6f14\u53d8\u4e3a\u201c\u8ba4\u77e5\u8d1f\u503a\u201d\u3002\u5176\u201c\u60c5\u62a5\u53c2\u8c0b\u201d\u5b9a\u4f4d\u7cbe\u51c6\uff0c\u5c06CIA\u5f0f\u5de5\u4f5c\u6d41\u964d\u7ef4\u5230\u4e2a\u4eba\u573a\u666f\uff0c\u591a\u683c\u5f0f\u805a\u5408\uff08\u5c24\u5176\u64ad\u5ba2\u8f6c\u6587\u672c\uff09\u662f\u76f8\u5bf9RSS\u9605\u8bfb\u5668\u7684\u5b9e\u8d28\u6027\u5dee\u5f02\uff0c\u800c\u975e\u6362\u76ae\u805a\u5408\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u6700\u5927\u7684\u9690\u5fe7\u6070\u6070\u6765\u81ea\u8bc4\u8bba\u4e2d\u6700\u5c16\u9510\u7684\u8d28\u7591\uff1a\u7b97\u6cd5\u4f9d\u8d56\u7528\u6237\u9884\u8bbe\u7684tracker\uff0c\u672c\u8d28\u4e0a\u662f\u201c\u66f4\u5f3a\u7684\u8fc7\u6ee4\u5668\u201d\uff0c\u800c\u975e\u201c\u53d1\u73b0\u5f15\u64ce\u201d\u3002\u771f\u6b63\u7684\u4fe1\u606f\u7ea2\u5229\u5f80\u5f80\u6765\u81ea\u5174\u8da3\u8fb9\u7f18\u7684\u610f\u5916\u78b0\u649e\uff0c\u800c\u975e\u65e2\u6709\u4e3b\u9898\u7684\u6df1\u5ea6\u6316\u6398\u3002\u5982\u679cZetik\u53ea\u662f\u628a\u201c\u6211\u5df2\u77e5\u4ec0\u4e48\u201d\u505a\u5f97\u66f4\u597d\uff0c\u90a3\u4e48\u5b83\u4f18\u5316\u7684\u4e0d\u8fc7\u662f\u6548\u7387\uff0c\u800c\u975e\u8ba4\u77e5\u8fb9\u754c\u3002\u521b\u59cb\u4eba\u5728\u56de\u590d\u4e2d\u56de\u907f\u4e86\u8fd9\u4e00\u6838\u5fc3\u77db\u76fe\u2014\u2014\u201c\u8de8\u683c\u5f0f\u8ffd\u8e2a\u201d\u89e3\u51b3\u7684\u662f\u5e7f\u5ea6\uff0c\u4f46\u201c\u65b0\u7c7b\u522b\u53d1\u73b0\u201d\u9700\u8981\u7684\u662f\u8df3\u8131\u5df2\u77e5\u6846\u67b6\u7684\u63a8\u8350\u903b\u8f91\uff0c\u8fd9\u9700\u8981\u57fa\u4e8e\u5185\u5bb9\u8bed\u4e49\u7684\u62d3\u6251\u5206\u6790\uff0c\u800c\u975e\u5173\u952e\u8bcd\u5339\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u5c42\u9762\uff0c154\u7968\u5c5e\u4e8e\u4e2d\u4f4e\u70ed\u5ea6\uff0c\u53cd\u6620\u8be5\u8d5b\u9053\uff08\u5982Feedly\u3001The Browser Company\uff09\u7ade\u4e89\u6fc0\u70c8\u4e14\u7528\u6237\u4ed8\u8d39\u610f\u613f\u5b58\u7591\u3002\u201c\u9996\u5e2d\u4fe1\u606f\u5b98\u201d\u7684\u6545\u4e8b\u6027\u611f\uff0c\u4f46\u4e2a\u4eba\u7528\u6237\u662f\u5426\u613f\u4e3a\u201c\u7701\u4e0b\u7684\u5237\u624b\u673a\u65f6\u95f4\u201d\u6301\u7eed\u8ba2\u9605\uff0c\u4ecd\u9700\u9a8c\u8bc1\u3002\u66f4\u73b0\u5b9e\u7684\u673a\u4f1a\u53ef\u80fd\u5728\u5782\u76f4\u9886\u57df\uff08\u5982\u91d1\u878d\u3001\u79d1\u7814\uff09\u7684\u9ad8\u51c0\u503c\u7528\u6237\uff0c\u800c\u975e\u6cdb\u77e5\u8bc6\u4eba\u7fa4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aZetik\u662f\u4e00\u6b3e\u6253\u78e8\u826f\u597d\u7684\u201c\u4fe1\u606f\u51cf\u8d1f\u5de5\u5177\u201d\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u7684\u201c\u8ba4\u77e5\u5916\u8111\u201d\u8fd8\u6709\u4e00\u6b65\u4e4b\u9065\u2014\u2014\u90a3\u4e00\u6b65\uff0c\u5728\u4e8e\u4ece\u201c\u5e2e\u4f60\u627e\u5230\u4f60\u8981\u7684\u201d\u8de8\u8d8a\u5230\u201c\u544a\u8bc9\u4f60\u4ec0\u4e48\u662f\u4f60\u8be5\u77e5\u9053\u7684\u201d\u3002\u82e5\u4e0d\u80fd\u89e3\u51b3\uff0c\u5b83\u7ec8\u5c06\u4e0e\u65e0\u6570RSS\u589e\u5f3a\u5de5\u5177\u4e00\u6837\uff0c\u6ca6\u4e3a\u9ad8\u7ea7\u6536\u85cf\u5939\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\">Zetik<\/span>\n <\/div>\n<div class=\"comment-content\">Presidents and CEOs get strategy teams. You get\u2026 doomscrolling? Meet Zetik: an AI agent team running a full intelligence cycle \u2014 collect, filter, analyze, brief \u2014 across podcasts, papers, code, tweets & news, 24\/7. It tracks whatever matters to you, in near real time.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I do a version of this manually for work – scanning a lot of early-stage stuff fast – and the part I’d worry about with “the 1-2 things worth knowing find me, the other 98 never do” is that the best finds I’ve had were never things I already knew to track. they were adjacent to my interests, not inside them. if Zetik’s filtering works off trackers I explicitly set up, how does it surface something genuinely outside those – a new category I didn’t know existed yet – versus getting really good at recall on topics I already told it mattered<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I like the idea.<\/p>\n<p>I was skeptical at first, but the custom tracker feature works really well for keeping an eye on industry updates I care about. It runs in the background and keeps me posted without constant manual searches.<\/p>\n<p>Will leave a review after a few days.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Thank you so much for the feedback! I’m thrilled to hear the custom tracker is saving you time. Take your time testing it out\u2014looking forward to your review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! I’m Nathan, the builder of Zetik.<\/p>\n<\/p>\n<p><strong>Honest origin story:<\/strong> I hunt for quality information every day \u2014 and still miss things that matter. Out of every 100 posts I scroll, maybe 1\u20132 are actually worth my time.<\/p>\n<p>And the signal is everywhere. A story starts in the news, the best take is on X, the real discussion is on Reddit, the technical proof is on GitHub or arXiv, and the best explanation might show up in a podcast three days later.<\/p>\n<p>Piecing it all together is a part-time job. Staying informed shouldn’t depend on how much time you have to scroll.<\/p>\n<p>Then it clicked: presidents and CEOs solved this problem a long time ago.<\/p>\n<p>They don’t read everything themselves. They have staff who monitor the world, kill the noise, connect the dots, and walk in with a brief.<\/p>\n<p>It’s 2026. I use coding agents every day.<\/p>\n<p><strong>Why shouldn’t everyone have an information agent?<\/strong><\/p>\n<p>So we built <strong>Zetik \u2014 your own chief information staff.<\/strong><\/p>\n<\/p>\n<p>\ud83c\udf99\ufe0f <strong>Tell it what matters to you.<\/strong><br \/>Say it out loud or type it in. Zetik spins up a tracker and continuously follows the web for you \u2014 collecting, cross-checking, analyzing, and briefing you on what actually matters.<\/p>\n<p>\ud83d\udce1 <strong>It follows the signal, not just the source.<\/strong><br \/>X, Reddit, YouTube, podcasts, GitHub, arXiv, blogs, financial research \u2014 Zetik connects information across formats instead of making you chase it yourself.<\/p>\n<p>\ud83d\udca1 <strong>Insights, not links.<\/strong><br \/>When something changes, you don’t get another pile of tabs. You get the story, the context, what changed, and why it matters.<\/p>\n<p>And it remembers what you care about. Your interests, your preferences, and the things you’ve already told it \u2014 so every brief gets more useful over time.<\/p>\n<\/p>\n<p>My trackers right now: new LLM papers, promising open-source repos, startup funding, football transfer news, and the next TV series I want to watch.<\/p>\n<p><strong>One information staff. Both halves of my life.<\/strong><\/p>\n<p>The goal is simple:<\/p>\n<p><strong>The 1\u20132 things worth knowing find me.<br \/>The other 98 never do.<\/strong><\/p>\n<\/p>\n<p>Two questions for you:<\/p>\n<p>1\ufe0f\u20e3 How do you manage your information diet today \u2014 still scrolling manually, or have you automated part of it?<\/p>\n<p>2\ufe0f\u20e3 What’s the one thing you’re most afraid of missing?<\/p>\n<p>Drop your answers below. I’ll be here all day. \ud83e\udee1<\/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\/@nathan_ph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_ph<\/a> The internet has somehow turned staying informed into a full time job. <\/p>\n<\/p>\n<p>I love the \u201cchief information staff\u201d framing. We have more information than any generation before us, yet somehow the hardest part is still figuring out what deserves five minutes of our attention.<\/p>\n<p>And the 1\u20132 useful posts out of every 100 feels painfully accurate. The real win here isn’t finding <em>more<\/em> information. It’s having something ruthless enough to say, <strong>\u201cYou don’t need to read the other 98.\u201d<\/strong><\/p>\n<p>Connecting the dots across X, Reddit, GitHub, arXiv, podcasts and everything else is where this gets especially interesting. The best signal rarely lives in one place.<\/p>\n<p>The dream is pretty simple: stop doomscrolling the internet and let the internet report back to you. \ud83d\udc40<\/p>\n<p>Although I have one concern…<\/p>\n<p><strong>If Zetik becomes my chief of information staff, does it also have permission to fire me from my job as chief doomscroller?<\/strong> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Usually skeptical of ‘info agent’ launches, but tracking the signal across formats (especially audio to text) instead of just RSS feeds makes a ton of sense. Setting up my first topic now!<\/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\/@ruhezhou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhezhou<\/a> Exactly the bet we made \u2014 so much signal lives in podcasts and video that never hits a feed. Would love to hear how your first topic goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JK4EMFX3J4PIJM\" class=\"app-title\">Attyn<\/a><\/p>\n<div class=\"one-liner\">Bringing intelligence to your cursor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">135<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Attyn \u662f\u4e00\u6b3e\u5c06 AI \u80fd\u529b\u5d4c\u5165 macOS \u7cfb\u7edf\u5149\u6807\u5c42\u7684\u6548\u7387\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u5728\u4efb\u610f\u5df2\u6253\u5f00\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u76f4\u63a5\u5b8c\u6210\u6539\u5199\u3001\u542c\u5199\u3001\u5c4f\u5e55\u95ee\u7b54\u548c\u53ef\u89c6\u5316\u8bb2\u89e3\uff0c\u514d\u53bb\u9891\u7e41\u5207\u6362 AI \u5bf9\u8bdd\u6846\u7684\u6253\u65ad\u5f0f\u5de5\u4f5c\u6d41\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8759b19-6bf1-4df8-b7c7-41ee295351a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86080977-ac42-4c7b-b2dc-939c0eae9943.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7df3b505-c601-4397-b8b8-f97e0f6292c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bcfd53e-dda7-425b-8d97-4d950bec222a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4253615-d714-4fe7-b3bd-881f41e9b6b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3802d0c4-3c56-4f1f-bbd9-771d79c6886d.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\/5645d8d4-373f-4c75-bbaf-4d1868c6b253.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/M5qLJvvvQvQ\"><source src=\"https:\/\/youtu.be\/M5qLJvvvQvQ\" 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\">Mac<\/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 \u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u542c\u5199<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">BYOK<\/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 Rohit \u80af\u5b9a\u4e86\u672c\u5730\u6a21\u578b\u4e0e BYOK \u7684\u7075\u6d3b\u6027\uff0c\u5e76\u8ffd\u95ee\u4ea7\u54c1\u5982\u4f55\u754c\u5b9a\u201c\u81ea\u52a8\u63a8\u65ad\u4e0a\u4e0b\u6587\u201d\u4e0e\u201c\u7528\u6237\u4e3b\u52a8\u6388\u6743\u8303\u56f4\u201d\u7684\u8fb9\u754c\u3002\u5b98\u65b9\u56de\u5e94\u660e\u786e\uff1a\u4ec5\u81ea\u52a8\u8bc6\u522b\u524d\u53f0\u5e94\u7528\u548c\u5149\u6807\u4f4d\u7f6e\uff0c\u5185\u5bb9\u8bfb\u53d6\u5b8c\u5168\u7531\u7528\u6237\u624b\u52bf\u89e6\u53d1\uff0c\u65e0\u540e\u53f0\u88ab\u52a8\u76d1\u63a7\uff0c\u624b\u52bf\u5373\u6388\u6743\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 Attyn \u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u201cAI \u5165\u53e3\u201d\uff0c\u800c\u662f\u5bc4\u751f\u5728\u7528\u6237\u5df2\u6709\u7684\u6570\u5b57\u808c\u8089\u8bb0\u5fc6\u2014\u2014\u5149\u6807\u4e0a\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524d AI \u5de5\u5177\u6700\u5927\u7684\u4f53\u9a8c\u65ad\u5c42\uff1a\u4e0a\u4e0b\u6587\u5272\u88c2\u3002\u5728\u4e00\u4e2a\u62e5\u6324\u7684\u63d0\u793a\u8bcd\u5e02\u573a\u91cc\uff0c\u5b83\u9009\u62e9\u505a\u201c\u4e0a\u4e0b\u6587\u8fd0\u8f93\u5e26\u201d\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u5dee\u5f02\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\u3002\u9996\u5148\uff0c135 \u7968\u7684\u58f0\u91cf\u5728 Product Hunt \u4e0a\u4ec5\u7b97\u4e2d\u6e38\uff0c\u8bf4\u660e\u201c\u5149\u6807\u7ea7 AI\u201d\u7684\u53d9\u4e8b\u867d\u7f8e\uff0c\u4f46\u5c1a\u672a\u5f62\u6210\u7206\u53d1\u6027\u5171\u9e23\uff0c\u6838\u5fc3\u539f\u56e0\u5728\u4e8e\u5176\u80fd\u529b\u4e0a\u9650\u53d7\u9650\u4e8e\u201c\u5355\u6b65\u64cd\u4f5c\u201d\u3002\u65e0\u8bba\u662f Inline Assist \u8fd8\u662f Screen Assist\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u201c\u4e00\u6b21\u6027\u95ee\u7b54\u201d\uff0c\u65e0\u6cd5\u652f\u6491\u591a\u8f6e\u590d\u6742\u7684\u4efb\u52a1\u63a8\u6f14\uff0c\u8fd9\u4f1a\u8ba9\u5b83\u8fc5\u901f\u4ece\u201c\u751f\u4ea7\u529b\u795e\u5668\u201d\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u5212\u8bcd\u7ffb\u8bd1\u201d\u3002\u5176\u6b21\uff0cmacOS \u7684 Accessibility API \u6743\u9650\u662f\u53cc\u5203\u5251\uff0c\u5c3d\u7ba1\u5b98\u65b9\u5f3a\u8c03\u201c\u624b\u52bf\u5373\u6388\u6743\u201d\uff0c\u4f46\u7528\u6237\u4fa7\u5bf9\u5c4f\u5e55\u5185\u5bb9\u88ab\u201c\u8bfb\u53d6\u201d\u7684\u7cfb\u7edf\u7ea7\u5f39\u7a97\u8b66\u544a\uff0c\u4f9d\u7136\u662f\u5de8\u5927\u7684\u4fe1\u4efb\u6210\u672c\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u4e00\u5bb6 bootstrapped \u72ec\u7acb\u5f00\u53d1\u5546\uff0c\u5728\u5fae\u8f6f\u3001OpenAI \u5de8\u5934\u4eec\u6b63\u628a AI \u6df1\u5ea6\u690d\u5165\u64cd\u4f5c\u7cfb\u7edf\uff08\u5982 Recall \u529f\u80fd\uff09\u7684\u5f53\u4e0b\uff0cAttyn \u7684\u7a97\u53e3\u671f\u5e76\u4e0d\u5bbd\u88d5\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u79cd\u201c\u9690\u79c1\u514b\u5236\u201d\u7684\u4ea4\u4e92\u8303\u672c\u2014\u2014\u5982\u679c\u5b83\u80fd\u5c3d\u5feb\u8865\u9f50 Windows \u7248\u5e76\u5f00\u653e API \u63a5\u5165\u66f4\u591a\u5782\u76f4\u5de5\u5177\uff0c\u6216\u8bb8\u80fd\u6210\u4e3a\u5de8\u5934\u751f\u6001\u4e0b\u7684\u4e00\u4e2a\u4f18\u96c5\u8865\u4e01\uff1b\u5426\u5219\uff0c\u5f88\u5bb9\u6613\u6210\u4e3a\u88ab\u7cfb\u7edf\u7ea7 AI \u76f4\u63a5\u541e\u5e76\u7684\u201c\u5c0f\u800c\u7f8e\u201d\u727a\u7272\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Attyn<\/span>\n <\/div>\n<div class=\"comment-content\">Attyn brings intelligence to the cursor inside the apps you already use. Rewrite selected text with Inline Assist, speak finished words with Realtime Dictation, ask about what is on screen with Screen Assist, and turn questions into visual explanations with Blackboard. Use Attyn Credits, bring a provider key, or run a supported local model. Attyn is bootstrapped and independent. Available for macOS today, with Windows on the way. Every new account starts with 500 launch credits.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Rohit C \u2014 the local-model\/BYOK choice is a strong complement to cursor-level assistance. Screen Assist plus Blackboard looks especially useful when a question needs both the current app context and a visual explanation. How are you deciding when Attyn should infer context automatically versus ask the user to scope what it can 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getosmo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getosmo<\/a> Thanks Anuj. The line we drew is simple: attyn infers the cheap, harmless context on its own, and a deliberate gesture from you is what grants the sensitive kind.<\/p>\n<p>Inferred automatically: which app is frontmost, where your cursor is. <\/p>\n<p>Content is always scoped by the gesture itself. Inline Assist sees only the text you selected. Screen Assist sees the screen only at the moment you tap the shortcut, and if you hold it instead, you circle exactly the region it may look at. Nothing is watched passively between gestures, and captures exclude attyn’s own windows.<\/p>\n<p>So there’s no runtime heuristic deciding what to read. The gesture is the consent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Rohit, and I\u2019m building Attyn.<\/p>\n<p>Most of us begin work at a cursor, yet using intelligence still means leaving the work for another tab. Attyn brings it into the app already open.<\/p>\n<p>Today, Attyn has four surfaces:<\/p>\n<p>\u2022 Inline Assist rewrites selected text in place.<br \/>\n\u2022 Realtime Dictation turns speech into finished writing at the cursor.<br \/>\n\u2022 Screen Assist answers questions about what is already on screen.<br \/>\n\u2022 Blackboard turns a question into a visual explanation you can explore.<\/p>\n<p>You can use Attyn Credits, bring a supported provider key, or choose a supported local model. Every new account starts with 500 launch credits.<\/p>\n<p>Attyn is bootstrapped and independent. We set out to research small language models and built the harness that carries context to intelligence and brings the result back to your cursor. Somewhere along the way, that harness became the four tools we now use every day.<\/p>\n<p>Attyn is available for macOS today, with Windows on the way.<\/p>\n<p>I would genuinely love your feedback: what would you want intelligence at your cursor to help you do first?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Watch Attyn in action:<\/p>\n<p>Complete product film: <a href=\"https:\/\/youtu.be\/0qGNmaA9gDg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/0qGNmaA9gDg<\/a><\/p>\n<p>30-second tour: <a href=\"https:\/\/youtu.be\/66BQUMIi7CU\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/66BQUMIi7CU<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/A3I5QRDNO2ESIA\" class=\"app-title\">nenspace<\/a><\/p>\n<div class=\"one-liner\">the lo-fi of LLMs: your mind, made larger<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">128<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>nenspace\u662f\u4e00\u6b3e\u5c06AI\u6a21\u578b\u4e0e\u5de5\u4f5c\u8bb0\u5fc6\u3001\u4efb\u52a1\u3001\u7b14\u8bb0\u3001\u4e60\u60ef\u548c\u65e5\u5fd7\u6574\u5408\u4e8e\u4e00\u4f53\u7684\u201c\u601d\u7ef4\u6269\u5c55\u201d\u5e94\u7528\uff0c\u4e13\u4e3a\u90a3\u4e9b\u5e0c\u671b\u5728\u5feb\u8282\u594f\u751f\u6d3b\u4e2d\u968f\u65f6\u6355\u6349\u60f3\u6cd5\u3001\u5e76\u5728\u7a0d\u540e\u6574\u7406\u5f52\u4f4d\u7684\u4eba\u7fa4\u8bbe\u8ba1\uff0c\u89e3\u51b3\u201c\u60f3\u6cd5\u6d41\u901d\u201d\u548c\u201cAI\u53ea\u4f1a\u9644\u548c\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53f4c4c9-292d-4598-a9c6-4d42b831e692.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d25b453-26f2-4bcf-abde-a9ec28151491.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35e5520a-0366-4a16-969b-eb34ea068d7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bee3c9e-ca93-43a1-be86-6a03360eeefb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/868ffe0c-eb32-40d3-9306-a9a0ff329fba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfa6d399-318d-492c-bebb-0d0039b0e7b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0e6cb3f-8d4a-401a-9529-daa390d6a9f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6269\u5c55\u601d\u7ef4<\/span><br \/>\n <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u53cd\u8c04\u5a9a\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\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\u666e\u904d\u8ba4\u53ef\u5176\u72ec\u7279\u54c1\u724c\u5b9a\u4f4d\u548c\u586b\u8865\u201c\u9ad8\u7ea7AI\u4e0e\u57fa\u7840\u804a\u5929\u5e94\u7528\u201d\u4e4b\u95f4\u7a7a\u767d\u7684\u4ef7\u503c\u3002\u4f46\u6709\u7528\u6237\u53cd\u9988\u767b\u5f55\u9a8c\u8bc1\u7801\u4e3a8\u4f4d\u800c\u975e6\u4f4d\uff0c\u5bfc\u81f4\u65e0\u6cd5\u767b\u5f55\uff1b\u53e6\u6709\u7528\u6237\u5173\u6ce8\u6a21\u578b\u4ea4\u4e92\u4f53\u9a8c\uff0c\u671f\u5f85\u66f4\u591a\u6a21\u578b\u9009\u62e9\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 nenspace\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u7cbe\u51c6\u8e29\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u7684\u4e24\u5927\u8f6f\u808b\uff1a\u4e00\u662f\u201c\u8bb0\u5fc6\u788e\u7247\u5316\u201d\u7684\u7a98\u5883\u2014\u2014\u591a\u6570\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u5e94\u7528\u53ea\u8d1f\u8d23\u5b58\u50a8\uff0c\u5374\u628a\u6574\u7406\u548c\u51b3\u7b56\u7684\u8d1f\u62c5\u7529\u56de\u7ed9\u7528\u6237\uff1b\u4e8c\u662f\u201cAI\u8fc7\u5ea6\u8fce\u5408\u201d\u7684\u666e\u904d\u4e0d\u9002\uff0cRLHF\u8bad\u7ec3\u51fa\u7684\u8c04\u5a9a\u6a21\u578b\u8ba9\u6df1\u5ea6\u601d\u8003\u53d8\u5f97\u80a4\u6d45\u3002\u5176\u81ea\u7814\u7684nen-1\u6a21\u578b\u4e3b\u6253\u201c\u8d28\u7591\u548c\u7cbe\u7b80\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u628aAI\u4ece\u201c\u7b54\u6848\u673a\u5668\u201d\u964d\u683c\u4e3a\u201c\u601d\u8fa8\u966a\u7ec3\u201d\uff0c\u8fd9\u4e00\u5b9a\u4f4d\u5177\u6709\u6781\u5f3a\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u5de5\u4f5c\u8bb0\u5fc6+\u6682\u5b58+\u7a0d\u540e\u6574\u7406\uff08sift\uff09\u201d\u7684\u4ea4\u4e92\u8bbe\u8ba1\u4e5f\u5f88\u8001\u7ec3\uff0c\u5b83\u4e0d\u5f3a\u8feb\u7528\u6237\u5bf9\u6bcf\u4e2a\u5ff5\u5934\u7acb\u523b\u505a\u7ed3\u6784\u5316\u5206\u7c7b\uff0c\u800c\u662f\u6a21\u62df\u4eba\u8111\u7684\u201c\u7f13\u51b2\u533a\u201d\uff0c\u7b49\u95f2\u4e0b\u6765\u518d\u7edf\u4e00\u5904\u7406\uff0c\u8fd9\u6bd4\u5e02\u9762\u4e0a\u8ffd\u6c42\u201c\u4e07\u7269\u7686\u6587\u4ef6\u5939\u201d\u7684\u5de5\u5177\u66f4\u7b26\u5408\u8ba4\u77e5\u89c4\u5f8b\u3002\u52a0\u4e0a\u6a21\u578b\u80fd\u76f4\u63a5\u68c0\u7d22\u7b14\u8bb0\u548c\u7f51\u9875\uff0c\u786e\u5b9e\u505a\u5230\u4e86\u201cAI\u878d\u5408\u4f46\u4e0d\u55a7\u5bbe\u593a\u4e3b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9690\u5fe7\u540c\u6837\u660e\u663e\uff1a128\u7968\u5728Product Hunt\u5c5e\u4e8e\u4e2d\u91cf\u7ea7\u70ed\u5ea6\uff0c\u8bc4\u8bba\u91cc\u63d0\u5230\u767b\u5f55\u4f53\u9a8c\uff08\u9a8c\u8bc1\u7801\u4f4d\u6570\u9519\u8bef\uff09\u8fd9\u79cd\u57fa\u7840bug\uff0c\u8bf4\u660e\u4ea7\u54c1\u6210\u719f\u5ea6\u8fd8\u6709\u5f85\u6253\u78e8\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u53cd\u8c04\u5a9a\u6a21\u578b\u662f\u4e00\u628a\u53cc\u5203\u5251\u2014\u2014\u7528\u6237\u771f\u7684\u613f\u610f\u5728\u75b2\u60eb\u65f6\u9762\u5bf9\u4e00\u4e2a\u201c\u5531\u53cd\u8c03\u201d\u7684AI\u5417\uff1f\u5de5\u5177\u578b\u4ea7\u54c1\u6700\u7ec8\u62fc\u7684\u662f\u7559\u5b58\uff0c\u4e00\u65e6\u65b0\u9c9c\u611f\u8fc7\u53bb\uff0c\u4eba\u4eec\u53ef\u80fd\u8fd8\u662f\u4f1a\u9003\u56de\u6e29\u548c\u7684ChatGPT\u6216Notion\u7684\u8212\u9002\u533a\u3002nenspace\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u901a\u8fc7\u201c\u6574\u7406\u4eea\u5f0f\u611f\u201d\u548c\u201c\u8bb0\u5fc6\u7d2f\u79ef\u201d\u57f9\u517b\u51fa\u7528\u6237\u7684\u60c5\u611f\u4f9d\u8d56\uff0c\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u8bbe\u8ba1\u66f4\u9177\u7684Memo\u5e94\u7528\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\">nenspace<\/span>\n <\/div>\n<div class=\"comment-content\">nenspace. an extended mind, not a second brain: your own, made larger. the lo-fi of LLMs fused with the one space that catches your thoughts and cultivates them: working memory, tasks, notes, habits, logbook. AI-fused, but not forced. your head holds about four things. nenspace holds the rest. free to start \u00b7 web + ios<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I\u2019m Sam \ud83d\udc4b<\/p>\n<p>Most LLMs are trained to agree with you (RLHF). Ask one if a bad idea is good and it\u2019ll lean towards yes, taking multiple paragraphs to do so. I wanted a model that questions my assumptions, pushes back when it matters, and stays quiet when it doesn\u2019t. That became nen-1. A fine-tuned model trained to be concise and question assumptions, instead of padded and flattering.<\/p>\n<\/p>\n<p><em>(note: get one month of Nen Pro for free! reminder email 5 days before billing)<\/em><\/p>\n<p><strong>NEN MODEL’s<\/strong>: nen-1, nen-2, & nen-alia \ud83c\udf43<\/p>\n<p>\u2022 trained differently to frontier models: a refusal of the axis everyone else maximises<br \/>\u2022 web search optimised for register and user absorption<br \/>\u2022 models integrated into notes pages and logbook, so you can query nen-1 about your notes or search the web without leaving the page<br \/>\u2022 composer (\u2318+K) for seamless discussion with nen model’s, from any page<\/p>\n<p><strong>SPACE<\/strong>: tasks \u00b7 notes \u00b7 logbook \u00b7 habits \u00b7 memory \ud83c\udf0d<\/p>\n<p>capture & sift:<br \/>\u2022 a thought arrives at the wrong time\u2026walking, cooking, mid-task<br \/>\u2022 capture it in working-memory (not every idea needs to become a \u201cthing\u201d immediately)<br \/>\u2022 when you get some time, press sift to read the pile of captured notes, thoughts, ideas, and a place is proposed for each: a task, a note, a habit, a space\u2026or simply set it down for later<br \/>\u2022 nothing moves without an ok, everything is recoverable<\/p>\n<p>A brain does two things: it remembers and it thinks. Every app that calls itself a \u201csecond brain\u201d only does the first and leaves you to do the filing. Every LLM does the second but it thinks for you, and is trained to agree with you. You’re outsourcing your thinking. The purpose of AI does not have to be thinking for you, but to return you to your own thinking.<\/p>\n<p>I\u2019d love feedback, especially on the models but also what you’d like to see in the \/space side as well!<\/p>\n<p>Peace & love \ud83c\udf0d \ud83e\udef6<\/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\">@samsmallmind, I\u2019m a huge fan of the distinct brand identity! <\/p>\n<p>I\u2019ve spent a lot of time customizing harnesses, memory systems, and workflows for long running powerful agents that handle every kind of work task. <\/p>\n<p>In that process, I\u2019ve stopped having the kind of interactions that first opened my eyes to the potential of generative intelligence. I don\u2019t have anywhere to direct the interactions that spark the most joy. My custom system feels too powerful and a basic chat app\/subscription seems lacking. <\/p>\n<p>This is very cool and fills a gap that\u2019s been driving me nuts. Downloading and trying out now.<\/p>\n<p>Congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks super interesting! All the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@preetmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetmishra<\/a> thanks Preet! let me know which model resonates the most<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea, I would like to test it, but the sign-up code comes as an 8-digit code instead of a 6-digit code, and I cannot log in \ud83c\udf1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oleg_lavrynenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleg_lavrynenko<\/a> sorted! thanks for flagging – let me know how you find it once you’re in!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/H344PK7NRKALNU\" class=\"app-title\">Joy<\/a><\/p>\n<div class=\"one-liner\">A Mac menu bar app that throws confetti for your wins<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Joy \u662f\u4e00\u6b3e macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u5728\u4f60\u8fbe\u6210 GitHub stars\u3001Stripe \u9500\u552e\u3001Docker Hub \u4e0b\u8f7d\u7b49\u91cc\u7a0b\u7891\u65f6\uff0c\u81ea\u52a8\u5728\u5c4f\u5e55\u4e0a\u6492\u5f69\u5c51\u5e86\u795d\uff0c\u628a\u67af\u71e5\u7684\u540e\u53f0\u6570\u636e\u53d8\u6210\u5373\u65f6\u7684\u6210\u5c31\u611f\u53cd\u9988\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3887185f-93bc-42c3-a6e7-d425b1889512.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcad83df-77cb-40dc-af6b-577dddf135f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/707e6a7b-cc2a-45a5-b51c-11dc2650f247.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b86779af-5025-4846-a0ea-8ce538dd18d0.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\/988939dd-ccf9-4eba-a1c6-a6f6445a3024.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ujBdYfzHu-M\"><source src=\"https:\/\/youtu.be\/ujBdYfzHu-M\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS \u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u91cc\u7a0b\u7891\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u6210\u5c31\u5e86\u795d<\/span><br \/>\n <span class=\"tag\">\u5f69\u5c51\u52a8\u6548<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u4ef7\u503c<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\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\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u628a Stripe \u9500\u552e\u989d\u3001Docker \u62c9\u53d6\u7b49\u9690\u5f62\u540e\u7aef\u6307\u6807\u8f6c\u5316\u4e3a\u5f69\u5c51\u5e86\u795d\uff0c\u80fd\u7f13\u89e3\u72ec\u7acb\u5f00\u53d1\u8005\u5b64\u72ec\u611f\u3002\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u8ba1\u5212\u63a8\u51fa Windows \u7248\u672c\uff0c\u6682\u65e0\u5f00\u53d1\u8005\u660e\u786e\u56de\u590d\u3002\u5f00\u53d1\u8005\u672c\u4eba\u56de\u590d\u4e2d\u5f3a\u8c03\u5e0c\u671b\u6536\u96c6\u96c6\u6210\u4e0e\u5e86\u795d\u98ce\u683c\u65b9\u9762\u7684\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Joy \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u5fae\u5999\u7684\u60c5\u7eea\u7f3a\u53e3\uff1a\u72ec\u7acb\u5f00\u53d1\u8005\u8868\u9762\u4e0a\u7f3a\u7684\u662f\u6570\u636e\u770b\u677f\uff0c\u5b9e\u9645\u4e0a\u7f3a\u7684\u662f\u201c\u88ab\u4eba\u770b\u89c1\u201d\u7684\u611f\u89c9\u3002\u5f53 GitHub \u661f\u6807\u3001Docker \u62c9\u53d6\u8fd9\u7c7b\u65e0\u751f\u547d\u4f53\u5f81\u7684\u6570\u5b57\u53d8\u6210\u5c4f\u5e55\u4e0a\u7684\u5f69\u5c51\u65f6\uff0c\u4ea7\u54c1\u7684\u672c\u8d28\u4e0d\u662f\u6548\u7387\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4ef6\u201c\u60c5\u611f\u5916\u6302\u201d\u2014\u2014\u5b83\u628a\u5ef6\u8fdf\u6ee1\u8db3\u7684\u6210\u5c31\u611f\u538b\u7f29\u6210\u5373\u65f6\u591a\u5df4\u80fa\uff0c\u5bf9\u6297\u8fdc\u7a0b\u5de5\u4f5c\u4e0e\u5355\u5175\u4f5c\u6218\u7684\u5fc3\u7406\u78e8\u635f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u8fd9\u4e2a\u5207\u5165\u70b9\u5f88\u806a\u660e\uff1a\u4e0d\u78b0\u6570\u636e\u5206\u6790\uff0c\u4e0d\u505a\u590d\u6742\u96c6\u6210\uff0c\u53ea\u505a\u201c\u5e86\u795d\u201d\u8fd9\u4e00\u4ef6\u5c0f\u4e8b\uff0c\u8fb9\u754c\u6e05\u6670\uff0cMVP \u514b\u5236\u3002\u4f46\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u2014\u2014\u5f69\u5c51\u52a8\u6548\u7ec8\u4f1a\u9ebb\u6728\uff0c\u5355\u4e00\u53cd\u9988\u5f62\u5f0f\u6491\u4e0d\u8d77\u957f\u671f\u7559\u5b58\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u6492\u5f69\u5c51\uff0c\u800c\u662f\u5982\u4f55\u5e2e\u7528\u6237\u5efa\u7acb\u201c\u91cc\u7a0b\u7891\u611f\u77e5\u7cfb\u7edf\u201d\uff1a\u6bd4\u5982\u81ea\u52a8\u751f\u6210\u6bcf\u5468\u6210\u5c31\u56de\u987e\u3001\u5c06\u591a\u4e2a\u6307\u6807\u7ec4\u5408\u6210\u4e00\u4e2a\u201c\u5927\u80dc\u5229\u201d\u3001\u751a\u81f3\u53cd\u5411\u63d0\u9192\u201c\u4f60\u5df2\u7ecf\u5f88\u4e45\u6ca1\u5e86\u795d\u4e86\u201d\u6765\u5f15\u5bfc\u5de5\u4f5c\u8282\u594f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0cmacOS-only \u662f\u5408\u7406\u7684\u7b2c\u4e00\u7ad9\uff0c\u4f46\u5f00\u53d1\u8005\u5de5\u5177\u94fe\u7528\u6237\u540c\u6837\u5927\u91cf\u5728 Windows \u548c Linux \u4e0a\uff0c\u82e5\u53ea\u505a Mac\uff0c\u7b49\u4e8e\u4e3b\u52a8\u653e\u5f03\u4e00\u534a\u6f5c\u5728\u7528\u6237\u3002\u5efa\u8bae\u540e\u7eed\u8003\u8651\u8de8\u5e73\u53f0\u65b9\u6848\uff0c\u540c\u65f6\u5f15\u5165\u201c\u5e86\u795d\u5f3a\u5ea6\u53ef\u8c03\u201d\u201c\u9759\u9ed8\u6a21\u5f0f\u201d\u7b49\u9632\u6253\u6270\u673a\u5236\u2014\u2014\u6bd5\u7adf\uff0c\u5f53\u5f69\u5c51\u53d8\u6210\u566a\u97f3\uff0c\u5b83\u5c31\u6210\u4e86\u65b0\u7684\u770b\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n Joy \u73b0\u5728\u662f\u4e00\u9897\u7cd6\uff0c\u4f46\u8981\u770b\u521b\u59cb\u4eba\u662f\u5426\u613f\u610f\u628a\u5b83\u505a\u6210\u4e00\u5957\u201c\u6210\u5c31\u611f\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u65b9\u5411\u5bf9\u4e86\uff0c\u6df1\u5ea6\u8fd8\u4e0d\u591f\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\">Joy<\/span>\n <\/div>\n<div class=\"comment-content\">Joy is a macOS menu bar app that throws confetti the moment you hit a milestone – GitHub stars, Stripe sales, Docker Hub pulls, and more. Celebrate every win automatically.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I built Joy \ud83c\udf89 because working on an indie product can feel surprisingly quiet.<\/p>\n<p>The first sale, crossing a download milestone or a even new GitHub star may represent hours of work, but these moments are usually hidden inside dashboards. I wanted them to feel like real wins.<\/p>\n<p>Joy is a native macOS menu bar app that watches for meaningful milestones and celebrates them instantly by throwing beautiful confetti on the screen. It stays out of the way, avoids becoming another analytics dashboard, and focuses on one thing: making progress feel rewarding.<\/p>\n<p>You can customize what gets celebrated, how often it happens, and which celebration style is used. Joy also includes a lightweight Wall of Wins so you can revisit recent milestones without getting lost in charts.<\/p>\n<p>This is the first version, and I would genuinely love your feedback, especially on the integrations and celebration styles you would like to see next.<\/p>\n<p>Thanks for checking out Joy. I hope it adds a little happiness to your building journey \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning invisible backend milestones like Stripe sales and Docker pulls into a burst of confetti is such a clever way to make solo building feel less lonely, 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilko_kacharov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilko_kacharov<\/a> Thank you, Ilko! Really glad that idea resonated with you. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice product. do u have a Windows version too in the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/JJB7QS6OHPVJDX\" class=\"app-title\">FileRouter<\/a><\/p>\n<div class=\"one-liner\">Take control of files and editors<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FileRouter \u662f\u4e00\u6b3e\u8ba9\u7528\u6237\u81ea\u5b9a\u4e49\u201c\u6587\u4ef6\u7c7b\u578b\u2192\u6253\u5f00\u65b9\u5f0f\u201d\u7684\u9ed8\u8ba4\u5e94\u7528\u5904\u7406\u5668\uff0c\u53ef\u6309\u6587\u4ef6\u5939\u6216\u89c4\u5219\u4e3a\u4e0d\u540c\u6587\u6863\u9009\u62e9\u5bf9\u5e94\u7f16\u8f91\u5668\uff0c\u89e3\u51b3\u6587\u4ef6\u603b\u88ab\u7cfb\u7edf\u56fa\u5b9a\u5e94\u7528\u6253\u5f00\u3001\u5207\u6362\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baf46bb8-1747-4442-a9dc-a0a937080972.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef4fe8bd-1385-4227-a594-7e610d9fa027.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3b20675-396b-4b58-8068-5b5ae43c3da7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ebe8edc-c15f-4aab-8937-e5414439cdb2.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\/e8acd161-53f9-4c9b-a3c9-f5e69f438cdb.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PekZIg7KY4o\"><source src=\"https:\/\/youtu.be\/PekZIg7KY4o\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9ed8\u8ba4\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u89c4\u5219\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7c7b\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u9009\u62e9\u5668<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u6309\u4e0a\u4e0b\u6587\u8def\u7531\u6587\u4ef6\u201d\u7684\u7406\u5ff5\uff08\u5982\u8349\u7a3f\u7528 nvUltra\u3001\u6587\u6863\u7528 VS Code\uff09\uff0c\u79f0\u5176\u4e3a\u201c\u5de5\u4f5c\u6d41\u7684\u6e38\u620f\u6539\u53d8\u8005\u201d\u3002\u6709\u5df2\u8d2d\u7528\u6237\u8868\u793a\u56e0\u5f00\u53d1\u8005\u58f0\u8a89\u597d\u800c\u8d2d\u4e70\uff0c\u5b9e\u9645\u4f7f\u7528\u6ee1\u610f\u3002\u6682\u65e0\u8d1f\u9762\u53cd\u9988\u6216\u5177\u4f53\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FileRouter \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\uff1a\u64cd\u4f5c\u7cfb\u7edf\u4e2d\u201c\u6253\u5f00\u65b9\u5f0f\u201d\u7684\u7c97\u7c92\u5ea6\u63a7\u5236\u3002\u5b83\u672c\u8d28\u4e0a\u628a\u201c\u6587\u4ef6\u7c7b\u578b\u201d\u4ece\u552f\u4e00\u5b9a\u4e49\u5347\u7ea7\u4e3a\u201c\u6587\u4ef6\u8def\u5f84\/\u5185\u5bb9\/\u4e0a\u4e0b\u6587+\u7c7b\u578b\u201d\u7684\u590d\u5408\u5224\u65ad\uff0c\u8fd9\u6bd4\u7cfb\u7edf\u539f\u751f\u7684\u201c\u6309\u6269\u5c55\u540d\u56fa\u5b9a\u5e94\u7528\u201d\u9ad8\u4e00\u4e2a\u7ef4\u5ea6\u3002\u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u501f\u9274\u4e86 Velja\/Choosy \u5728\u6d4f\u89c8\u5668\u94fe\u63a5\u5904\u7406\u4e0a\u7684\u6210\u719f\u4ea4\u4e92\u2014\u2014\u5f84\u5411\u83dc\u5355\u4e0e\u89c4\u5219\u5f15\u64ce\uff0c\u5c06\u5176\u8fc1\u79fb\u81f3\u6587\u4ef6\u7cfb\u7edf\uff0c\u903b\u8f91\u81ea\u6d3d\u4e14\u7528\u6237\u6559\u80b2\u6210\u672c\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u51b7\u9759\u770b\u5f85\u5176\u5929\u82b1\u677f\u3002\u9996\u5148\uff0c\u8fd9\u662f\u91cd\u5ea6\u6548\u7387\u5de5\u5177\u7684\u5178\u578b\u8d5b\u9053\uff0c\u53d7\u4f17\u72ed\u7a84\uff0c114 \u7968\u7684\u51b7\u542f\u52a8\u6210\u7ee9\u4e5f\u5370\u8bc1\u5176\u5c0f\u4f17\u5c5e\u6027\u3002\u5176\u6b21\uff0c\u6838\u5fc3\u75db\u70b9\u662f\u5426\u8db3\u591f\u201c\u75db\u201d\u503c\u5f97\u5546\u69b7\uff1a\u5bf9\u5927\u591a\u6570\u7528\u6237\uff0c\u53cc\u51fb\u6587\u4ef6\u6253\u5f00\u56fa\u5b9a\u5e94\u7528\u662f\u201c\u4e60\u60ef\u201d\u800c\u975e\u201c\u95ee\u9898\u201d\uff1b\u771f\u6b63\u53d7\u76ca\u8005\u4ec5\u9650\u5f00\u53d1\u8005\u3001\u5199\u4f5c\u8005\u7b49\u9700\u5728\u591a\u4e2a\u7f16\u8f91\u5668\u95f4\u5207\u6362\u7684\u4e13\u4e1a\u4eba\u7fa4\u3002\u6700\u540e\uff0cmacOS \u672c\u8eab\u6709 Automator\u3001\u5feb\u6377\u6307\u4ee4\u53ca\u7b2c\u4e09\u65b9\u5de5\u5177\uff08\u5982 BetterTouchTool\uff09\u53ef\u90e8\u5206\u5b9e\u73b0\u7c7b\u4f3c\u529f\u80fd\uff0cFileRouter \u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u4e3a\u6587\u4ef6\u7c7b\u578b\u8def\u7531\u91cf\u8eab\u5b9a\u505a\u201d\u7684\u6253\u78e8\u5ea6\uff0c\u800c\u975e\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u9a8c\u8bc1\u4e86\u201c\u6587\u4ef6\u5373\u5de5\u4f5c\u6d41\u5165\u53e3\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u5f53 AI \u751f\u6210\u6587\u4ef6\u3001\u591a\u5e94\u7528\u534f\u4f5c\u6210\u4e3a\u5e38\u6001\uff0c\u6309\u4e0a\u4e0b\u6587\u8def\u7531\u6587\u4ef6\u7684\u9700\u6c42\u4f1a\u6301\u7eed\u589e\u957f\u3002\u4f46\u73b0\u9636\u6bb5\u5b83\u66f4\u50cf\u4e00\u6b3e\u201c\u6b63\u786e\u4f46\u5c0f\u4f17\u201d\u7684\u5de5\u5177\uff0c\u80fd\u5426\u7834\u5708\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u662f\u5426\u63d0\u4f9b iOS\/Windows \u7248\u672c\uff0c\u4ee5\u53ca\u80fd\u5426\u4e0e Raycast\u3001Alfred \u7b49\u542f\u52a8\u5668\u6df1\u5ea6\u96c6\u6210\uff0c\u5426\u5219\u5bb9\u6613\u6ca6\u4e3a\u6781\u5ba2\u7684\u73a9\u5177\u3002\u5f00\u53d1\u8005\u672c\u8eab\u4fe1\u8a89\u826f\u597d\uff0c\u4ea7\u54c1\u5b8c\u6210\u5ea6\u9ad8\uff0c\u4f46\u5e02\u573a\u6559\u80b2\u5c06\u662f\u6700\u5927\u74f6\u9888\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\">FileRouter<\/span>\n <\/div>\n<div class=\"comment-content\">A default handler for multiple file types that opens the right editor \u2014 Velja\/Choosy for files. Full control of any file type and what editor(s) open it, with radial picker and custom rules.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’ve long wanted to have more control over which files open where. In my blog drafts folder, I want my Markdown files to open in nvUltra, in my documentation folders I want them to open in VS Code. When I double click an image file, I want to be offered a menu of Preview, Affinity, and Acorn. So I built a tool to do that. I hope you enjoy it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ttscoff FileRouter sounds super useful custom file routing based on context like nvUltra vs VS Code is a game changer for workflow efficiency. \ud83d\udd25<br \/>\nBy the way, are you active on LinkedIn as well? Would love to connect and follow along with your updates there!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ttscoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ttscoff<\/a> I have been using this app since it arrived and was made available for people to purchase. Knowing the maker by his excellent reputation, I just bought it, and I\u2019m using it, and I\u2019m very pleased. Another great product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/APHZ3DPPTXALTZ\" class=\"app-title\">Chronock<\/a><\/p>\n<div class=\"one-liner\">Scheduling and calendar sync, all in one<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chronock\u5c06\u65e5\u7a0b\u5b89\u6392\u4e0e\u8de8\u65e5\u5386\u540c\u6b65\u96c6\u6210\u4e8e\u540c\u4e00\u5de5\u4f5c\u533a\uff0c\u81ea\u52a8\u68c0\u6d4bGoogle\/Outlook\u65e5\u5386\u5fd9\u95f2\u72b6\u6001\uff0c\u751f\u6210 booking \u9875\u9762\uff0c\u5e76\u53cc\u5411\u540c\u6b65\u5de5\u4f5c\u3001\u4e2a\u4eba\u53ca\u9879\u76ee\u65e5\u5386\uff0c\u4ee5\u89e3\u51b3\u591a\u65e5\u5386\u7ba1\u7406\u4e2d\u7684\u91cd\u590d\u9884\u8ba2\u4e0e\u4fe1\u606f\u5272\u88c2\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6191aa5-7c57-4a77-b76c-a92110098491.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eaa9033-e467-4766-9f66-7bba81dfa00e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97fbe2a6-3841-476e-b8a9-95834983a539.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a00f80fd-029e-43c5-9117-0a15e33828fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fdf6e79-4f69-4909-8e31-a8c4ebd29d61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0d743d5-645a-42ce-afbc-6772f425e760.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\">Calendar<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e5\u5386\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u5b89\u6392<\/span><br \/>\n <span class=\"tag\">\u9884\u8ba2\u9875\u9762<\/span><br \/>\n <span class=\"tag\">Google\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">Outlook\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u9632\u51b2\u7a81<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">SaaS\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\u8ba4\u53ef\u7edf\u4e00\u540c\u6b65\u4e0e\u9884\u8ba2\u7684\u4ef7\u503c\uff0c\u4f46\u6307\u51fa\u540c\u6b65\u4e8b\u4ef6\u4e22\u5931\u4e0a\u4e0b\u6587\uff08\u4ec5\u663e\u793a\u201cBusy\u201d\uff09\u5bfc\u81f4\u5b9e\u7528\u6027\u4e0d\u8db3\uff1b\u8ffd\u95ee\u53cc\u5411\u540c\u6b65\u7684\u9632\u5faa\u73af\u673a\u5236\uff1b\u6709\u7528\u6237\u504f\u597d\u4e3aVIP\u5ba2\u6237\u63d0\u8bae\u5177\u4f53\u65f6\u95f4\u800c\u975e\u9884\u8ba2\u94fe\u63a5\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u5185\u5bb9\u7b56\u7565\uff08Busy\/\u6807\u9898\/\u8be6\u60c5\uff09\u53ca\u5143\u6570\u636e\u9632\u5faa\u73af\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Chronock \u7684\u5207\u5165\u70b9\u806a\u660e\u2014\u2014\u5b83\u628a\u201c\u8c03\u5ea6\u201d\u548c\u201c\u540c\u6b65\u201d\u5408\u5e76\u4e3a\u4e00\u4e2a\u95ee\u9898\uff0c\u5373\u201c\u53ef\u7528\u6027\u53ef\u4fe1\u5ea6\u201d\u3002\u8fd9\u786e\u5b9e\u51fb\u4e2d\u4e86\u591a\u65e5\u5386\u7528\u6237\u7684\u6df1\u5c42\u75db\u70b9\uff1a\u4e0d\u662f\u7f3a\u5c11\u5de5\u5177\uff0c\u800c\u662f\u5de5\u5177\u4e4b\u95f4\u4e92\u76f8\u5236\u9020\u65b0\u7684\u4e0d\u4e00\u81f4\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u201c\u529f\u80fd\u591a\u201d\uff0c\u800c\u5728\u201c\u4fe1\u4efb\u7684\u786e\u5b9a\u6027\u201d\uff0c\u8fd9\u662f Calendly \u7b49\u7eaf\u9884\u8ba2\u5de5\u5177\u548c Fantastical \u7b49\u7eaf\u65e5\u5386\u5ba2\u6237\u7aef\u90fd\u672a\u5b8c\u5168\u8986\u76d6\u7684\u7f1d\u9699\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u9762\u4e34\u4e09\u91cd\u6311\u6218\uff1a\u5176\u4e00\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u53d1\u73b0\u6027\u2260\u6709\u7528\u6027\u201d\u4e00\u9488\u89c1\u8840\u2014\u2014\u8de8\u65e5\u5386\u540c\u6b65\u5982\u679c\u53ea\u642c\u79fb\u5fd9\/\u95f2\u72b6\u6001\u800c\u4e22\u5931\u4e8b\u4ef6\u8bed\u4e49\uff0c\u90a3\u5b83\u53ea\u89e3\u51b3\u4e86\u201c\u4e0d\u51b2\u7a81\u201d\u800c\u975e\u201c\u66f4\u9ad8\u6548\u201d\uff0c\u8fd9\u6070\u662f\u7528\u6237\u7c98\u6027\u7684\u81f4\u547d\u4f24\u3002\u5f00\u53d1\u8005\u63d0\u51fa\u7684\u201cBusy\/\u6807\u9898\/\u8be6\u60c5\u201d\u4e09\u7ea7\u7b56\u7565\u662f\u8bda\u5b9e\u4f46\u7b28\u91cd\u7684\u6298\u4e2d\uff0c\u771f\u6b63\u7684\u89e3\u6cd5\u9700\u8981\u667a\u80fd\u6458\u8981\u6216\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u9690\u79c1\u89c4\u5219\uff0c\u8fd9\u53c8\u56de\u5230\u4e86AI\u80fd\u529b\u4e0a\u2014\u2014\u800c\u56e2\u961f\u5374\u523b\u610f\u56de\u907f\u4e86AI\u5728\u8fd0\u884c\u5c42\u7684\u8fd0\u7528\uff0c\u8fd9\u53ef\u80fd\u662f\u6218\u7565\u8bef\u5224\u3002\u5176\u4e8c\uff0c\u53cc\u5411\u5f80\u8fd4\u540c\u6b65\u7684\u5faa\u73af\u95ee\u9898\u867d\u5df2\u7528\u5143\u6570\u636e\u6807\u8bb0\u89e3\u51b3\uff0c\u4f46\u201c\u6258\u7ba1\u53cd\u5c04+\u5dee\u5f02\u540c\u6b65\u201d\u5bf9\u7528\u6237\u5fc3\u667a\u8d1f\u62c5\u4ecd\u7136\u8fc7\u91cd\uff0c\u666e\u901a\u7528\u6237\u4e0d\u4f1a\u7406\u89e3\u201c\u955c\u50cf\u89c4\u5219\u201d\u548c\u201c\u914d\u5bf9\u7ec4\u201d\u6982\u5ff5\uff0c\u53ef\u7528\u6027\u662f\u6700\u5927\u95e8\u69db\u3002\u5176\u4e09\uff0c\u4f5c\u4e3a\u5355\u4eba\u4ea7\u54c1\uff0c\u7528AI\u7f16\u7801\u4ee3\u7406\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u56fa\u7136\u6b63\u786e\uff0c\u4f46\u4ea7\u54c1\u4ef7\u503c\u4e3b\u5f20\u4e2d\u5f3a\u8c03\u201cAI\u539f\u751f\u5f00\u53d1\u201d\u5bf9\u7528\u6237\u6beb\u65e0\u610f\u4e49\u2014\u2014\u7528\u6237\u53ea\u5173\u5fc3\u7ed3\u679c\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u523b\u610f\u4e0d\u7528AI\u505a\u529f\u80fd\u5dee\u5f02\u5316\uff0c\u57282026\u5e74\u53ef\u80fd\u88ab\u89c6\u4e3a\u4fdd\u5b88\uff0c\u4f46\u5176\u53cd\u5176\u9053\u800c\u884c\u7684\u201c\u786e\u5b9a\u6027\u4f18\u5148\u201d\u5b9a\u4f4d\uff0c\u82e5\u80fd\u914d\u5408\u6d41\u7545\u7684\u4f53\u9a8c\uff0c\u53cd\u800c\u80fd\u6210\u4e3a\u4f01\u4e1a\u7ea7\u7528\u6237\u7684\u4fe1\u4efb\u951a\u70b9\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u524d10\u4f59\u4e2a\u540c\u6b65\u89c4\u5219\u7684\u914d\u7f6e\u590d\u6742\u5ea6\uff0c\u80fd\u5426\u5728\u514d\u8d39\u7248\u4e2d\u8ba9\u7528\u62375\u5206\u949f\u5185\u611f\u53d7\u5230\u201c\u4e0d\u518d\u624b\u52a8\u5bf9\u65f6\u95f4\u8868\u201d\u7684\u723d\u611f\u3002\u82e5\u505a\u4e0d\u5230\uff0c\u8fd9\u4e2a\u5de5\u5177\u5c06\u6ca6\u4e3a\u53c8\u4e00\u6b3e\u201c\u542c\u8d77\u6765\u5f88\u5bf9\u4f46\u7528\u8d77\u6765\u8fd8\u5f97\u52a8\u8111\u201d\u7684\u6548\u7387\u6446\u8bbe\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\">Chronock<\/span>\n <\/div>\n<div class=\"comment-content\">Chronock combines scheduling and cross-calendar sync in one workspace. It checks availability across connected Google and Outlook calendars, turns open time into a booking page, and syncs events between work, personal, and project calendars to prevent double bookings. Guests see only bookable times, while you can review every connected event in one Integrated Calendar. Start free with no credit card.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Takahiro Ikeuchi, a solo product engineer from Tokyo \ud83d\uddfc and the maker of Chronock.<\/p>\n<p>I started building Chronock after repeatedly running into the same problem in two different roles.<\/p>\n<p>As a CTO, I spent a lot of time coordinating recruiting interviews. As a coach, I also needed to schedule meetings with people outside my organization. Native calendar features often felt too limited, while broader scheduling suites could be difficult to justify on price. At the same time, keeping my work, personal, and project calendars aligned often meant paying for and managing another tool.<\/p>\n<p>That led me to a simple idea: scheduling and calendar sync are not really separate problems. They are both about keeping your availability trustworthy.<\/p>\n<p>Chronock brings them together in one workspace:<\/p>\n<p>– Create booking pages that check your Google and Outlook calendars<\/p>\n<p>– Sync events between work, personal, and project calendars<\/p>\n<p>– Review connected events in one Integrated Calendar<\/p>\n<p>– Find and share open-time candidates when a booking link is not the right fit<\/p>\n<p>As a Japanese maker, I also wanted multilingual support\u2014including Japanese\u2014to be part of the product from the beginning, rather than an afterthought.<\/p>\n<p>I wanted to create a focused and accessible utility without treating quality as optional.<\/p>\n<p>I\u2019ve spent more than 10 years working as a full-stack engineer and now describe myself as a product engineer. I\u2019m interested in the entire process, from UI design and frontend development to backend systems and cloud infrastructure.<\/p>\n<p>Chronock is built AI-natively. I use coding agents such as Codex and Claude Code throughout development, but I don\u2019t equate AI-native development with handing off engineering judgment. Architecture, design, security, testing, and the final quality bar still require deliberate care.<\/p>\n<p>For me, the real value of AI is not only speed. It helps a very small team avoid unnecessary compromises and stay close to the people using the product.<\/p>\n<p>Chronock is still at an early stage, and this launch is an opportunity to learn. There\u2019s a free plan, and no credit card is required.<\/p>\n<p>I\u2019d especially love your feedback:<\/p>\n<p>– What is the hardest part of managing multiple calendars today?<\/p>\n<p>– Do you prefer sharing a booking link or proposing a few specific times?<\/p>\n<p>– Is anything about Chronock\u2019s setup or positioning unclear?<\/p>\n<p>Thank you for taking a look. I\u2019ll be here throughout the launch and would be happy to answer any questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@takahiro_ikeuchi Unifying scheduling and calendar sync into one workspace is a massive pain point solver especially managing overlap between personal, work, and project calendars.<br \/>\nTo answer your question: I usually prefer proposing a few specific times for VIP clients, but a booking link is far easier for quick team syncs. Love that Chronock supports both! Also, huge respect for keeping native multilingual support from day one.<\/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\">@takahiro_ikeuchi I completely agree! Treating translation as a core part of the user experience, rather than just a checkbox, is what really builds trust with a global user base. It’s refreshing to see that level of deliberate care.<br \/>\nI’d love to follow along with how you expand this are you active on LinkedIn? Let’s connect there to stay in touch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>honest answer to your question: the hardest part for me isn’t double-booking, it’s the placeholder events. I sync work -> personal so my partner sees when I’m busy, but the synced copy is just a blank “Busy” block with none of the context, so I still end up manually checking the original calendar half the time anyway. the sync solved discoverability, not usefulness. on the technical side, since you’re syncing between work\/personal\/project calendars in both directions, how do you stop that from creating a loop – a busy-block synced from A to B that then gets picked up and re-synced back into A as a second, slightly-different event?<\/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\">@galdayan That point about sync solving discoverability, not usefulness is brilliant! Context loss between work\/personal syncs is a huge friction point. Really curious to hear Takahiro’s take on handling both the context privacy and the infinite loop prevention!<\/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>@galdayan Great question \u2014 and I really like your distinction between discoverability and usefulness.<\/p>\n<p>Chronock lets you choose one of three content policies for each sync rule:<\/p>\n<p>– Busy only<\/p>\n<p>– Title only<\/p>\n<p>– Title + description<\/p>\n<p>More context makes the destination calendar more useful, but it can also expose sensitive information, such as a client name, to people who can see that calendar.<\/p>\n<p>I don’t think there is one correct choice for every work\/personal boundary, so Chronock makes that tradeoff explicit.<\/p>\n<p>For loop prevention, every mirrored event is stamped with private Chronock metadata identifying the originating sync rule, original source event, paired sync group, and user.<\/p>\n<p>When that event is later read from the destination calendar, the reverse rule recognizes it as a mirror and excludes it before it can become a new source event. Google Calendar stores this through private extended properties, while Outlook uses Microsoft Graph extended properties.<\/p>\n<p>There are additional safety nets as well: Chronock stores the source-to-mirror mapping with a uniqueness constraint and locks execution per sync rule.<\/p>\n<p>If concurrent webhook jobs still race and create an extra mirror, Chronock reconciles the records and deletes the duplicate.<\/p>\n<p>Thanks for raising this \u2014 these are exactly the details that determine whether calendar sync feels genuinely trustworthy rather than merely convenient.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@takahiro_ikeuchi Thank you, Takahiro! Glad to contribute to the discussion. Looking forward to seeing how Chronock evolves!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 small reflection from launch day: Chronock is AI-native in how it is built, but it isn\u2019t AI-powered in how it works.<\/p>\n<p>That may sound unusual for a new product in 2026. I considered adding a few AI-powered utilities, but I kept asking whether they solved a durable problem \u2014 or whether similar capabilities would soon become part of platform assistants such as Gemini.<\/p>\n<p>The core job of Chronock is different. Keeping two calendars synchronized is repetitive, always-on work where correctness matters more than creativity. The process should be boring, predictable, and trustworthy. That calls for deterministic rules and reliable infrastructure rather than probabilistic behavior.<\/p>\n<p>There is a lot of talk that \u201cSaaS is dead\u201d in the AI era. I think focused SaaS still has an important role wherever people need dependable background processes and a neutral layer across platform boundaries.<\/p>\n<p>Synchronizing multiple Google calendars \u2014 or bridging Google Calendar and Outlook \u2014 is exactly the kind of cross-ecosystem work an independent third party can do well.<\/p>\n<p>I\u2019m curious: do you now expect every new utility to include AI? Where do you still prefer predictable software over an AI-powered experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/EUUETRPPQUTW43\" class=\"app-title\">Talvo<\/a><\/p>\n<div class=\"one-liner\">Connect 2,500+ European banks to track your spending<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Talvo\u662f\u4e00\u6b3e\u901a\u8fc7PSD2\u5f00\u653e\u94f6\u884c\u63a5\u53e3\u8fde\u63a5\u6b27\u6d322500\u591a\u5bb6\u94f6\u884c\u7684\u4e2a\u4eba\u7406\u8d22\u4e0e\u9884\u7b97\u7ba1\u7406\u5e94\u7528\uff0c\u65e8\u5728\u81ea\u52a8\u540c\u6b65\u548c\u5206\u7c7b\u4ea4\u6613\uff0c\u89e3\u51b3\u6b27\u6d32\u7528\u6237\u8de8\u884c\u8d22\u52a1\u8ffd\u8e2a\u7e41\u7410\u3001\u6570\u636e\u5206\u6563\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19527a49-0b67-44f7-9d33-f8d2fea21fb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c30e8c01-1c93-42ac-86f5-f6ac955bfbb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41bb49c5-b6ac-4a37-9654-396c627b469e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2220ab7f-57de-4cc2-bd56-54994b3b7ead.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e0eedc6-1a26-46b1-a75e-10ede4a3c913.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0dd2b90-dbcc-4cb7-8498-8abf0135615e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5afe254c-1c48-4e1c-9fc3-ee0229bf8f25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5c77377-a853-4fa8-b8f8-33a05be1dac4.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\">Fintech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u7406\u8d22<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u94f6\u884c<\/span><br \/>\n <span class=\"tag\">PSD2<\/span><br \/>\n <span class=\"tag\">\u4ea4\u6613\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u51c0\u8d44\u4ea7\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6b27\u6d32\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\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\u4e3b\u8981\u5173\u6ce8\u4e09\u70b9\uff1a\u975ePSD2\u8d26\u6237\uff08\u50a8\u84c4\u3001\u6295\u8d44\uff09\u8ffd\u8e2a\u56f0\u96be\uff0c90\u5929\u91cd\u65b0\u6388\u6743\u673a\u5236\u662f\u5426\u6d41\u7545\uff0c\u4ee5\u53caGDPR\u5408\u89c4\u900f\u660e\u5ea6\u5b58\u7591\uff08\u6cd5\u5f8b\u6587\u4ef6\u4e2d\u7f3a\u5c11\u516c\u53f8\u4fe1\u606f\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u624b\u52a8\u8d26\u6237\u4e0eCSV\u5bfc\u5165\u65b9\u6848\uff0c\u5e76\u627f\u8bfa\u66f4\u65b0\u6cd5\u5f8b\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Talvo\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u7cbe\u51c6\u7684\u75db\u70b9\uff1a\u6b27\u6d32 fragmented \u7684\u94f6\u884c\u4f53\u7cfb\u4e0e\u4e25\u683c\u7684PSD2\u76d1\u7ba1\uff0c\u786e\u5b9e\u8ba9\u901a\u7528\u578b\u7406\u8d22\u5de5\u5177\u6c34\u571f\u4e0d\u670d\u3002\u5176\u201c\u6b27\u6d32\u539f\u751f\u3001GDPR\u5408\u89c4\u3001PSD2\u76f4\u8fde\u201d\u7684\u5b9a\u4f4d\uff0c\u5728\u5408\u89c4\u6210\u672c\u4e0e\u672c\u5730\u5316\u4f53\u9a8c\u4e0a\u6784\u6210\u4e86\u5bf9\u5317\u7f8e\u7ade\u54c1\uff08\u5982Mint\u3001Personal Capital\uff09\u7684\u5929\u7136\u58c1\u5792\uff0c\u8fd9\u662f\u5176\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u300290\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u5e02\u573a\u9700\u6c42\u7684\u771f\u5b9e\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u201c\u96f6\u6469\u64e6\u201d\u53d9\u4e8b\u5728\u76d1\u7ba1\u73b0\u5b9e\u9762\u524d\u663e\u5f97\u8106\u5f31\u3002PSD2\u5f3a\u523690\u5929\u91cd\u65b0\u8ba4\u8bc1\u662f\u7ed3\u6784\u6027\u786c\u4f24\uff0cTalvo\u7684\u89e3\u51b3\u65b9\u6848\uff08\u63d0\u524d7\u5929\u5f39\u7a97\u63d0\u9192\uff09\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u4f2a\u81ea\u52a8\u5316\u201d\uff0c\u7528\u6237\u7c98\u6027\u4f1a\u5728\u5468\u671f\u6027\u6253\u65ad\u4e2d\u88ab\u4fb5\u8680\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u5176\u4ef7\u503c\u951a\u70b9\u201c\u81ea\u52a8\u5206\u7c7b\u201d\u6070\u6070\u662f\u8bc4\u8bba\u4e2d\u88ab\u521b\u59cb\u4eba\u81ea\u5df1\u627f\u8ba4\u7684\u6700\u5f31\u73af\u8282\u2014\u2014\u5bf9\u4e8e\u5360\u636e\u4e2a\u4eba\u8d44\u4ea7\u5927\u5934\u7684\u6295\u8d44\u8d26\u6237\uff08\u975ePSD2\u8303\u7574\uff09\uff0c\u76ee\u524d\u4ec5\u6709\u624b\u5de5\u8bb0\u8d26\u7684\u201c\u5907\u4efd\u65b9\u6848\u201d\uff0c\u8fd9\u66b4\u9732\u51fa\u5176\u6570\u636e\u8986\u76d6\u9762\u8fdc\u672a\u8fbe\u5230\u201c\u5168\u80fd\u8ffd\u8e2a\u201d\u7684\u8425\u9500\u6697\u793a\u3002\u5408\u89c4\u900f\u660e\u5ea6\u4e0a\u7684\u95ea\u5931\uff08\u516c\u53f8\u4fe1\u606f\u7f3a\u5931\uff09\u5219\u53cd\u6620\u51fa\u521d\u521b\u56e2\u961f\u5728\u6cd5\u52a1\u4e25\u8c28\u6027\u4e0a\u7684\u77ed\u677f\uff0c\u8fd9\u5bf9\u91d1\u878d\u5de5\u5177\u800c\u8a00\u662f\u81f4\u547d\u7684\u4fe1\u4efb\u7f3a\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n Talvo\u7684\u957f\u671f\u80dc\u8d1f\u624b\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u94f6\u884c\u8fde\u63a5\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u6b27\u6d32\u4e2a\u4eba\u91d1\u878d\u6570\u636e\u4e2d\u67a2\u201d\u3002\u82e5\u80fd\u501f\u529b\u5373\u5c06\u843d\u5730\u7684FIDA\u6846\u67b6\u9884\u57cb\u6295\u8d44\u8d26\u6237\u8fde\u63a5\u80fd\u529b\uff0c\u5e76\u5c06CSV\u5bfc\u5165\u5347\u7ea7\u4e3a\u667a\u80fd\u6620\u5c04\u5f15\u64ce\uff0c\u65b9\u80fd\u5728\u672c\u571f\u5de8\u5934\uff08\u5982\u5fb7\u56fdN26\u3001\u6cd5\u56fdLydia\uff09\u7684\u751f\u6001\u6324\u538b\u4e0b\u627e\u5230\u7f1d\u9699\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3aPSD2\u7ea2\u5229\u671f\u91cc\u4e00\u6b3e\u7cbe\u81f4\u7684\u8fc7\u6e21\u6027\u5de5\u5177\uff0c\u800c\u975e\u6301\u4e45\u7684\u7406\u8d22\u5165\u53e3\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\">Talvo<\/span>\n <\/div>\n<div class=\"comment-content\">The European money tracker & budgeting app. Connect 2,500+ banks via PSD2, auto-categorise every transaction, track budgets & net worth. EU-hosted, GDPR native.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch. for me the biggest frustration isn’t really categorization, it’s the accounts that live outside the PSD2 world entirely – a couple of my savings and broker accounts still don’t have a clean aggregator connection anywhere. one thing I’m curious about: PSD2 consent expires every 90 days by regulation, so how much of the “zero friction” promise survives that reauth cycle in practice – is it a silent background refresh, or does the user have to go log back into their bank every 3 months?<\/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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> thanks! Yes, non PSD2 accounts remains are cumbersome to track. Talvo currently has an option to add a manual account with a starting balance to which you can add transactions which in turn will affect the remaining balance of that account. Obviously this is very basic, but I’m working on transaction import functionality by which you could import a CSV (or other format), which will hopefully make it to track. Investment tracking is also something I’d like to add at some point. Europe is working on FIDA which would be the equivalent of PSD2 for investment accounts, though that’ll probably take a while so I might come up with some manual tracking in the meantime. As for the 90 day expiration, like you said, its by regulation so unfortunately a background refresh is impossible. Talvo will show you a popup warning you to re-authenticate your accounts 7 days before the actual expiration. Talvo will keep your transactions ofcourse, so if you miss the re-authentication window you can still authenticate afterwards and the transactions will back fill. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Philippe, founder of Talvo. Super excited to share what I’ve been building!<\/p>\n<p>Why I build Talvo:<br \/>\nLike many of you, I wanted a clear, effortless overview of my personal finances without spending hours tweaking manual spreadsheets or fighting with outdated banking apps. Most existing tools I came across either didn’t support European banks, didn’t have a web app, were too basic or had a very outdated design and just didn’t work well enough.<\/p>\n<p>What I built:<br \/>\nTalvo connects directly and securely via Open Banking (PSD2) to automatically sync and categorise your transactions in real-time. We focused on three core pillars:<\/p>\n<p>– Zero Friction: Seamless banking integration that just works out of the box.<br \/>\n– Smart Analytics: Clear insights into where your money actually goes without clutter.<br \/>\n– Privacy First & Lightning Fast: Designed from the ground up for speed, security, and total control over your financial data.<\/p>\n<p>I\u2019d love to hear your thoughts, feedback, or any feature requests you have in mind!<\/p>\n<p>What\u2019s the biggest frustration you currently face with tracking your finances? Let me know in the comments below!<\/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\">Hi, how are you GDPR compliant without any company data and real person behind it named in your legals?<\/div>\n<div class=\"comment-actions\">\n<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\/@metin_54\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@metin_54<\/a> thats the biggest issue for me, too! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@metin_54\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@metin_54<\/a> I do have a Belgian company that is used for this app. We are fully GDPR compliant:<br \/>– Data is stored exclusively on European servers<br \/>– We only collect the strictly necessary data for the app to function<br \/>– Complete compliance documentation: privacy policy, terms of service, data protection impact assessment (DPIA), record of processing activity<\/p>\n<p>– Users have full access to their data and have the right to permanently delete their account and data<br \/>– Compliant third-party services: we have signed data processing agreements (DPAs) with our third-party services that comply with EU laws<\/p>\n<p>That being said, I’ll update the legals with my company details.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@philippe_talvo Great if you have all that!<br \/>\nAsk your AI on your repository to analyse the codebase and tell you whats needed to be GDPR compliant.<br \/>\nYou might be on the right path but misinformed on whats really necessary.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SYFBWI55O2A25V\" class=\"app-title\">Clamshell<\/a><\/p>\n<div class=\"one-liner\">Close your MacBook. Keep the work running.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clamshell\u662f\u4e00\u6b3e\u8ba9MacBook\u5408\u76d6\u540e\u4ecd\u7ee7\u7eed\u8fd0\u884c\u7684\u83dc\u5355\u680f\u5de5\u5177\uff0c\u4e13\u4e3a\u89e3\u51b3\u5408\u76d6\u5373\u4e2d\u65ad\u6784\u5efa\u3001\u4e0b\u8f7d\u6216\u7f16\u7801\u4ee3\u7406\u7b49\u540e\u53f0\u4efb\u52a1\u7684\u75db\u70b9\u800c\u8bbe\u8ba1\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/059aeeb4-3e4a-44b6-b0ad-55f1cd332ba2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40a86536-3178-401d-9d40-ed0c67f5044e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/701c79a7-caca-4cb3-be4b-7fc10b1b2470.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10d87a91-f49a-44d2-9053-a02340d4a580.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1d681a6-112f-411c-89ec-0699b85cbd28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7762eb95-b9ce-447e-b0fe-69ce2ab67cad.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\/33723612-f758-4235-9839-75ed24b6b10f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6LEkCgNn9C8\"><source src=\"https:\/\/youtu.be\/6LEkCgNn9C8\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">MacBook<\/span><br \/>\n <span class=\"tag\">\u5408\u76d6\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9632\u4f11\u7720<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7535\u6c60\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e34\u65f6\u5f00\u5173<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u8bc9\u6c42\u662f\u201c\u53cd\u5411\u89e6\u53d1\u201d\u2014\u2014\u6307\u5b9a\u8fdb\u7a0b\u7ed3\u675f\u540e\u518d\u81ea\u52a8\u6062\u590d\u6b63\u5e38\u7761\u7720\uff0c\u907f\u514d\u56e0\u5fd8\u8bb0\u5173\u95ed\u800c\u6301\u7eed\u8017\u7535\u81f3\u7535\u6c60\u4fdd\u62a4\u9608\u503c\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u8be5\u529f\u80fd\u662f2.0\u63a2\u7d22\u65b9\u5411\uff0c\u96be\u70b9\u5728\u4e8e\u51c6\u786e\u5224\u65ad\u4efb\u52a1\u662f\u5426\u771f\u6b63\u5b8c\u6210\u3002\u53e6\u4e00\u7528\u6237\u5410\u69fd\u5176\u4e3a\u4ed8\u8d39\u7248Capsomnia\uff0c\u521b\u59cb\u4eba\u5f3a\u8c03\u4e34\u65f6\u6027\u4e0e\u6062\u590d\u5b89\u5168\u7684\u5dee\u5f02\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 Clamshell\u5207\u5165\u7684\u75db\u70b9\u662f\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\uff0c\u5c24\u5176\u5bf9\u4e8e\u4f9d\u8d56\u672c\u5730\u6784\u5efa\u3001\u8dd1\u4e0b\u8f7d\u6216\u6302Agent\u7684\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u201c\u5408\u76d6\u5373\u65ad\u201d\u662f\u7269\u7406\u7ea7\u7684\u751f\u4ea7\u529b\u4e2d\u65ad\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\u2014\u2014\u672c\u8d28\u4e0a\u5c31\u662f\u5229\u7528caffeinate\u6216\u7c7b\u4f3c\u673a\u5236\u963b\u6b62\u7a7a\u95f2\u4f11\u7720\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u5316\u5305\u88c5\uff1a\u5c06\u7cfb\u7edf\u7ea7\u98ce\u9669\u64cd\u4f5c\u964d\u7ef4\u6210\u201c\u5f00\u5173+\u5feb\u6377\u952e+\u5408\u76d6\u89e6\u53d1\u201d\u7684\u96f6\u601d\u8003\u52a8\u4f5c\uff0c\u5e76\u5185\u7f6e\u4f4e\u7535\u91cf\u4fdd\u62a4\u4e0e\u6062\u590d\u903b\u8f91\uff0c\u8fd9\u6bd4\u88f8\u7528\u7ec8\u7aef\u547d\u4ee4\u5b89\u5168\u5f97\u591a\u300284\u7968\u7684\u51b7\u542f\u52a8\u6210\u7ee9\u4e2d\uff0cSetapp\u5df2\u6709500+\u7528\u6237\u4e14\u4ec51\u4e2abug\u662f\u6bd4\u6295\u7968\u66f4\u6709\u5206\u91cf\u7684\u8d28\u91cf\u80cc\u4e66\u3002\u4f46\u5fc5\u987b\u6e05\u9192\uff1a\u8fd9\u5927\u6982\u7387\u662f\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u77ed\u547d\u521a\u9700\uff0c\u800c\u975e\u9ad8\u5929\u82b1\u677f\u751f\u610f\u3002\u7ade\u54c1\uff08\u5982Amphetamine\u3001Capsomnia\uff09\u5df2\u5b58\u5728\uff0c\u4e14macOS\u539f\u751f\u5bf9\u7535\u6e90\u7ba1\u7406\u7684\u63a7\u5236\u65e5\u76ca\u7cbe\u7ec6\uff0cApple\u672a\u6765\u82e5\u5728\u7cfb\u7edf\u5c42\u52a0\u5165\u201c\u5408\u76d6\u540e\u4fdd\u6301\u5de5\u4f5c\u201d\u7684\u667a\u80fd\u9009\u9879\uff0cClamshell\u5c06\u88ab\u76f4\u63a5\u964d\u7ef4\u6253\u51fb\u3002\u5176\u66f4\u6df1\u5c42\u7684\u673a\u4f1a\u5728\u8bc4\u8bba\u91cc\uff1a\u4ece\u201c\u624b\u52a8\u81c2\u5f00\u5173\u201d\u8fdb\u5316\u5230\u201c\u4efb\u52a1\u611f\u77e5\u201d\u2014\u2014\u5f53\u7528\u6237\u6307\u5b9a\u8fdb\u7a0b\u9000\u51fa\u540e\u81ea\u52a8\u6062\u590d\u7761\u7720\uff0c\u8fd9\u624d\u662f\u4ece\u5de5\u5177\u5230\u667a\u80fd\u52a9\u624b\u7684\u8dc3\u8fc1\u3002\u521b\u59cb\u4eba\u5df2\u610f\u8bc6\u5230\u8fd9\u4e00\u65b9\u5411\uff0c\u4f46\u201c\u5982\u4f55\u786e\u8ba4\u4efb\u52a1\u771f\u5b8c\u6210\u201d\u7684\u6280\u672f\u5b9e\u73b0\u548c\u6d41\u7a0b\u5339\u914d\u590d\u6742\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u505c\u7559\u5728\u5356\u4e00\u6b21\u6027\u768410\u7f8e\u5143\uff0c\u8fd8\u662f\u6210\u4e3a\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u66ff\u4ee3\u7684\u539f\u5b50\u7ec4\u4ef6\u3002\u77ed\u671f\u770b\uff0c\u4f5c\u4e3a\u5b9e\u7528\u5de5\u5177\u503c\u5f97\u63a8\u8350\uff1b\u957f\u671f\u770b\uff0c\u53ea\u6709\u8f6c\u5411\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u5e73\u53f0\uff08\u5982\u4e0e\u6784\u5efa\u7cfb\u7edf\u3001\u4efb\u52a1\u961f\u5217\u96c6\u6210\uff09\u624d\u6709\u751f\u5b58\u7a7a\u95f4\uff0c\u5426\u5219\u6781\u6613\u88ab\u590d\u5236\u548c\u9057\u5fd8\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\">Clamshell<\/span>\n <\/div>\n<div class=\"comment-content\">Closing my MacBook used to kill whatever I had left running: a build, a download, sometimes an agent halfway through a task. I made Clamshell to fix that. The lid shuts, the screen goes dark, and the work carries on. No monitor, sudo, or admin setup.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>Clamshell started with a very ordinary annoyance. I would close my MacBook, leave a build, download, or coding agent running, and come back later to find that the whole thing had stopped.<\/p>\n<p>I tried the usual workarounds. Some only prevent idle sleep. Others change a system-wide setting that is easy to forget. I wanted one small switch I could turn on only when I needed it.<\/p>\n<p>So I built Clamshell. Arm it, close the lid, and your Mac keeps working while the internal display goes dark. Open it again and normal lid behavior comes back. You can arm it from the menu bar, with a shortcut, or by holding Option while closing the lid.<\/p>\n<p>It checks itself again when power changes. I also added a low-battery cutoff because keeping a Mac awake is not very useful if it runs the battery flat.<\/p>\n<p>Setapp gave me a reality check before this launch: more than 500 people are already using Clamshell, and so far I have had one bug report. That bug is fixed.<\/p>\n<p>If you prefer the direct version, the trial lasts seven days and does not ask for a card. After that, it is $9.99 once.<\/p>\n<p>If you run long builds, downloads, local servers, or coding agents, I would genuinely love to hear how it works on your MacBook.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>To answer your forum question: lid cracked open like an animal, which is exactly the problem. What I’d want next is the reverse trigger -arm it until a given process exits, so the Mac finishes the build and then actually sleeps, instead of staying awake in my bag\/bed\/ table until the battery cutoff catches it. Is there anything like that on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That\u2019s the main idea I\u2019m exploring for 2.0: let a specific job finish, then return the Mac to normal sleep. The hard part is knowing it genuinely finished rather than guessing from a process disappearing. Which tool would you want this for first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Capsomnia but paid \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<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>Fair. I built Clamshell around the part I kept forgetting: making the override temporary and getting normal lid sleep back cleanly when I returned. The safety and recovery around that were what I didn\u2019t want to manage by hand.<\/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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JWDLUETPT45KMK\" class=\"app-title\">Agent Orchestrator<\/a><\/p>\n<div class=\"one-liner\">Your coding agent fleet manager<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent Orchestrator \u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u201c\u7f16\u7801\u4ee3\u7406\u8230\u961f\u7ba1\u7406\u5668\u201d\uff0c\u901a\u8fc7\u770b\u677f\u89c6\u56fe\u7edf\u4e00\u76d1\u63a7\u548c\u8c03\u5ea6\u591a\u4e2a AI \u7f16\u7801\u52a9\u624b\uff08\u5982 Claude Code\u3001Codex\u3001Cursor\uff09\uff0c\u5c06\u4efb\u52a1\u62c6\u89e3\u3001\u6307\u6d3e\u3001\u8ddf\u8e2a\u76f4\u81f3\u5408\u5e76\uff0c\u89e3\u51b3\u591a\u4ee3\u7406\u5e76\u884c\u5de5\u4f5c\u65f6\u7684\u534f\u8c03\u6df7\u4e71\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7fc18eda-b4ae-4343-8025-ca88cc640498.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b19fe598-f293-46bc-8ae5-225cbb3a61be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58d14cc7-f04f-40f9-94ab-bad6328333fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f38a0da-bcaf-43db-8abf-06d5894cba55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92d50cd6-5bc2-4d25-9cef-17ca443d00ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7803377-2660-436b-a895-a2824fc74ab1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d34fe68b-0520-458c-92f6-7f0a6e5d357c.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\/b3c3d1a7-33c4-4b84-a455-2b32af8c0c79.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=f7ozxTY7jrU\"><source src=\"https:\/\/www.youtube.com\/watch?v=f7ozxTY7jrU\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u52a9\u624b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u770b\u677f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u59d4\u6d3e<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u770b\u677f\u7ba1\u7406\u548c\u591a\u4ee3\u7406\u534f\u8c03\u4ef7\u503c\uff0c\u4f46\u53cd\u9988\u96c6\u4e2d\u5728\uff1aLinux \u5b89\u88c5\u4f53\u9a8c\u5dee\uff08\u9700\u624b\u52a8\u8fd0\u884c\uff09\u3001Linux \u754c\u9762\u7c97\u7cd9\u7834\u635f\uff1b\u5e0c\u671b\u589e\u52a0\u6c99\u7bb1\/\u8fdc\u7a0b\u4ee3\u7406\u652f\u6301\uff1b\u671f\u5f85\u4e91\u534f\u4f5c\u4e0e\u79fb\u52a8\u7aef\u4f53\u9a8c\u5b8c\u5584\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 Agent Orchestrator \u8e29\u4e2d\u4e86 AI \u7f16\u7a0b\u5de5\u5177\u4ece\u201c\u5355\u5175\u4f5c\u6218\u201d\u5411\u201c\u591a\u667a\u80fd\u4f53\u534f\u540c\u201d\u6f14\u8fdb\u7684\u8282\u70b9\u3002\u5f53 Claude Code\u3001Codex \u7b49\u5de5\u5177\u6cdb\u6ee5\uff0c\u7ba1\u7406 10+ \u7ec8\u7aef\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u9661\u589e\uff0cAO \u7528\u770b\u677f\u5c06\u201c\u4e0d\u53ef\u89c1\u7684\u4ee3\u7406\u5de5\u4f5c\u6d41\u201d\u53d8\u6210\u201c\u53ef\u89c6\u5316\u7684\u6d41\u6c34\u7ebf\u201d\uff0c\u8fd9\u662f\u5bf9\u5f00\u53d1\u8005\u5fc3\u667a\u6a21\u578b\u7684\u6b63\u786e\u6620\u5c04\u2014\u2014\u4ece\u5199\u4ee3\u7801\u5230\u7ba1\u4ee3\u7801\uff0c\u672c\u8d28\u662f\u751f\u4ea7\u529b\u5de5\u5177\u7684\u8303\u5f0f\u5347\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a\u5176\u4e00\uff0c52 \u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u4e0e\u5176 9.5K GitHub Stars \u4e25\u91cd\u80cc\u79bb\uff0c\u8bf4\u660e Product Hunt \u53d7\u4f17\u4e0e\u771f\u5b9e\u5f00\u53d1\u8005\u793e\u533a\u5b58\u5728\u65ad\u5c42\uff0c\u6216\u5e02\u573a\u6559\u80b2\u5c1a\u672a\u7834\u5708\u3002\u5176\u4e8c\uff0c\u6838\u5fc3\u4f9d\u8d56 tmux \u7684\u7ec8\u7aef\u590d\u7528\u65b9\u6848\u867d\u8f7b\u91cf\uff0c\u4f46\u201c\u8dd1\u5728\u672c\u5730\u201d\u662f\u81f4\u547d\u77ed\u677f\u2014\u2014\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u6c99\u7bb1\/\u8fdc\u7a0b\u4ee3\u7406\u201d\u8bc9\u6c42\u76f4\u6307\u5176\u5929\u82b1\u677f\uff1a\u82e5\u4ee3\u7406\u5fc5\u987b\u4f9d\u8d56\u672c\u5730\u673a\u5668\uff0c\u5c31\u65e0\u6cd5\u5b9e\u73b0\u771f\u6b63\u7684 7×24 \u5c0f\u65f6\u65e0\u4eba\u503c\u5b88\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u5411\u201c\u5e73\u53f0\u201d\u8dc3\u8fc1\u7684\u53ef\u80fd\u3002\u5176\u4e09\uff0cLinux \u4f53\u9a8c\u7c97\u7cd9\u66b4\u9732\u4e86\u56e2\u961f\u8d44\u6e90\u5411 Mac \u503e\u659c\u7684\u73b0\u72b6\uff0c\u8fd9\u4f1a\u6d41\u5931\u786c\u6838\u5f00\u53d1\u8005\u7fa4\u4f53\u2014\u2014\u800c\u8fd9\u7fa4\u4eba\u6070\u662f AI \u4ee3\u7406\u7684\u91cd\u5ea6\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u4e91\u670d\u52a1\u9884\u544a\u3002\u82e5 AO Cloud \u80fd\u5b9e\u73b0\u201c\u672c\u5730\u7f16\u6392+\u4e91\u7aef\u6267\u884c+\u56e2\u961f\u534f\u4f5c\u201d\uff0c\u5219\u6709\u673a\u4f1a\u4ece\u201c\u7ba1\u7406\u5668\u201d\u53d8\u8eab\u4e3a\u201c\u4ee3\u7406\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u8fc7\u6e21\u6027\u4ea7\u54c1\u3002\u5f00\u6e90\u662f\u4f18\u52bf\uff0cApache 2.0 \u80fd\u5438\u5f15\u8d21\u732e\u8005\uff0c\u4f46\u5982\u4f55\u5c06 Star \u8f6c\u5316\u4e3a\u5546\u4e1a\u95ed\u73af\uff08\u5982\u4e91\u670d\u52a1\u6536\u5165\uff09\uff0c\u662f\u56e2\u961f\u9700\u8981\u56de\u7b54\u7684\u95ee\u9898\u3002\u5efa\u8bae\u56e2\u961f\u4f18\u5148\u8865\u9f50\u6c99\u7bb1\u6267\u884c\u548c Linux \u4f53\u9a8c\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u88ab Cursor \u6216 GitHub Copilot Workspace \u7b49\u539f\u751f\u96c6\u6210\u529f\u80fd\u7684\u5de8\u5934\u78be\u8fc7\u3002\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u7a97\u53e3\u671f\u4e0d\u4f1a\u592a\u957f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Orchestrator<\/span>\n <\/div>\n<div class=\"comment-content\">AO helps you manage all your coding agents in a single place. Monitor your whole agent fleet on a kanban view as each task goes from working to PR to Running tests to Code Review. Plan the roadmap with your project specific orchestrator. Let the orchestrator breakdown tasks, delegate them to isolated agents, and manage the fleet for you. Stop tab switching between agent terminals. Start orchestrating. Free and open source under Apache 2.0.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b!<\/p>\n<\/p>\n<p>We built Agent Orchestrator because running 10+ coding agents quicky becomes a context switching nightmare.<\/p>\n<p>Once you have Claude Code, Codex, Cursor, and others working in parallel, the bottleneck becomes coordination: what is each agent doing, which branch is it on, what is blocked, what passed CI, what needs review, and what can merge?<\/p>\n<p>AO gives you one place to manage all of that.<\/p>\n<\/p>\n<p>You give it an outcome, it breaks the work into tasks, delegates them across coding agents, and tracks progress on a live Kanban board from task \u2192 PR \u2192 CI \u2192 review \u2192 merge.<\/p>\n<\/p>\n<p>Our bigger belief is that developers are moving from writing every line themselves to orchestrating increasing amounts of intelligence. The tools we use need to evolve with that.<\/p>\n<\/p>\n<p>AO is open source with 9.5K+ Github Stars already.<br \/>We\u2019d love for you to try it, push the limits of the number of agents you thought you could manage, and tell us what you think!<\/p>\n<p>Thanks for checking us out \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agent_wrapper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agent_wrapper<\/a> So excited to see AO launch today! \ud83d\ude80 As coding agents become more capable, coordinating them is quickly becoming the real challenge. AO gives that work a clear home\u2014from tasks and branches to PRs, CI, and reviews. Proud of what we\u2019ve built, and we\u2019d love to hear what everyone thinks! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Love what you\u2019re building, Prateek \u2764\ufe0f The idea of developers moving from writing every line to orchestrating multiple agents really resonates, you can already feel that shift happening.<\/p>\n<\/p>\n<p>AO is solving a very real coordination problem for me already, and I\u2019m excited to see how far you guys push it. Sandboxed\/remote agents next please \ud83d\ude04\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agent_wrapper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agent_wrapper<\/a> one of the best builders i have worked with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Maaz here.<\/p>\n<p>We\u2019ve been working on Agent Orchestrator since February, and today\u2019s launch means a lot to us.<\/p>\n<p>AO solves a problem we kept running into ourselves – coding agents are powerful, but once you start using more than one, the work gets hard to manage. Branches, reviews, CI failures, context, and half-finished sessions can quickly become messy.<\/p>\n<p>Agent Orchestrator gives you one workspace to run and supervise a fleet of coding agents, keep each task isolated, track progress on a live board, and move work from idea to PR without babysitting every terminal.<\/p>\n<p>We\u2019re also working on AO Cloud, so teams can collaborate, share sessions, hand off tasks, and keep agent work running beyond one machine. You can join the waitlist and get 1 month free when it launches:<\/p>\n<p><a href=\"https:\/\/aoagents.dev\/waitlist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/aoagents.dev\/waitlist<\/a><\/p>\n<p>Would love your feedback, questions, criticism, or ideas.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been using Agent Orchestrator for ~5 months now, and it\u2019s become a pretty regular part of how we work.<\/p>\n<p>I contributed to the repo a while back too, so I\u2019ve seen the product evolve from fairly close quarters. What\u2019s been great is that it\u2019s not just something I personally like \u2014 people across my team have picked it up and actually use it.<\/p>\n<p>Congrats on the launch! Excited to see where you take this next \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyanchew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyanchew<\/a> Thanks a lot for contributing!<\/p>\n<p>Really happy to see the team at Osvi use it on a day to day basis \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It was amazing experience to use AO ine everyday building projects, shipping AI agents for my hackthon project. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhijit_manna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhijit_manna<\/a> thanks for participating on the the hackathon. It was great hosting you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using <strong>Agent Orchestrator<\/strong> with several AI coding harnesses\u2014Pi, Claude Code, OpenCode, and Codex\u2014and it\u2019s been great having a single layer to orchestrate multiple agents while keeping everything visible and manageable through the Kanban board.<\/p>\n<p>I\u2019ve also been using the iOS app alongside my Tailscale setup, and the whole experience has been surprisingly smooth. It\u2019s nice being able to keep an eye on agents and workflows without being tied to my desk.<\/p>\n<p>Really enjoying the product so far. Looking forward to agents running fully inside sandboxes \ud83d\ude09 \u2014 then I can finally close the laptop lid and let them keep working.<\/p>\n<p>If you\u2019re experimenting with multiple coding agents and want a cleaner way to coordinate them, definitely check out Agent Orchestrator. love the team and vibe. Great work! <a href=\"https:\/\/www.producthunt.com\/@agent_wrapper\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agent_wrapper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agent_wrapper<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pratikbin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratikbin<\/a> Glad to hear you had a good experience using AO.<\/p>\n<p>We are currently building out our cloud offering, which would be launched soon.<\/p>\n<p>That would allow you not just make you agents run without your laptop, but also collaborate with team-mates and hadoff tasks seamlessly.<\/p>\n<p>You can register on the waitlist for our cloud offering here: <a href=\"https:\/\/aoagents.dev\/waitlist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/aoagents.dev\/waitlist<\/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>Been using <a href=\"https:\/\/www.producthunt.com\/products\/agent-orchestrator\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"agent-orchestrator\" target=\"_blank\" rel=\"noopener\">@Agent Orchestrator<\/a> very often for the past few weeks and been loving the interface and the experience, excited for what’s coming ahead!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been using AO for almost 2 months and ive been loving it building products has been way easier and im using it every day probably the best things like for real the best would reccomend every builder or like every developer anyone and everyone can use it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Agent Orchestrator for a while now, and it’s been a wonderful experience to take my coding workflow to the next level!<br \/>Looking forward to the team taking this product to the next level!<\/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>AO has soo far been the experience for me! It has simplified my work by manifolds and even reduce my working time and stress!! Great project and has a lot of potential!<\/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>Using <a href=\"https:\/\/www.producthunt.com\/products\/agent-orchestrator\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"agent-orchestrator\" target=\"_blank\" rel=\"noopener\">@Agent Orchestrator<\/a> from last two – three weeks, till now having a great experience. Btw i have been also using conductor, superset and onorca but this feels something different.<\/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\">have been using this product for almost 3 months now and crazy product it is. must try \ud83d\ude01<\/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>I\u2019ve been loving Agent Orchestrator, especially for vibe coding.<\/p>\n<p>The clean interface + tmux makes it really easy to run multiple agents, switch between them, and keep track of everything with the Kanban board. That part is genuinely great.<\/p>\n<p>A few pain points on Linux though.<\/p>\n<p>On Arch\/Omarchy, I usually have to run it manually, and it would be much nicer to have a proper package\/normal app installation option.<\/p>\n<p>The Linux UI also still feels a bit rough and broken in places compared to other apps I use.<\/p>\n<p>Overall, really like the product. There\u2019s a lot of room to polish it, but the core idea and workflow are already very useful.<\/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>Hi<a href=\"https:\/\/www.producthunt.com\/@pyasma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pyasma<\/a> \ud83d\udc4b!<\/p>\n<p>Glad to know you have been loving the product!<br \/>Apologies for the choppy experience on Linux. Most of our users are on Mac, which makes us focus more on our mac app. We are, however quickly improving the product. Would really appreciate any bug reports, through github issues, or on our discord.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great! Will give it a try. <\/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\/@prasann_pandya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prasann_pandya<\/a> thank you! Please let us know if you have any feedback after trying it out \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great product using it for long time<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AO managing fleed of AI Agent is top notch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3ALX2O3KSOJJDM\" class=\"app-title\">Nick Launches<\/a><\/p>\n<div class=\"one-liner\">Launch your product to thousands of builders.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">37<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nick Launches \u662f\u4e00\u4e2a\u4ea7\u54c1\u53d1\u5e03\u63a8\u5e7f\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u65b0\u54c1\u4e0a\u7ebf\u540e\u66dd\u5149\u671f\u8fc7\u77ed\u3001\u8fc5\u901f\u77f3\u6c89\u5927\u6d77\u7684\u75db\u70b9\uff0c\u901a\u8fc7\u63d0\u4f9b\u6c38\u4e45\u5916\u94fe\u548c\u957f\u6548\u5c55\u793a\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5c06\u4ea7\u54c1\u6301\u7eed\u89e6\u8fbe\u6570\u5343\u540d\u65e9\u671f\u7528\u6237\u548c\u521b\u4f5c\u8005\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82c15b5b-46b9-4d80-8c3e-c1dcc7eaeefc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cea72228-0e88-4620-ac09-f73e65ba2765.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/625c6217-5d69-436a-9907-6833191fe401.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efdf45a5-4e77-4415-83cf-471a2b56bac6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2854fab-6152-4458-850d-0b3ecb84af30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f385109-8e54-4e9b-bc2e-13dd5fc9e90b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3519ed6-7eef-4daf-80a2-dbeb722cdfcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da9a0588-ec10-4eda-a8fc-a36b23c1a17a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u5de5\u5177\u5305<\/span><br \/>\n <span class=\"tag\">\u63d0\u4ea4\u5217\u8868<\/span><br \/>\n <span class=\"tag\">\u5916\u94fe\u5efa\u8bbe<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u63a8\u5e7f<\/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\u957f\u6548\u66dd\u5149\u548c\u5b9e\u7528\u6307\u5357\uff0c\u79f0\u201c\u8fdc\u8d85\u540c\u7c7b\u5c0f\u5217\u8868\u201d\u3002\u521b\u59cb\u4eba\u79ef\u6781\u4e92\u52a8\uff0c\u56de\u5e94\u611f\u8c22\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u4e8e\u4e00\u4e2a\u63d0\u95ee\uff1a\u201c\u5982\u4f55\u5ba1\u6838\u548c\u7ba1\u7406\u5217\u8868\u5185\u5bb9\uff1f\u201d\uff08Moderation\u673a\u5236\uff09\uff0c\u672a\u89c1\u5176\u4ed6\u8d1f\u9762\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Nick Launches \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u53cdProduct Hunt\u201d\u5f0f\u7684\u5c0f\u4f17\u5206\u53d1\u6e20\u9053\uff0c\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u6df1\u5c42\u7126\u8651\u2014\u201424\u5c0f\u65f6\u6d41\u91cf\u72c2\u6b22\u540e\u7684\u865a\u65e0\u3002\u5176\u6838\u5fc3\u5356\u70b9\u5e76\u975e\u6559\u7a0b\u6216AI\u8bc4\u6d4b\uff0c\u800c\u662f\u201c\u6c38\u4e45dofollow\u5916\u94fe\u201d\u548c\u201c\u6570\u5468\u800c\u975e\u6570\u5c0f\u65f6\u7684\u66dd\u5149\u201d\uff0c\u8fd9\u5b9e\u9645\u662f\u5728\u5356SEO\u4ef7\u503c\u548c\u5fc3\u7406\u5b89\u6170\u3002\u4ece\u6570\u636e\u770b\uff0c37\u7968\u30014\u8d5e\u8bc4\u8bba\uff0c\u89c4\u6a21\u6781\u5c0f\uff0c\u4f46\u4ea7\u54c1\u5b9a\u4f4d\u6e05\u6670\uff1a\u4e0d\u505a\u5927\u4f17\u5e73\u53f0\uff0c\u53ea\u505a\u5782\u76f4\u3001\u9ad8\u8f6c\u5316\u7387\u7684\u201c\u6162\u6d41\u91cf\u201d\u5165\u53e3\u3002\u5176\u521b\u59cb\u4eba\u4eb2\u81ea\u4e0b\u573a\u56de\u7b54\uff0c\u5e76\u652f\u6301MCP\uff0c\u8bf4\u660e\u6280\u672f\u55c5\u89c9\u4e0d\u9519\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u201c curated\u201d\uff08\u7cbe\u9009\uff09\u7684\u4fe1\u4efb\u5ea6\u2014\u2014\u8fd9\u6070\u6070\u4e5f\u662f\u7528\u6237\u552f\u4e00\u63d0\u51fa\u7684\u7591\u95ee\uff1a\u4f60\u5982\u4f55\u4fdd\u8bc1\u5217\u8868\u8d28\u91cf\uff1f\u82e5\u5ba1\u6838\u677e\uff0c\u5219\u6ca6\u4e3a\u5783\u573e\u573a\uff1b\u82e5\u5ba1\u6838\u4e25\uff0c\u5219\u589e\u957f\u7f13\u6162\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u521b\u59cb\u4ebaIP\u7684\u5ef6\u4f38\uff0c\u800c\u975e\u72ec\u7acb\u4ea7\u54c1\u3002\u77ed\u671f\u770b\uff0c\u5bf9\u201c\u88ab\u9057\u5fd8\u7684\u53d1\u5e03\u8005\u201d\u6709\u4ef7\u503c\uff1b\u957f\u671f\u770b\uff0c\u82e5\u4e0d\u80fd\u7a81\u7834\u6d41\u91cf\u51b7\u542f\u52a8\u3001\u5efa\u7acb\u7a33\u5b9a\u7684\u53d1\u5e03\u8005\u7f51\u7edc\uff0c\u5f88\u5bb9\u6613\u88ab\u5927\u5e73\u53f0\u7684\u7b97\u6cd5\u66f4\u65b0\u6216\u65b0\u578b\u5206\u53d1\u65b9\u5f0f\uff08\u5982AI\u641c\u7d22\u3001RSS\u590d\u5174\uff09\u964d\u7ef4\u6253\u51fb\u3002\u4e00\u53e5\u8bdd\uff1a\u6709\u4ef7\u503c\uff0c\u4f46\u5929\u82b1\u677f\u660e\u663e\uff0c\u6682\u4e0d\u5177\u5907\u98a0\u8986\u6027\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\">Nick Launches<\/span>\n <\/div>\n<div class=\"comment-content\">Nick Launches helps developers build and launch AI products faster with practical tutorials, Launch Toolkit, AI tool reviews, and launch strategies.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone \ud83d\ude80<\/p>\n<p>I built Nick Launches because I was tired of launches that vanish in 24 hours. You spend weeks preparing, get one day of attention, and then your product disappears into an archive nobody browses.<\/p>\n<p>Nick Launches gives every approved product a permanent dofollow backlink and a longer shelf life. Your listing keeps getting impressions for weeks, not hours.<\/p>\n<p>Submission is fast: paste your URL, we prefill what we can, you add screenshots and ship. Curated, not spammed. MCP supported!<\/p>\n<p>Happy to answer any questions \ud83d\ude4c<\/p><\/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>This dude goes way above and beyond what most smaller lists go. If you want the support on your next launch, put your product here! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mark_zschiegner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_zschiegner<\/a> thanks Mark, means 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<div class=\"comment-item\">\n<div class=\"comment-content\">Dope product and guides. Used for my future launch !<\/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\/@tlesenechal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tlesenechal<\/a> lets go \ud83d\udd25 DM me if need any help<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Nick \ud83d\ude80<\/p>\n<p>Bookmarked for my next launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashimanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashimanski<\/a> Thanks a lot Artyom<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Nick! Awesome to see your growth. Whenever I ship something, I\u2019ll be using <a href=\"https:\/\/www.producthunt.com\/@nicklaunches\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicklaunches<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you moderate listings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/C2SV65J76EVEJE\" class=\"app-title\">Mermail<\/a><\/p>\n<div class=\"one-liner\">Your AI can now sign up and pay<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong><\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd88e02c-65f4-49eb-9629-e04da8743f2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dccb422-449f-4a4f-a783-de419e9b249a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3da2ceec-5402-4225-a6b4-3c4b1d626336.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f2d88d8-8ab0-41ac-8fb5-2e000015ea88.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\/398cbfae-144e-4131-b69d-15c144d03eec.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=l4gz4nrdZDI\"><source src=\"https:\/\/www.youtube.com\/watch?v=l4gz4nrdZDI\" 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\">Email<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Web3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mermail<\/span>\n <\/div>\n<div class=\"comment-content\">Mermail helps AI agents do more than chat. It provides the identity, communication, and payment infrastructure they need to interact with real online services. Connect via MCP, Skills, or the CLI to let your agent verify accounts, receive emails, complete checkouts, and manage subscriptions securely.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunt! I’m Toan, founder of Mermail.<\/p>\n<p>First of all, a huge thank you to our Hunter, the Product Hunt team, and everyone taking the time to check us out today. \u2764\ufe0f<\/p>\n<p>\ud83d\ude80 Why we built <strong>Mermail<\/strong><\/p>\n<p>Over the past year, we’ve seen AI agents become incredibly capable at reasoning.<\/p>\n<p>But they still struggle with actually getting things done.<\/p>\n<p>They can write code, answer questions, and plan workflows\u2026 yet they can’t:<br \/>* Verify an email account<br \/>* Receive an OTP<br \/>* Subscribe to a SaaS tool<br \/>* Pay for a service<br \/>* Manage invoices or billing emails<\/p>\n<p>We realized the missing piece wasn’t another model.<\/p>\n<p>It was infrastructure.<\/p>\n<p>\ud83d\udca1 Meet <strong>Mermail<\/strong><\/p>\n<p>Mermail gives AI agents what humans already rely on every day:<\/p>\n<p>\ud83d\udce7 A real email inbox<br \/>\ud83d\udcb3 A payment layer<br \/>\ud83e\udd16 An MCP server that lets agents interact with real-world services<\/p>\n<p>Instead of building custom integrations for every website, developers can simply connect their AI agent to Mermail and let it operate through a trusted identity.<\/p>\n<p>\u2728 What you can do today<br \/>\u2705 Give your AI agent its own email identity<br \/>\u2705 Receive verification emails & OTPs<br \/>\u2705 Connect with Claude, Codex, and other MCP-compatible agents<br \/>\u2705 Let agents subscribe to products and manage billing<br \/>\u2705 Handle invoices and payment notifications<br \/>\u2705 Prepare for the next generation of agentic commerce<br \/>We’re also working on Agent Wallet, which will enable AI agents to manage payments even more autonomously.<\/p>\n<p>\u2e3b<\/p>\n<p>Who is this for?<br \/>* AI builders<br \/>* MCP developers<br \/>* Agent frameworks<br \/>* AI startups<br \/>* Anyone building autonomous workflows that need real-world identity and payments<\/p>\n<p>\u2e3b<\/p>\n<p>\ud83c\udf81 <strong>SPECIAL OFFER \u2014 Product Hunt Launch<\/strong><\/p>\n<p>To celebrate our launch on Product Hunt, get your <strong>first month of Mermail for just $1!<\/strong><\/p>\n<p>You\u2019ll get:<br \/>\u2b50 Premium model access<br \/>\u2b50 Higher quota<br \/>\u2b50 Custom domain<br \/>\u2b50 Priority support<\/p>\n<p>\ud83d\ude80 <strong>One month. Full power. Just $1.<\/strong><\/p>\n<p>This special offer is available for a limited time only. Don’t miss it!<\/p>\n<p>\u2e3b<\/p>\n<p>\ud83d\ude4f We’d love your feedback<br \/>* What\u2019s the biggest blocker preventing your AI agent from completing real-world tasks?<br \/>* What integrations should we build next?<br \/>* If you’re building AI agents today, would an email identity + payment layer simplify your workflow?<br \/>We’ll be in the comments all day answering every question.<\/p>\n<p>\u2e3b<\/p>\n<p>A huge shout-out to our incredible team and our early design partners who helped shape Mermail from day one. \u2764\ufe0f<br \/>Thank you again to the Product Hunt community for checking us out.<br \/>We\u2019re excited to hear your thoughts and build the future of Agentic Commerce together! \ud83d\ude80<\/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\/@toannhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toannhu<\/a> Huge congrats\ud83d\ude4c on shipping,the vision here is massive. How do you protect the agent from prompt injection attacks embedded inside incoming emails?<\/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\/@toannhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toannhu<\/a> awesome!!!!<\/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\/@toannhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toannhu<\/a> Great application!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! This may make agents very useful in every day tasks. How do you ensure the agent doesn’t do something unintended due to misunderstanding users request? I mean stuff like spending too much money without approval?<\/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\/@mateuszkonik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mateuszkonik<\/a> Great question! Currently, every payment requires human approval. We are building <a href=\"https:\/\/github.com\/Nudgen-Marketing\/qusto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qusto<\/a> on our roadmap as a trust layer to enforce spending limits, allowlists, and other hard rules, so even if the AI is manipulated, it can’t bypass payment policies.<\/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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/H6KVRHIRQKYB5O\" class=\"app-title\">Supercut – AI Video Editor<\/a><\/p>\n<div class=\"one-liner\">Type the edit. Record your screen. Zero uploads.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Supercut \u662f\u4e00\u6b3e\u5b8c\u5168\u5728\u672c\u5730\u8fd0\u884c\u7684 AI \u89c6\u9891\u7f16\u8f91\u5668\uff0c\u8ba9\u4f60\u901a\u8fc7\u201c\u8f93\u5165\u6307\u4ee4\u201d\u6216\u201c\u5f55\u5c4f\u81ea\u52a8\u7f29\u653e\u201d\u5b8c\u6210\u526a\u8f91\uff0c\u65e0\u9700\u4e0a\u4f20\u4efb\u4f55\u7d20\u6750\uff0c\u76f4\u51fb\u4f20\u7edf\u7f51\u9875\u526a\u8f91\u5de5\u5177\u201c\u4e0a\u4f20\u6162\u3001\u9690\u79c1\u6cc4\u9732\u3001\u5ba2\u6237\u7aef\u53d7\u9650\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b5fa353-7e9a-4e9c-bac1-232c0f4710d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfb06999-d5c7-40ae-814e-6b5ec4d4d8b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70259689-8f42-4bd0-814a-b83a671eca6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61e6c928-8a4b-4902-9b68-65e89793e907.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58d9b88a-8874-4a9c-9930-b28dc983a22d.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\/82c2a252-287f-4992-ad7f-9d7327bddfac.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ldbnhjbtctA?si=x4HaVDeB4y5x5OS7\"><source src=\"https:\/\/youtu.be\/ldbnhjbtctA?si=x4HaVDeB4y5x5OS7\" 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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e0a\u4f20<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u76db\u8d5e\u5176\u80fd\u66ff\u4ee3 Screen Studio\u3001Loom \u7b49\u4e94\u6b3e\u4ed8\u8d39\u5de5\u5177\uff0c\u672c\u5730\u5904\u7406\u4f53\u9a8c\u6d41\u7545\u3002\u4e3b\u8981\u7591\u8651\u96c6\u4e2d\u5728\u5b9a\u4ef7\u4e0d\u900f\u660e\u2014\u2014\u672a\u6ce8\u518c\u524d\u65e0\u6cd5\u83b7\u77e5\u957f\u671f\u8d39\u7528\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5b8c\u5168\u514d\u8d39\u8bd5\u7528\u4e14\u65e0\u9700\u8d26\u53f7\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u5177\u4f53\u529f\u80fd\u7f3a\u9677\u7684\u6df1\u5165\u6279\u8bc4\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 Supercut \u7684\u201c\u672c\u5730\u4f18\u5148\u201d\u7b56\u7565\u5207\u4e2d\u4e86\u89c6\u9891\u7f16\u8f91\u5e02\u573a\u4e00\u4e2a\u771f\u5b9e\u4e14\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u4e91\u7aef\u4e0a\u4f20\u7684\u5ef6\u8fdf\u4e0e\u9690\u79c1\u98ce\u9669\u3002\u5728 Adobe\u3001CapCut \u7b49\u5de8\u5934\u7ade\u76f8\u5c06 AI \u80fd\u529b\u4e91\u5316\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u5c06\u89e3\u7801\u3001\u8f6c\u5f55\u3001\u6e32\u67d3\u5168\u90e8\u538b\u5728\u672c\u5730 GPU \u4e0a\uff0c\u8fd9\u5bf9\u5904\u7406\u654f\u611f\u5546\u4e1a\u7d20\u6750\u7684\u5ba2\u6237\u5c24\u4e3a\u81f4\u547d\u5438\u5f15\u529b\u3002\u5176\u201c\u53cc\u524d\u95e8\u201d\u8bbe\u8ba1\uff08\u81ea\u7136\u8bed\u8a00\u6307\u4ee4 + \u5f55\u5c4f\u81ea\u52a8\u7f29\u653e\uff09\u4e5f\u8db3\u591f\u806a\u660e\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u526a\u8f91\u95e8\u69db\uff0c\u4e14\u201c\u6587\u4ef6\u5939\u6279\u91cf\u7f16\u8f91\u201d\u548c\u201cMCP \u670d\u52a1\u5668\u9a71\u52a8\u201d\u76f4\u6307\u4e13\u4e1a\u7528\u6237\u548c AI Agent \u5de5\u4f5c\u6d41\uff0c\u5c55\u73b0\u4e86\u96be\u5f97\u7684\u5de5\u5177\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a12 \u7968\u7684\u51b7\u542f\u52a8\u6210\u7ee9\u8bf4\u660e\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u8bc4\u8bba\u4e2d\u4e00\u7247\u53eb\u597d\u5374\u7f3a\u4e4f\u771f\u5b9e\u4f7f\u7528\u4e2d\u7684\u74f6\u9888\u53cd\u9988\uff0c\u66f4\u50cf\u5185\u6d4b\u7528\u6237\u7684\u81ea\u55e8\u3002\u6700\u5927\u7684\u9690\u60a3\u662f\u201c\u514d\u8d39\u65e0\u8d26\u53f7\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\u53ef\u6301\u7eed\u6027\u2014\u2014\u672c\u5730\u8ba1\u7b97\u4e0d\u4ea7\u751f\u4e91\u7aef\u6210\u672c\uff0c\u4f46\u540e\u7eed\u82e5\u8f6c\u5411\u4ed8\u8d39\uff0c\u7528\u6237\u5bf9\u4ef7\u683c\u5bb9\u5fcd\u5ea6\u6781\u4f4e\uff0c\u4e14\u201cAI \u53ea\u770b\u6587\u5b57\u4e0d\u770b\u753b\u9762\u201d\u7684\u5356\u70b9\u867d\u4fdd\u62a4\u9690\u79c1\uff0c\u5374\u4e5f\u9650\u5236\u4e86 AI \u5728\u753b\u9762\u7406\u89e3\uff08\u5982\u81ea\u52a8\u8bc6\u522b\u4e3b\u4f53\u3001\u573a\u666f\uff09\u4e0a\u7684\u6f5c\u529b\uff0c\u8fd9\u4f1a\u8ba9\u5b83\u5728\u667a\u80fd\u526a\u8f91\u6df1\u5ea6\u4e0a\u5148\u5929\u4e0d\u8db3\u3002\u6b64\u5916\uff0c\u6d4f\u89c8\u5668\u7aef\u8fd0\u884c + 4K \u672c\u5730\u5bfc\u51fa\uff0c\u5bf9\u786c\u4ef6\u8981\u6c42\u6781\u9ad8\uff0c\u6ce8\u5b9a\u4e86\u5b83\u53ea\u662f\u201c\u6548\u7387\u73a9\u5bb6\u7684\u73a9\u5177\u201d\u800c\u975e\u5927\u4f17\u5de5\u5177\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u5efa\u7acb\u6e05\u6670\u7684\u5b9a\u4ef7\u5c42\u7ea7\u5e76\u5c55\u793a\u5bf9\u590d\u6742\u526a\u8f91\uff08\u591a\u8f68\u9053\u3001\u5173\u952e\u5e27\uff09\u7684\u9a7e\u9a6d\u80fd\u529b\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u6b3e\u201c\u6781\u5ba2\u5c1d\u9c9c\u540e\u5373\u5f03\u201d\u7684\u4ea7\u7269\u3002\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u79bb\u201c\u66ff\u4ee3\u4e94\u6b3e\u5de5\u5177\u201d\u7684\u8c6a\u8a00\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\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\">Supercut – AI Video Editor<\/span>\n <\/div>\n<div class=\"comment-content\">Two front doors: drop a clip and type the edit, or record your screen with auto-zoom on every click. 40 tools, auto captions, folder batch edits, a timeline, 4K desktop export. All on your device. Your footage never uploads. Free to start, no account needed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I built Supercut because every “web” video editor I tried had the same first step: wait for your footage to upload to someone else’s server. That step felt wrong. It is slow, it kills your privacy, and for client work it is often not even allowed.<\/p>\n<p>So Supercut runs the whole edit on your device. Decode, cut, caption, export: all local, in the browser or in the desktop app. Kill your wifi mid-edit, and it keeps working. The AI only ever sees the words you type, never a single frame.<\/p>\n<p>Supercut has two front doors.<\/p>\n<p>Door one: drop footage and type the edit. “Trim from 0:00 to 0:30”, “make it 9:16 for reels”, “add captions”. One sentence is the whole edit, with 40 built-in tools behind it.<\/p>\n<p>Door two: record your screen. Auto zoom follows your clicks, the camera bubble stays a separate editable layer, and the recording lands in the same editor. So polishing a demo is also just typing a sentence.<\/p>\n<p>Around both:<\/p>\n<p>– Auto captions in five styles, transcribed on your machine.<br \/>\n– Connect a folder and run one edit across every clip in it.<br \/>\n– A full multitrack timeline when you want manual control.<br \/>\n– The desktop app (Mac and Windows) exports 4K on your GPU.<br \/>\n– The desktop app runs a local MCP server. Point Claude, Cursor, or any MCP client at it, and your agent can drive the editor.<\/p>\n<p>It is free to start, no account needed. The 53-second film in the gallery shows all of it.<\/p>\n<p>I would love to hear what you edit most, and what tool you want next. I read and answer everything today.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a fantastic tool. Helped me a lot with my video editing.<\/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\">Congrats on the launch!<br \/>\nThis is a great replacement for atleast 5 paid tool I use right now like screen studio, loom and bunch of other subscriptions for just video editing.<\/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\/@devendra_singh_shekhawat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devendra_singh_shekhawat<\/a> Thank you. Yes, that’s the goal! \ud83c\udfaf<\/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><a href=\"https:\/\/www.producthunt.com\/@harshmanwani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"harshmanwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshmanwani<\/a> – I like the concept, but not being able to understand what the costs are before signing up is a huge worry to me. I’m not prepared to give out my email until I understand what this wil cost me long term. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> Thanks, Brent. It is completely free to try. You can use it without signing up too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZLLH2K2YHRYLE5\" class=\"app-title\">ResearchMaster AI<\/a><\/p>\n<div class=\"one-liner\">Market research for product decisions you can verify.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ResearchMaster AI \u5c06\u4ea7\u54c1\u3001\u516c\u53f8\u6216\u5e02\u573a\u95ee\u9898\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7814\u7a76\u7a7a\u95f4\uff0c\u81ea\u52a8\u68c0\u7d22\u4e13\u4e1a\u4fe1\u6e90\u5e76\u9644\u4e0a\u8bc1\u636e\u94fe\u63a5\uff0c\u751f\u6210\u53ef\u6838\u67e5\u3001\u53ef\u5bfc\u51fa\u7684\u62a5\u544a\u4e0e\u5e7b\u706f\u7247\uff0c\u89e3\u51b3AI\u804a\u5929\u5de5\u5177\u201c\u6709\u7b54\u6848\u3001\u65e0\u4ea4\u4ed8\u7269\u201d\u7684\u51b3\u7b56\u7814\u7a76\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd750dc5-ea19-4069-b9a0-a009dc9b9207.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96c6ab5c-0443-4c3c-bf21-22c4ab037f92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72b6ab72-76bd-4636-ae48-497db525082b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd0ac003-847a-47d9-8f18-9674117b7300.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa6f4c61-2144-43cb-ba91-0277ee70f7d1.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\/4597415d-24c5-41e0-8440-18b54d6e03b4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Nl5akKwdKpk\"><source src=\"https:\/\/youtu.be\/Nl5akKwdKpk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e02\u573a\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u62a5\u544a\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bc1\u636e\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u5de5\u4f5c\u53f0<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u53ef\u884c\u6027<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u4fe1\u6e90<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ecf\u7406\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>\u8bc4\u8bba\u8ba4\u53ef\u5176\u76f4\u51fb\u201c\u7b54\u6848vs\u4ea4\u4ed8\u7269\u201d\u7684\u884c\u4e1a\u75db\u70b9\uff0c\u8ba4\u4e3a\u4ece\u804a\u5929\u56de\u590d\u5230\u53ef\u4ea4\u7ed9\u521b\u59cb\u4eba\/\u6295\u8d44\u8005\u7684\u62a5\u544a\u4ecd\u6709\u5de8\u5927\u9e3f\u6c9f\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u6d88\u9664\u7814\u7a76\u7e41\u7410\u6b65\u9aa4\u3001\u63d0\u4f9b\u53ef\u9760\u6765\u6e90\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u53cd\u9988\u7814\u7a76\u573a\u666f\u4e0e\u62a5\u544a\u7ed3\u6784\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ResearchMaster AI \u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u514b\u5236\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u201c\u4e07\u80fd\u95ee\u7b54\u52a9\u624b\u201d\uff0c\u800c\u662f\u951a\u5b9a\u201c\u51b3\u7b56\u7ea7\u7814\u7a76\u201d\u8fd9\u4e00\u9ad8\u4ef7\u503c\u3001\u9ad8\u95e8\u69db\u573a\u666f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u7b54\u6848\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4e0d\u53ef\u4fe1\u7684\u5feb\u901f\u7b54\u6848\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u6838\u9a8c\u7684\u51b3\u7b56\u8bc1\u636e\u94fe\u201d\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u4e09\u7c7b\u5173\u952e\u80fd\u529b\uff08\u4e13\u4e1a\u6e90\u68c0\u7d22\u3001\u51b2\u7a81\u63d0\u793a\u3001\u5bfc\u51fa\u4ea4\u4ed8\uff09\u5747\u76f4\u51fb\u4f01\u4e1a\u7814\u7a76\u5de5\u4f5c\u7684\u771f\u5b9e\u75db\u70b9\uff1aAI\u804a\u5929\u5de5\u5177\u6700\u5927\u7684\u95ee\u9898\u4e0d\u662f\u201c\u4e0d\u51c6\u201d\uff0c\u800c\u662f\u201c\u65e0\u6cd5\u5bf9\u7ed3\u8bba\u8d1f\u8d23\u201d\u3002ResearchMaster \u5c1d\u8bd5\u7528\u201c\u8bc1\u636e\u7ed1\u5b9a\u201d\u548c\u201c\u51b2\u7a81\u663e\u6027\u5316\u201d\u6765\u90e8\u5206\u63a5\u7ba1\u8fd9\u79cd\u8d23\u4efb\uff0c\u8fd9\u662f\u660e\u667a\u7684\u5dee\u5f02\u5316\u3002\u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u4e13\u4e1a\u4fe1\u6e90\u7684\u8d28\u91cf\u4e0e\u8986\u76d6\u5ea6\u662f\u9690\u6027\u58c1\u5792\uff0c\u82e5\u6570\u636e\u5e93\u6df1\u5ea6\u4e0d\u8db3\uff0c\u6781\u6613\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u7248\u641c\u7d22\u5f15\u64ce\u201d\uff1b\u7b2c\u4e8c\uff0c\u201c\u7ed3\u6784\u5316\u62a5\u544a\u201d\u82e5\u6a21\u677f\u50f5\u5316\uff0c\u53cd\u800c\u4f1a\u9650\u5236\u8d44\u6df1\u7814\u7a76\u8005\u7684\u7075\u6d3b\u5de5\u4f5c\u6d41\uff1b\u7b2c\u4e09\uff0c40%\u6298\u6263\u7684Launch\u7b56\u7565\u867d\u80fd\u62c9\u65b0\uff0c\u4f46\u5de5\u5177\u7c7b\u4ea7\u54c1\u7559\u5b58\u53d6\u51b3\u4e8e\u62a5\u544a\u7f16\u8f91\u4f53\u9a8c\u4e0e\u56e2\u961f\u534f\u4f5c\u95ed\u73af\u662f\u5426\u8db3\u591f\u987a\u6ed1\u3002\u76ee\u524d\u6295\u7968\u4ec58\u7968\uff0c\u5c1a\u5c5e\u65e9\u671f\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u662f\uff1a\u5f53\u7528\u6237\u628a\u62a5\u544a\u62ff\u7ed9\u6295\u8d44\u4eba\u6216\u51b3\u7b56\u5c42\u65f6\uff0c\u662f\u5426\u771f\u7684\u6bd4\u4eba\u5de5\u4f5c\u54c1\u66f4\u201c\u53ef\u4fe1\u201d\u6216\u66f4\u201c\u9ad8\u6548\u201d\u3002\u82e5\u80fd\u8bc1\u660e\u8fd9\u4e00\u70b9\uff0c\u5b83\u5c31\u4e0d\u662f\u53c8\u4e00\u4e2aAI wrapper\uff0c\u800c\u662f\u7814\u7a76\u6d41\u7a0b\u7684\u57fa\u7840\u8bbe\u65bd\uff1b\u82e5\u4e0d\u80fd\uff0c\u5219\u53ea\u662f\u7cbe\u81f4\u7684\u539f\u578b\u3002\u5efa\u8bae\u56e2\u961f\u540e\u7eed\u91cd\u70b9\u62ab\u9732\u5178\u578b\u884c\u4e1a\uff08\u5982\u533b\u7597\u3001SaaS\uff09\u7684\u6848\u4f8b\u5bf9\u6bd4\u6570\u636e\uff0c\u5e76\u5f00\u653e\u6765\u6e90\u5e93\u767d\u76ae\u4e66\uff0c\u4ee5\u5efa\u7acb\u4e13\u4e1a\u4fe1\u4efb\u611f\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\">ResearchMaster AI<\/span>\n <\/div>\n<div class=\"comment-content\">ResearchMaster turns a product, company, URL, file, or market question into a structured research workspace. It searches across professional sources, keeps claims linked to evidence, highlights source conflicts where possible, and turns the findings into export-ready reports and slides for product, competitor, market, and feasibility decisions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Lily, co-founder of <strong>ResearchMaster AI<\/strong>.<\/p>\n<p>We built this because we kept running into the same problem in our own work.<\/p>\n<p>AI chat tools are great for quick answers, rewriting, and short summaries. But when the question affects a product decision, competitor analysis, market entry, investment memo, or feasibility study, a quick answer usually is not enough.<\/p>\n<\/p>\n<p>We still had to collect more sources, compare conflicting information, rebuild the structure, check which claims were actually supported, and then turn everything into a report or slides.<\/p>\n<p><strong>ResearchMaster AI is built for that workflow.<\/strong><\/p>\n<p>You can start with a product, company, URL, file, or a plain market question. The system turns it into a research plan, searches across professional sources, cross-checks key points where possible, and keeps the evidence attached to the findings.<\/p>\n<p>The output is not just a chat response. It becomes a research workspace with reports, insights, Q&A, slides, and exports you can review or share with a team.<\/p>\n<\/p>\n<p>The main use cases we are focusing on are:<\/p>\n<ul>\n<li>\n<p>Product and competitor research<\/p>\n<\/li>\n<li>\n<p>Industry and market research<\/p>\n<\/li>\n<li>\n<p>Investment and feasibility research<\/p>\n<\/li>\n<li>\n<p>Market entry and launch decisions<\/p>\n<\/li>\n<li>\n<p>Internal research that needs sources people can review later<\/p>\n<\/li>\n<\/ul>\n<p>We care about three things in particular:<\/p>\n<ol>\n<li>\n<p><strong>Simple input<\/strong> \u2014 you shouldn’t need to write a perfect prompt or already know the research framework.<\/p>\n<\/li>\n<li>\n<p><strong>A usable report<\/strong> \u2014 The report should be clear enough to edit, present, and share.<\/p>\n<\/li>\n<li>\n<p><strong>Checkable conclusions<\/strong> \u2014 Key claims should point back to sources, and uncertainty or source conflicts should not be hidden.<\/p>\n<\/li>\n<\/ol>\n<p>What I’ve learned building this is that answers are cheap now – every AI tool can give you one. What’s still hard is turning that answer into something you’d actually hand to your team or your investor. That’s the gap we’re closing. \ud83c\udfaf <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>\ud83c\udf81 <strong>A small thank-you for the Product Hunt community<\/strong> – you can get 40% OFF today with our launch coupon.<\/p>\n<p>\ud83d\udc49 Try using <a href=\"http:\/\/ResearchMaster.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ResearchMaster.ai<\/a> to research a topic you’ve been curious about, and let me know how it goes. I’d especially love to hear what you researched, where you think the analysis or data sources could be improved, and what report structure would actually save you time in your own work.<\/p>\n<p>I’ll read every comment carefully! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hunting this one because the “answer vs. deliverable” problem is something I run into constantly with clients – you can get a solid AI answer in seconds now, but turning it into something you’d actually hand to a founder or investor is still real work. Excited to see <a href=\"https:\/\/www.producthunt.com\/@yang_lily\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yang_lily\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yang_lily<\/a> and team tackle that gap directly instead of just adding another chat wrapper. Wishing you all the success with ResearchMaster AI \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> We are honored to have Kate as our Product Hunt Hunter. She has offered us abundant professional advice throughout the entire product launch.<\/p>\n<p>We hope ResearchMaster AI can truly eliminate tedious steps in research workflows, deliver reliable information sources, and enable people to focus more efficiently on final judgment and decision-making.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QRD25LSZAMSGN3\" class=\"app-title\">ilolink<\/a><\/p>\n<div class=\"one-liner\">The registry your team’s AI agents actually read<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ilolink \u662f\u4e00\u4e2a\u56e2\u961fAI\u4ee3\u7406\u77e5\u8bc6\u6ce8\u518c\u8868\uff0c\u5c06\u5206\u6563\u5728\u4e2a\u4eba\u804a\u5929\u4e2d\u7684\u6280\u80fd\u3001\u89c4\u8303\u3001\u8ba1\u5212\u7b49\u6c89\u6dc0\u4e3a\u53ef\u7248\u672c\u5316\u3001\u53ef\u5ba1\u9605\u7684\u5171\u4eab\u94fe\u63a5\uff0c\u8ba9\u6240\u6709MCP\u5ba2\u6237\u7aef\uff08\u5982Claude\u3001ChatGPT\uff09\u7edf\u4e00\u8bfb\u53d6\uff0c\u89e3\u51b3AI\u77e5\u8bc6\u201c\u4e00\u4eba\u4e00\u804a\uff0c\u4eba\u8d70\u77e5\u8bc6\u4ea1\u201d\u7684\u56e2\u961f\u534f\u4f5c\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f67cc35a-3a04-426e-9708-f5538d662230.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92f2a353-044d-4006-a46d-68da16431fcd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db2927ab-4759-4f89-ae75-7ab1b5872035.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u6ce8\u518c\u8868<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u6ce8\u5165\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u5ba1\u6279<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u6c89\u6dc0<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u4e70\u65ad<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u521b\u59cb\u4eba\u81ea\u8ff0\uff0c\u65e0\u7528\u6237\u63d0\u95ee\u6216\u5efa\u8bae\u3002\u5176\u6838\u5fc3\u5356\u70b9\uff08\u4ee3\u7406\u56de\u5199\u63d0\u6848\u3001\u7ed3\u6784\u5316\u9632\u6ce8\u5165\uff09\u5c1a\u5f85\u7b2c\u4e09\u65b9\u9a8c\u8bc1\uff1b\u4f4e\u4ef7\u4e00\u6b21\u6027\u4ed8\u8d39\u7b56\u7565\u5f15\u53d1\u6f5c\u5728\u6027\u4ef7\u6bd4\u8ba8\u8bba\uff0c\u4f46\u7f3a\u4e4f\u5b9e\u9645\u4f7f\u7528\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ilolink \u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u950b\u5229\uff1aLLM\u7684\u201c\u4f1a\u8bdd\u6027\u9057\u5fd8\u201d\u5bfc\u81f4\u56e2\u961f\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u800c\u73b0\u6709\u77e5\u8bc6\u5e93\u5de5\u5177\uff08\u5982Confluence\uff09\u65e0\u6cd5\u4e0e\u4ee3\u7406\u5de5\u4f5c\u6d41\u539f\u751f\u96c6\u6210\u3002\u5176\u201c\u6ce8\u518c\u8868+\u63d0\u6848\u5236\u201d\u7684\u8bbe\u8ba1\u9887\u6709\u8fdc\u89c1\u2014\u2014\u8ba9\u4ee3\u7406\u8d21\u732e\u77e5\u8bc6\u4f46\u5f3a\u5236\u4eba\u7c7b\u5ba1\u6279\uff0c\u5c06\u63d0\u793a\u6ce8\u5165\u98ce\u9669\u4ece\u201c\u9053\u5fb7\u7ea6\u675f\u201d\u8f6c\u4e3a\u201c\u67b6\u6784\u7ea6\u675f\u201d\uff0c\u8fd9\u662f\u5bf9\u5f53\u524dAgent\u5b89\u5168\u88f8\u5954\u73b0\u72b6\u7684\u4e00\u6b21\u6b63\u786e\u7ea0\u504f\u3002\u4f46\u4ea7\u54c1\u9762\u4e34\u4e09\u91cd\u8003\u9a8c\uff1a\u5176\u4e00\uff0cMCP\u751f\u6001\u5c1a\u5728\u65e9\u671f\uff0c\u591a\u6570\u56e2\u961f\u8fde\u7edf\u4e00\u7684\u4ee3\u7406\u5165\u53e3\u90fd\u6ca1\u6709\uff0c\u8be5\u5de5\u5177\u5b58\u5728\u201c\u751f\u6001\u524d\u7f6e\u201d\u98ce\u9669\uff1b\u5176\u4e8c\uff0c$9\u4e70\u65ad\u4e94\u4eba\u56e2\u961f\u7684\u5b9a\u4ef7\u867d\u53cd\u5957\u8def\uff0c\u5374\u6613\u8ba9\u7528\u6237\u6000\u7591\u53ef\u6301\u7eed\u6027\u2014\u2014\u82e5\u65e0\u4eba\u7ef4\u62a4\uff0c\u6ce8\u518c\u8868\u5f88\u5feb\u4f1a\u53d8\u6210\u5f03\u7528\u7684\u201c\u50f5\u5c38\u5e93\u201d\uff1b\u5176\u4e09\uff0c\u8bc4\u8bba\u4e3a\u96f6\uff0c\u521b\u59cb\u4eba\u66ff\u4ee3\u7528\u6237\u53d1\u8a00\uff0c\u7f3a\u4e4f\u771f\u5b9e\u6253\u78e8\u75d5\u8ff9\u3002\u5176\u201cTrending\u201d\u529f\u80fd\u8bd5\u56fe\u505aGitHub\u7684Agent\u7cbe\u9009\u699c\uff0c\u4f46 curation \u6210\u672c\u9ad8\u4e14\u6613\u53d7\u63a8\u5e7f\u64cd\u7eb5\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7406\u5ff5\u6b63\u786e\u3001\u6267\u884c\u5f85\u9a8c\u7684\u201c\u57fa\u5efa\u578b\u201d\u5de5\u5177\uff0c\u82e5\u80fd\u5728\u67d0\u5782\u76f4\u56e2\u961f\u8dd1\u51fa\u590d\u5229\u6548\u5e94\uff08\u5982DevOps\u77e5\u8bc6\u5e93\uff09\uff0c\u6709\u6f5c\u529b\u6210\u4e3aAgent\u65f6\u4ee3\u7684GitBook\uff0c\u4f46\u73b0\u9636\u6bb5\u66f4\u50cf\u662f\u7ed9\u65e9\u671f\u91c7\u7528\u8005\u7684\u73a9\u5177\uff0c\u800c\u975e\u751f\u4ea7\u5fc5\u9700\u54c1\u3002\u5efa\u8bae\u56e2\u961f\u805a\u7126\u4e00\u4e2a\u9ad8\u590d\u7528\u573a\u666f\uff08\u5982onboarding runbook\uff09\u505a\u900f\uff0c\u800c\u975e\u94fa\u5f00\u5341\u79cd\u77e5\u8bc6\u7c7b\u578b\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\">ilolink<\/span>\n <\/div>\n<div class=\"comment-content\">ilolink is a registry for what agents produce \u2014 skills, specs, plans, runbooks, handoffs. Push once from any repo; every teammate’s assistant (Claude, Claude Code, ChatGPT \u2014 any MCP client) reads the same versioned, reviewed set. Free solo. $9 once for a team of five.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt \ud83d\udc4b<\/p>\n<p>Every team using AI assistants has the same leak: an agent figures<br \/>\nsomething out, a working procedure, a decision and its reasoning, a<br \/>\nconstraint that cost an hour, and it dies in one person’s chat. The next<br \/>\nteammate’s assistant re-learns it from zero.<\/p>\n<p>ilolink is the fix we wanted for ourselves: a shared registry of ten kinds<br \/>\nof team knowledge (skills, agents, specs, designs, plans, workflows,<br \/>\nsessions, decisions, runbooks, evals). One name resolves to one artifact<br \/>\nfor everyone. Push from a repo like you’d push code; member writes land as<br \/>\nproposals a human approves before any agent reads them so nothing<br \/>\nunreviewed ever steers your teammates’ assistants.<\/p>\n<p>Key features<\/p>\n<p>– Agents contribute back. Connected assistants propose what they learn<br \/>\n at the end of a task \u2014 always as a proposal, never a live write, even<br \/>\n for admins. Prompt-injection containment is structural, not a policy.<br \/>\n– Everything is a link. Anything worth showing the world publishes as<br \/>\n a page anyone can open, no sign-in to read \u2014 with private analytics<br \/>\n (views, scroll heatmaps, reactions) for you.<br \/>\n– Trending (ilolink.com\/trending): a weekly, hand-approved directory<br \/>\n of the skills, MCP servers and agents breaking out across GitHub.<br \/>\n Curated velocity, not another 20,000-item index.<\/p>\n<p>Pricing is deliberately boring: free for one person, $9 once, not<br \/>\nmonthly, or a team of five.<\/p>\n<p>Would love to hear how your team shares what your agents learn today. AMA.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/I4VIYHOKYAPC74\" class=\"app-title\">AutoHDMI – Auto Switch to HDMI<\/a><\/p>\n<div class=\"one-liner\">Auto switch Google TV to HDMI input after a power cut<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AutoHDMI \u80fd\u5728\u5b89\u5353\u7535\u89c6\/\u8c37\u6b4c\u7535\u89c6\u610f\u5916\u65ad\u7535\u6216\u91cd\u542f\u540e\uff0c\u81ea\u52a8\u5207\u6362\u5230\u4f60\u9884\u8bbe\u7684HDMI\u8f93\u5165\u6e90\uff0c\u5f7b\u5e95\u514d\u53bb\u624b\u52a8\u6309\u9065\u63a7\u5668\u5207\u6362\u7684\u9ebb\u70e6\uff0c\u4e13\u6cbb\u201c\u5f00\u673a\u6c38\u8fdc\u505c\u5728\u4e3b\u9875\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcdb2df2-2aea-455b-b584-3f4e314fa479.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2296512-761e-4c14-8a9f-9aa51be447d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba9eb26a-b143-441d-a02d-033b0d699d0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c00b10c-a24f-4dc4-aa8c-ee5d20c9cb4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41017501-ae16-4c0e-b6ac-838a007cf1c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">TV<\/span><br \/>\n <span class=\"tag\">Home Automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u89c6\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u7535\u89c6<\/span><br \/>\n <span class=\"tag\">\u5b89\u5353\u7535\u89c6<\/span><br \/>\n <span class=\"tag\">HDMI\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u65ad\u7535\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5bb6\u5c45<\/span><br \/>\n <span class=\"tag\">\u6613\u7528\u6027<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u7528\u6237<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\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>\u591a\u6570\u7528\u6237\u8ba4\u53ef\u5176\u7cbe\u51c6\u89e3\u51b3\u4e86\u5bb6\u5ead\u573a\u666f\u75db\u70b9\uff0c\u8ba4\u4e3a\u8be5\u529f\u80fd\u7406\u5e94\u5185\u7f6e\u5728\u7cfb\u7edf\u4e2d\u3002\u6709TCL\u7535\u89c6\u7528\u6237\u8868\u793a\u5c06\u5b9e\u6d4b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u8fd9\u662fPlay\u5546\u5e97\u76ee\u524d\u552f\u4e00\u80fd\u505a\u5230\u6b64\u529f\u80fd\u7684\u5e94\u7528\u3002\u5efa\u8bae\u65b9\u9762\uff0c\u7528\u6237\u671f\u5f85\u80fd\u517c\u5bb9\u66f4\u591a\u7535\u89c6\u54c1\u724c\uff0c\u5e76\u5e0c\u671b\u754c\u9762\u8bbe\u7f6e\u66f4\u76f4\u89c2\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 AutoHDMI\u76847\u7968\u4e0e\u5176\u8bf4\u662f\u4ea7\u54c1\u70ed\u5ea6\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u201c\u667a\u80fd\u7535\u89c6\u53cd\u667a\u5316\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u63a7\u8bc9\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5207\u6362HDMI\u201d\u8fd9\u4e2a\u770b\u4f3c\u5fae\u5c0f\u7684\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86\u7535\u89c6\u4f5c\u4e3a\u201c\u5bb6\u7535\u201d\u800c\u975e\u201c\u5de8\u5c4f\u5e73\u677f\u201d\u7684\u5c5e\u6027\u3002\u5f53\u6240\u6709\u5382\u5546\u90fd\u5728\u5f3a\u8feb\u7528\u6237\u8fdb\u5165\u81ea\u5bb6\u7011\u5e03\u6d41\u754c\u9762\u65f6\uff0cAutoHDMI\u7528\u6781\u7b80\u903b\u8f91\u593a\u56de\u4e86\u7528\u6237\u5bf9\u8f93\u5165\u6e90\u7684\u63a7\u5236\u6743\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u667a\u80fd\u7535\u89c6\u201c\u62a2\u4e3b\u9875\u201d\u884c\u4e3a\u7684\u7528\u6237\u4fa7\u53cd\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u51b7\u9759\u770b\u5230\u5176\u5929\u82b1\u677f\uff1a\u8fd9\u662f\u5178\u578b\u7684\u201c\u8865\u4e01\u5f0f\u4ea7\u54c1\u201d\uff0c\u4f9d\u8d56Android TV\u7cfb\u7edf\u5e7f\u64ad\u610f\u56fe\uff08BOOT_COMPLETED\uff09\u7684\u5f00\u653e\u6743\u9650\uff0c\u4e14\u4ec5\u5bf9\u65ad\u7535\u540e\u91cd\u542f\u751f\u6548\uff0c\u5bf9HDMI-CEC\u63a7\u5236\u7684\u8bbe\u5907\u5207\u6362\u65e0\u80fd\u4e3a\u529b\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u6cbb\u6807\u4e0d\u6cbb\u672c\u2014\u2014\u771f\u6b63\u7684\u95ee\u9898\u5728\u4e8e\u7535\u89c6\u5382\u5546\u7684\u7cfb\u7edf\u903b\u8f91\u7f3a\u9677\uff0c\u800c\u975e\u7528\u6237\u7f3a\u4e4f\u8010\u5fc3\u3002\u4e00\u65e6\u8c37\u6b4c\u5728\u540e\u7eed\u7cfb\u7edf\u7248\u672c\u6536\u7d27\u540e\u53f0\u81ea\u542f\u6743\u9650\uff0c\u6216\u4e3b\u6d41\u7535\u89c6\u54c1\u724c\u8ddf\u8fdb\u7c7b\u4f3c\u529f\u80fd\uff0c\u8fd9\u6b3e\u5e94\u7528\u7684\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u77ac\u95f4\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5f00\u53d1\u8005\u7684\u6d1e\u5bdf\u6781\u5176\u654f\u9510\uff1a\u4ed6\u6355\u6349\u5230\u7684\u662f\u201c\u975e\u6838\u5fc3\u7528\u6237\uff08\u8001\u4eba\u3001\u5b69\u5b50\uff09\u5728\u590d\u6742TV UI\u524d\u7684\u65e0\u52a9\u611f\u201d\uff0c\u8fd9\u662f\u8bb8\u591a\u667a\u80fd\u7535\u89c6\u5382\u5546\u5ffd\u89c6\u7684\u6c89\u9ed8\u591a\u6570\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cAutoHDMI\u662f\u4e00\u4ef6\u7cbe\u5de7\u7684\u201c\u6570\u5b57\u65e0\u969c\u788d\u201d\u5de5\u5177\u3002\u5efa\u8bae\u5176\u540e\u7eed\u5411\u201c\u573a\u666f\u81ea\u52a8\u5316\u201d\u5ef6\u4f38\uff0c\u6bd4\u5982\u6839\u636e\u65f6\u95f4\u6216\u5f00\u673a\u6b21\u6570\u81ea\u52a8\u5207\u6362\uff08\u767d\u5929\u76d2\u5b50\u3001\u665a\u4e0a\u6e38\u620f\u673a\uff09\uff0c\u5426\u5219\u4ec5\u9760\u201c\u65ad\u7535\u4fee\u590d\u201d\u8fd9\u4e00\u4e2a\u75db\u70b9\uff0c\u5f88\u96be\u6491\u8d77\u53ef\u6301\u7eed\u7684\u7528\u6237\u7c98\u6027\u3002\u7b80\u8a00\u4e4b\uff1a\u503c\u5f97\u4e00\u7528\uff0c\u4f46\u683c\u5c40\u8981\u518d\u5927\u4e00\u70b9\uff0c\u5426\u5219\u53ea\u80fd\u662f\u667a\u80fd\u7535\u89c6\u751f\u6001\u91cc\u4e00\u6735\u8f6c\u77ac\u5373\u901d\u7684\u6d6a\u82b1\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\">AutoHDMI – Auto Switch to HDMI<\/span>\n <\/div>\n<div class=\"comment-content\">AutoHDMI automatically switches compatible Android TV and Google TV devices to your chosen HDMI input after a full restart or power cut. It is useful for people who mainly use a set-top box, console, PC, or external streaming device and do not want to manually change inputs every time the TV boots. Set it up once, choose your HDMI input, and let the TV switch automatically.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I made AutoHDMI because every power cut sent my Google TV back to the home screen instead of the HDMI my family actually used.<\/p>\n<p>It was a small frustration for me, but a much bigger problem for family members who were not comfortable navigating TV menus.<\/p>\n<p>So I built a simple solution: choose an HDMI input once, and AutoHDMI switches to it automatically after a full restart.<\/p>\n<p>I hope it makes TVs a little easier and less frustrating for others too. I would genuinely appreciate any feedback.<\/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><a href=\"https:\/\/www.producthunt.com\/products\/autohdmi-auto-switch-to-hdmi\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"autohdmi-auto-switch-to-hdmi\" target=\"_blank\" rel=\"noopener\">@AutoHDMI – Auto Switch to HDMI<\/a> – Caught the pain point. This should have been easily a module in OS itself. I will try on my TCL TV.<\/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\/@konzeptarchitekt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konzeptarchitekt<\/a> Thank you for using it, it is currently the only app available in the Play Store that can do 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/autohdmi-auto-switch-to-hdmi\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"autohdmi-auto-switch-to-hdmi\" target=\"_blank\" rel=\"noopener\">@AutoHDMI – Auto Switch to HDMI<\/a> <a href=\"https:\/\/www.producthunt.com\/@taponyourglass\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"taponyourglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taponyourglass<\/a> really interesting niche product here – I feel like I never even thought this was an issue – I think I will use this at my Grandmas house to make it easier for all the analog family that tend to be over there on a daily basis! <\/p>\n<p>Congrats on the launch and I think the tool is really interesting! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting, how nobody thought of that earlier. The UI screenshots makes it look convenient to use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NRRAI3MELMMVBH\" class=\"app-title\">Leadline V3<\/a><\/p>\n<div class=\"one-liner\">Find B2B buyers already asking Reddit for what you sell<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Leadline V3 \u662f\u4e00\u6b3eReddit\u9500\u552e\u7ebf\u7d22\u6316\u6398\u5de5\u5177\uff0c\u80fd\u81ea\u52a8\u76d1\u6d4b\u5e76\u7b5b\u9009\u51fa\u6b63\u5728\u8ba8\u8bba\u76f8\u5173\u9700\u6c42\u7684\u5e16\u5b50\uff0c\u5e76\u6309\u8d2d\u4e70\u610f\u56fe\u4e0e\u5339\u914d\u5ea6\u6392\u5e8f\uff0c\u5e2eB2B\u56e2\u961f\u5728\u5bf9\u8bdd\u6d3b\u8dc3\u671f\u9ad8\u6548\u89e6\u8fbe\u6f5c\u5728\u5ba2\u6237\uff0c\u7701\u53bb\u624b\u52a8\u641c\u7d22\u7684\u9ebb\u70e6\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27fe1f27-4dfe-432f-aae2-a476604f75a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d40ad35-554f-4431-b26b-db543fbdfc0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f10a198-a04d-4319-b310-ef347cb14ca9.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\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Reddit\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">B2B\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u8046\u542c<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">SDR\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5916\u8d38\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u8bc4\u8bba\u4ec5\u6765\u81ea\u53d1\u5e03\u8005\u672c\u4eba\uff0c\u65e0\u6709\u6548\u7528\u6237\u53cd\u9988\u6216\u63d0\u95ee\u3002\u53d1\u5e03\u8005\u4e3b\u8981\u5f3a\u8c03\u4ea7\u54c1\u56f4\u7ed5\u201c\u54ea\u4e9bReddit\u5bf9\u8bdd\u503c\u5f97\u56de\u590d\u201d\u91cd\u5efa\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u8bd5\u7528\u540e\u53cd\u9988\u3002\u6682\u672a\u53d1\u73b0\u7528\u6237\u5efa\u8bae\u6216\u95ee\u9898\uff0c\u793e\u533a\u53cd\u54cd\u672a\u660e\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 Leadline V3\u8e29\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u88ab\u4f4e\u4f30\u7684\u75db\u70b9\uff1aReddit\u662fB2B\u4e70\u5bb6\u201c\u672a\u88ab\u542c\u89c1\u7684\u641c\u7d22\u680f\u201d\uff0c\u5927\u91cf\u9ad8\u610f\u5411\u8be2\u76d8\u6df9\u6ca1\u5728\u5e16\u5b50\u91cc\uff0c\u800c\u624b\u52a8\u68c0\u7d22\u6548\u7387\u6781\u4f4e\u3002\u4ea7\u54c1\u5c06\u201c\u5173\u952e\u8bcd\u76d1\u6d4b+\u610f\u56fe\u8bc4\u5206+\u4f1a\u8bdd\u6536\u4ef6\u7bb1\u201d\u6574\u5408\u4e3a\u4e00\u6761\u7ba1\u7ebf\uff0c\u903b\u8f91\u4e0a\u95ed\u73af\uff0c\u5c24\u5176\u5bf9\u670d\u52a1\u4e2d\u5c0fB2B\u7684SDR\u56e2\u961f\u5177\u5907\u5b9e\u7528\u4ef7\u503c\u2014\u2014\u65f6\u95f4\u654f\u611f\u6027\u6b63\u662fReddit\u5546\u673a\u7684\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u660e\u663e\uff1a\u5176\u4e00\uff0c\u610f\u56fe\u4e0e\u5339\u914d\u5ea6\u7684\u201c\u8bc4\u5206\u201d\u7b97\u6cd5\u5982\u679c\u53ea\u662f\u5173\u952e\u8bcd\u52a0\u6743\u800c\u975e\u8bed\u4e49\u7406\u89e3\uff0c\u8bef\u5224\u7387\u4f1a\u5f88\u9ad8\uff1b\u5176\u4e8c\uff0cReddit\u7528\u6237\u5bf9\u5e7f\u544a\u5f0f\u79c1\u4fe1\u6781\u5ea6\u53cd\u611f\uff0c\u4ea7\u54c1\u82e5\u53ea\u4f18\u5316\u201c\u627e\u5230\u201d\u800c\u4e0d\u6df1\u5ea6\u6253\u9020\u201c\u5982\u4f55\u56de\u590d\u201d\u7684\u8bed\u5883\u9002\u914d\u80fd\u529b\uff08\u5982\u57fa\u4e8e\u6574\u5e16\u60c5\u7eea\u751f\u6210\u975e\u63a8\u9500\u5f0f\u8349\u7a3f\uff09\uff0c\u8f6c\u5316\u7387\u5c06\u5927\u6253\u6298\u6263\uff1b\u5176\u4e09\uff0c7\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u8868\u660e\u5e02\u573a\u5c1a\u672a\u9a8c\u8bc1\uff0c\u4e14$150\u7684\u7ec8\u8eab\u5b9a\u4ef7\u6697\u793a\u4e86\u4f4e\u7eed\u8d39\u7126\u8651\uff0c\u540e\u7eed\u7b97\u6cd5\u7ef4\u62a4\u6210\u672c\u9700\u4f9d\u8d56\u5c0f\u4f53\u91cf\u7528\u6237\u89c4\u6a21\u644a\u8584\uff0c\u5b58\u7591\u3002\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u201c\u7701\u65f6\u95f4\u201d\uff0c\u800c\u5728\u4e8e\u628a\u201c\u770b\u4e0d\u89c1\u7684\u4e3b\u52a8\u8be2\u76d8\u201d\u53d8\u6210\u201c\u53ef\u6392\u540d\u7684\u5546\u673a\u961f\u5217\u201d\u2014\u2014\u4f46\u8fd9\u9700\u8981\u4ee5\u771f\u5b9e\u8d2d\u4e70\u4fe1\u53f7\uff08\u5982\u6c42\u52a9\u7ec6\u8282\u3001\u9884\u7b97\u8bcd\u3001\u65f6\u95f4\u7d27\u8feb\u5ea6\uff09\u800c\u975e\u5355\u7eaf\u8bdd\u9898\u70ed\u5ea6\u9a71\u52a8\u6392\u5e8f\u3002\u5efa\u8bae\u5c3d\u5feb\u5f00\u653e\u516c\u5f00API\u5e76\u6c89\u6dc0\u201c\u56de\u590d\u8f6c\u5316\u7387\u201d\u4f5c\u4e3a\u552f\u4e00\u6838\u5fc3\u6307\u6807\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u81ea\u6211\u611f\u52a8\u578b\u5de5\u5177\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Leadline V3<\/span>\n <\/div>\n<div class=\"comment-content\">Leadline finds Reddit posts from people already looking for products or help like yours. Track keywords and subreddits, rank each opportunity by buyer intent and fit, and keep every conversation in one inbox. Leadline can also draft a reply from the full thread, but you decide what gets posted. Stop searching Reddit by hand. Find the right conversation while it is still active.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I just shipped Leadline V3.<\/p>\n<p>I rebuilt it around one question:<\/p>\n<p>Which Reddit conversations are actually worth replying to?<\/p>\n<p>Leadline finds people already looking for products or help like yours, ranks the opportunities by intent, fit and timing, and keeps everything in one pipeline so good leads don’t disappear into a pile of tabs.<\/p>\n<p>For the launch, I opened 20 lifetime spots at $150.<\/p>\n<p>If you try it, I\u2019d genuinely love to know one thing:<\/p>\n<p>Would you actually reply to the first 5 opportunities Leadline finds for you?<\/p>\n<p>I\u2019ll be here answering questions all day \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NFAL2E6SOTV3XR\" class=\"app-title\">Post Formatter<\/a><\/p>\n<div class=\"one-liner\">Formatting for LinkedIn, X and Threads that survives paste<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Post Formatter \u662f\u4e00\u6b3e\u4e13\u4e3a LinkedIn\u3001X \u548c Threads \u6253\u9020\u7684\u6587\u672c\u683c\u5f0f\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u7eaf\u6587\u672c\u590d\u5236\u673a\u5236\u89e3\u51b3\u52a0\u7c97\u3001\u659c\u4f53\u3001\u9879\u76ee\u7b26\u53f7\u5728\u7c98\u8d34\u540e\u4e22\u5931\u7684\u75db\u70b9\uff0c\u65e0\u9700\u6388\u6743\u8d26\u53f7\u5373\u53ef\u4f7f\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3175f7d7-7b6e-4e88-8929-88f04e7a81de.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u672c\u683c\u5f0f\u5316<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5bcc\u6587\u672c\u7c98\u8d34<\/span><br \/>\n <span class=\"tag\">Unicode\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u5f00\u53d1\u8005\u81ea\u8ff0\u8bc4\u8bba\uff081\u8d5e\uff09\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\uff1a\u73b0\u6709\u6269\u5c55\u56e0\u590d\u5236HTML\u526a\u8d34\u677f\u5bfc\u81f4\u683c\u5f0f\u88ab\u5e73\u53f0\u5265\u79bb\uff0c\u672c\u4ea7\u54c1\u6539\u7528\u7eaf\u6587\u672c\u590d\u5236\u89e3\u51b3\u6b64\u95ee\u9898\uff1b\u5b9a\u4ef7\u4e3a\u4e00\u6b21\u60277\u7f8e\u5143\uff0c\u5bf9\u6bd419-20\u7f8e\u5143\/\u6708\u8ba2\u9605\u5236\u5177\u5907\u4ef7\u683c\u4f18\u52bf\uff1b\u5f00\u53d1\u8005\u5f3a\u8c03\u65e0\u9700\u9875\u9762\u8bfb\u53d6\u6743\u9650\uff0c\u4fdd\u62a4\u7528\u6237\u9690\u79c1\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 Post Formatter \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\u201c\u5fae\u75db\u70b9\u201d\u2014\u2014\u793e\u4ea4\u5a92\u4f53\u5bcc\u6587\u672c\u7c98\u8d34\u5931\u6548\u3002\u5176\u6280\u672f\u8def\u5f84\uff08Unicode\u5b57\u7b26\u6a21\u62df\u6837\u5f0f\u800c\u975eHTML\uff09\u786e\u5b9e\u6bd4\u591a\u6570\u6269\u5c55\u66f4\u806a\u660e\uff0c\u56e0\u4e3aLinkedIn\u7684\u7f16\u8f91\u5668\u4f1a\u5265\u79bb\u5bcc\u6587\u672c\u683c\u5f0f\uff0c\u4f46\u65e0\u6cd5\u5265\u79bbUnicode\u5b57\u7b26\u3002\u8fd9\u672c\u8d28\u4e0a\u4e0d\u662f\u201c\u683c\u5f0f\u5316\u5de5\u5177\u201d\uff0c\u800c\u662f\u201c\u683c\u5f0f\u4f2a\u88c5\u5668\u201d\uff0c\u7528\u5b57\u7b26\u6620\u5c04\u5077\u6e21\u6837\u5f0f\uff0c\u601d\u8def\u503c\u5f97\u80af\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u5929\u82b1\u677f\u6781\u5176\u660e\u663e\u3002\u9996\u5148\uff0cUnicode\u4f2a\u88c5\u683c\u5f0f\u6709\u5148\u5929\u7f3a\u9677\uff1a\u4e0d\u540c\u5e73\u53f0\u3001\u5b57\u4f53\u6e32\u67d3\u4e0b\u6548\u679c\u4e0d\u4e00\u81f4\uff0c\u4e14\u65e0\u6cd5\u8986\u76d6\u6240\u6709\u6837\u5f0f\uff08\u5982\u9ad8\u4eae\u3001\u8d85\u94fe\u63a5\uff09\uff1b\u5176\u6b21\uff0c\u76ee\u6807\u7528\u6237\u662f\u5185\u5bb9\u8fd0\u8425\u8005\uff0c\u4f46\u8fd9\u7fa4\u4eba\u901a\u5e38\u7528Hootsuite\u7b49\u4e00\u4f53\u5316\u6392\u7a0b\u5de5\u5177\uff0c\u72ec\u7acb\u683c\u5f0f\u5316\u63d2\u4ef6\u662f\u4f4e\u9891\u573a\u666f\u30027\u7f8e\u5143\u4e70\u65ad\u770b\u4f3c\u826f\u5fc3\uff0c\u5b9e\u5219\u662f\u5f00\u53d1\u8005\u5bf9\u6301\u7eed\u8ba2\u9605\u7f3a\u4e4f\u4fe1\u5fc3\u7684\u81ea\u6211\u5b9a\u4f4d\u2014\u2014\u8fd9\u4e2a\u9700\u6c42\u6491\u4e0d\u8d77\u8ba2\u9605\u5236\uff0c\u4f46\u4e5f\u5f88\u96be\u6491\u8d77\u89c4\u6a21\u5316\u7684\u4e70\u65ad\u6536\u5165\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff1a\u5f00\u53d1\u8005\u5f3a\u8c03\u201c\u96f6\u6743\u9650\u3001\u4e0d\u8bfb\u53d6\u9875\u9762\u201d\uff0c\u8fd9\u786e\u5b9e\u662f\u9690\u79c1\u5356\u70b9\uff0c\u4f46\u540c\u65f6\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u65e0\u6cd5\u63d0\u4f9b\u201c\u4e00\u952e\u4ece\u8349\u7a3f\u7bb1\u63d0\u53d6\u5e76\u683c\u5f0f\u5316\u201d\u7684\u95ed\u73af\u4f53\u9a8c\uff0c\u7528\u6237\u4ecd\u9700\u590d\u5236\u3001\u7c98\u8d34\u3001\u8f6c\u6362\u3001\u518d\u7c98\u8d34\uff0c\u6548\u7387\u63d0\u5347\u6709\u9650\u3002\u5b83\u5728Product Hunt\u4ec5\u83b77\u7968\uff0c\u8bf4\u660e\u5e02\u573a\u53cd\u9988\u51b7\u6de1\uff0c\u5e76\u975e\u5076\u7136\u2014\u2014\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u6280\u672fDemo\uff0c\u800c\u4e0d\u662f\u5177\u5907\u7f51\u7edc\u6548\u5e94\u7684\u4ea7\u54c1\u3002\u5982\u679c\u5f00\u53d1\u8005\u4e0d\u505a\u6210\u8de8\u5e73\u53f0\u5ba2\u6237\u7aef\uff08\u5982\u63a5\u5165Raycast\u3001Alfred\uff09\u6216\u63d0\u4f9bAPI\u5d4c\u5165\u5199\u4f5c\u5de5\u5177\uff0c\u5927\u6982\u7387\u4f1a\u5c0f\u4f17\u5730\u6d3b\u4e0b\u53bb\uff0c\u4f46\u6ce8\u5b9a\u65e0\u6cd5\u6210\u4e3a\u4e3b\u6d41\u751f\u4ea7\u529b\u5de5\u5177\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u660e\u786e\u5546\u4e1a\u5316\u843d\u5730\u573a\u666f\uff0c\u5426\u5219\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u53ea\u662f\u4f18\u96c5\u7684\u6b62\u635f\u5ba3\u8a00\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\">Post Formatter<\/span>\n <\/div>\n<div class=\"comment-content\">Format LinkedIn, X and Threads posts with bold, italic and bullets that survive copy-paste \u2014 no account access needed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<\/p>\n<p>I kept seeing “bold” LinkedIn posts lose their formatting the second they got pasted \u2014 turns out most formatting extensions copy via HTML clipboard, which LinkedIn’s composer strips. This one copies as plain text instead, so it survives everywhere.<\/p>\n<p>Priced it as a one-time $7 unlock instead of the $19-20\/mo subscriptions everyone else charges \u2014 formatting text isn’t a recurring-value feature, so it shouldn’t be a recurring bill.<\/p>\n<p>Happy to answer anything about how the Unicode trick works, or why I skipped host_permissions entirely (it never reads any page you visit).<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- 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