{"id":150,"date":"2026-03-04T10:57:41","date_gmt":"2026-03-04T02:57:41","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/04\/2026-03-03\/"},"modified":"2026-03-04T10:57:41","modified_gmt":"2026-03-04T02:57:41","slug":"2026-03-03","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/04\/2026-03-03\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-03"},"content":{"rendered":"


\n
\n
\n
\n
\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-03<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-03<\/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\/JWT2SJ36TKUDAI\" class=\"app-title\">Krisp Accent Conversion <\/a><\/p>\n<div class=\"one-liner\">Understand accented speech in real time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">318<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Krisp Accent Conversion \u662f\u4e00\u6b3e\u5728\u89c6\u9891\u4f1a\u8bae\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u5b9e\u65f6\u5c06\u5e26\u53e3\u97f3\u7684\u82f1\u8bed\u8f6c\u6362\u4e3a\u6807\u51c6\u7f8e\u5f0f\u82f1\u8bed\uff0c\u89e3\u51b3\u5168\u7403\u56e2\u961f\u56e0\u53e3\u97f3\u5dee\u5f02\u5bfc\u81f4\u6c9f\u901a\u6548\u7387\u4f4e\u4e0b\u548c\u8bef\u89e3\u75db\u70b9\u7684\u672c\u5730\u5316AI\u97f3\u9891\u5904\u7406\u5de5\u5177\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64755e29-d479-4758-8f79-5ca8e5fe2cb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/009d3c6d-4b4b-4557-b0b9-2c5b1a53bcdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d404674e-96f7-4b96-9802-15dcfc855b01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa0c608f-fad5-4bfe-831a-c6584991f5b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/303e5dd0-8c2c-4129-9ee6-db1dff4941fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b7cdfbb-e8a4-40e1-8dc6-2fb5fd0e2158.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ae06f47-f64d-4be2-a833-3733758702bb.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\/155ef544-5920-4b6f-9fe4-e7b580395493.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8Ej8pxPy6RM\"><source src=\"https:\/\/www.youtube.com\/watch?v=8Ej8pxPy6RM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u53e3\u97f3\u6d88\u9664<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">AI\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u6e05\u6670\u5ea6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u80af\u5b9a\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8be2\u95ee\u652f\u6301\u7684\u53e3\u97f3\u8303\u56f4\uff08\u5df2\u83b7\u7b54\u590d\uff09\uff0c\u671f\u5f85Chrome\u6269\u5c55\uff08\u5b98\u65b9\u786e\u8ba4\u5f00\u53d1\u4e2d\uff09\u3002\u4e3b\u8981\u8ba8\u8bba\u70b9\u96c6\u4e2d\u4e8e\u6280\u672f\u539f\u7406\uff08\u542c\u8005\u7aef\u5904\u7406\uff09\u3001\u6587\u5316\u654f\u611f\u6027\uff08\u662f\u5426\u62b9\u6740\u8eab\u4efd\u8ba4\u540c\uff09\u4ee5\u53ca\u672a\u6765\u5e94\u7528\u573a\u666f\uff08\u662f\u5426\u6269\u5c55\u81f3\u975e\u82f1\u8bed\u6216\u591a\u8bed\u8a00\u73af\u5883\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Krisp Accent Conversion \u770b\u4f3c\u662f\u89e3\u51b3\u201c\u53e3\u97f3\u6469\u64e6\u201d\u7684\u6280\u672f\u65b9\u6848\uff0c\u5b9e\u5219\u7cbe\u51c6\u523a\u4e2d\u4e86\u5168\u7403\u5316\u534f\u4f5c\u4e2d\u4e00\u4e2a\u957f\u671f\u88ab\u9ed8\u8ba4\u4e3a\u201c\u6210\u672c\u201d\u7684\u9690\u6027\u75db\u70b9\uff1a\u7406\u89e3\u8d1f\u62c5\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u53e3\u97f3\u8f6c\u6362\u7684\u7cbe\u5ea6\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u9002\u5e94\u201d\u7684\u8d23\u4efb\u4ece\u8bf4\u8bdd\u8005\uff08\u975e\u6bcd\u8bed\u8005\uff09\u6084\u7136\u8f6c\u79fb\u5230\u4e86\u542c\u8005\uff08\u901a\u5e38\u662f\u4e3b\u5bfc\u6c9f\u901a\u73af\u5883\u7684\u4e00\u65b9\uff09\u3002\u8fd9\u80cc\u540e\u662f\u4e00\u79cd\u6743\u529b\u5173\u7cfb\u7684\u5fae\u5999\u91cd\u6784\uff0c\u7528\u6280\u672f\u624b\u6bb5\u89c4\u907f\u4e86\u8981\u6c42\u5bf9\u65b9\u201c\u8bf4\u6e05\u695a\u70b9\u201d\u6240\u5e26\u6765\u7684\u793e\u4ea4\u538b\u529b\u4e0e\u6f5c\u5728\u7684\u4e0d\u5e73\u7b49\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u699c\u201c\u5b8c\u5168\u5728\u8bbe\u5907\u7aef\u8fd0\u884c\u201d\u548c\u201c\u8fd1\u4e4e\u96f6\u5ef6\u8fdf\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u4eae\u70b9\uff0c\u66f4\u662f\u5bf9\u5176\u6838\u5fc3\u4f01\u4e1a\u5ba2\u6237\u9690\u79c1\u4e0e\u5b9e\u65f6\u6027\u9700\u6c42\u7684\u7cbe\u51c6\u56de\u5e94\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6587\u5316\u62b9\u6740\u201d\u7684\u8d28\u7591\u76f4\u6307\u4ea7\u54c1\u4f26\u7406\u5185\u6838\u3002\u5c06\u591a\u6837\u5316\u7684\u53e3\u97f3\u201c\u6807\u51c6\u5316\u201d\u4e3a\u7f8e\u5f0f\u82f1\u8bed\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u6280\u672f\u9a71\u52a8\u7684\u8bed\u8a00\u540c\u8d28\u5316\u3002\u5b83\u63d0\u5347\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u65e0\u5f62\u4e2d\u5f3a\u5316\u4e86\u67d0\u79cd\u8bed\u8a00\u6587\u5316\u9738\u6743\uff0c\u5e76\u5c06\u201c\u53e3\u97f3\u201d\u75c5\u7406\u5316\u4e3a\u9700\u8981\u88ab\u201c\u77eb\u6b63\u201d\u7684\u5bf9\u8c61\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u6210\u4e3a\u6c9f\u901a\u7684\u201c\u8bed\u6cd5\u4fee\u6b63\u5e26\u201d\uff0c\u800c\u5e94\u6f14\u8fdb\u4e3a\u589e\u8fdb\u7406\u89e3\u7684\u201c\u4e0a\u4e0b\u6587\u589e\u5f3a\u5668\u201d\u3002\u56e2\u961f\u9700\u8981\u8c28\u614e\u6743\u8861\u201c\u6e05\u6670\u5ea6\u201d\u4e0e\u201c\u591a\u6837\u6027\u201d\u7684\u8fb9\u754c\uff0c\u5e76\u601d\u8003\u5982\u4f55\u5c06\u6280\u672f\u5e94\u7528\u4e8e\u53cc\u5411\u7406\u89e3\uff0c\u800c\u975e\u5355\u5411\u5f52\u4e00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4ece\u9762\u5411\u8bf4\u8bdd\u8005\u7684\u964d\u566a\uff0c\u6269\u5c55\u5230\u9762\u5411\u542c\u8005\u7684\u53e3\u97f3\u8f6c\u6362\uff0c\u610f\u5473\u7740\u4ece\u5355\u70b9\u5de5\u5177\u5411\u6c9f\u901a\u57fa\u7840\u8bbe\u65bd\u7684\u6e17\u900f\u3002\u82e5\u80fd\u8de8\u5e73\u53f0\u65e0\u7f1d\u96c6\u6210\uff0c\u5b83\u5c06\u4e0d\u518d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u201c\u529f\u80fd\u201d\uff0c\u800c\u6210\u4e3a\u5e95\u5c42\u901a\u8baf\u94fe\u8def\u4e2d\u4e00\u4e2a\u9690\u5f62\u7684\u3001\u5374\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u7406\u89e3\u5c42\u201d\u3002\u5176\u6700\u5927\u7684\u6311\u6218\u5c06\u662f\u5982\u4f55\u5728\u89c4\u6a21\u5316\u4e2d\u4fdd\u6301\u9ad8\u7cbe\u5ea6\uff0c\u5e76\u5e94\u5bf9\u82f1\u8bed\u4e4b\u5916\u66f4\u590d\u6742\u7684\u591a\u8bed\u8a00\u4e16\u754c\u3002\u8fd9\u6b65\u68cb\u8d70\u5f97\u5927\u80c6\u4e14\u5177\u4e89\u8bae\uff0c\u4f46\u65e0\u7591\u8e29\u5728\u4e86AI\u91cd\u5851\u4eba\u7c7b\u4ea4\u4e92\u65b9\u5f0f\u7684\u5173\u952e\u8282\u70b9\u4e0a\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\">Krisp Accent Conversion <\/span>\n <\/div>\n<div class=\"comment-content\">Accent Conversion for the Listener removes accent friction in real time. It converts accented English into neutral American English on the listener\u2019s side, so speakers don\u2019t change how they talk \u2014 you just understand instantly. Fully on-device with near-zero latency and works across Zoom, Teams, and Meet. Built for global teams where \u201ccan you repeat that?\u201d quietly slows everything down.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83c\udf89 Proud moment for <a href=\"https:\/\/www.producthunt.com\/products\/krisp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"krisp\" target=\"_blank\" rel=\"noopener\">@Krisp<\/a> . <\/p>\n<p>Accent Conversion is a thoughtful addition to the Krisp desktop app. <\/p>\n<p>Feels great to hit publish on this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>41<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eduard_hambardzumyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eduard_hambardzumyan<\/a> agreed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 am impressed with this development specially for meeting 7 day trial is enough for me. i wish it will be part of my office in future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abdul_hafeez16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdul_hafeez16<\/a> thanks Abdul.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 accents does it support?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jolene_mna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jolene_mna<\/a> It support Indian, Filipino, LATAM, African accents (SA, Kenya, Nigeria, Uganda, Egypt), and also US standard and British standard accents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83d\udc4b<\/p>\n<p>How many times have you nodded in a meeting\u2026 and guessed?<\/p>\n<p>Accents aren\u2019t the issue. Misunderstanding is. And it costs time, clarity, and sometimes credibility.<\/p>\n<p>1.1B people speak English as a second language. Global teams are the norm. AI voice agents are scaling fast. Yet both humans and AI still struggle with accented English.<\/p>\n<p>So we built Accent Conversion<\/p>\n<p>It runs on the listener\u2019s side and converts accented English into neutral American English in real time. The speaker doesn\u2019t change. They don\u2019t install anything. You just understand \u2014 the first time.<\/p>\n<p>Fully on-device. Near-zero latency. No weird robotic voices.<\/p>\n<p>Would you use this? Or is misunderstanding just part of global work we\u2019ve learned to tolerate?<\/p>\n<p>Let\u2019s talk.<\/p>\n<p>Asti<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@asti_pili I came across what you\u2019re building and I\u2019m genuinely impressed. My team and I help founders with pre-seed fundraising from positioning to securing warm investor intros.<\/p>\n<p>I\u2019d love to explore how we can support you. Would you be open to a quick 10\u201315 minute chat this week?<\/p>\n<p>Telegram:@switzey<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a> Hey Asti. Can people in very diverse teams in multilingual contexts apart from English expect the same benefits or results?<\/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\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a> This tackles a very real friction point in global teams.<\/p>\n<p>A few things I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>How do you ensure this doesn\u2019t unintentionally erase identity or nuance? Accent is deeply tied to culture, where\u2019s the line between clarity and normalization?<\/p>\n<\/li>\n<li>\n<p>Technically, are you modifying phonetics only, or also smoothing pacing and intonation? And how do you avoid semantic distortion in real time?<\/p>\n<\/li>\n<li>\n<p>Have you tested how native speakers perceive it over long conversations, does it feel natural, or does listener fatigue creep in?<\/p>\n<\/li>\n<\/ol>\n<p>I do think misunderstanding isn\u2019t just about accent, it\u2019s also vocabulary, idioms, and domain jargon. Curious if you see this evolving into broader clarity augmentation rather than just accent conversion. This could spark some interesting debates about communication, inclusion, and tech\u2019s role in shaping both!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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. <br \/>Would love to see this also as a Chrome extension for YouTube. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nairi_baghdasaryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nairi_baghdasaryan<\/a> thanks! Chrome extension is in the makings! Will announce very soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>that’s a kewl video ! congrats on this upgrade. <br \/>the accent conversion feature has been there for a year, but does this mean – that this new update willy only update the selected words? and how?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivik<\/a> thanks and great question. This update is actually different from the speaker-side Accent Conversion we\u2019ve had before.<\/p>\n<\/p>\n<p>This one is <strong>listener-side<\/strong>. It doesn\u2019t selectively change certain words. It processes the incoming speech in real time and improves overall clarity for the listener, while preserving the speaker\u2019s voice and identity.<\/p>\n<\/p>\n<p>So the speaker doesn\u2019t install anything or change how they talk. The improvement happens on your side, during the live conversation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been a long-time <a href=\"https:\/\/www.producthunt.com\/products\/krisp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"krisp\" target=\"_blank\" rel=\"noopener\">@Krisp<\/a> fan, going back to at least 2019, when I hunted <a href=\"https:\/\/www.producthunt.com\/products\/krisp\/launches\/krisp-windows?utm_source=other&utm_medium=social\" target=\"_blank\" rel=\"noopener\">Krisp for Windows<\/a>!<\/p>\n<\/p>\n<p>Now the team’s back with something new: <strong>Think noise cancellation, but for accents.<\/strong><\/p>\n<\/p>\n<p>You\u2019ve been on calls where you <em>think <\/em>you caught what someone said \u2014 but did you really? You smile, nod, and hope you got the gist. But when accents are thick and clarity counts, can you risk it?<\/p>\n<\/p>\n<p>Recently I was on a call supporting a founder with their Product Hunt launch whose first language was clearly not English (I won’t say who!). Try as I might, I could only discern 75% of what they were saying. Fortunately I was also supporting <a href=\"https:\/\/www.producthunt.com\/@asti_pili\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a> and <a href=\"https:\/\/www.producthunt.com\/@lusine_mnatsakanyan4\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lusine_mnatsakanyan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lusine_mnatsakanyan4<\/a> with this Krisp Accent Conversion launch! Once enabled, my comprehension went up to 97% and we finished the call with a clear plan to get them to launch <em>on time<\/em>.<\/p>\n<\/p>\n<p>The technology behind <strong>Krisp’s Accent Conversion<\/strong> tech is genuinely impressive: it runs locally on your device’s <em>CPU<\/em>, and dampens accents in <em>real time<\/em>. You hear the speaker\u2019s voice\u2014but minus any heavy accent that can get in the way of comprehension.<\/p>\n<\/p>\n<p>If you’ve used Krisp’s products before, you know they can ship real breakthroughs in audio. <\/p>\n<\/p>\n<p>This one feels like the next big one.<\/p>\n<\/p>\n<p>If you\u2019re on global calls or work with a distributed team\u2014this one’s worth trying out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a>  <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks again for hunting us back in 2019 and for being part of this journey <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work <a href=\"https:\/\/www.producthunt.com\/products\/krisp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"krisp\" target=\"_blank\" rel=\"noopener\">@Krisp<\/a> team! This removes whole bunch of communication barriers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artur_asatryan3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artur_asatryan3<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> Really happy to share this launch. Accent Conversion is designed for real meetings, not lab demos. Thanks for checking it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Proud moment for <a href=\"https:\/\/www.producthunt.com\/products\/krisp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"krisp\" target=\"_blank\" rel=\"noopener\">@Krisp<\/a>. Accent Conversion tackles the listener-side problem in meetings. Curious what use cases pop up first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@argishti_ayvazyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@argishti_ayvazyan<\/a> Yes, very excited to see which real world use cases emerge first<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. It’s indeed a great product for global and multi-lingual teams. <\/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\/@vahagn_sarksyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vahagn_sarksyan<\/a> thank 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>Big milestone to celebrate today. \ud83d\ude80<\/p>\n<\/p>\n<p>Accent Conversion makes accented English easier to follow in real time. Curious what use cases pop up first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lia_titanyan2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lia_titanyan2<\/a> \ud83d\ude4f\ud83d\udc9b<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see this live today. Accent Conversion is designed for real meetings, not lab demos. Happy to answer questions in the comments.<\/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\/@ani_harutyunyan14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ani_harutyunyan14<\/a> \ud83d\ude4f\ud83d\udc9b<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>Big milestone to celebrate today. Accent Conversion is a big step for our Voice AI work. <\/p>\n<p>Happy to answer questions in the comments.<\/p>\n<\/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\/@narek_sahakyan14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@narek_sahakyan14<\/a> It really is!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Excited to see this live today. Accent Conversion brings the \u2018hear it once\u2019 dream closer to real life. Hope you try it and tell us what you think.<\/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\/@gyumjibashyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gyumjibashyan<\/a> \ud83d\ude4f\ud83d\udc9b<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team. <br \/>I’ve definitely faces this while being on call with different stakeholders<\/p>\n<p>Would love to see this on slack as well <\/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\">@otodidakt_20 The best part? It works with any calling app \u2014 Slack, Zoom, Meet, Teams, etc.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">are you planning to make a firefox extension for this? i’d love to be able to use it while watching yotube. congrats on the launch!!<\/div>\n<div class=\"comment-actions\">\n<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\/@nourhan_abdallah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nourhan_abdallah<\/a> thank you! Chrome extension is next on line and it will work on Youtube videos! Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally. I’ve been nodding along in global meetings for 3 years understanding 60% and hoping the other 40% wasn’t critical. Spoiler: it was always the critical part \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>Finally shipping this feels great. Accent Conversion is built for those misheard moments in global calls. Thanks for checking it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge day for the team. Accent Conversion focuses on comprehension, not changing speakers. Happy to answer questions in the comments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_2222\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_2222<\/a> \ud83d\ude4f\ud83d\udc9b<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congratulations to the <a href=\"https:\/\/www.producthunt.com\/products\/krisp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"krisp\" target=\"_blank\" rel=\"noopener\">@Krisp<\/a> team on the launch! \ud83c\udf89<\/p>\n<\/p>\n<p>This is truly one of the most impressive features I\u2019ve seen from Krisp. Solving real-time accent friction in such a seamless way is a big leap forward for global communication.<\/p>\n<\/p>\n<p>Amazing to see how Krisp continues to innovate and solidify its position as one of the leading players in the Voice AI space.<\/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\/@gev_nazaryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gev_nazaryan<\/a> thank 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>This has been a long build. Accent Conversion brings the \u2018hear it once\u2019 dream closer to real life. Would love feedback from anyone in global teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hripsimeh_koshkarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hripsimeh_koshkarian<\/a> thank 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>This is super cool! Curious how well it handles overlapping speakers \/ fast back-and-forth conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tested it and…whoa! I love it!<\/p>\n<p>It’s a pity I only get 60 minutes a day, as I’m already paying for the subscription I was expecting this to be included.<\/p>\n<p>How do you do that by the way, is it locally executed? As there is almost no latency, it must be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work with contractors in four time zones. It’s the mental tax of re-parsing every other sentence while trying to stay in the conversation. Does this run locally or does audio hit your servers? I’m prepping my own launch soon and real-time audio latency is something I think about 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I think India could be a great market. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a lifesaver for global teams! Clear communication is so important, and being able to convert accents in real-time will definitely boost confidence for many speakers. Does it support multiple languages for conversion, or is it focused only on English right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hilarious video. I actually clicked this feature on when I first signed in this morning. I’ve been hoping for it for months. Really hoping it can do this and help me FOCUS. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amy_kay_watson_m_div_mcc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amy_kay_watson_m_div_mcc<\/a> haha \ud83d\ude42 thank 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>Very cool, congrats! and nice ad \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is the accent conversion only available for certain languages? I’m Greek; will it be helpful for me? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TGCQORIPHE5ZK7\" class=\"app-title\">Qwen3.5 Small<\/a><\/p>\n<div class=\"one-liner\">0.8B-9B native multimodal w\/ more intelligence, less compute<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">300<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qwen3.5 Small\u7cfb\u5217\u662f\u4e00\u7ec4\u539f\u751f\u591a\u6a21\u6001\u5c0f\u53c2\u6570\u6a21\u578b\uff0c\u901a\u8fc7\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u63d0\u4f9b\u5f3a\u5927\u7684\u672c\u5730AI\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u79fb\u52a8\u3001IoT\u53ca\u9690\u79c1\u654f\u611f\u573a\u666f\u4e0b\u5bf9\u4f4e\u529f\u8017\u3001\u4f4e\u6210\u672c\u548c\u9ad8\u54cd\u5e94\u901f\u5ea6AI\u8ba1\u7b97\u7684\u8feb\u5207\u9700\u6c42\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\/8bd8fc68-655a-470f-8204-0c263cbc0931.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cedc5a64-af08-4d1c-931b-dcaad8d58f3b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be8d37c6-221c-4474-bf53-bd94ded29892.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/935bc19a-1129-49b6-91e7-31a91ad1a669.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28a8c21e-cbcd-4137-b0c4-2ec72b3f797a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54f42db9-7e77-4cf5-aebf-715251a33b7c.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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c0f\u578b\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18AI<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90AI<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7269\u8054\u7f51\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u57fa\u51c6<\/span><br \/>\n <span class=\"tag\">\u53c2\u6570\u9ad8\u6548<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u77e9\u9635<\/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\u60ca\u53f9\u4e8e9B\u6a21\u578b\u4ee5\u6781\u5c0f\u53c2\u6570\u91cf\u6bd4\u80a9\u767e\u4ebf\u7ea7\u6a21\u578b\u7684\u6027\u80fd\uff0c\u8ba4\u4e3a\u8fd9\u5c06\u6781\u5927\u63a8\u52a8\u8fb9\u7f18AI\u548c\u9690\u79c1\u4f18\u5148\u5e94\u7528\u3002\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5c0f\u6a21\u578b\u7ed3\u6784\u5316\u8f93\u51fa\u53ef\u9760\u6027\u3001\u5b9e\u9645\u90e8\u7f72\u7684\u541e\u5410\u91cf\u6570\u636e\u3001\u975e\u6280\u672f\u5f00\u53d1\u8005\u7684\u4f7f\u7528\u95e8\u69db\uff0c\u4ee5\u53ca\u5bf9\u5177\u4f53\u4efb\u52a1\u80fd\u529b\u7684\u8be2\u95ee\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Qwen3.5 Small\u7cfb\u5217\u7684\u771f\u6b63\u98a0\u8986\u6027\uff0c\u4e0d\u5728\u4e8e\u53c2\u6570\u89c4\u6a21\uff0c\u800c\u5728\u4e8e\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u8fb9\u7f18\u667a\u80fd\u201d\u7684\u6027\u4ef7\u6bd4\u57fa\u7ebf\u3002\u5176\u5ba3\u79f0\u7684\u201c0.8B\u539f\u751f\u591a\u6a21\u6001\u201d\u548c\u201c9B\u5bf9\u6807GPT-OSS-120B\u201d\uff0c\u82e5\u7ecf\u5f97\u8d77\u5b9e\u8df5\u68c0\u9a8c\uff0c\u610f\u5473\u7740AI\u90e8\u7f72\u7684\u8303\u5f0f\u6b63\u5728\u53d1\u751f\u8f6c\u79fb\uff1a\u4ece\u4f9d\u8d56\u4e91\u7aef\u5de8\u91cf\u7b97\u529b\u7684\u96c6\u4e2d\u5f0f\u667a\u80fd\uff0c\u8f6c\u5411\u5e7f\u6cdb\u5206\u5e03\u7684\u3001\u5d4c\u5165\u73b0\u5b9e\u7ec8\u7aef\u7684\u6cdb\u5728\u667a\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u7cfb\u5217\u6a21\u578b\u6700\u7280\u5229\u7684\u4ef7\u503c\u662f\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u7528\u6781\u81f4\u7684\u53c2\u6570\u6548\u7387\uff0c\u5c06\u539f\u672c\u9700\u8981\u6570\u636e\u4e2d\u5fc3\u652f\u6301\u7684\u80fd\u529b\u538b\u7f29\u5230\u5355\u5757\u6d88\u8d39\u7ea7GPU\u751a\u81f3\u624b\u673a\u82af\u7247\u4e0a\u3002\u8fd9\u4e0d\u4ec5\u5173\u4e4e\u9690\u79c1\u548c\u5ef6\u8fdf\uff0c\u66f4\u5173\u4e4eAI\u5e94\u7528\u7684\u5546\u4e1a\u6a21\u5f0f\u548c\u751f\u6001\u63a7\u5236\u6743\u2014\u2014\u5f00\u53d1\u8005\u53ef\u4ee5\u6784\u5efa\u5b8c\u5168\u79bb\u7ebf\u7684\u3001\u4f4e\u6210\u672c\u7684AI\u529f\u80fd\uff0c\u6253\u7834\u5bf9\u5927\u578b\u4e91API\u7684\u4f9d\u8d56\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u6539\u53d8\u8fb9\u7f18\u90e8\u7f72\u7684\u8ba1\u7b97\u516c\u5f0f\u201d\u4e00\u8bed\u4e2d\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u7684\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u80cc\u540e\uff0c\u9690\u85cf\u7740\u73b0\u5b9e\u4e16\u754c\u7684\u201c\u6697\u7901\u201d\u3002\u5c0f\u6a21\u578b\u5728\u590d\u6742\u6307\u4ee4\u9075\u5faa\u3001\u903b\u8f91\u8fde\u8d2f\u6027\u548c\u957f\u4e0a\u4e0b\u6587\u4e2d\u7684\u7a33\u5b9a\u6027\uff0c\u5f80\u5f80\u662f\u5927\u6a21\u578b\u8f7b\u6613\u78be\u538b\u7684\u77ed\u677f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cJSON\u6a21\u5f0f\u9075\u4ece\u6027\u201d\u7684\u8d28\u7591\u76f4\u51fb\u8981\u5bb3\uff1a\u5728\u8fb9\u7f18\u573a\u666f\u4e2d\uff0c\u53ef\u9760\u7684\u7ed3\u6784\u5316\u8f93\u51fa\u6bd4\u5355\u7eaf\u7684\u6587\u672c\u751f\u6210\u80fd\u529b\u66f4\u91cd\u8981\u3002\u56e2\u961f\u662f\u5426\u901a\u8fc7\u5dee\u5f02\u5316\u8bad\u7ec3\uff08\u5982\u5f3a\u5316\u5b66\u4e60\u6216\u601d\u7ef4\u94fe\u84b8\u998f\uff09\u89e3\u51b3\u4e86\u8fd9\u4e00\u75db\u70b9\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6280\u672f\u6f14\u793a\u201d\u8d70\u5411\u201c\u751f\u4ea7\u53ef\u7528\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8fd9\u5957\u201c\u4ece0.8B\u5230397B\u201d\u7684\u5b8c\u6574\u77e9\u9635\uff0c\u5c55\u73b0\u4e86\u56e2\u961f\u6e05\u6670\u7684\u4ea7\u54c1\u5316\u601d\u7ef4\uff1a\u4e0d\u518d\u662f\u53d1\u5e03\u5b64\u7acb\u7684\u6a21\u578b\uff0c\u800c\u662f\u63d0\u4f9b\u8986\u76d6\u5168\u573a\u666f\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u65e8\u5728\u5438\u5f15\u4e0d\u540c\u9700\u6c42\u7684\u5f00\u53d1\u8005\u8fdb\u5165\u5176\u751f\u6001\uff0c\u4ece\u5d4c\u5165\u5f0f\u8bbe\u5907\u5230\u4f01\u4e1a\u670d\u52a1\u5668\uff0c\u5f62\u6210\u95ed\u73af\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5de5\u5177\u94fe\u3001\u6587\u6863\u548c\u793e\u533a\u652f\u6301\u80fd\u5426\u8ddf\u4e0a\u6a21\u578b\u53d1\u5e03\u7684\u6b65\u4f10\uff0c\u8ba9\u201c\u975e\u6280\u672f\u5f00\u53d1\u8005\u201d\u4e5f\u80fd\u8f7b\u677e\u4e0a\u624b\uff0c\u6b63\u5982\u8bc4\u8bba\u4e2d\u6240\u95ee\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662fAI\u7ade\u8d5b\u4e2d\u53c8\u4e00\u679a\u7cbe\u81f4\u7684\u6280\u672f\u52cb\u7ae0\uff0c\u800c\u975e\u771f\u6b63\u70b9\u71c3\u8fb9\u7f18\u521b\u65b0\u7684\u706b\u79cd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.5 Small<\/span>\n <\/div>\n<div class=\"comment-content\">Qwen just released the Qwen3.5 Small Model Series \u2014 0.8B, 2B, 4B and 9B. Native multimodal with improved architecture and scaled RL. 0.8B and 2B are tiny and fast for edge devices, 4B makes a strong lightweight agent base, and 9B is already closing the gap with much larger models. Base versions released too.<\/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>The Qwen team just dropped the Qwen3.5 Small Model Series: <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.5-0.8B\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">0.8B<\/a>, <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.5-2B\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">2B<\/a>, <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.5-4B\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">4B<\/a>, and <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.5-9B\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">9B<\/a>, along with their Base versions.<\/p>\n<p>This release fills the missing piece for on-device deployment and completes the full Qwen3.5 matrix from 0.8B all the way to 397B. Now you have clear choices:<\/p>\n<ul>\n<li>\n<p><strong>0.8B\/2B<\/strong> for embedded\/IoT\/Mobile<\/p>\n<\/li>\n<li>\n<p><strong>4B<\/strong> for lightweight multimodal agents<\/p>\n<\/li>\n<li>\n<p><strong>9B<\/strong> for edge servers<\/p>\n<\/li>\n<li>\n<p>Plus the <a href=\"https:\/\/www.producthunt.com\/products\/qwen3\/launches\/qwen3-5\" target=\"_blank\" rel=\"noopener\">bigger MoE models<\/a> for heavier workloads.<\/p>\n<\/li>\n<\/ul>\n<p><strong><em>The 9B is the real shocker<\/em><\/strong>: matching or beating <a href=\"https:\/\/www.producthunt.com\/products\/openai\/launches\/openai-open-models\" target=\"_blank\" rel=\"noopener\">GPT-OSS-120B<\/a> on several key benchmarks while being 13x smaller. <\/p>\n<p>Even Elon <a href=\"https:\/\/x.com\/elonmusk\/status\/2028498771311751670\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">chimed in<\/a>:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79f0bc04-dd06-4be6-9a58-3a5450ca76f1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Edge AI is heating up fast. This opens up exciting new opportunities for AI hardware and local innovation. <\/p>\n<p><a href=\"https:\/\/ollama.com\/library\/qwen3.5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Play with<\/a> these models on <a href=\"https:\/\/www.producthunt.com\/products\/ollama\" target=\"_blank\" rel=\"noopener\">@Ollama<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Impressive release! Already played with all the small series both locally (MLX) and in the cloud. Now that’s something that can be <strong>reliably<\/strong> and <strong>constantly<\/strong> used in agentic workflows!<\/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>Native multimodal at 0.8B is genuinely impressive – most teams trade off size for capability, but 262K context windows + text\/image\/video in under 1B parameters changes the edge deployment math.<\/p>\n<p>The 9B beating GPT-OSS-20B on GPQA Diamond is interesting. Curious about structured output reliability at 0.8B though – small models tend to drop JSON schema adherence under complex instructions. Is there a differentiated training approach for structured data tasks?<\/p>\n<p>MTP for faster inference on constrained hardware is a smart addition. Real-world throughput numbers on consumer GPU vs Apple Silicon would help developers size their deployment targets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 9B punching above its weight class is the real story here. Running capable models locally without needing a data center changes what’s possible for privacy-conscious apps and edge deployments. Been waiting for small open-source models to close this gap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 9B matching models that size is wild \u2014 smaller models getting this good makes edge + local AI way more practical than most people realize.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>What kinds of tasks can be performed with these models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@binyuan_hui\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"binyuan_hui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@binyuan_hui<\/a> <a href=\"https:\/\/www.producthunt.com\/@chen_cheng1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chen_cheng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chen_cheng1<\/a> <a href=\"https:\/\/www.producthunt.com\/@junyang_lin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"junyang_lin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@junyang_lin<\/a> Hi guys. Can non-technical developers use these models easily? What tooling or platforms do they support?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kimberly_ross\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimberly_ross<\/a> Try them on <a href=\"https:\/\/apps.apple.com\/us\/app\/locally-ai-local-ai-chat\/id6741426692\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Locally AI<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey congratulations on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/5ZTZIJGNNKOERG\" class=\"app-title\">getviktor.com<\/a><\/p>\n<div class=\"one-liner\"> Your AI Coworker that proactively executes tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">270<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u5728Slack\u7b49\u534f\u4f5c\u5e73\u53f0\u4e2d\u7684AI\u534f\u4f5c\u8005\uff0c\u80fd\u4e3b\u52a8\u76d1\u63a7\u56e2\u961f\u5de5\u4f5c\u6d41\u3001\u8fde\u63a5\u6570\u5343\u6b3e\u5de5\u5177\u5e76\u81ea\u52a8\u6267\u884c\u4efb\u52a1\uff0c\u4ece\u7f16\u5199\u4ee3\u7801\u5230\u7ba1\u7406\u5e7f\u544a\u6d3b\u52a8\uff0c\u5728\u590d\u6742\u5de5\u4f5c\u573a\u666f\u4e2d\u66ff\u4ee3\u4eba\u5de5\u64cd\u4f5c\uff0c\u89e3\u51b3\u6548\u7387\u4e0e\u54cd\u5e94\u6ede\u540e\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\/f995567c-28cd-4e14-8e8f-e533c7e2e9c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bea69010-4573-4a13-9e81-1113a9418edc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1a9456e-69bf-4f6e-8035-36b0e94cbce3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cafe069b-926c-4423-b865-78d05278cfd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/753dfd39-8ec6-4803-9fcc-76adfcb846ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a8214b8-6492-4bef-8f3b-29003d5b3dd6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/713f7455-8f92-4f0b-8434-316bdf33f1ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78cd1c13-f2b2-48c6-b844-e4c2abc9705a.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\/27cdc8b9-6fc7-469c-aa2a-d26a6bc25652.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Z4JdPS-F-ec\"><source src=\"https:\/\/youtu.be\/Z4JdPS-F-ec\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u534f\u4f5c\u8005<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/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\u201c\u4e3b\u52a8\u6267\u884c\u201d\u80fd\u529b\uff0c\u5982\u81ea\u52a8\u751f\u6210\u62a5\u544a\u3001\u4fee\u590d\u4ee3\u7801\u3001\u76d1\u63a7\u5f02\u5e38\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u8bbe\u7f6e\u95e8\u69db\u4f4e\uff08\u65e0\u9700\u7f16\u7801\uff09\u3001\u9700\u660e\u786e\u81ea\u4e3b\u884c\u52a8\u8fb9\u754c\u4e0e\u9519\u8bef\u9632\u8303\u673a\u5236\u3001\u521d\u671f\u9700\u6570\u5929\u5b66\u4e60\u9002\u5e94\u540e\u6548\u7528\u663e\u8457\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u6210\u529f\u7387\u4e0e\u5e7b\u89c9\u63a7\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Viktor\u8bd5\u56fe\u98a0\u8986\u5f53\u524dAI\u5de5\u5177\u201c\u95ee\u7b54\u5f0f\u201d\u7684\u88ab\u52a8\u8303\u5f0f\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u8fde\u63a53000+\u5de5\u5177\u7684\u5e7f\u5ea6\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u6301\u7eed\u5b66\u4e60\u5de5\u4f5c\u4e0a\u4e0b\u6587\u5e76\u4e3b\u52a8\u4ecb\u5165\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u7cfb\u7edf\u3002\u4ea7\u54c1\u5de7\u5999\u907f\u5f00\u4e86AI\u5de5\u5177\u6700\u5927\u7684\u6fc0\u6d3b\u9677\u9631\u2014\u2014\u7a7a\u767d\u8f93\u5165\u6846\u2014\u2014\u901a\u8fc7\u89c2\u5bdfSlack\u7b49\u901a\u4fe1\u5e73\u53f0\u76f4\u63a5\u5d4c\u5165\u5de5\u4f5c\u6d41\uff0c\u4ece\u201c\u7b49\u4f60\u547d\u4ee4\u201d\u53d8\u4e3a\u201c\u7ed9\u4f60\u63d0\u6848\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u81ea\u4e3b\u6027\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u672a\u7ecf\u8be2\u95ee\u5373\u63d0\u4ea4PR\u201d\u3001\u201c\u81ea\u884c\u751f\u6210UTM\u53c2\u6570\u5e76\u50ac\u4fc3\u6279\u51c6\u201d\u7b49\u6848\u4f8b\uff0c\u5728\u5c55\u73b0\u9ad8\u6548\u7684\u540c\u65f6\uff0c\u4e5f\u66b4\u9732\u51fa\u6743\u9650\u4e0e\u4fe1\u4efb\u7684\u7070\u8272\u5730\u5e26\u3002\u4ea7\u54c1\u5c06\u51b3\u7b56\u538b\u529b\u8f6c\u79fb\u7ed9\u4e86\u7528\u6237\uff1a\u5e76\u975e\u201c\u80fd\u5426\u6267\u884c\u201d\uff0c\u800c\u662f\u201c\u662f\u5426\u6279\u51c6\u201d\u3002\u8fd9\u79cd\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u5176\u884c\u52a8\u5efa\u8bae\u7684\u51c6\u786e\u6027\uff0c\u4e00\u65e6\u51fa\u73b0\u8bef\u5224\uff0c\u53ef\u80fd\u5bfc\u81f4\u8fde\u9501\u64cd\u4f5c\u9519\u8bef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u751f\u6001\u4f4d\u770b\uff0cViktor\u5e76\u975e\u7b80\u5355\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u800c\u662f\u5411\u201c\u7ec4\u7ec7\u64cd\u4f5c\u7cfb\u7edf\u201d\u6f14\u8fdb\u3002\u5b83\u901a\u8fc7\u6301\u7eed\u5b66\u4e60\u5f62\u6210\u56e2\u961f\u4e13\u5c5e\u7684\u201c\u5de5\u4f5c\u56fe\u8c31\u201d\uff0c\u8fd9\u6784\u6210\u4e86\u5176\u58c1\u5792\u3002\u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u91cd\u5ea6\u4f9d\u8d56Slack\/Teams\u7b49\u5e73\u53f0\u751f\u6001\uff0c\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u5408\u89c4\u95ee\u9898\u5c06\u968f\u5176\u6df1\u5ea6\u4ecb\u5165\u800c\u653e\u5927\u3002\u6b64\u5916\uff0c\u201c\u6700\u4f73\u534f\u4f5c\u8005\u201d\u7684\u53d9\u4e8b\u9700\u8981\u6781\u9ad8\u53ef\u9760\u6027\u652f\u6491\uff0c\u5f53\u524dLLM\u56fa\u6709\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u5373\u4fbf\u901a\u8fc7\u5ba1\u6279\u6d41\u7a0b\u7f13\u89e3\uff0c\u4ecd\u53ef\u80fd\u6d88\u8017\u56e2\u961f\u4fe1\u4efb\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cViktor\u4ee3\u8868\u4e86AI Agent\u4ece\u201c\u5de5\u5177\u201d\u8fc8\u5411\u201c\u540c\u4e8b\u201d\u7684\u6fc0\u8fdb\u5b9e\u9a8c\u3002\u5176\u6210\u8d25\u5173\u952e\u4e0d\u5728\u4e8e\u6280\u672f\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u4e3b\u52a8\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u3001\u201c\u667a\u80fd\u201d\u4e0e\u201c\u53ef\u9760\u201d\u4e4b\u95f4\u627e\u5230\u4f01\u4e1a\u7ea7\u5e94\u7528\u6240\u9700\u7684\u7cbe\u51c6\u5e73\u8861\u70b9\u3002\u5b83\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u534f\u4f5c\u754c\u9762\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u8fc7\u5ea6\u81ea\u52a8\u5316\u98ce\u9669\u7684\u5178\u578b\u6848\u4f8b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">getviktor.com<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI tools answer questions. Viktor does the work. It lives in Slack, connects to 3,000+ tools across your entire stack, and acts on its own. It watches how your team works, spots problems before anyone notices, and proposes automations built around how your company actually works, before anyone asks. It manages campaigns, builds apps, delivers reports, and writes code. And it runs for weeks without losing context, learning your company deeper every day. Not a chatbot. A coworker.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m writing this from Dubai.<\/p>\n<p>For the past three days, Iran has been firing rockets at the city. Flights are canceled. The airport is partially closed. I’m stuck in a hotel room watching smoke rise over Jebel Ali.<\/p>\n<p>We launched Viktor anyway.<\/p>\n<p>Think of your best coworker. We launched someone better. Maybe even better than you.<\/p>\n<p>Viktor lives in your Slack, connects to 3,000+ tools, and does the actual work: reports, code, web apps, ad campaigns.<\/p>\n<p>While I’ve been stuck here watching the news, Viktor posted 28 real-time missile updates to our team Slack, tracked every team member’s flight status, and told us when to shelter in place. Then it ran our ads, flagged a spend anomaly, and shipped a PR to our codebase. Nobody asked it to.<\/p>\n<p>Over 1,000 teams use Viktor. Backed by Daniel Gross, Nat Friedman, and the founder of ElevenLabs. Salesforce lists us in their app store.<\/p>\n<p>You can’t make this up.<\/p>\n<p>Fryderyk, co-founder.<\/p>\n<\/p>\n<p>P.S. Viktor is coming to Microsoft Teams very soon. Very.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fwiatrowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fwiatrowski<\/a>Hey Fryderyk. What does setting Viktor up look like for a team with no coding experience? Is it easy to get started?<\/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\/@fwiatrowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fwiatrowski<\/a> This is dramatic positioning strong hook! A smart response should stay grounded and probe substance, not hype. Here\u2019s a thoughtful comment you could leave: <\/p>\n<p>First, hope you and your team are safe.<\/p>\n<p>The \u201cautonomous coworker\u201d framing is bold. A few things I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>When Viktor takes initiative (like posting updates or shipping a PR \u201cwithout being asked\u201d), what guardrails define scope? How do teams control when it acts vs. when it suggests?<\/p>\n<\/li>\n<li>\n<p>For cross-tool execution (ads, code, flight tracking, Slack updates), how do you prevent cascading errors if one assumption is wrong?<\/p>\n<\/li>\n<li>\n<p>What\u2019s the boundary between automation and agency here? Is Viktor operating off predefined playbooks, learned patterns, or fully autonomous reasoning loops?<\/p>\n<\/li>\n<\/ol>\n<p>The story is compelling, but autonomy at that level raises serious questions about governance, observability, and trust.<\/p>\n<p>Would love to understand how you balance initiative with accountability<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 run growth at Wispr Flow, so I spend most of my time deep in AI tools and automation. I’d been following Fryderyk and the Zeta Labs team since Jace, their AI email assistant, and was impressed by how fast they shipped product.<\/p>\n<\/p>\n<p>When Fryderyk showed me Viktor, it clicked immediately. I’d been spending hours building automations in Claude Code – stitching together context, writing scripts, trying to make things persistent and scheduled. Viktor did all of that natively. It just lives in Slack, already has the context from your tools and conversations, and runs on its own.<\/p>\n<\/p>\n<p>But the thing that genuinely blew me away was the proactive behavior. Viktor doesn’t just wait for you to ask. It observes how your team works, chimes in when it spots something relevant, and suggests automations you didn’t think to set up. I’ve never seen an AI tool take initiative like that.<\/p>\n<\/p>\n<p>I ended up advising the team on growth strategy because I believe this is how every team will work within a few years. Not another tab. Not another tool. A coworker that lives where your team already communicates.<\/p>\n<\/p>\n<p>If you’re skeptical, give it your worst task. That’s what convinced me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mswulinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mswulinski<\/a> The Claude Code comparison is one of the best ways I’ve heard it explained. People were essentially building Viktor by hand, every time. We just made it permanent. “Give it your worst task” is going on the website. Thank you for believing in this early.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait to try it! <\/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\/@pablo_simko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_simko<\/a> \ud83d\ude4c Excited for you to try Viktor, if you share what you\u2019re hoping to do with it, I’m happy to point you to the best starting place. Also, we’d love any feedback once you\u2019ve had a chance to play with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use Viktor daily for managing support. When a ticket comes in, it gets forwarded in Slack automatically and tags Viktor – it pulls up the customer’s account in Stripe, checks activity in PostHog, searches for related bugs in Linear, analyzes code base, and drafts a response. What used to be a 20-30 min investigation per ticket now takes under 2. Absolute game changer.<\/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\">@jkb_krz This is exactly the kind of leverage support teams deserve. Freeing up 30 minutes per ticket compounds fast<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Launched Viktor on my GTM stack (Lemlist + GA4 + Internal Database). Viktor managed to find a few mistakes (mine, unfortunately), helped me analyze which outbound campaigns worked best for which persona, then proposed a few fixes to better attribute traffic (I hadn’t added UTMs for our outbound campaigns). When I ghosted him for a day, Viktor told me we cannot wait on this, generated its own UTMs, and asked for permission to apply all of them. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/762c343d-1a20-41d4-9c2b-1de6809249b2.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Would recommend, 10 out of 10.<\/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\/@lil_bsz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lil_bsz<\/a> “Viktor told me we cannot wait on this” is the line we’re going to use everywhere. <\/p>\n<\/p>\n<p>That’s exactly what a good coworker does. Not wait for you to come back. Not send a reminder. Just tell you the work needs to happen and ask for the green light. <\/p>\n<\/p>\n<p>Glad the UTMs are sorted. What’s the next thing on your list?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Viktor\u2019s been on our team for two weeks, and I\u2019m already used to handing him work \ud83d\udd25<\/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\/@kamila_dabrowska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kamila_dabrowska<\/a> Two weeks in and already delegating. That’s the goal.<\/p>\n<p>What’s the thing you hand Viktor most often?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 have been using Jace for a while, a tool from the same team and when Viktor came into the scene, I also ran it and I love it! I’ve run out of credits, but it’s pretty credit efficient and useful. <br \/>Really really recommend this tool and its team!<\/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\/@josh_littler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_littler<\/a> This made my day. A Jace user who came over to Viktor on their own and ran out of credits is exactly the signal we needed today. DM me your email. I’ll sort the credits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Viktor submitted a PR while one of our engineers was on vacation. It read the codebase, found the issue, wrote the fix, opened the PR with a proper description. The engineer approved it from his phone. That was a Wednesday<\/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\/@darthwade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darthwade<\/a> true, the proactive part caught me off guard. I expected to always have to ask it for things. Instead it started noticing patterns on its own and flagging stuff before I even knew about it (approving a PR from your phone while on vacation is wild though)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m on the support team and one morning Viktor just dropped a list in Slack – it had gone through PostHog, found 12 accounts that hadn’t logged in for two weeks with open tickets, and cross-referenced Stripe to flag which ones were paying customers. Nobody asked it to do this. It just noticed they were slipping through the cracks before I did.<\/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\">@katarzyna_krynska That proactive check on inactive accounts is wild!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>good luck boys<\/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\/@karmedge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karmedge<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Also what is the overall success rate of doing tasks in your internal testing? Can victor hallucinate?<\/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\/@cool_samurai_sword\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cool_samurai_sword<\/a> Honest answer: Viktor is built on LLMs, so hallucination is possible in theory. In practice, we’ve designed it so it rarely matters.<\/p>\n<p>Viktor pulls real data from your actual tools (Stripe, PostHog, CRM, etc.) rather than guessing. It writes and runs code to verify its work. And any action that touches external systems requires your approval first \u2014 you see exactly what it’s about to do before it does it.<\/p>\n<p>On success rate \u2014 we have near-zero churn, which says more than any benchmark. Teams that try Viktor keep using it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We got early access to Viktor because we built their website – so we’ve been testing it in beta for a while now.<\/p>\n<p>I’ll be honest, day 1 was just okay. Cool tool, nice concept, but nothing crazy. Then around day 5-6 something clicked. Viktor had absorbed enough of our Slack context to actually understand how we work, who our clients are, what we care about. That’s when it went from “another AI tool” to something I genuinely rely on.<\/p>\n<p>The thing that got me first was the sales prep. Before every call, Viktor just drops a full persona report – who the person is, how they match our ICP, what we should lead with. I used to spend 15 minutes scrambling through LinkedIn before meetings. Now I just read what Viktor already prepared.<\/p>\n<p>But for an agency like ours, the real game-changer is how it connects everything. We run ClickUp, Clockify, Slack, Meta Ads, CRM – the usual chaos. Viktor sits across all of them. It auto-generates Clockify reports we send to clients, flags Meta ad spend issues, pings us before deadlines slip. I stopped opening half of these tools directly.<\/p>\n<p>It even generates UI wireframes based on our brandbook straight in Slack. HTML, on brand. For a design agency that’s wild.<\/p>\n<p>Two weeks in and Viktor honestly became one of the most productive “people” on the team. Huge congrats on the launch. <\/p>\n<p>Rooting for Product of the Day \ud83d\ude80\ud83d\udda4\ud83e\udd1d\ud83c\udffb<\/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\/@jakub_startek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakub_startek<\/a> I experienced a similar thing myself. There was an unread message from Fryderyk, and after a couple of hours, Viktor stepped in on my behalf and did probably 80% of the heavy lifting. He then directed it to me for final decisions. Crazy \ud83e\udd2f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Let\u2019s go Viktor!<\/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\/@ferrannp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferrannp<\/a> WAGMI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, I work on growth at Zeta Labs. Here’s what surprised us most.<\/p>\n<\/p>\n<p>AI tools have terrible day-1 retention. Nearly all of them. Users sign up, try it once, leave. We spent months assuming this was a product quality problem.<\/p>\n<\/p>\n<p>It wasn’t. It was the blank prompt box.<\/p>\n<\/p>\n<p>Someone opens a new AI tool, sees an empty text field asking “How can I help you?” and freezes. They type something generic. Get a generic response. Decide the product isn’t for them. The product was fine. The entry point was broken.<\/p>\n<\/p>\n<p>Viktor flips this. It doesn’t wait for you to figure out what to ask. It joins your Slack, reads what’s happening, and messages you first.<\/p>\n<\/p>\n<p>“I noticed your team’s been going back and forth on X. Want me to handle it?”<\/p>\n<\/p>\n<p>Your first experience isn’t inventing a prompt. It’s saying yes or no.<\/p>\n<\/p>\n<p>That one design decision moved our activation numbers more than any feature we shipped.<\/p>\n<\/p>\n<p>And “chat with AI” is the wrong model for work. A good coworker doesn’t sit in a corner waiting for instructions. They pay attention and come to you with context. That’s what Viktor is.<\/p>\n<\/p>\n<p>Happy to go deep on anything: how we built the proactive engine, growth experiments that failed, whatever. Ask below.<\/p>\n<p>Antoni<\/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>Been using this for a few weeks, insane!<\/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\">@thedannorris what’s been your favorite use case so far?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@thedannorris Thanks for using it! If you have any feedback or features that you\u2019d like to have please let us know.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Viktor looks incredible, will definitely give it a try! Congrats 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@steventey thanks for the support!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Proactive agents can easily become noisy: how do you decide *when* Viktor should interrupt vs stay silent, and what feedback loops or metrics do you use to tune proactivity without turning Slack into spam?<\/div>\n<div class=\"comment-actions\">\n<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\">@curiouskitty that’s a lot of the work that I’ve seen Peter and the engineering team really try and figure out where heartbeats are most effective and when proactiveness is both non-intrusive and helpful at the same time. I have found the current balance of the way that Viktor responds to things to be that perfect balance personally. Curious to see what you experience once you give it a try!<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question – this was honestly one of the hardest things to get right. A few things that make it work: <\/p>\n<\/p>\n<p>First, Viktor accumulates context over time rather than reacting to every single event. It builds up observations across channels and only surfaces something when it crosses a significance threshold. So it’s not pinging you every time a metric moves – it waits until a pattern actually forms. Like “3 customers mentioned the same issue this week” or “this campaign’s CPA drifted 20% above target over the last 4 days.” <\/p>\n<\/p>\n<p>Second, there’s a clear hierarchy of when to speak vs stay silent. Direct questions and anomalies that need action – always. Interesting patterns – only when they’re actionable. General observations – almost never. <strong>The bar is basically “would a smart coworker tap you on the shoulder for this?” <\/strong><\/p>\n<\/p>\n<p>And the feedback loop is pretty natural since it lives in Slack. If a message gets ignored or someone tells it to chill, it learns. If something it flagged leads to action, it learns that too. Over time it calibrates to each team’s noise tolerance. <\/p>\n<\/p>\n<p>We’ve been running it internally for months and the spam problem is genuinely solved. Most days it sends maybe 2-3 proactive messages across the whole team. Quality over quantity.<\/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>Tremendous work ethic. Hope you guys land safely. Cheers on shipping a cool product. Signing up right away \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naga_pramod\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naga_pramod<\/a> thanks man, means a lot! Let us know what you think<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! meaningful step beyond copilots. <\/p>\n<\/p>\n<p>ps: so if your AI tools answer questions and Viktor does the work\u2026 does that make Viktor the one actually earning the promotion? \ud83d\ude09<\/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>Viktor for sure agrees with you \ud83d\ude42<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b91315e8-3a31-4cb8-bbdd-0f1b22b57f8b.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is a really powerful idea. I like the shift from \u201cAI that answers\u201d to \u201cAI that actually does the work.\u201d Living inside Slack and acting across tools makes it feel more like a real teammate than just another chatbot. The long-term context part is especially interesting. Great execution on this \ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@md_murtuza_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@md_murtuza_ali<\/a> Very glad to hear that. Do you have any particular situation in mind that made you think of Viktor as your co-worker?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@md_murtuza_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@md_murtuza_ali<\/a> thanks for acknowledging this. Making Viktor feel like a coworker is vital to the UX we wanna offer. Very soon we want Microsoft Teams users to experience how powerful an AI coworker can be. This is a revolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been testing out Viktor for the last few weeks and it’s awesome. It’s able to give me daily insights to what competitors are doing and who they’re working with. Plus I love how proactive it is at telling us what automations should be built<\/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\/@thejohnapolinar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thejohnapolinar<\/a> The competitive intel is one of my favorites too. <\/p>\n<\/p>\n<p>Especially when it starts cross-referencing what competitors are doing with what we’re spending on ads.<\/p>\n<\/p>\n<p>The proactive piece is what keeps surprising people. It goes through your workflows, spots something worth automating, and comes to you: “I noticed you do X every week, want me to take over?” That’s the moment most users tell us they really got it.<\/p>\n<\/p>\n<p>What integrations are you running it on top of?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck to the team being stuck in Dubai! Hope you’re safe \ud83d\ude4f<\/p>\n<\/p>\n<p>Then, congrats on the launch! I’m curious, is there any technical challenge you solved and can openly talk about? And is adding your own API key on the roadmap or against the vision? <\/p>\n<\/p>\n<p>Asking because it’s not obvious to me what’s best between a) closed source and better outputs but being chained to a system that burns thousands a month and b) somewhat lower quality output? (although agentic OSS is progressing insanely fast) but no added margin on token and possibility to run things on your own hardware. Or maybe I’m just not ICP \ud83d\ude04.<\/p>\n<\/p>\n<p>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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sudocorentin Hey Corentin! <\/p>\n<p>Interesting things we is solved is how to deal with thousands of tools in a way that doesn\u2019t overwhelm the agent, but also makes tool discovery and learnings easy. You can find some details in: <a href=\"https:\/\/getviktor.com\/blog\/what-breaks-when-your-agent-has-100000-tools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/getviktor.com\/blog\/what-…<\/a><\/p>\n<p>Regarding API keys and OSS models: We tried running Viktor on everything from Kimi K2.5 to the latest Codex release. But honestly the output quality and intelligence you get from Opus 4.6 Thinking is not nearly matched by any other model right now. These other models are ok for coding, but just not good enough as general agent. Also in practice most OSS hosted models have almost no prompt caching discount, while the closed models have 90% discount. We are keeping right now a low margin, so you won\u2019t pay a lot on top of API prices anyway.<\/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>Any ways to prevent leak of company data or to filter sensitive information?<\/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\">@viktorgems We really focused on making Viktor ready and secire for companies. This means all tools that write external data (like Notion\/Hubspot) require your approval before writing anything outside. We are also building an additional privacy mode that will allow you to add private integrations that your team should not have access to like gmail.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@viktorgems Yeah, totally fair concern. We actually built the whole permission system around this.<br \/>\nEvery tool Viktor has access to can be set to “ask me first” mode – so before it sends a message, updates a CRM record, or runs a query, it shows you exactly what it’s about to do and waits for your approval. You can also fully disable any tool you’re not comfortable with.<br \/>\nOn top of that, Viktor only sees the Slack channels you explicitly add it to and only the integrations you connect. No blanket access to anything.<br \/>\nData side – everything’s encrypted, SOC 2 audited, CASA Tier 3 controls, and we don’t train on your data.<br \/>\nMost teams start with approvals on for everything and loosen it over time as they build trust. Works pretty well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">it helped me to close small code changes requests without even opening me ide, just “@ Viktor make that landing change” -> wait a minute -> pr is ready<\/div>\n<div class=\"comment-actions\">\n<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>Very cool! Congrats on the launch team!<\/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\/@zambrzycki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zambrzycki<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I worked on Viktor in the last months and there are some genuinely impressive technical breakthroughs in it. <\/p>\n<\/p>\n<p>The agent is one the first ones able to use 10k+ tools without any context regressions by doing an on file system routing and is able to compose tools via code into more complex actions.<\/p>\n<\/p>\n<p>It also is significantly more proactive than any agent you might have interacted with before.<\/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>Viktor really helped us to stay up to date in Dubai! I also use it for data analysis and debugging while walking around town all the time lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We had an error spike. Viktor read the logs, cross-referenced with recent PRs, identified the likely cause, linked the relevant code, and opened a Linear issue with full context. By the time anyone saw the alert, half the work was already done.<\/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\/@bwilytsch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bwilytsch<\/a> Just the ability to grab Slack context + drop things into Linear is a game-changer for me, definitely resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Launched from a warzone is a hell of a backstory and already builds trust damn. The “runs for weeks without losing context” claim is the part I want to hear more about since that’s exactly where every long-running agent stumbles. Congrats on shipping Viktor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a rlly interesting… Curious what kinds of tasks teams are seeing Viktor take over first in practice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZYLAQ5RORV6TZX\" class=\"app-title\">Deep Personality<\/a><\/p>\n<div class=\"one-liner\">Science-backed personality insights for you and your partner<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">263<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Deep Personality \u901a\u8fc7\u6574\u540828\u9879\u5fc3\u7406\u5b66\u8bc4\u4f30\uff0c\u5728\u4e00\u5c0f\u65f6\u5185\u4e3a\u7528\u6237\u63d0\u4f9b\u6df1\u5ea6\u4eba\u683c\u5206\u6790\u53ca\u5173\u7cfb\u5bf9\u6bd4\uff0c\u4ee5\u6781\u4f4e\u6210\u672c\u89e3\u51b3\u4e86\u4e2a\u4eba\u81ea\u6211\u8ba4\u77e5\u4e0e\u4eb2\u5bc6\u5173\u7cfb\u3001\u804c\u573a\u4eba\u9645\u52a8\u6001\u6d1e\u5bdf\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\/c657999d-adaf-4617-b19e-56c74795a48f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/153f04b0-0721-4dab-b4e8-fd5269d663f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ee2cba8-9ccd-4b11-8df4-0efa487bc618.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a92925c2-ffbb-455f-aa50-c92bc9921d30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f50d9e5-0da4-4863-912a-f81a7a1dcbed.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\/1a0a9e0f-f563-485e-bc8d-bd80e5c3501c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UwfldwuXzPg\"><source src=\"https:\/\/www.youtube.com\/watch?v=UwfldwuXzPg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Couples<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4eba\u683c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5173\u7cfb\u54a8\u8be2<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u8ba4\u77e5<\/span><br \/>\n <span class=\"tag\">\u4f34\u4fa3\u5173\u7cfb<\/span><br \/>\n <span class=\"tag\">\u804c\u573a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u7b5b\u67e5<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5316\u7597\u6cd5<\/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\u666e\u904d\u60ca\u53f9\u4e8e\u62a5\u544a\u7684\u6df1\u5ea6\u4e0e\u51c6\u786e\u6027\uff0c\u8ba4\u4e3a\u5176\u8d85\u8d8a\u4e86\u4f20\u7edf\u5fc3\u7406\u6d4b\u8bd5\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u6b27\u76df\u5730\u533a\u53ef\u7528\uff1b\u5efa\u8bae\u589e\u52a0\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u7684\u5373\u65f6\u53cd\u9988\u4ee5\u9632\u75b2\u52b3\uff1b\u62c5\u5fe7\u201c\u9884\u6d4b\u51b2\u7a81\u201d\u53ef\u80fd\u88ab\u8bef\u89e3\u4e3a\u5bbf\u547d\u8bba\uff1b\u5173\u6ce8\u6570\u636e\u8f93\u5165AI\u540e\u7684\u4f26\u7406\u8fb9\u754c\u3002\u5173\u7cfb\u5bf9\u6bd4\u529f\u80fd\u88ab\u591a\u6b21\u8bc1\u5b9e\u80fd\u6709\u6548\u63ed\u793a\u77db\u76fe\u6839\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 Deep Personality \u7684\u672c\u8d28\uff0c\u5e76\u975e\u53c8\u4e00\u4e2a\u8da3\u5473\u5fc3\u7406\u6d4b\u8bd5\u5408\u96c6\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u4f20\u7edf\u5fc3\u7406\u54a8\u8be2\u4e0e\u5173\u7cfb\u54a8\u8be2\u6a21\u5f0f\u7684\u6fc0\u8fdb\u89e3\u6784\u4e0e\u6548\u7387\u9769\u547d\u3002\u5b83\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u901a\u8fc7\u805a\u540828\u9879\u6743\u5a01\u91cf\u8868\uff0c\u6784\u5efa\u4e86\u524d\u6240\u672a\u6709\u7684\u4e2a\u4eba\u5fc3\u7406\u6570\u636e\u7ef4\u5ea6\uff0c\u8ba9AI\u751f\u6210\u7684\u62a5\u544a\u5177\u5907\u4e86\u903c\u8fd1\u751a\u81f3\u8d85\u8d8a\u521d\u671f\u6cbb\u7597\u5e08\u8bbf\u8c08\u7684\u6d1e\u5bdf\u529b\uff1b\u4e8c\u662f\u5176\u72ec\u521b\u7684\u201c\u5173\u7cfb\u5bf9\u6bd4\u201d\u4e0e\u201c\u9884\u8f7d\u6570\u636e\u7684AI\u63d0\u793a\u8bcd\u201d\uff0c\u5c06\u5e94\u7528\u573a\u666f\u4ece\u9759\u6001\u7684\u81ea\u6211\u4e86\u89e3\uff0c\u52a8\u6001\u5ef6\u4f38\u81f3\u5177\u4f53\u7684\u4eba\u9645\u4e92\u52a8\u4e0e\u6301\u7eed\u7684\u4e2a\u6027\u5316\u6307\u5bfc\uff0c\u8fd9\u76f4\u63a5\u52a8\u6447\u4e86\u4f20\u7edf\u54a8\u8be2\u6309\u5c0f\u65f6\u8ba1\u8d39\u3001\u9700\u53cd\u590d\u9648\u8ff0\u80cc\u666f\u7684\u57fa\u7840\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e0e\u4e89\u8bae\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5c06\u590d\u6742\u7684\u5fc3\u7406\u8bc4\u4f30\u538b\u7f29\u81f3\u4e00\u5c0f\u65f6\u5b8c\u6210\uff0c\u7528\u6237\u75b2\u52b3\u4e0e\u7b54\u9898\u72b6\u6001\u5bf9\u7ed3\u679c\u53ef\u9760\u6027\u7684\u6f5c\u5728\u5f71\u54cd\u5c1a\u672a\u5f97\u5230\u5145\u5206\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u6e38\u8d70\u4e8e\u201c\u63d0\u4f9b\u6d1e\u5bdf\u201d\u4e0e\u201c\u8fdb\u884c\u6cbb\u7597\u201d\u7684\u6a21\u7cca\u8fb9\u754c\uff0c\u5c24\u5176\u662f\u76f4\u63a5\u751f\u6210\u201c\u6700\u53ef\u80fd\u53d1\u751f\u7684\u4e94\u6b21\u4e89\u5435\u201d\u7b49\u9884\u6d4b\u6027\u5185\u5bb9\uff0c\u867d\u5177\u5438\u5f15\u529b\uff0c\u5374\u53ef\u80fd\u5f15\u53d1\u5fc3\u7406\u6697\u793a\u6216\u7b80\u5316\u590d\u6742\u5173\u7cfb\u7684\u98ce\u9669\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7528\u6237\u6388\u6743\u6781\u5176\u654f\u611f\u7684\u5fc3\u7406\u6570\u636e\uff0c\u5e76\u5c06\u4e4b\u7528\u4e8eAI\u5206\u6790\uff0c\u5728\u6570\u636e\u5b89\u5168\u4e0e\u4f26\u7406\u5408\u89c4\uff08\u5982GDPR\uff09\u5c42\u9762\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7406\u5ff5\u8d85\u524d\u3001\u75db\u70b9\u6293\u53d6\u7cbe\u51c6\u7684\u4ea7\u54c1\u3002\u5b83\u672a\u5fc5\u80fd\u66ff\u4ee3\u6df1\u5ea6\u6cbb\u7597\uff0c\u4f46\u6781\u6709\u53ef\u80fd\u6210\u4e3a\u73b0\u4ee3\u4eba\u5feb\u901f\u5efa\u7acb\u81ea\u6211\u8ba4\u77e5\u57fa\u7ebf\u3001\u4f18\u5316\u6838\u5fc3\u5173\u7cfb\u7684\u91cd\u8981\u5de5\u5177\uff0c\u5e76\u5bf9\u5fc3\u7406\u54a8\u8be2\u884c\u4e1a\u4ea7\u751f\u9cb6\u9c7c\u6548\u5e94\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u56e2\u961f\u80fd\u5426\u4ee5\u4e25\u8c28\u7684\u6001\u5ea6\u5904\u7406\u5fc3\u7406\u5b66\u6d4b\u91cf\u7684\u4fe1\u6548\u5ea6\u95ee\u9898\uff0c\u5e76\u5728\u6fc0\u8fdb\u7684\u7528\u6237\u4f53\u9a8c\u4e0e\u5fc5\u8981\u7684\u4f26\u7406\u5b89\u5168\u62a4\u680f\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Deep Personality<\/span>\n <\/div>\n<div class=\"comment-content\">Understand yourself better than a therapist would after 10 sessions. We take you through 28 research-backed assessments for personality traits, attachment style, mental health screening, neurodiversity, values, and more in under an hour. Once you’re done, you can see your scores and read an extensive AI-generated analysis of your patterns, blind spots, and strengths. Use the compare feature for an in depth analysis of your relationships with friends, colleagues, family, or romantic partners.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Last month, my girlfriend Zoe and I sat in our den with our jaws on the floor.<\/p>\n<p>We were in front of my laptop, taking turns reading a report out loud, line by line. The document read like a CIA dossier \u2014 incisively breaking down each of our repeated fights and nailing our relationship dynamics.<\/p>\n<p>We had to laugh. We couldn’t believe it.<\/p>\n<p>A few days earlier, I’d asked ChatGPT a simple but loaded question: “What information would you need in order to become the ultimate personalized relationship coach?”<br \/>\nIt replied with a long list of personality tests \u2014 the same ones psychologists use to evaluate mental health, personality, and relationship satisfaction.<\/p>\n<p>The tests were all available online, but scattered across annoying PDFs and awkward, old-school forms. For someone with ADHD, like me, the idea of doing them one by one was pure torture.<\/p>\n<p>I just wanted to pound through them as one big test. So I built one.<\/p>\n<p>Deep Personality combines 28 validated psychological assessments into a single session that takes under an hour \u2014 Big Five personality, attachment styles, anxiety, depression, ADHD, trauma, sensory processing, values, and more.<\/p>\n<p>You get a 50+ page deep dive on your personality. It feels like finally getting the owner’s manual for myself.<\/p>\n<p>But the real magic happens when you compare with someone. Have your partner, friend, or coworker take it too, and the app analyzes how your personalities interact \u2014 where you’re compatible, where you’ll clash, and what to do about it. For couples, it predicts your top 5 most likely fights with specific resolution tips, and more.<\/p>\n<p>You also get a custom AI prompt pre-loaded with your psychological data. Drop it into ChatGPT or Claude and you have a therapist who already knows your attachment style, anxiety patterns, and emotional regulation tendencies. No more spending six sessions explaining who you are.<\/p>\n<p>It costs a fraction of a single therapy session. I think it might blow your mind.<\/p>\n<p>Would love to hear what you think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@awilkinson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awilkinson<\/a> congrats on this successful launch<br \/>Curious to know when wil this b available in UK?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@awilkinson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awilkinson<\/a> This is a wild idea.<\/p>\n<p>A few things I’m wondering:<\/p>\n<ol>\n<li>\n<p>If someone answers 28 psychological tests in one sitting, how do you deal with fatigue affecting the results?<\/p>\n<\/li>\n<li>\n<p>When the app predicts \u201cyour top 5 fights,\u201d how do you avoid people taking that as destiny instead of a tendency?<\/p>\n<\/li>\n<li>\n<p>If someone feeds all this psychological data into ChatGPT, how do you stop the model from overstepping into therapy territory?<\/p>\n<\/li>\n<\/ol>\n<p>The partner comparison part is especially interesting. Have you seen couples actually change behavior after reading the report?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>too bad it’s not available in EU due to GDPR but it looks great! I used LLMs heavily to analyse results from previous tests I took and the tips I got have been useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mrcpiras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrcpiras<\/a> I used Opera browser that has an in-built VPN to use it from this side of the ocean<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Its cool. But Maybe add a interim assesment at milestones. At 15% complete there should be some insight, so that the user is encouraged to continue. # my two cents \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> It should show mini insights as you go – but also good things come to those who wait<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had the opportunity to beta test this app.<\/p>\n<p>If you want (or need) to be seen, this is it.<\/p>\n<p>You don’t need a therapist. You can do it on your own time. You can save some money. You’re also likely going to get better results.<\/p>\n<p>Opinions are from my own personal experience \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks fantastic. I love the level of depth that you’re going into. I can imagine it will spark a lot of good insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nathanbarry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathanbarry<\/a> Thanks man! The depth surprised me\u2014the AI connecting all 28 assessments together surfaces patterns you’d never catch from any single test. Try the comparison feature with your partner, that’s where it gets wild<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Almost 20 years ago one of my execs made everyone at <a href=\"https:\/\/Justin.tv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Justin.tv<\/a> (the company that turned into Twitch) take the DISC personality assessment. I thought it was a silly idea at the time, but immediately after we got our results I learned so much about how my work personality interacted with all my cofounders and other leaders in the company. Love this idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@justinkan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justinkan<\/a> The report it writes is honestly scary. It’s like they read 10 years of therapist notes on me. Would love to hear what you think if you try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>THIS IS AMAZING — super helpful. Can’t wait to use for our staff \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After seeing how accurate my Deep Personality assessment is, I asked ChatGPT to recommend 20 activities based on the profile to elevate happiness and ensure meaning as I approach retirement. I am looking forward to pursuing all of them! Well done, Andrew. I have already recommended Deep Personality to family, friends and business associates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dennis_petroskey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennis_petroskey<\/a> That’s such a cool use case. Hadn’t even thought of that. And thanks for spreading the word!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is cool! I’ve seen how hard Andrew has worked on this, how much he’s put into it, to make it legit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This tool is such a gamechanger. I took it, then my wife and mom took it, and then we told friends about it and they’ve had their work partners take it and everyone has found it super enlightening despite having taken many personality tests before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>When I saw this on X I was curious.<\/p>\n<p>But when I took the test I couldn’t believe how much i had learnt about myself.<\/p>\n<p>Things I struggled to explain had a reason for being the way they were.<\/p>\n<p>And when i compared my results to my wife’s results. It shone a glaringly big spotlight on why our issues were our issues.<\/p>\n<p>This tool was one of the biggest changes in the last couple of months for me. <\/p>\n<p>Thank-you so much for creating it Andrew.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thenicrobb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenicrobb<\/a> This means a lot man. That moment when something you’ve always felt but couldn’t explain suddenly has a name and a reason. That’s exactly why I built this. So glad it’s making a difference for you and your wife \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve done a bunch of personality profile assessments as well as therapy. Deep Personality aligned with all that prior effort to give me comfort that it’s sound and make the new or different insights all the more interesting and useful. The HR companies aren’t in trouble in theory, its here. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@scott_howard_acc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_howard_acc<\/a> That’s the best validation \u2014 that it aligns with what therapy and other assessments surfaced while adding new stuff on top. The HR companies should be paying attention because this kind of depth is going to be the new standard<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Andrew!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The origin story of asking ChatGPT what it would need to be the ultimate relationship coach and then just building the answer is a great way to solve a product definition problem. The custom AI prompt pre-loaded with your psychological data is also the feature that makes everything else click. No more spending six sessions explaining who you are is a real unlock.<\/p>\n<p>I’m married to a psychologist, so we’re both going to take this and compare notes, which should make for a very interesting evening. Curious whether the couple compatibility report holds up under professional scrutiny or surfaces things even a trained eye would find surprising.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@awilkinson\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"awilkinson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awilkinson<\/a> One question totally unrelated to the product itself: how did you make the promo video? The motion and pacing are really smooth, and I’d love to know the workflow behind it. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Oh man a psychologist’s perspective on the couples report would be so cool. Would genuinely love to hear what she thinks \u2014 whether it holds up under professional scrutiny or surprises her.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Excited to hear everyone’s feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Y3A5X7RVIXRZ7P\" class=\"app-title\">SuperMoney<\/a><\/p>\n<div class=\"one-liner\">Your money stress, solved by AI.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">186<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406\u5e94\u7528\uff0c\u901a\u8fc7\u8fde\u63a5\u7528\u6237\u8d26\u6237\u3001\u5206\u6790\u8d22\u52a1\u6570\u636e\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u3001\u53ef\u6267\u884c\u7684\u7701\u94b1\u4e0e\u4f18\u5316\u5efa\u8bae\uff0c\u5728\u7528\u6237\u9762\u5bf9\u503a\u52a1\u7ba1\u7406\u3001\u9884\u7b97\u89c4\u5212\u548c\u8d22\u52a1\u51b3\u7b56\u65f6\uff0c\u89e3\u51b3\u5176\u56e0\u4fe1\u606f\u7e41\u6742\u548c\u7f3a\u4e4f\u4e13\u4e1a\u6307\u5bfc\u800c\u4ea7\u751f\u7684\u8d22\u52a1\u7126\u8651\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\/f595f995-4f8c-4af1-b9ec-fefdc42ce5d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c0e5e92-f478-4508-9f8d-f3181abfda55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d697cd6-c155-4c5b-9bf2-b0ad72b25167.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43add97c-8807-4136-b050-234adb8e9895.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7651ed39-6102-4a7d-a955-63b56370e96e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aabc2ada-2e1e-4e1a-8fb7-64bdffbec0a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54b51a01-c2af-4e8c-b8a3-2c8d130d335c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/796f7c24-4437-46cf-aff5-af8bdb8353a4.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\/c5a2d1d6-cc1d-457a-ac05-11e85481a62b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Heim-K7dPgI\"><source src=\"https:\/\/www.youtube.com\/watch?v=Heim-K7dPgI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e2a\u4eba\u7406\u8d22<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u503a\u52a1\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5efa\u8bae<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u4ea7\u54c1\u6bd4\u8f83<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u9884\u7b97<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u987e\u95ee<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u6570\u636e\u5b89\u5168\u4e0e\u4ea7\u54c1\u72ec\u7279\u6027\uff0c\u56e2\u961f\u8be6\u7ec6\u89e3\u91ca\u4e86\u9690\u79c1\u4fdd\u62a4\u67b6\u6784\uff08AI\u4e0d\u63a5\u89e6\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\uff09\u53ca\u7ed3\u5408\u6570\u636e\u3001AI\u4e0e\u5e02\u573a\u7684\u6838\u5fc3\u4f18\u52bf\u3002\u6709\u7528\u6237\u8be2\u95ee\u4ece\u73b0\u6709\u5de5\u5177\u8fc1\u79fb\u7684\u4fbf\u5229\u6027\u53ca\u65b0\u624b\u5165\u95e8\u5efa\u8bae\uff0c\u56e2\u961f\u5f3a\u8c03\u65e0\u7f1d\u8fde\u63a5\u8d26\u6237\u548c\u201c\u6bcf\u5468\u4e00\u6b21\u68c0\u67e5\u201d\u7684\u4f4e\u4e60\u60ef\u8d1f\u62c5\u3002\u53e6\u6709\u5efa\u8bae\u62d3\u5c55\u5168\u7403\u5e02\u573a\uff0c\u56e2\u961f\u786e\u8ba4\u662f\u672a\u6765\u613f\u666f\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 SuperMoney\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u8d22\u52a1\u8ffd\u8e2a\u5668\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u957f\u8fbe\u5341\u5e74\u7684\u91d1\u878d\u4ea7\u54c1\u5e02\u573a\u6570\u636e\u3001\u94f6\u884c\u7ea7\u6570\u636e\u805a\u5408\u4e0e\u65b0\u5174\u7684LLM\u6280\u672f\u8fdb\u884c\u4e86\u4e00\u6b21\u201c\u529f\u5229\u6027\u201d\u6781\u5f3a\u7684\u7f1d\u5408\u3002\u5b83\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u75db\u70b9\uff1a\u6536\u5165\u5c1a\u53ef\u4f46\u8d22\u52a1\u6df7\u4e71\u7684\u4e2d\u4ea7\u9636\u5c42\uff0c\u4ed6\u4eec\u4e0d\u8db3\u4ee5\u8d1f\u62c5\u4f20\u7edf\u8d22\u52a1\u987e\u95ee\uff0c\u5374\u53c8\u538c\u5026\u4e86\u53ea\u5448\u73b0\u56fe\u8868\u800c\u4e0d\u7ed9\u51fa\u884c\u52a8\u7684\u201c\u54d1\u5df4\u201d\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\u7684\u67b6\u6784\uff1a\u6570\u636e\u5c42\uff08\u8fde\u63a5\u8d26\u6237\uff09\u3001\u5206\u6790\u5c42\uff08Sense AI\uff09\u4e0e\u884c\u52a8\u5c42\uff08\u4ea7\u54c1\u5e02\u573a\uff09\u3002\u8fd9\u4f7f\u5176\u5efa\u8bae\u80fd\u8de8\u8d8a\u201c\u6d1e\u5bdf\u201d\u4e0e\u201c\u6267\u884c\u201d\u7684\u9e3f\u6c9f\uff0c\u4f8b\u5982\u76f4\u63a5\u63d0\u793a\u66f4\u4f4e\u7684\u8d37\u6b3e\u5229\u7387\u5e76\u63d0\u4f9b\u8f6c\u6362\u9014\u5f84\u3002\u56e2\u961f\u5f3a\u8c03\u5176AI\u201c\u770b\u4e0d\u5230\u4f60\u662f\u8c01\u201d\uff0c\u8fd9\u662f\u4e00\u79cd\u806a\u660e\u7684\u9690\u79c1\u53d9\u4e8b\uff0c\u5c06\u5206\u6790\u6a21\u578b\u4e0e\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\u9694\u79bb\uff0c\u65e2\u7f13\u89e3\u7528\u6237\u987e\u8651\uff0c\u4e5f\u89c4\u907f\u4e86\u90e8\u5206\u76d1\u7ba1\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7f8e\u56fd\u672c\u571f\u7684\u91d1\u878d\u4ea7\u54c1\u751f\u6001\u548c\u6570\u636e\u63a5\u53e3\uff0c\u5168\u7403\u5316\u6269\u5f20\u5c06\u9762\u4e34\u5de8\u5927\u7684\u5408\u89c4\u4e0e\u672c\u5730\u5316\u58c1\u5792\u3002\u5176\u6b21\uff0c\u201c\u8d22\u52a1\u5e73\u9759\u201d\u7684\u627f\u8bfa\u62ac\u9ad8\u4e86\u7528\u6237\u9884\u671f\uff0c\u4f46\u4e2a\u4eba\u8d22\u52a1\u95ee\u9898\u7684\u590d\u6742\u6027\u8fdc\u8d85\u7b97\u6cd5\u6a21\u578b\uff0cAI\u5efa\u8bae\u7684\u53ef\u9760\u6027\u3001\u5728\u6781\u7aef\u5e02\u573a\u4e0b\u7684\u8868\u73b0\uff0c\u4ee5\u53ca\u6f5c\u5728\u7684\u8d23\u4efb\u754c\u5b9a\uff0c\u90fd\u662f\u5c1a\u672a\u7ecf\u8fc7\u5468\u671f\u68c0\u9a8c\u7684\u6697\u7901\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u4ece\u4ea7\u54c1\u8bc4\u8bba\u5e73\u53f0\u8f6c\u578b\u7684\u5e94\u7528\uff0c\u5b83\u9700\u8981\u8bf4\u670d\u7528\u6237\u5c06\u6700\u654f\u611f\u7684\u8d22\u52a1\u6570\u636e\u6258\u4ed8\uff0c\u8fd9\u9700\u8981\u8d85\u8d8a\u7ade\u54c1\u7684\u5b89\u5168\u4fe1\u4efb\u5efa\u8bbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSuperMoney\u5c1d\u8bd5\u6210\u4e3a\u6bcf\u4e2a\u7528\u6237\u7684\u201c\u8d22\u52a1\u526f\u9a7e\u9a76\u201d\u3002\u5b83\u4e0d\u662f\u8981\u53d6\u4ee3\u4e13\u4e1a\u7684\u3001\u9488\u5bf9\u5bcc\u4eba\u7684\u8d22\u52a1\u89c4\u5212\uff0c\u800c\u662f\u7528\u81ea\u52a8\u5316\u4e0e\u89c4\u6a21\u5316\uff0c\u5c06\u57fa\u7840\u4f46\u5173\u952e\u7684\u8d22\u52a1\u4f18\u5316\u80fd\u529b\u6c11\u4e3b\u5316\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176AI\u5efa\u8bae\u7684\u201c\u547d\u4e2d\u7387\u201d\u4e0e\u201c\u6536\u76ca\u7387\u201d\u2014\u2014\u80fd\u5426\u6301\u7eed\u4e3a\u7528\u6237\u7701\u4e0b\u771f\u91d1\u767d\u94f6\uff0c\u5e76\u5c06\u8fd9\u79cd\u4ef7\u503c\u611f\u77e5\u8d2f\u7a7f\u4e8e\u7528\u6237\u4f53\u9a8c\u4e4b\u4e2d\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u8ba9\u7528\u6237\u66f4\u7126\u8651\u7684\u6570\u636e\u770b\u677f\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\">SuperMoney<\/span>\n <\/div>\n<div class=\"comment-content\">An AI personal finance app that goes beyond tracking. SuperMoney surfaces money-saving actions\u2014optimize debt, spot better options, and stay on plan\u2014so you always know what to do next.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt, I’m Miron, founder of SuperMoney.<\/p>\n<\/p>\n<p>Nearly <strong>9 in 10 Americans started 2026 feeling financially stressed<\/strong>, according to the National Endowment for Financial Education.<\/p>\n<\/p>\n<p>My wife and I were part of that statistic coming out of college, buried in debt. I became obsessed with tools like Mint, but frustrated that you couldn’t actually compare financial products side by side with any real transparency.<\/p>\n<\/p>\n<p>So in 2013 I started SuperMoney as a financial product reviews marketplace. I thought it was wild that no one had done it.<\/p>\n<\/p>\n<p>Fortune 500 companies apparently agreed, sending us cease and desist letters in the early days. We kept going anyway, and it took off.<\/p>\n<\/p>\n<p>By 2017 we were already sketching out what an AI financial advisor could look like internally. The problem we kept coming back to: traditional financial advisors operate on an assets under management model, so they’re built for the top 1%.<\/p>\n<\/p>\n<p>Everyone else is dealing with real financial stress and getting no guidance at all.<\/p>\n<\/p>\n<p>The prototypes never quite got there. When LLMs arrived, we knew it was time to actually build it, and give people something most of them have never had: <strong>genuine financial calm.<\/strong><\/p>\n<\/p>\n<p><strong>That’s what today is. Ten years in the making.<\/strong><\/p>\n<\/p>\n<p>The SuperMoney App connects your accounts and actually does something with the data. Not just pretty charts. It:<\/p>\n<ol>\n<li>\n<p>Builds your budget, tracks your spending, sets goals, and suggests what to do next to achieve them.<\/p>\n<\/li>\n<li>\n<p>Serves you a feed of insights based on what’s actually happening in your finances.<\/p>\n<\/li>\n<li>\n<p>Surfaces lower rates on your existing loans and smarter debt paydown paths. Real savings, not just insights.<\/p>\n<\/li>\n<li>\n<p>When you have a question, you can ask it directly. The AI knows your accounts, your credit, your loans, and your goals, so the answers are actually relevant to you, not generic advice you could Google.<\/p>\n<\/li>\n<\/ol>\n<p>If you earn good money but still feel financially overwhelmed, this was built for you.<\/p>\n<\/p>\n<p>Try it free for 2 weeks. If you do, I’d love to know: what would you want us to build next? \ud83d\ude4f<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Having a financial tracker is one of my must-haves in Adulting. But what needs to be highlighted here is that it gives you insights into what’s actually happening in your finances. Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@miron_lulic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miron_lulic<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@miron_lulic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miron_lulic<\/a> Hi Miron. Congratulations on launching. This is so helpful and convenient, Many people, even myself, feel overwhelmed by debt. What\u2019s the first thing you\u2019d tell someone who doesn\u2019t know where to start? Would you say that your development is helpful in regards to being somewhat of a beginner trying to get their finances together? Do users need to connect their bank accounts for SuperMoney to give good advice, or can they still benefit even without linking accounts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@miron_lulic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miron_lulic<\/a> Very excited about this – I’ve been thinking a lot lately that this is what the financial industry needs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could be translated into many languages to make more people across the globe financially aware. \ud83e\udee0<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> 100% agree \u2014 that’s the long-term vision! We’re starting with the US first to get the experience right, but expanding globally is definitely on the roadmap. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> We absolutely want to make the product available in more countries. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Absolutely! We’re working on that. In fact, SenseAI is already pretty good at answering financial questions in other languages. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b308b744-5afb-457e-b066-ba07dd943147.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you protect user data and what is your USP?<\/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\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> <strong>Great question!<\/strong><\/p>\n<p><strong>On data protection<\/strong>, SuperMoney is built with security at every layer:<\/p>\n<ul>\n<li>\n<p><strong>Your AI never sees your identity.<\/strong> Our AI analyzes your finances without accessing personally identifiable information.<\/p>\n<\/li>\n<li>\n<p><strong>Bank-grade encryption.<\/strong> Your data is protected <strong>at rest and in transit <\/strong>with 256-bit encryption.<\/p>\n<\/li>\n<li>\n<p><strong>Independently audited.<\/strong> SOC 2 Type II certified for the last 3 years, a rigorous ongoing audit that very few companies achieve.<\/p>\n<\/li>\n<li>\n<p><strong>No sharing without your consent.<\/strong> Your data is never passed to third parties unless you explicitly allow it (e.g. to receive a loan rate quote from an integrated lender like Citi Bank).<\/p>\n<\/li>\n<li>\n<p><strong>Full control, always.<\/strong> Disconnect accounts or delete your data anytime, no questions, no friction.<\/p>\n<\/li>\n<\/ul>\n<p><strong>On what makes us different<\/strong>: Most financial tools either show you generic product lists or just track your spending. SuperMoney combines 10+ years of real financial product data with an AI advisor that actually tells you what to do and why, based on your specific profile. <\/p>\n<p>Not just pretty charts. It:<\/p>\n<ol>\n<li>\n<p>Builds your budget, tracks your spending, sets goals, and suggests what to do next to achieve them.<\/p>\n<\/li>\n<li>\n<p>Serves you a feed of insights based on what’s actually happening in your finances.<\/p>\n<\/li>\n<li>\n<p>Surfaces lower rates on your existing loans and smarter debt paydown paths. Real savings, not just insights.<\/p>\n<\/li>\n<li>\n<p>When you have a question, you can ask it directly. The AI knows your accounts, your credit, your loans, and your goals, so the answers are actually relevant to you, not generic advice you could Google.<\/p>\n<\/li>\n<\/ol>\n<p>Think of it as the difference between a comparison spreadsheet and a knowledgeable friend who knows your situation and gives you a straight answer.<\/p>\n<p>We call it <strong>financial calm<\/strong>: less anxiety, less guesswork, better outcomes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> To add to the data security point. We intentionally built the AI so it never sees who you are. It analyzes your financial patterns but has no access to your SSN, or account numbers. That was a non-negotiable for us from day one.<\/p>\n<p>On what makes us different \u2014 Most apps do one thing: track your spending, or check your credit, or show you product offers. We combine all three \u2014 full visibility into your accounts and credit history, an AI that actually thinks through your situation the way a financial coach would, and a marketplace where you can act on those recommendations immediately. That trifecta is what turns “here’s what’s happening” into “here’s how to do it right now.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> Security was non-negotiable from day one for our engineering team too. Building the AI to analyze patterns without ever touching PII was one of the most interesting challenges we solved.<\/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>Hey Product Hunt! \ud83d\udc4b <\/p>\n<p>Excited to finally have this out in the world! I worked on the AI chatbot \u2014 the piece that lets you ask real questions about your money and get answers based on your actual financial picture.<\/p>\n<p>If you try it, I’d love to hear what surprised you (good or bad). Here all day to answer questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! So excited to finally share SuperMoney App with this community.<\/p>\n<\/p>\n<p>We’ve been building toward this for over a decade, starting as a financial product comparison platform and now evolving into something that actually tells you what to do with your money, not just what’s happening.<\/p>\n<\/p>\n<p>The AI doesn’t just surface data. It thinks through your situation and gives you a clear next step. That’s what we couldn’t find anywhere else, so we built it.<\/p>\n<\/p>\n<p>Happy to answer any questions about the product, the journey, or the vision. Let’s go! \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>whenever i see <a href=\"https:\/\/www.producthunt.com\/@benln\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> hunting the product , its always valuable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunt! So excited to be live.<\/strong> \ud83d\ude80<\/p>\n<p>Since I started out as a CFP I’ve wanted to make high-end financial planning accessible to everyone, not just the wealthy. Our team has been building toward this for 10 years, and I\u2019ve loved helping bake real financial logic into Sense AI. I\u2019ll be here all day to answer any questions you have. We\u2019re looking forward to your honest feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>I’m one of the product managers at SuperMoney, and today’s launch is the culmination of years of work.<\/p>\n<p>My focus has been on the insights experience\u2014delivering tailored tips based on your data and spending habits, not generic advice. The app doesn’t just show you data. It tells you what it means and what to do next. Simple, clear, actionable.<\/p>\n<p>Happy to answer any questions about how we built this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Big day for the team! <\/strong>\ud83d\udc4b It\u2019s incredibly rewarding to finally introduce the SuperMoney App to the Product Hunt community.<\/p>\n<p>As the SEO lead here at SuperMoney, I spend my day looking at the financial questions people are actually asking Google. The truth? Most ‘how-to’ articles give the same generic advice to everyone.<\/p>\n<p>What\u2019s been so exciting about building Sense AI is that it finally moves past the ‘top 10 tips’ and gives you a personalized roadmap based on <em>your<\/em> actual debt and rates. It\u2019s the difference between reading a map and having a GPS.<\/p>\n<p>We\u2019ve been in the game since 2013, so we didn’t just ‘add AI’ to a spreadsheet. We built this engine to understand the actual mechanics of the financial products you’re using.<\/p>\n<p>We’re going to be hanging out here all day, so please drop any questions!<\/p>\n<p><strong>To the PH community:<\/strong> I’m curious, if you could ‘Google’ one thing about your personal finances and get a 100% accurate, personalized answer instead of a generic article, what would it be? <\/p>\n<p>Looking forward to your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For someone who already has a system (spreadsheets, their bank app, another budgeting tool), what\u2019s the smallest workflow change that makes SuperMoney \u201cstick,\u201d and what does a successful first 7 days look like in terms of habits and touchpoints?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <strong>Love this question because it’s the right one to ask.<\/strong><\/p>\n<p>The honest answer: the smallest change that makes SuperMoney stick is a single weekly check-in, not a new daily habit. If you’re already organized, we’re not trying to replace your system. We’re trying to be the layer on top that tells you when something in your financial life deserves attention and what to do about it.<\/p>\n<p><strong>A realistic first 7 days:<\/strong><\/p>\n<p><strong>Day 1 (15 min):<\/strong> Connect your accounts, let the AI build your first budget, and make it yours in under 15 minutes.<\/p>\n<p><strong>Days 2-4:<\/strong> Nothing required. Let the AI work. You might get a nudge about a goal or a fresh insight, but no pressure to act.<\/p>\n<p><strong>Day 5-7:<\/strong> One decision. Not ten. Just respond to the single highest-value recommendation SuperMoney surfaced. That’s the habit we’re trying to build: see insight, evaluate it, act or dismiss it consciously.<\/p>\n<p><strong>What “sticky” looks like after week one:<\/strong> You stopped second-guessing whether you have the best rate on something because you know SuperMoney will tell you if you don’t. That’s financial calm in practice.<\/p>\n<p>If your spreadsheet is still open, that’s fine. We just want to be the thing that tells you when the spreadsheet needs updating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great points from the team. From my background in planning, the smallest change that sticks is moving from defense (tracking old spend) to offense (acting on real-time insights).<\/p>\n<p>Success in week one is realizing you\u2019ve spent practically zero minutes on data entry and 100% of your time on clarity. This opens up the mental capacity to actually strategize. Instead of being a data entry clerk for your own life, you finally have the space to be the architect of your financial future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We also remove the guess work around the next steps by resurfacing all applicable action items via the insights tab of the app that summarizes your financial health and provides recommendation around solutions that can help you build your credit, reduce debt, and strengthen your overall financial picture<\/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>Hey product hunt, I am a software engineer over at Supermoney.<\/p>\n<\/p>\n<p>The team has been hard at work on this product and are eager to share it with you. Looking forward to your feedback and hopefully we can help improve the world a little bit!<\/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>Hey Product Hunt! \ud83d\udc4b\ud83c\udffb<\/p>\n<p>I\u2019m the Lead Product Designer at SuperMoney, and over the past several years I\u2019ve had the privilege of working closely with our incredible team to craft and refine the SuperMoney experience across every platform.<\/p>\n<p>Today, we\u2019re excited to finally share the SuperMoney app with you. SuperMoney is a powerful personal finance management tool designed to help you take control of your financial goals with clarity and confidence. At the heart of the experience is Sense AI \u2014 your intelligent companion that provides personalized insights, smart recommendations, and ongoing support tailored to your financial journey.<\/p>\n<p>We\u2019ve put a lot of thought, care, and iteration into building something that truly empowers users, and we can\u2019t wait to hear what you think. Your feedback means everything to us \u2014 let us know how we can make SuperMoney even better for you!<\/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>How could I migrate all my financial status and data to SuperMoney? It could be quite tedious sometimes…<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> SuperMoney uses bank linking technology to import your data directly from the financial institutions you use. Once you authorize access it’s seamless and our AI is able to comb through the data to provide personalized insights and recommendations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Great question! The good news is there’s no tedious manual data entry needed. When you connect your financial accounts through the app, SuperMoney securely pulls in your balances, transactions, and account details automatically. You can link bank accounts, credit cards, loans, and investments all in one place.<\/p>\n<p>Once connected, Sense AI starts analyzing your full financial picture and gives you personalized insights right away. Most users are fully set up in just a few minutes.<\/p>\n<p>If you run into any issues connecting an account, just let us know and we’ll help you get sorted! <a href=\"http:\/\/www.supermoney.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.supermoney.com<\/a> <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7f72a69-0d10-4b42-bc5d-ad5518133b23.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I am one of the product managers that worked on the app.<\/p>\n<\/p>\n<p>We’re very happy to launch the SuperMoney app. At SuperMoney, we have more than a decade of experience providing financial tools and services to our customers, and this app is the next evolution of our mission to provide automated financing and insights to help you super power your money. Our app (available on web, iOS, and Android) is an AI-powered decisioning platform for all your financial needs that provides you with the tools and means to help you get out of debt, build your financial portfolio, and gain useful insights into your financial health.<\/p>\n<\/p>\n<p>We’d love to hear any of your questions about how SuperMoney can help you meet your financial objectives and what we have in store for you in the future <\/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>So excited to finally see this out in the world! The team has poured an incredible amount of care into this and it shows. If you’ve ever felt overwhelmed by your finances, give it a try \u2014 this is the tool we wish existed. Proud of everyone who made it happen. \ud83d\ude80<\/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>Hi Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m a software engineer at SuperMoney and I am so excited we can finally share this app with everyone! Our team has been working hard towards this goal for years and we can\u2019t wait to hear your feedbacks.<\/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\">Wow…. Something I definitely need.<br \/>\nEven though the money I earn can’t even keep me afloat, this can help me track expenses so I see the sides I waste money on and cut it off.<br \/>\nCongratulations on your launch \ud83e\udd1d<\/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\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> Thanks, Esther! Our focus with this app is to help our users find additional savings and pay off debt faster so they can live their lives with greater financial freedom and less stress. We’d love for you to give it a try \u2014 your feedback would mean a lot as we continue to improve the experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> Thank you so much for the support! \ud83e\udde1 We really built this for exactly that feeling, when it feels like you’re just trying to keep your head above water. <\/p>\n<p>Tracking is a great first step, but we hope the ‘Action Plan’ helps you find some breathing room you didn’t know you had. We’re rooting for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does product aggregation work on the platform? Do you partner with all financial institutions and lenders? Essentially, how can we, as users, be sure we’re getting an unbiased view into the best possible options for our personal situation?<\/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\/@jason_van_rensburg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_van_rensburg<\/a> Great question. We’ve built a data orchestration layer with coverage across all major financial institutions and lenders, which allows us to easily fetch transaction and credit details. On top of that, our Sense AI technology analyzes your financial data to provide personalized, unbiased recommendations tailored to your specific situation. Our focus is to give our users complete visibility into their financial health and recommend actions that can help them achieve their personal objectives<\/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\/@jason_van_rensburg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_van_rensburg<\/a> <strong>Great question, and transparency here matters so we’ll be direct.<\/strong><\/p>\n<p>SuperMoney has been building financial service relationships since 2013. We have direct API integrations with hundreds of providers including Citibank, SoFi, LendingClub, and many others, which means real-time rate quotes pulled directly from the source, not estimates.<\/p>\n<p><strong>How the product coverage works:<\/strong><\/p>\n<p>For rate quote experiences (personal loans \/ debt consolidation, auto refi, student loan refi, etc.), we show live quotes from our integrated partners. Think of it like a flight search engine: we can only show fares from airlines in our network, but our network is extensive and growing.<\/p>\n<p>The broader marketplace covers thousands of financial products from both partners and non-partners, similar to how Yelp lists every restaurant, not just the ones that advertise.<\/p>\n<p><strong>On the unbiased question specifically:<\/strong><\/p>\n<p>Our entire product database is accessible by the AI via MCP, so when the AI makes a recommendation, it’s working from the full picture, not a curated subset. And critically, the AI is explicitly prompted to recommend what’s best for you, not what’s most profitable for us.<\/p>\n<\/p>\n<p>We don’t publish arbitrary editorial ratings. Qualitative scores are based entirely on community NPS, real ratings from real users. Quantitative comparisons are based on actual product terms: rates, fees, terms, approval likelihood. The goal is to give you the financial transparency to make your own call, not to nudge you toward a particular product.<\/p>\n<p>While the marketplace component is a feature of a broader experience, we may be compensated by partners when you choose their product, similar to how flight search engines work. But our ranking logic is built around your profile and product fit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_van_rensburg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_van_rensburg<\/a> One thing worth adding: the unbiased piece is structural, not just intentional. Because the AI pulls from the full product database \u2014 not a pre-filtered list \u2014 it can’t be “nudged” toward partners the way traditional comparison sites can. The ranking reflects your profile and product fit first. Compensation may follow a match, but it doesn’t determine one.<\/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>Hey Product Hunt!<\/p>\n<p>I am VP of Operations at SuperMoney.<\/p>\n<p>Today is a day I have been looking forward to for a long time.<\/p>\n<p>What I want to highlight from my perspective: the SuperMoney app is built on top of relationships with the broadest set of financial service providers in the space. That means when the AI recommends something to you, it is not generic advice. It is backed by real options that actually exist for your specific financial situation. <\/p>\n<p>That robustness is what allows our AI to move beyond tips and actually tell you what to do next. It is not just smart data analysis. It is smart analysis connected to real, actionable solutions.<\/p>\n<p>Huge congratulations to the team. We are here all day and would love your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LS567BJQTB5C7A\" class=\"app-title\">Springfield Oracle<\/a><\/p>\n<div class=\"one-liner\">Every Simpsons prediction sourced, scored, fact-checked<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">160<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9488\u5bf9\u201c\u300a\u8f9b\u666e\u68ee\u4e00\u5bb6\u300b\u9884\u8a00\u201d\u7f51\u7edc\u8ff7\u56e0\u8fdb\u884c\u6eaf\u6e90\u3001\u8bc4\u5206\u548c\u4e8b\u5b9e\u6838\u67e5\u7684\u6570\u636e\u5e93\u5de5\u5177\uff0c\u5728\u4fe1\u606f\u6df7\u4e71\u7684\u793e\u4ea4\u5a92\u4f53\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u8fa8\u522b\u76f8\u5173\u89c6\u9891\u526a\u8f91\u7684\u771f\u4f2a\uff0c\u6253\u51fbAI\u6df1\u5ea6\u4f2a\u9020\u548c\u865a\u5047\u4fe1\u606f\u4f20\u64ad\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\/af92921b-10c8-4406-af4c-097161ca707a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7af02b7c-fbfd-48f9-9b61-ad32256fd80c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/faec5e83-90ed-4cc2-9be9-c435c5507a4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0740dee2-c93c-40f3-be95-05809a89fab0.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\">News<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Entertainment<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e8b\u5b9e\u6838\u67e5<\/span><br \/>\n <span class=\"tag\">\u6d41\u884c\u6587\u5316\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u6eaf\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u7d20\u517b<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u8f9b\u666e\u68ee\u4e00\u5bb6<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u8ff7\u56e0<\/span><br \/>\n <span class=\"tag\">AI\u6253\u5047<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6253\u51fb\u6df1\u5ea6\u4f2a\u9020\u3001\u5efa\u7acb\u53ef\u4fe1\u6570\u636e\u5e93\u7684\u521d\u8877\uff0c\u8ba4\u4e3a\u5176\u201c\u5b58\u8bc1\u201d\u548c\u201c\u4e89\u8bae\u201d\u6807\u7b7e\u8bbe\u8ba1\u589e\u5f3a\u4e86\u53ef\u4fe1\u5ea6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u793e\u533a\u63d0\u4ea4\u4e0e\u6295\u7968\u9a8c\u8bc1\u529f\u80fd\u3001\u5b8c\u5584\u6a21\u7cca\u9884\u8a00\u7684\u8bc4\u5206\u7ef4\u5ea6\uff08\u5982\u7f6e\u4fe1\u5ea6\uff09\u3001\u5f00\u53d1\u6309\u73b0\u5b9e\u4e8b\u4ef6\u53cd\u5411\u641c\u7d22\u529f\u80fd\uff0c\u5e76\u671f\u5f85\u5176\u6210\u4e3a\u8be5\u5782\u76f4\u9886\u57df\u7684\u201cSnopes\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Springfield Oracle \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u8da3\u5473\u6027\u7684\u6d41\u884c\u6587\u5316\u6570\u636e\u5e93\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u6b21\u9488\u5bf9\u540e\u771f\u76f8\u65f6\u4ee3\u4fe1\u606f\u4f20\u64ad\u57fa\u7840\u8bbe\u65bd\u7684\u7cbe\u51c6\u624b\u672f\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u8bc1\u660e\u300a\u8f9b\u666e\u68ee\u4e00\u5bb6\u300b\u6709\u591a\u201c\u795e\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u4e3a\u4e00\u79cd\u9ad8\u5ea6\u6df7\u4e71\u3001\u88abAI\u751f\u6210\u5185\u5bb9\u4e25\u91cd\u6c61\u67d3\u7684\u7f51\u7edc\u8ff7\u56e0\u73b0\u8c61\uff0c\u5efa\u7acb\u4e00\u5957\u53ef\u9a8c\u8bc1\u7684\u201c\u6e90\u8bed\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u75db\u70b9\uff1a\u4e00\u662f\u75c5\u6bd2\u5f0f\u4f20\u64ad\u5185\u5bb9\u666e\u904d\u5b58\u5728\u7684\u201c\u6eaf\u6e90\u7f3a\u5931\u201d\uff0c\u4e8c\u662fAI\u6df1\u5ea6\u4f2a\u9020\u6280\u672f\u8ba9\u8fd9\u79cd\u7f3a\u5931\u53d8\u5f97\u81f4\u547d\u3002\u5b83\u6ca1\u6709\u9677\u5165\u201c\u9884\u8a00\u662f\u5426\u6210\u771f\u201d\u7684\u54f2\u5b66\u8fa9\u8bba\uff0c\u800c\u662f\u9000\u4e00\u6b65\uff0c\u5148\u89e3\u51b3\u66f4\u57fa\u7840\u7684\u95ee\u9898\uff1a\u8fd9\u4e2a\u526a\u8f91\u662f\u5426\u771f\u5b9e\u5b58\u5728\uff1f\u5b83\u51fa\u81ea\u54ea\u4e00\u5b63\u54ea\u4e00\u96c6\uff1f\u5176\u58f0\u79f0\u7684\u5173\u8054\u4e8b\u4ef6\u662f\u5426\u6709\u53ef\u9760\u4fe1\u6e90\uff1f\u8fd9\u79cd\u5c06\u201c\u4e8b\u5b9e\u6838\u67e5\u201d\u6d41\u7a0b\u5e94\u7528\u4e8e\u5a31\u4e50\u6587\u5316\u9886\u57df\u7684\u964d\u7ef4\u6253\u51fb\uff0c\u662f\u5176\u4e13\u4e1a\u6027\u7684\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u7684\u56de\u5e94\u53ef\u4ee5\u770b\u51fa\uff0c\u9879\u76ee\u9762\u4e34\u7740\u6838\u5fc3\u7684\u65b9\u6cd5\u8bba\u6311\u6218\uff1a\u5982\u4f55\u5bf9\u201c\u6a21\u7cca\u9884\u8a00\u201d\u8fdb\u884c\u91cf\u5316\u8bc4\u5206\u800c\u4e0d\u6ca6\u4e3a\u65b0\u7684\u8c23\u8a00\u6e29\u5e8a\u3002\u5176\u63d0\u51fa\u7684\u201c\u7f6e\u4fe1\u5ea6\u5206\u5c42\u201d\u672a\u6765\u89c4\u5212\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u8fd9\u8981\u6c42\u6781\u5176\u4e25\u8c28\u7684\u7ef4\u5ea6\u8bbe\u8ba1\u548c\u516c\u5f00\u900f\u660e\u7684\u8bc4\u5206\u6807\u51c6\uff0c\u5426\u5219\u81ea\u8eab\u6743\u5a01\u6027\u5c06\u53d7\u8d28\u7591\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u7684\u53ef\u6301\u7eed\u6027\u9ad8\u5ea6\u4f9d\u8d56\u793e\u533a\u8fd0\u8425\uff0c\u5982\u4f55\u8bbe\u8ba1\u673a\u5236\u4ee5\u786e\u4fdd\u7528\u6237\u63d0\u4ea4\u5185\u5bb9\u7684\u8d28\u4e0e\u91cf\uff0c\u5c06\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u4e2a\u4eba\u9879\u76ee\u8fdb\u5316\u4e3a\u6d3b\u7684\u516c\u5171\u77e5\u8bc6\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSpringfield Oracle \u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u6211\u4eec\u5982\u4f55\u77e5\u9053\u6211\u4eec\u77e5\u9053\u4ec0\u4e48\u201d\u7684\u5fae\u578b\u5b9e\u9a8c\u3002\u5b83\u5728\u4e00\u4e2a\u72ed\u5c0f\u4f46\u9ad8\u5173\u6ce8\u5ea6\u7684\u9886\u57df\u5185\uff0c\u793a\u8303\u4e86\u5982\u4f55\u7528\u5f00\u6e90\u3001\u7ed3\u6784\u5316\u548c\u793e\u533a\u534f\u4f5c\u7684\u65b9\u5f0f\uff0c\u5bf9\u6297\u4fe1\u606f\u7684\u71b5\u589e\u4e0e\u6076\u610f\u64cd\u7eb5\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u4ec5\u5173\u4e4e\u4e00\u4e2a\u52a8\u753b\u7247\u7684\u9884\u8a00\uff0c\u66f4\u5173\u4e4e\u6211\u4eec\u80fd\u5426\u4e3a\u4e92\u8054\u7f51\u4e0a\u4efb\u610f\u4e00\u4e2a\u58f0\u79f0\u201c\u67d0\u67d0\u65e9\u5df2\u9884\u8a00\u201d\u7684\u77ac\u95f4\uff0c\u6784\u5efa\u51fa\u666e\u904d\u9002\u7528\u7684\u9a8c\u8bc1\u6846\u67b6\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\">Springfield Oracle<\/span>\n <\/div>\n<div class=\"comment-content\">Viral Simpsons prediction videos have no sources. Half the clips are AI-generated fakes, and nobody built the actual database until now. Springfield Oracle tracks every prediction with verified episode references, real event citations, and honest fact-checks. The world so far has been relentless, and the Simpsons wrote all of it. Springfield Oracle tells you which claims are real. And which aren’t.<\/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<br \/>\nI built Springfield Oracle because I was tired of the same cycle.<br \/>\nSomething happens in the world. Someone posts a Simpsons clip. It goes viral. 10 million views. No episode reference. No source. Half the time it’s a deepfake.<br \/>\nThe Simpsons has been on air for 35 years. It deserves better than that.<br \/>\nSo I built the database nobody had built. Every prediction is sourced to a real episode. Every claim is checked against a real event. Nothing marked Confirmed without receipts.<br \/>\nThe world so far has been relentless \u2014 Iran strikes, H3N2, the Epstein Files, the first American Pope, and UAP declassification. The Simpsons called most of it. Springfield Oracle shows you exactly when, how, and whether the viral version you saw is actually true.<br \/>\nIt’s free. It’s open source. Community submissions are open \u2014 if you find a prediction we missed, submit it, and it goes into the database.<br \/>\nWould love your feedback on what to track next. \ud83d\udc47<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@isha_godboley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isha_godboley<\/a> Hey Isha. This is so intelligent. In your research, have you found patterns in episodes that <em>do<\/em> line up with real events, like social media virals versus actual clips? How do you think media literacy plays into why these predictions go viral?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@isha_godboley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isha_godboley<\/a> The fact that you label some as “Disputed” instead of confirming everything for clicks is what makes this credible. Great project.<\/p>\n<p>One question: do you plan to add a feature where users can submit potential predictions they spot in episodes, with a community voting or verification system before they go live on the tracker?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@isha_godboley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isha_godboley<\/a> Love the idea of separating real predictions from viral myths.<\/p>\n<ol>\n<li>\n<p>How do you decide what counts as a real prediction vs coincidence?<\/p>\n<\/li>\n<li>\n<p>Do you track false viral claims too? That might be just as interesting.<\/p>\n<\/li>\n<li>\n<p>Are you planning to let people search by event first (e.g. AI, elections, pandemics) and then see if a Simpsons episode referenced something similar?<\/p>\n<\/li>\n<\/ol>\n<p>Feels like this could become the Snopes of Simpsons predictions, which the internet definitely needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, thank you so much for all your support and helping us get to #5. Onward and upwards from here on!<\/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>Super cool! Sad to see all those predictions happen but love the creativity here.<\/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\/@prao25\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prao25<\/a> Unfortunately, that’s how the world has become \ud83d\ude41 But I guess it gives some sense of preparedness in the chaos. Thanks!<\/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>wow this is a game changer for people like me there are many claims i am not able to crosscheck all<\/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\/@chinmay_dokania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chinmay_dokania<\/a> I know this is going to be a site you’d come back to often. I assure you it’s worth the bookmark!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How cool is that, since I have watched only a few episodes and we have the internet full with such claims it would be nice abd useful to fact check them. <\/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\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> Absolutely, and that’s what we’re building for. As we grow further, we’ll be adding more predictions, episodic context and fact-check with the real world events. Thanks for the support!<\/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>More accurate than reddit about who’s going to win the next election. Crazy stuff. Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hahaha, better than wasting all your time going down the prediction rabbit hole, only to find out it was all AI slop. It’s time we started keeping reciepts. Thanks for the support <a href=\"https:\/\/www.producthunt.com\/@harshxharsh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshxharsh<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone \ud83d\udc4b<\/p>\n<p>I kept wondering If thousands of people claim \u201cThe Simpsons predicted this\u201d\u2026<\/p>\n<p>Why was there no actual database?<\/p>\n<p>Springfield Oracle is our attempt to turn internet chaos into something structured.<\/p>\n<p>The real question is: What happens when pop culture becomes data?<\/p>\n<p>Curious to hear your thoughts.<\/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>Love the name behind this idea, spot on and very pop culture. Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@isha_godboley\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"isha_godboley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isha_godboley<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thank you, that was the idea. Something that every Simpsons watcher would immediately catch and relate with.<\/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\">it’s fun and entertaining.<\/div>\n<div class=\"comment-actions\">\n<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\/@vandonova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vandonova<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch, really interesting idea, few years back we could just easily point out and correlate events with Simpsons episodes because it’s just hard to recreate.<\/p>\n<p>Nowadays anyone can just generate it with a prompt so now even if someone attempts a correlation, an immediate fact check can be done.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>super super cool! got an early preview and i spent a LOT of time going through this. <\/p>\n<\/p>\n<p>this is the kind of personal projects to like to see \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\/@kritikasinghania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritikasinghania<\/a> Thank you so much, Kritika! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Honestly, in a sea of AI agent projects, it\u2019s so refreshing to come across something like this! The branding and visual identity really stand out too, it’s really nice !<\/p>\n<p>Just out of curiosity, how long did it take you to build this database? And what\u2019s your process for keeping it updated as new viral clips (or new predictions) pop up? <\/p>\n<p>Great work, in any case!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yoannajuille\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoannajuille<\/a> Thanks Yoanna! It took about half a night to cover this, and down the line, I’m going to use a lot of Claude Code and a little bit of manual effort on keeping the predictions updated, along with a lot of crowdsourcing help. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The deepfake problem is what makes this actually necessary rather than just fun. When half the viral clips are fabricated, the whole “Simpsons predicted it” phenomenon becomes impossible to reason about without a sourced database. This is the infrastructure that should have existed years ago.<\/p>\n<p>The scoring system is the right call too. Confirmed with receipts versus Pending versus debunked are very different things and collapsing them all into “the Simpsons predicted X” is where most of the misinformation comes from.<\/p>\n<p>Curious about the methodology for borderline cases. When a prediction is genuinely ambiguous, like something that kind of happened but not quite the way the episode described, how does the scoring handle that nuance? Is there a partial match category or is it binary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Exactly the right question and honestly the hardest part of building this.<\/p>\n<p>Right now, the system is deliberately conservative; if it doesn’t meet the bar for Confirmed, it goes to Disputed or Pending, no partial credit. The risk of a “partial match” category is that it becomes a catch-all for lazy confirmations. “Kind of happened” is how misinformation starts.<\/p>\n<p>There are genuinely interesting cases where the episode got the concept right but the details wrong, or got the details right, but the framing is contested. <\/p>\n<p>The longer-term plan is a confidence layer that sits beneath the status, essentially a score that reflects how closely the episode maps to the real event across a few dimensions: specificity, timing, and source quality. So you’d see Confirmed at 91% versus 67% and immediately understand that one is a direct match and the other is a reasonable interpretation.<\/p>\n<p>Not live yet. But that’s where this goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/HM6Q6424IVXGVN\" class=\"app-title\">Mailercloud Email API Platform<\/a><\/p>\n<div class=\"one-liner\">1,000+ Emails per Second with 99%+ Deliverability<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mailercloud Email API \u4e3a\u5f00\u53d1\u8005\u548c\u6210\u957f\u578b\u4f01\u4e1a\u63d0\u4f9b\u9ad8\u541e\u5410\u3001\u9ad8\u9001\u8fbe\u7387\u7684\u4e00\u7ad9\u5f0f\u90ae\u4ef6\u53d1\u9001\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3\u4e86\u5728SaaS\u3001\u91d1\u878d\u79d1\u6280\u7b49\u573a\u666f\u4e2d\uff0c\u4e8b\u52a1\u6027\u90ae\u4ef6\u4e0e\u8425\u9500\u90ae\u4ef6\u9700\u5206\u5f00\u7ba1\u7406\u3001\u9001\u8fbe\u7387\u96be\u4ee5\u4fdd\u969c\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\/bb443f96-80fb-4a5a-8a91-f25014067c71.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1824f364-d62b-4ab7-9297-9b60a659b921.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5e68613-785e-4d62-b7ab-37f33a39f702.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33cd3ca6-ca35-42ad-b414-3472b98d33e9.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8b8e1dfd-b546-4749-8456-22887436d83c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-HTFalyLymA\"><source src=\"https:\/\/www.youtube.com\/watch?v=-HTFalyLymA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u90ae\u4ef6API<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u9001\u8fbe\u7387<\/span><br \/>\n <span class=\"tag\">\u4e8b\u52a1\u6027\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u9ad8\u5e76\u53d1\u53d1\u9001<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u6295\u9012\u4fdd\u969c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u65b9\u5411\uff0c\u6838\u5fc3\u5173\u5207\u70b9\u96c6\u4e2d\u4e8e\u5982\u4f55\u4fdd\u969c\u90ae\u4ef6\u4e0d\u8fdb\u5783\u573e\u7bb1\u3001\u5982\u4f55\u9694\u79bb\u4e8b\u52a1\u4e0e\u8425\u9500\u90ae\u4ef6\u6d41\u91cf\u4ee5\u4fdd\u62a4\u5173\u952e\u90ae\u4ef6\u9001\u8fbe\u7387\uff0c\u4ee5\u53ca\u65b0\u57df\u540d\/IP\u7684\u9884\u70ed\u673a\u5236\u662f\u5426\u81ea\u52a8\u5316\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e86\u90e8\u5206\u6280\u672f\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 Mailercloud\u6b64\u6b21\u4ece\u8425\u9500\u5de5\u5177\u5411\u201c\u5168\u6808\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8f6c\u578b\uff0c\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u8bb8\u591a\u5e73\u53f0\u670d\u52a1\u5546\u523b\u610f\u6a21\u7cca\u7684\u75db\u70b9\uff1a\u5c06\u9ad8\u654f\u611f\u7684\u4e8b\u52a1\u6027\u90ae\u4ef6\uff08\u5982OTP\u3001\u8d26\u5355\uff09\u4e0e\u6279\u91cf\u8425\u9500\u90ae\u4ef6\u5728\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u4e0a\u8fdb\u884c\u6df7\u540c\u7ba1\u7406\u6240\u5e26\u6765\u7684\u5de8\u5927\u9001\u8fbe\u98ce\u9669\u3002\u5176\u6807\u699c\u7684\u201c99%+\u9001\u8fbe\u7387\u201d\u548c\u201c1000+\/\u79d2\u201d\u541e\u5410\u91cf\u662f\u884c\u4e1a\u5165\u573a\u5238\uff0c\u800c\u975e\u771f\u6b63\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u8bd5\u56fe\u5c06\u90ae\u4ef6\u53d1\u9001\u4ece\u201c\u529f\u80fd\u201d\u63d0\u5347\u4e3a\u201c\u53ef\u89c2\u6d4b\u3001\u53ef\u7ba1\u63a7\u7684\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5b9e\u65f6\u8ffd\u8e2a\u3001\u57df\u540d\u8ba4\u8bc1\u3001\u6536\u4ef6\u7bb1\u76d1\u63a7\u7b49\u529f\u80fd\u6a21\u5757\u7684\u6574\u5408\uff0c\u610f\u5473\u7740\u5b83\u5f00\u59cb\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u9001\u8fbe\u7387\u7684\u201c\u53ef\u89c2\u6d4b\u6027\u201d\uff0c\u8fd9\u662f\u4ece\u9ed1\u76d2\u8d70\u5411\u767d\u76d2\u7684\u5173\u952e\u4e00\u6b65\u3002\u7136\u800c\uff0c\u7528\u6237\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u523a\u7a7f\u4e86\u6240\u6709\u90ae\u4ef6\u670d\u52a1\u5546\u6700\u8106\u5f31\u7684\u73af\u8282\uff1a\u51b7\u542f\u52a8\u4e0e\u6d41\u91cf\u9694\u79bb\u3002\u58f0\u79f0\u7684\u9ad8\u9001\u8fbe\u7387\u5728\u6210\u719fIP\u6c60\u4e0a\u4e0d\u96be\u5b9e\u73b0\uff0c\u4f46\u5982\u4f55\u4e3a\u6bcf\u4e2a\u65b0\u5ba2\u6237\u7684\u65b0\u57df\u540d\u63d0\u4f9b\u81ea\u52a8\u5316\u3001\u5b89\u5168\u7684\u9884\u70ed\u6d41\u7a0b\uff1f\u80fd\u5426\u771f\u6b63\u505a\u5230\u4e8b\u52a1\u4e0e\u8425\u9500\u90ae\u4ef6\u7684IP\u6c60\u3001\u57df\u540d\u4e43\u81f3\u4fe1\u8a89\u4f53\u7cfb\u9694\u79bb\uff1f\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u4e0e\u8fd0\u8425\u80fd\u529b\u7684\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5e02\u573a\u4e0d\u7f3a\u90ae\u4ef6API\uff0c\u7f3a\u7684\u662f\u771f\u6b63\u7406\u89e3\u201c\u90ae\u4ef6\u5373\u5173\u952e\u4e1a\u52a1\u57fa\u7840\u8bbe\u65bd\u201d\u5e76\u63d0\u4f9b\u96f6\u4fe1\u4efb\u3001\u9ad8\u53ef\u9760\u4fdd\u969c\u7684\u4f9b\u5e94\u5546\u3002Mailercloud\u770b\u5230\u4e86\u8fd9\u4e2a\u7f1d\u9699\uff0c\u4f46\u7528\u6237\u5c16\u9510\u7684\u63d0\u95ee\u8868\u660e\uff0c\u5176\u4ea7\u54c1\u53d9\u4e8b\u4e0e\u5e02\u573a\u6700\u6df1\u7684\u7126\u8651\u5c1a\u672a\u5b8c\u5168\u5f25\u5408\u3002\u82e5\u80fd\u5728\u81ea\u52a8\u5316\u9884\u70ed\u3001\u5f3a\u5236\u9694\u79bb\u7b56\u7565\u4e0e\u900f\u660e\u7684\u4fe1\u8a89\u62a5\u544a\u4e0a\u6784\u5efa\u8d77\u575a\u5b9e\u62a4\u57ce\u6cb3\uff0c\u5b83\u624d\u6709\u673a\u4f1a\u4ece\u4f17\u591a\u58f0\u79f0\u201c\u9ad8\u9001\u8fbe\u7387\u201d\u7684\u4f9b\u5e94\u5546\u4e2d\u8131\u9896\u800c\u51fa\uff0c\u6210\u4e3a\u4e25\u8083\u4e1a\u52a1\u7684\u9996\u9009\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u529f\u80fd\u66f4\u5168\u7684\u90ae\u4ef6\u670d\u52a1\u5546\u800c\u5df2\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\">Mailercloud Email API Platform<\/span>\n <\/div>\n<div class=\"comment-content\">Mailercloud Email API helps developers send transactional and marketing emails at scale with 1,000+ emails per second throughput and 99%+ deliverability. Built for SaaS platforms, fintech apps, and growing businesses, it offers real-time tracking, webhook support, domain authentication, and inbox monitoring \u2014 so your critical emails land where they should: the inbox.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt Community \ud83d\udc4b<\/p>\n<p>I’m Vinoop, Co-Founder of Mailercloud, and I’m excited to introduce Mailercloud Email API \u2014 built to help developers send both transactional and marketing emails with speed, scale, and high deliverability.<\/p>\n<p>Many of our customers needed more than campaign tools \u2014 they required reliable infrastructure to send OTPs, alerts, password resets, order confirmations, and marketing communications from a single platform.<\/p>\n<p>With this launch, we\u2019re expanding Mailercloud beyond email marketing into powerful email infrastructure for growing businesses.<\/p>\n<p>Key Highlights:<\/p>\n<p>\u26a1 1,000+ emails per second throughput<br \/>\n\ud83d\udcc8 99%+ deliverability performance<br \/>\n\ud83d\udcca Real-time tracking & webhooks<br \/>\n\ud83d\udd10 Secure domain authentication & inbox monitoring<\/p>\n<p>We would truly appreciate your feedback and questions \u2014 especially from developers building products that depend on reliable email delivery.<\/p>\n<p>Looking forward to your thoughts and discussion \ud83d\ude80<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vinoop_thayatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinoop_thayatt<\/a> Hey Vinoop. How does Mailercloud ensure that emails don\u2019t end up in spam? Is it just technology, or are there best practices users must follow too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vinoop_thayatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinoop_thayatt<\/a> In Mailercloud, do you split transactional and marketing sends into separate domains or IP pools so a campaign spike can’t hurt OTP deliverability? Domain authentication, inbox monitoring, and webhooks are the right building blocks, and guided warm-up plus suppression defaults would make onboarding feel safer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 called gold<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kshitij_mishra4 thanks. Really appreciate your support \ud83d\ude4f\ud83c\udffd<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Email API adds real power to the platform\ud83d\udcaa Congrats on the launch @vinoop_thayatt @amar_cp @shigha_tharayil \ud83d\udd25\ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@anvartk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anvartk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anvartk<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great, <a href=\"https:\/\/www.producthunt.com\/@vinoop_thayatt\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vinoop_thayatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinoop_thayatt<\/a>! Does it sort your email into folders as well? Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds like a powerful tool. Since it supports sending up to 1,000 emails at once, does it also have safeguards in place to ensure deliverability and prevent messages from landing in spam or promotions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This looks like a solid upgrade for teams that need both marketing and transactional emails in one place \ud83d\ude80<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks super interesting – great job Vinoop and team. Keen to test Mailercloud out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The move from email marketing tool to full email infrastructure is the right expansion. Teams building SaaS products don’t want to stitch together separate providers for transactional and marketing emails, and the deliverability risk of doing it wrong on OTPs and password resets is too high to cut corners on.<\/p>\n<p>99%+ deliverability is the number everyone claims but the real question is how it holds up on cold domains and newly authenticated sending infrastructure. How does Mailercloud handle the warm-up period for new domains, is that managed automatically or does the developer need to control it manually?<\/p>\n<p>Building a SaaS platform myself right now and reliable transactional email for things like billing confirmations and auth flows is exactly the kind of infrastructure that needs to just work without babysitting. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZOQGEIPEBD2JXV\" class=\"app-title\">Lavalier AI<\/a><\/p>\n<div class=\"one-liner\">Interview Intelligence to make confident hiring decisions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">155<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lavalier AI\u662f\u4e00\u6b3e\u9762\u8bd5\u667a\u80fd\u5e73\u53f0\uff0c\u901a\u8fc7AI\u8bb0\u5f55\u3001\u5206\u6790\u5e76\u7ed3\u6784\u5316\u9762\u8bd5\u5bf9\u8bdd\u5185\u5bb9\uff0c\u5e2e\u52a9\u62db\u8058\u56e2\u961f\u5728\u66f4\u77ed\u65f6\u95f4\u5185\u57fa\u4e8e\u8bc1\u636e\u505a\u51fa\u66f4\u81ea\u4fe1\u7684\u8058\u7528\u51b3\u7b56\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u9762\u8bd5\u6d41\u7a0b\u4e2d\u4fe1\u606f\u4e22\u5931\u3001\u6548\u7387\u4f4e\u4e0b\u4e14\u4f9d\u8d56\u6a21\u7cca\u8bb0\u5fc6\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\/5a936b40-bc3a-4f45-a035-3d4d899b9f81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42d71f03-69ab-415f-82ab-d744224172bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3d58637-4121-4e99-8a01-051a43ae7cdc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4d5e882-b42c-4546-806c-032c1f245c44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6b18f65-60ea-4c4f-92f1-4c1c32f91f55.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\/bd60c071-9bd0-4484-b1b7-06f88a97615d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FBDXNgqXh4Q\"><source src=\"https:\/\/youtu.be\/FBDXNgqXh4Q\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Human Resources<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u9762\u8bd5\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">HR SaaS<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u9762\u8bd5<\/span><br \/>\n <span class=\"tag\">\u8bc1\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u516c\u5e73\u62db\u8058<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u63d0\u5347\u4e86\u9762\u8bd5\u8d28\u91cf\u548c\u51b3\u7b56\u6548\u7387\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u4ee5\u5019\u9009\u4eba\u4e3a\u4e2d\u5fc3\u3001\u8f85\u52a9\u800c\u975e\u66ff\u4ee3\u4eba\u7c7b\u51b3\u7b56\u7684\u7406\u5ff5\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u4e3a\u5c0f\u56e2\u961f\u63d0\u4f9b\u66f4\u6e05\u6670\u7684\u4ef7\u503c\u4e3b\u5f20\u3001\u589e\u52a0\u5e94\u7528\u5185\u5f15\u5bfc\u4ee5\u53d1\u73b0\u9ad8\u7ea7\u529f\u80fd\u3001\u672a\u6765\u5f00\u53d1\u5019\u9009\u4eba\u7248\u672c\uff0c\u5e76\u8be2\u95ee\u5bf9\u6280\u672f\u9762\u8bd5\u573a\u666f\u7684\u652f\u6301\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 Lavalier AI\u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662fHR\u79d1\u6280\u6808\u4e2d\u65b0\u589e\u4e86\u4e00\u4e2a\u201cAI\u8f6c\u5f55\u4e0e\u603b\u7ed3\u201d\u5de5\u5177\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\uff0c\u5728\u4e8e\u8bd5\u56fe\u6839\u6cbb\u4e00\u4e2a\u884c\u4e1a\u987d\u75be\uff1a\u9762\u8bd5\u8fc7\u7a0b\u4e2d\u7684\u201c\u4fe1\u53f7\u8870\u51cf\u201d\u4e0e\u201c\u8bc1\u636e\u7f3a\u5931\u201d\u3002\u4f20\u7edf\u9762\u8bd5\u5982\u540c\u4e00\u573a\u4f4e\u6548\u7684\u201c\u4f20\u8bdd\u6e38\u620f\u201d\uff0c\u4ece\u9762\u8bd5\u5b98\u7684\u77ac\u65f6\u8bb0\u5fc6\u3001\u6f66\u8349\u7b14\u8bb0\u5230\u5ef6\u8fdf\u53cd\u9988\uff0c\u6838\u5fc3\u4fe1\u606f\u4e0d\u65ad\u635f\u8017\uff0c\u6700\u7ec8\u51b3\u7b56\u5f80\u5f80\u4f9d\u8d56\u4e8e\u6a21\u7cca\u7684\u201c\u611f\u89c9\u201d\u6216\u201c\u6027\u683c\u201d\u5370\u8c61\uff0c\u8fd9\u76f4\u63a5\u5bfc\u81f4\u4e86\u7cdf\u7cd5\u7684\u62db\u8058\u8d28\u91cf\u548c\u9ad8\u6602\u7684\u5931\u8d25\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n Lavalier\u7684\u89e3\u9898\u601d\u8def\u662f\u201c\u56de\u5f52\u672c\u6e90\u201d\u2014\u2014\u9501\u5b9a\u5019\u9009\u4eba\u7684\u539f\u8bdd\u4f5c\u4e3a\u4e0d\u53ef\u7be1\u6539\u7684\u8bc1\u636e\u57fa\u77f3\u3002\u4f46\u8fd9\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u5176\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u901a\u8fc7\u201c\u5b9a\u4e49\u89d2\u8272-\u751f\u6210\u95ee\u9898-\u5bf9\u9f50\u6807\u51c6\u201d\u7684\u524d\u7f6e\u6d41\u7a0b\uff0c\u8bd5\u56fe\u5e72\u9884\u548c\u89c4\u8303\u9762\u8bd5\u884c\u4e3a\u672c\u8eab\uff0c\u5f15\u5bfc\u9762\u8bd5\u5b98\u63d0\u51fa\u6b63\u786e\u7684\u95ee\u9898\uff0c\u4ece\u800c\u4ece\u6e90\u5934\u751f\u4ea7\u51fa\u6709\u6548\u7684\u3001\u53ef\u6bd4\u8f83\u7684\u201c\u8bc1\u636e\u201d\uff0c\u800c\u975e\u4ec5\u4ec5\u4e8b\u540e\u7f8e\u5316\u4e00\u573a\u65e0\u6548\u7684\u5bf9\u8bdd\u3002\u8fd9\u4f7f\u5176\u4e0e\u5e02\u9762\u4e0a\u6cdb\u6ee5\u7684\u901a\u7528\u4f1a\u8bae\u8f6c\u5f55\u5de5\u5177\u4ea7\u751f\u4e86\u672c\u8d28\u533a\u522b\uff1a\u5b83\u63d0\u4f9b\u7684\u662f\u8d2f\u7a7f\u62db\u8058\u751f\u547d\u5468\u671f\u7684\u201c\u51b3\u7b56\u652f\u6301\u7cfb\u7edf\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e8b\u540e\u7684\u201c\u8bb0\u5f55\u4eea\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\u6602\uff0c\u9700\u8981\u8ba9\u7528\u6237\u7406\u89e3\u5176\u4e0e\u514d\u8d39\u8f6c\u5f55\u5de5\u5177\u7684\u672c\u8d28\u5dee\u5f02\u3002\u5176\u6b21\uff0c\u5982\u4f55\u5e73\u8861\u201c\u5f15\u5bfc\u201d\u4e0e\u201c\u50f5\u5316\u201d\uff0c\u786e\u4fdd\u6d41\u7a0b\u7ed3\u6784\u5316\u800c\u4e0d\u627c\u6740\u9762\u8bd5\u4e2d\u5fc5\u8981\u7684\u3001\u7075\u6d3b\u7684\u6df1\u5ea6\u63a2\u7a76\uff0c\u5c06\u662f\u5bf9\u4ea7\u54c1\u8bbe\u8ba1\u7684\u957f\u671f\u8003\u9a8c\u3002\u6700\u540e\uff0c\u521b\u59cb\u4ebaJensen Harris\u5766\u8bda\u7684\u201c\u6c42\u804c\u5931\u8d25\u201d\u6545\u4e8b\u8d4b\u4e88\u4e86\u4ea7\u54c1\u5f3a\u70c8\u7684\u60c5\u611f\u5171\u9e23\uff0c\u4f46\u5c06\u5176\u8f6c\u5316\u4e3a\u5e7f\u6cdb\u7684\u5546\u4e1a\u6210\u529f\uff0c\u4ecd\u9700\u8bc1\u660e\u5176\u5728\u591a\u6837\u5316\u884c\u4e1a\u548c\u590d\u6742\u804c\u4f4d\uff08\u5982\u6280\u672f\u9762\u8bd5\uff09\u4e0a\u7684\u666e\u9002\u6027\u4e0e\u6df1\u5ea6\u3002\u5982\u679c\u6210\u529f\uff0cLavalier\u6709\u671b\u6210\u4e3a\u62db\u8058\u9886\u57df\u7684\u201c\u65b0\u57fa\u5efa\u201d\uff0c\u5c06\u9762\u8bd5\u4ece\u4e00\u95e8\u201c\u7384\u5b66\u201d\u8f6c\u53d8\u4e3a\u4e00\u9879\u53ef\u8861\u91cf\u3001\u53ef\u4f18\u5316\u3001\u66f4\u516c\u5e73\u7684\u51b3\u7b56\u79d1\u5b66\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\">Lavalier AI<\/span>\n <\/div>\n<div class=\"comment-content\">Lavalier AI helps you raise your hiring bar with interview intelligence that drives better hiring decisions in more than half the time. Easily define the role you’re hiring for. Generate interview questions designed to evaluate skills. Compare candidates against the same job criteria. Get to a confident hiring decision \u2014 faster than ever. \ud83c\udf81 Click Visit above to sign up for Lavalier, unlock 500 bonus credits, and hire for your next 5+ roles for free. \ud83c\udf81<\/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 I’m Jensen Harris, one of the founders of Textio, and I’ve lost a lot of sleep over the last year waiting for this day \ud83e\udd1e<\/p>\n<\/p>\n<p>Here’s the deal: I hate many parts of the standard job interview process SO MUCH.<\/p>\n<\/p>\n<p>Don’t get me wrong, I love hiring people. Meeting smart, engaged humans and figuring out how they could thrive\u2014that part is genuinely wonderful. But all the make-work and drudgery that goes into a standard interview process? It fills my heart with dread.<\/p>\n<\/p>\n<p>First the prework, where I think about what I intend to ask and then promptly forget during the interview. Then the endless notes I have to take that make the candidate think I’m multitasking. Don’t forget the post-interview feedback essay I’d put off writing for days because I had an actual job to do, by which point I’d forgotten half of what we talked about. Oh, and the debrief meeting a week later where everyone shares half-remembered observations and their most visceral gut feelings.<\/p>\n<\/p>\n<p>Candidates who receive job offers are 12x more likely to be described as having “a great personality” than rejected candidates. No wonder, it’s probably all most people remember. Great way to make hiring decisions! \ud83e\udd2e<\/p>\n<\/p>\n<p>Here’s a story I’ve been embarrassed to tell publicly: I’ve never successfully been hired for a job as an adult.<\/p>\n<\/p>\n<p>I started at Microsoft through a college intern program and just never left. When I was ready for my first big career change, I was rejected dozens of times. Seven full onsites, zero offers. For one, I prepped for weeks, flew a thousand miles, bought and put on the scratchy wool suit they required (!!!). Spent two days with them, felt optimistic. And when the rejection call eventually came weeks later, they described conversations I know for a fact I never had. They’d mixed up my feedback with someone else’s.<\/p>\n<\/p>\n<p>After all that effort, they’d lost track of who I even was.<\/p>\n<\/p>\n<p>That feeling\u2014”they didn’t actually hear my words!”\u2014still sits in the pit of my stomach over a decade later.<\/p>\n<\/p>\n<p>It was in Chicago, digesting a (mediocre, honestly) deep dish pizza with the team when what became Lavalier showed up suddenly like a hot fire in my brain. <strong><em>What if we centered the entire interview process on the candidate’s own words?<\/em><\/strong> Not the game of telephone from interview to notes to feedback form to verbal debrief, but what the candidate ACTUALLY SAID!<\/p>\n<\/p>\n<p>I wrote the very first lines of code at the Alaska Airlines gate in Chicago’s Terminal 2 as the core parts of the platform started to form in my mind: role intake that helps recruiters <strong>define what actually matters in minutes instead of meetings.<\/strong> Interviewers who can <strong>actually be present in the conversation<\/strong> instead of focus on transcribing it. Recruiters who can ask something like “which candidates have deep experience mentoring” and <strong>instantly get back answers across 40 hours of interviews<\/strong>, linked directly to the candidate’s own words. Hiring decisions based on evidence, available in hours\u2014instead of on weeks of fading memory and half-remembered vibes.<\/p>\n<\/p>\n<p>Now, Lavalier doesn’t make hiring decisions\u2014we believe <em>humans<\/em> should make hiring decisions. And Lavalier supports those human decisions by giving hiring teams the data they need to make intelligent, informed decisions based on what actually happened during the interview.<\/p>\n<\/p>\n<p>This is the most exciting product I’ve built in my career. It’s the first thing at Textio I’ve personally written a substantial percentage of the code for since the original product back in 2014. For our company, it feels like a rebirth\u2014a second chance to think boldly about how to take a really hard set of hiring problems and make them radically, magically better.<\/p>\n<\/p>\n<p>We built one of the first products to bring AI to HR over a decade ago. Since then, companies like Bloomberg, Cisco, Johnson & Johnson, and Spotify have relied on our products every day, and we’ve picked up some cool recognition along the way (Fast Company Most Innovative Companies, Forbes AI 50 list).<\/p>\n<\/p>\n<p>We’re launching today at <a href=\"http:\/\/lavalier.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lavalier.ai<\/a> and could really use your feedback! I’d love to hear everything you have to say, and our team will be iterating fast on what we learn because we want Lavalier to be the most indispensable software in your hiring process. I’ll be here in the comments throughout the day!<\/p>\n<p>Oh, and if you click the Visit button on this page to sign up for Lavalier, special deal\u2014we’re unlocking 500 bonus credits for you (enough to hire for your next 5+ roles for free.)<\/p>\n<\/p>\n<p>So let’s start here: what is the one thing that makes interviewing\u2014as a candidate or an interviewer\u2014most painful for you today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/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 was in the room when this product was first imagined \u2014 what an honor. I\u2019ve been along for the journey from the very beginning.<\/p>\n<p>I watched the hours. The hard conversations. The relentless work. The heart and soul poured into this build. And what stood out to me most was the insistence that if we were going to create something new, it had to genuinely respect the humans in the process.<\/p>\n<p>That\u2019s why this launch hits differently for me.<\/p>\n<p>Yes, I\u2019m excited about the solution. <br \/>Yes, I\u2019m proud of what the team has built. <\/p>\n<p><strong>But I\u2019m even more excited for the recruiters and hiring leaders who will use it.<\/strong><\/p>\n<p>Because this won\u2019t just help them move faster.<br \/>It will help them hire better.<br \/>But more importantly, it will create a better experience for the most important humans in the process, the candidates.<\/p>\n<p>And after 30 years in recruitment, that\u2019s the part that matters most to me.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations, Team Lavalier! It has been magic watching this come to life. I had the honor of leading Textio through the augmented writing wave, building a team that was thinking about practical outcomes in AI (and bias in AI) before foundation models were broadly available. As you’ve created Lavalier to solve modern recruiter problems, I’ve watched from afar as you systematically think through 1. what makes a great experience for candidates, hiring managers, and recruiters alike, 2. how to place fairness and auditability at the center of the interviewing process, and 3. making sure the process is AI-enabled but led by human decisions and interactions throughout. Excited for more people to benefit from what you have created!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch , keep making more great products like these<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loving using Lavalier! We use it extensively at Cowboy Ventures when we are doing internal hiring, and have noticed improvements in our hiring process from higher quality deliberations to faster decision making. Can’t imagine hiring without it now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Colleen, CEO of Textio (and yes, I can attest that <a href=\"https:\/\/www.producthunt.com\/@jensenharris\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jensenharris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jensenharris<\/a> is not lying about not sleeping!) <\/p>\n<p>I was also in Chicago for that pizza \u2014 and for the record, it was excellent deep dish, I’ll hear no slander. What Jensen described as a hot fire in his brain started in a conference room in one of the greatest cities in the world (I’m from Chicago, I can confidently say that). <\/p>\n<p>I mapped out the entire landscape of how hiring actually works \u2014 every step, every handoff, every place where signal gets lost. Where our customers were telling us the most friction lives. Why all the ways people have tried to fix it keep failing. And it kept coming back to the same thing: the fixes all depend on making another human do something that’s either not their top priority or something they’re just not that good at \u2014 remembering everything from a conversation, assessing it against job requirements they may not have even read, and then writing it all down in a way that’s clear and useful. That’s a lot to ask of someone who has an actual day job on top of interviewing.<\/p>\n<p>That’s where Lavalier started. Not with the technology, but with that problem.<\/p>\n<p>I’m using it right now to hire for a role on my own team. It’s changed how I show up in interviews \u2014 I actually listen instead of frantically typing, and afterwards I can see whether I assessed what I said mattered or just followed the conversation wherever it went. That honesty is uncomfortable but it’s the whole point.<\/p>\n<p>Try it and tell us what you think \u2014 we’re building this fast and your feedback matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had the opportunity to beta test Textio’s new product, Lavalier, and I like it more than I expected to. The suggested questions and follow-ups were especially helpful for less experienced interviewers, and the notes it generated were stronger than what we usually capture \u2014 the quotes and structured summaries made writing feedback easier without starting from scratch. I also appreciate that it doesn\u2019t try to make hiring decisions for you, which feels important. That said, the first time I used it I wasn\u2019t totally sure if I was navigating it the \u201cright\u201d way \u2014 a little more in-app guidance would help. It\u2019s simple, but there are clearly deeper features that aren\u2019t obvious right away. Overall, it feels genuinely useful, especially for teams who want better interview quality without handing decisions over to AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s cool!!!<\/p>\n<p>Is there any version for interviewee?<\/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\/@khanh1992\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khanh1992<\/a> Not…yet \ud83d\ude42 But giving candidates a great experience is central to this product’s life and existence. Curious what you want to see for interviewees?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see the value for teams running dozens of interviews a week \u2014 consistency across that many hiring managers is a real problem. But for a team of 3-4 people who interview maybe twice a week, we already piece this together with Teams recordings and AI summaries. What would Lavalier give us that that workflow doesn’t?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> I love this question!<\/p>\n<p>Sure, Teams and Copilot can transcribe your interviews and summarize what happened. But a transcript of a bad interview is still a bad interview. If the interviewer asked the wrong questions, skipped key competencies, or never probed on what actually matters for the role, no AI summary fixes that \u2014 you just get a cleaner version of bad data.<\/p>\n<p>Transcription tools have been widely available for years. One in three hires still fails within 18 months. That’s because the problem was never capturing what was said. The problem is that most interviews aren’t designed to surface the right evidence in the first place.<\/p>\n<p>Lavalier works across the entire interview lifecycle \u2014 aligning your team on competencies before the interview, guiding interviewers to stay on-criteria during it, and giving you comparable, evidence-based candidate summaries after. We’re not just showing you what happened. We’re helping you run the kind of interviews that lead to better hiring decisions, AND at a price point every team loves (free for the hiring velocity you mentioned).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The interview space definitely needs better tooling. Does Lavalier work well for technical interviews too, like system design rounds?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FEIQ6UX3QV5AW5\" class=\"app-title\">Skyvern MCP & Skills<\/a><\/p>\n<div class=\"one-liner\">Let Claude code and Open Claw automate the web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Skyvern MCP \u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u8ba9AI\u52a9\u624b\uff08\u5982Claude Code\uff09\u80fd\u81ea\u52a8\u64cd\u4f5c\u3001\u586b\u5199\u8868\u5355\u53ca\u63d0\u53d6\u7f51\u9875\u6570\u636e\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u81ea\u52a8\u5316\u811a\u672c\u7f16\u5199\u590d\u6742\u3001\u7ef4\u62a4\u6210\u672c\u9ad8\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\/290ceb04-affc-4797-a632-87bf08b9bb5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/397de3b0-d119-407b-9c9f-3ff979d5d99f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/315e4636-8fb9-4d7d-9063-475187224d60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43213eea-0992-47d1-ab0a-beb06672cb10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99e664ed-2057-4b7e-9e77-eb6b01e184dc.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\/70937dd4-b506-4a6d-bd43-149fde54e84c.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/f882da091e4146e88db26da6153057c5\"><source src=\"https:\/\/www.loom.com\/share\/f882da091e4146e88db26da6153057c5\" 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\">Web App<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">RPA<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae(MCP)<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u4ea7\u54c1\u7406\u5ff5\u548c\u56e2\u961f\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86AI\u4ee3\u7406\u6d4f\u89c8\u5668\u4ea4\u4e92\u7684\u75db\u70b9\uff08\u5982\u8fde\u63a5\u6162\u3001\u9a8c\u8bc1\u7801\uff09\u3002\u6709\u6548\u8bc4\u8bba\u805a\u7126\u6280\u672f\u5b9e\u73b0\uff1a\u5173\u6ce8\u590d\u6742\u8ba4\u8bc1\/\u5355\u9875\u5e94\u7528\u7684\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u53caMCP\u65e0\u72b6\u6001\u534f\u8bae\u4e0e\u6709\u72b6\u6001\u6d4f\u89c8\u5668\u4f1a\u8bdd\u5982\u4f55\u534f\u8c03\u7684\u8bbe\u8ba1\u6311\u6218\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 Skyvern MCP \u7684\u5b9e\u8d28\uff0c\u662f\u5c06\u4f20\u7edfRPA\u4e0eAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e4b\u95f4\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u6865\u6881\u6807\u51c6\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7MCP\u534f\u8bae\u5c06\u4e91\u7aef\u6d4f\u89c8\u5668\u80fd\u529b\u5c01\u88c5\u4e3aAI\u53ef\u8c03\u7528\u7684\u6807\u51c6\u5316\u5de5\u5177\u96c6\uff0c\u8fd9\u8bd5\u56fe\u5c06\u8106\u5f31\u7684\u3001\u57fa\u4e8e\u5143\u7d20\u9009\u62e9\u5668\u7684\u811a\u672c\u81ea\u52a8\u5316\uff0c\u5347\u7ea7\u4e3a\u57fa\u4e8e\u610f\u56fe\u7406\u89e3\u548c\u73af\u5883\u611f\u77e5\u7684\u201c\u8bed\u4e49\u5c42\u81ea\u52a8\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u6210\u719fRPA\u5de5\u5177\u5728\u4f20\u7edf\u4f01\u4e1a\u6d41\u7a0b\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5207\u5165\u6b63\u8fc5\u901f\u5d1b\u8d77\u7684AI\u667a\u80fd\u4f53\u751f\u6001\u3002\u5b83\u4e3aClaude Code\u7b49\u7f16\u7801\u52a9\u624b\u63d0\u4f9b\u4e86\u201c\u624b\u548c\u773c\u775b\u201d\uff0c\u8ba9LLM\u7684\u89c4\u5212\u80fd\u529b\u5f97\u4ee5\u5728\u771f\u5b9e\u6d4f\u89c8\u5668\u73af\u5883\u4e2d\u6267\u884c\uff0c\u8fd9\u6bd4\u5355\u7eaf\u63d0\u4f9bAPI\u8c03\u7528\u6216\u4ee3\u7801\u751f\u6210\u66f4\u8fdb\u4e86\u4e00\u6b65\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u201c\u65e0\u72b6\u6001\u534f\u8bae\u4e0e\u6709\u72b6\u6001\u6d4f\u89c8\u5668\u201d\u7684\u77db\u76fe\uff0c\u6b63\u662f\u6838\u5fc3\u75db\u70b9\u3002\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u4ea7\u54c1\u903b\u8f91\u7684\u6838\u5fc3\u2014\u2014\u5982\u4f55\u5728\u4fdd\u8bc1\u6269\u5c55\u6027\u7684\u540c\u65f6\uff0c\u7ba1\u7406\u590d\u6742\u7684\u4f1a\u8bdd\u72b6\u6001\u3001\u8ba4\u8bc1\u5b89\u5168\u548c\u52a8\u6001\u9875\u9762\u7a33\u5b9a\u6027\u3002\u6b64\u5916\uff0c\u201c\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u201d\u5728\u9ad8\u5ea6\u7ed3\u6784\u5316\u4f46\u89c6\u89c9\u591a\u53d8\u7684\u7f51\u9875\u64cd\u4f5c\u4e2d\uff0c\u80fd\u5426\u4fdd\u6301\u9ad8\u53ef\u9760\u6027\u4e0e\u4f4e\u5ef6\u8fdf\uff0c\u4ecd\u6709\u5f85\u5927\u89c4\u6a21\u573a\u666f\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201cAI\u7406\u89e3\u610f\u56fe\u201d\u4e0e\u201c\u6d4f\u89c8\u5668\u7cbe\u786e\u64cd\u4f5c\u201d\u4e4b\u95f4\u5efa\u7acb\u8db3\u591f\u9c81\u68d2\u7684\u6620\u5c04\uff0c\u5e76\u5f62\u6210\u6bd4\u76f4\u63a5\u7f16\u5199Playwright\u811a\u672c\u66f4\u9ad8\u6548\u7684\u5f00\u53d1\u8303\u5f0f\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u6b21\u5bf9AI\u65f6\u4ee3\u4eba\u673a\u4ea4\u4e92\u4e0e\u81ea\u52a8\u5316\u6784\u5efa\u65b9\u5f0f\u7684\u62bc\u6ce8\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\">Skyvern MCP & Skills<\/span>\n <\/div>\n<div class=\"comment-content\">Skyvern’s new MCP lets agents like Claude Code and OpenClaw register, build, and maintain automations on any never-before seen website Skyvern’s sub-agents will learn the website, register new automations, and maintain them for you so your agent can focus on what really matters<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80\ud83d\ude80\ud83d\ude80 We’re excited to launch <strong>Skyvern MCP<\/strong> \u2014 give your AI assistant superpowers to browse the web, fill out forms, extract data, and run multi-step automations. Works with OpenClaw, Claude Code, Codex, Cursor, or your custom agent.<\/p>\n<\/p>\n<p>\ud83c\udfaf Get started at <a href=\"http:\/\/app.skyvern.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">app.skyvern.com<\/a> or check out the open source repo at <a href=\"http:\/\/github.com\/Skyvern-AI\/skyvern\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">github.com\/Skyvern-AI\/skyvern<\/a>.<\/p>\n<\/p>\n<p>Skyvern MCP connects your favorite AI assistant to a real cloud browser through the Model Context Protocol. Instead of writing Selenium scripts or wrestling with CSS selectors, you just tell your AI what to do in plain English \u2014 and Skyvern handles the rest.<\/p>\n<\/p>\n<p>\u26a1 <strong>Setup takes 30 seconds. Seriously.<\/strong><\/p>\n<p>No Python. No pip install. No local server. One line of config, and your AI assistant can browse the web:<\/p>\n<p>claude mcp add-json skyvern ‘{“type”:”http”,”url”:”<a href=\"https:\/\/api.skyvern.com\/mcp\/%22,%22headers%22:{%22x-api-key%22:%22YOUR_API_KEY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/api.skyvern.com\/mcp\/”,”headers”:{“x-api-key”:”YOUR_API_KEY<\/a>“}}’<\/p>\n<\/p>\n<p>That’s it. Your AI now has access to 33 browser automation tools across 6 categories.<\/p>\n<\/p>\n<p>\u2753 <strong>How is this different from other browser automation tools?<\/strong><\/p>\n<p>Traditional browser automation (Selenium, Playwright, Puppeteer) requires you to write code, manage selectors, and handle every edge case manually. Skyvern MCP flips this on its head:<\/p>\n<\/p>\n<p>\ud83d\udde3\ufe0f <strong>Natural language, not code<\/strong> \u2014 Say “Submit this” instead of writing document.querySelector(‘#btn-submit-form-v2’).click()<\/p>\n<\/p>\n<p>\ud83e\udde0 <strong>AI-powered extraction<\/strong> \u2014 Ask “extract all job listings with title, company, and salary” and get back clean JSON<\/p>\n<\/p>\n<p>\u2705 <strong>AI validation<\/strong> \u2014 Check conditions like “is the user logged in?” and get a true\/false answer<\/p>\n<\/p>\n<p>\ud83d\udd04 <strong>Reusable workflows<\/strong> \u2014 Chain actions into multi-step automations you can run again and again<\/p>\n<\/p>\n<p>\u2601\ufe0f <strong>Cloud browsers<\/strong> \u2014 No local browser needed. Skyvern runs browsers in the cloud with geographic proxy support<\/p>\n<\/p>\n<p>\ud83e\udd14 <strong>What can you actually do with it?<\/strong><\/p>\n<\/p>\n<p>Here are real use cases we see every day:<\/p>\n<p>\ud83d\udcca “Go to Hacker News and get the top 10 posts with titles and scores” \u2014 Your AI opens a browser, navigates, extracts structured data, and returns it to you<\/p>\n<p>\ud83d\udcdd “Fill out this government form with my business details” \u2014 Multi-page form automation with intelligent field detection<\/p>\n<p>\ud83e\uddfe “Log into my vendor portal and download last month’s invoices” \u2014 Secure credential-based login + file download<\/p>\n<p>\ud83d\udd0d “Search the Secretary of State website and verify this business registration” \u2014 Multi-step research across dynamic pages<\/p>\n<p>\ud83d\udcbc “Find remote Python jobs on Indeed paying over $150k” \u2014 Navigate, filter, extract, all in one conversation<\/p>\n<\/p>\n<p>\ud83d\udee0\ufe0f <strong>33 Tools. 6 Categories. Infinite Possibilities.<\/strong><\/p>\n<div>\n<table>\n<tbody>\n<tr>\n<th>\n<p>Category<\/p>\n<\/th>\n<th>\n<p>What it does<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p>Browser Sessions<\/p>\n<\/td>\n<td>\n<p>Open, manage, and reuse cloud browser sessions<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Browser Actions<\/p>\n<\/td>\n<td>\n<p>Navigate, click, type, scroll \u2014 via natural language<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Data Extraction<\/p>\n<\/td>\n<td>\n<p>Pull structured JSON from any page, take screenshots<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Validation<\/p>\n<\/td>\n<td>\n<p>AI-powered assertions on page state<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Credentials<\/p>\n<\/td>\n<td>\n<p>Secure login flows with stored passwords<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Workflows<\/p>\n<\/td>\n<td>\n<p>Build and run multi-step automations<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\ud83e\udd29 <strong>We’re open source!<\/strong><\/p>\n<p>Skyvern is fully open source with over \u2b50\ufe0f 20K+ Stars on GitHub \u2b50\ufe0f. Check out the repo: <a href=\"http:\/\/github.com\/Skyvern-AI\/skyvern\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">github.com\/Skyvern-AI\/skyvern<\/a><\/p>\n<\/p>\n<p>Want to self-host? Just <strong>pip install skyvern<\/strong> <\/p>\n<\/p>\n<p>Want the MCP? <a href=\"https:\/\/www.skyvern.com\/docs\/home\/integrations\/mcp-server#config-file-locations-by-client\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Follow the instructions here<\/a><\/p>\n<\/p>\n<p>Want the skills?<strong> <\/strong><a href=\"https:\/\/www.skyvern.com\/docs\/home\/integrations\/cli-skills#loading-skills-into-ai-tools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Follow the instructions here<\/a><\/p>\n<\/p>\n<p>\ud83d\udda5\ufe0f <strong>Works with all the tools you already use<\/strong><\/p>\n<ul>\n<li>\n<p>OpenClaw<\/p>\n<\/li>\n<li>\n<p>Claude Desktop<\/p>\n<\/li>\n<li>\n<p>Claude Code<\/p>\n<\/li>\n<li>\n<p>Cursor<\/p>\n<\/li>\n<li>\n<p>Codex<\/p>\n<\/li>\n<li>\n<p>Any MCP-compatible client<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\udcde <strong>Want to build complex automations?<\/strong><\/p>\n<p>We’d love to help! Shoot me an email at <a href=\"mailto:suchintan@skyvern.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">founders@skyvern.com<\/a> and let’s chat about what you’re building.<\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>Launch Offer<\/strong><\/p>\n<p>We’re giving everyone <strong>a 10% discount<\/strong> to try Skyvern MCP. Get started here: <a href=\"http:\/\/app.skyvern.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">app.skyvern.com<\/a> and use the coupon code <strong>PH10<\/strong> Happy automating! We’d love to see the creative ways you put your coding agent to work in the browser.<\/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\/@suchintan_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suchintan_singh<\/a> wow this is awesome! I’m excited to hook this up to my Claude Code. Browser use has been a pain point in these agent tools for me with slow, flaky connections that get tripped up by captchas and other things. I’m excited for this one! <\/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>Let’s go, <a href=\"https:\/\/www.producthunt.com\/@suchintan_singh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"suchintan_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suchintan_singh<\/a>!! I was excited to see that you and Shuchang are also launching today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product and a great team that really cares about seeing their customers succeed! <\/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>Big kudos, this is a genuinely great product you\u2019ve built!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP approach is smart \u2014 connecting AI agents to a real browser through a standard protocol instead of brittle Selenium scripts. How does it handle sites with complex auth flows or dynamic SPAs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Just tried it out for our current setup with Skyvern – it’s solid!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your 4th launch! One thing I’ve been wrestling with on the MCP side: The protocol is stateless but browser sessions obviously aren’t. When someone’s agent logs into a portal, clicks through three pages, and pulls invoices, how are you keeping that session alive between tool calls? Are you pinning to a browser instance on your end?<\/p>\n<p>That stateless-protocol-meets-stateful-browser tension is one of the more interesting design problems in the MCP ecosystem right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leonardkim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonardkim<\/a> Thats’ exactly right – we spin up a browser session and keep it online as the agent runs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Skyvern can do <em>so many<\/em> incredible things – and being able to integrate it into llm workflows is such a choice upgrade. Nice work on this! Congrats to you and the team <a href=\"https:\/\/www.producthunt.com\/@suchintan_singh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"suchintan_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suchintan_singh<\/a>\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<\/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\/LSDDKRBBNM7Z5X\" class=\"app-title\">Secret Sauce 3D<\/a><\/p>\n<div class=\"one-liner\">AI tool suite for professional 3D artists<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u4e13\u4e1a3D\u827a\u672f\u5bb6\u6253\u9020\u7684AI\u526f\u9a7e\u9a76\u5de5\u5177\u5957\u4ef6\uff0c\u901a\u8fc7\u63d0\u4f9b\u6bcf\u4e00\u6b65\u90fd\u53ef\u7f16\u8f91\u7684AI\u751f\u6210\u8d77\u70b9\uff08\u9ad8\u6a21\u3001\u5206\u4ef6\u3001\u62d3\u6251\u4f18\u5316\u3001UV\u3001\u7eb9\u7406\u57fa\u5e95\uff09\uff0c\u89e3\u51b3\u4ece\u6982\u5ff5\u5230\u751f\u4ea7\u5c31\u7eea\u8d44\u4ea7\u6d41\u7a0b\u4e2d\u91cd\u590d\u6027\u57fa\u7840\u5de5\u4f5c\u7684\u75db\u70b9\uff0c\u8ba9\u827a\u672f\u5bb6\u80fd\u4e13\u6ce8\u4e8e\u521b\u610f\u4e0e\u7cbe\u4fee\u800c\u975e\u4ece\u96f6\u642d\u5efa\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\/a35f8332-607b-4e7a-a0de-6ee35a077599.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7126f25-02e7-4b15-932a-3cd93f95ada7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df88a7f0-8885-4f33-a3f2-714d711fd129.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/824c23c3-f395-4f8a-982e-e0fa49e9d279.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f53ce574-7dca-4987-b43d-fe6194988040.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2bfc7be6-9e22-4185-801b-7420635d7dae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e05d19f8-0db0-4dbc-9b64-356862400da8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4249903b-37f0-4fc3-9b20-5f1c1e26808b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59187288-08f8-48fa-8b0c-27436eef795b.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\/34fbe476-d797-4c78-944f-6d4cc68cdd6d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bwsPiavIy6g\"><source src=\"https:\/\/youtu.be\/bwsPiavIy6g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Games<\/span><br \/>\n <span class=\"tag\">3D Modeling<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI 3D\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">3D\u5efa\u6a21\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u7f8e\u672f\u7ba1\u7ebf<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u8f91AI\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u51e0\u4f55\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">UV\u5c55\u5f00<\/span><br \/>\n <span class=\"tag\">\u7eb9\u7406\u57fa\u7840<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u827a\u672f\u5bb6\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u8f85\u52a9\u800c\u975e\u66ff\u4ee3\u201d\u7684\u5b9e\u7528\u5b9a\u4f4d\u53ca\u53ef\u7f16\u8f91\u8f93\u51fa\u3002\u6838\u5fc3\u5173\u5207\u5728\u4e8e\uff1a\u5bf9\u751f\u6210\u7ed3\u679c\u7684\u7ec6\u8282\u63a7\u5236\u5ea6\uff1b\u4e0e\u4e25\u683c\u751f\u4ea7\u6807\u51c6\uff08\u5982\u9762\u6570\u9884\u7b97\u3001\u62d3\u6251\u6d41\uff09\u7684\u517c\u5bb9\u6027\uff1b\u5bf9\u73b0\u6709\u6a21\u578b\u5bfc\u5165\u548c\u5c40\u90e8\u91cd\u751f\u6210\u7684\u652f\u6301\uff1b\u5b66\u4e60\u66f2\u7ebf\uff1b\u4ee5\u53ca\u5f15\u64ce\u5bfc\u51fa\u3001\u5b9a\u4ef7\u7b49\u5b9e\u9645\u843d\u5730\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Secret Sauce 3D \u7684\u4eae\u76f8\uff0c\u8bd5\u56fe\u523a\u7834\u5f53\u524dAI 3D\u9886\u57df\u6d6e\u4e8e\u8868\u9762\u7684\u201c\u751f\u6210\u70ab\u6280\u201d\uff0c\u76f4\u6307\u4e13\u4e1a\u751f\u4ea7\u7ba1\u7ebf\u4e2d\u6700\u67af\u71e5\u3001\u6700\u8017\u65f6\u7684\u201c\u4e2d\u95f4\u73af\u8282\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u201c\u4e00\u952e\u51fa\u56fe\u201d\uff0c\u800c\u662f\u201c\u4e3a\u4e13\u4e1a\u6d41\u7a0b\u63d0\u4f9b\u53ef\u8fed\u4ee3\u7684AI\u534a\u6210\u54c1\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u806a\u660e\u4e14\u52a1\u5b9e\uff1a\u5b83\u627f\u8ba4\u5e76\u4f9d\u8d56\u827a\u672f\u5bb6\u7684\u4e13\u4e1a\u6280\u80fd\uff0c\u5c06AI\u964d\u683c\u4e3a\u5904\u7406\u57fa\u7840\u51e0\u4f55\u3001\u5206\u4ef6\u3001\u5c55UV\u7b49\u91cd\u590d\u52b3\u52a8\u7684\u201c\u9ad8\u7ea7\u52a9\u624b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u4e13\u4e1a\u7528\u6237\u7684\u5174\u594b\u4e0e\u7591\u8651\u5e76\u5b58\u3002\u5174\u594b\u70b9\u5728\u4e8e\u5de5\u5177\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u4ece\u9ad8\u6a21\u5230\u6e38\u620f\u8d44\u4ea7\u201d\u8fd9\u4e00\u8017\u65f6\u8fc7\u7a0b\u7684\u6548\u7387\u75db\u70b9\uff1b\u7591\u8651\u5219\u5168\u90e8\u6307\u5411\u201c\u53ef\u63a7\u6027\u201d\u4e0e\u201c\u751f\u4ea7\u5408\u89c4\u6027\u201d\u2014\u2014AI\u4f18\u5316\u7684\u62d3\u6251\u80fd\u5426\u6ee1\u8db3AAA\u9879\u76ee\u4e25\u82db\u7684\u8fb9\u6d41\u8981\u6c42\uff1f\u751f\u6210\u7684UV\u662f\u5426\u771f\u7684\u201c\u53ef\u7528\u201d\u800c\u975e\u201c\u6709\u5f85\u91cd\u505a\u201d\uff1f\u8fd9\u6070\u6070\u63ed\u793a\u4e86\u4e13\u4e1a\u5de5\u5177\u4e0e\u73a9\u5177\u7684\u6838\u5fc3\u533a\u522b\uff1a\u7ed3\u679c\u7684\u53ef\u9884\u6d4b\u6027\u3001\u4e0e\u73b0\u6709\u6807\u51c6\u7684\u517c\u5bb9\u6027\uff0c\u8fdc\u6bd4\u5355\u7eaf\u7684\u201c\u795e\u5947\u201d\u6216\u201c\u5feb\u901f\u201d\u66f4\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u80cc\u540e\u7684\u56e2\u961f\uff08Kaedim\uff09\u5ba3\u79f0\u5176\u5de5\u5177\u5df2\u5185\u90e8\u7ecf\u53d7\u4e86\u767e\u4eba\u827a\u672f\u5bb6\u56e2\u961f\u4e0eAAA\u7ba1\u7ebf\u7684\u8003\u9a8c\uff0c\u8fd9\u662f\u5176\u6700\u91cd\u8981\u7684\u4fe1\u4efb\u80cc\u4e66\u3002\u7136\u800c\uff0c\u5c06\u5176\u4f5c\u4e3a\u6807\u51c6\u5316\u4ea7\u54c1\u5f00\u653e\uff0c\u6311\u6218\u624d\u771f\u6b63\u5f00\u59cb\uff1a\u5982\u4f55\u5c06\u5185\u90e8\u7279\u5b9a\u6d41\u7a0b\u7684\u7ecf\u9a8c\uff0c\u62bd\u8c61\u6210\u80fd\u9002\u5e94\u4e0d\u540c\u827a\u672f\u5bb6\u3001\u4e0d\u540c\u9879\u76ee\u3001\u4e0d\u540c\u5f15\u64ce\u9700\u6c42\u7684\u666e\u9002\u6027\u89c4\u5219\uff1f\u7528\u6237\u5173\u4e8e\u5c40\u90e8\u91cd\u62d3\u6251\u3001\u5f15\u64ce\u4e13\u7528\u5bfc\u51fa\u7b49\u63d0\u95ee\uff0c\u6b63\u662f\u8fd9\u4e00\u6311\u6218\u7684\u5177\u4f53\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u5b83\u80fd\u6301\u7eed\u8fed\u4ee3\uff0c\u6210\u529f\u5730\u5c06\u201c\u827a\u672f\u5bb6\u7684\u63a7\u5236\u529b\u201d\u4e0e\u201cAI\u7684\u81ea\u52a8\u5316\u201d\u5728\u5fae\u89c2\u64cd\u4f5c\u5c42\u9762\u6df1\u5ea6\u878d\u5408\uff0c\u800c\u975e\u63d0\u4f9b\u5c01\u95ed\u7684\u9ed1\u7bb1\u9b54\u6cd5\uff0c\u5b83\u6709\u671b\u6210\u4e3a3D\u751f\u4ea7\u7ba1\u7ebf\u4e2d\u65b0\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u53cd\u4e4b\uff0c\u82e5\u5728\u590d\u6742\u591a\u53d8\u7684\u771f\u5b9e\u9700\u6c42\u524d\uff0c\u5176\u201c\u53ef\u7f16\u8f91\u6027\u201d\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u5f88\u7f8e\u201d\u7684\u8fc7\u6e21\u6027\u73a9\u5177\u3002\u5176\u6210\u8d25\uff0c\u5728\u4e8e\u5bf9\u201c\u751f\u4ea7\u73af\u5883\u201d\u56db\u5b57\u7406\u89e3\u7684\u6df1\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Secret Sauce 3D<\/span>\n <\/div>\n<div class=\"comment-content\">Secret Sauce 3D is an AI co-pilot built for 3D artists and 3D enthusiasts. Generate high-poly starting points, segment into parts, optimise geometry, create UVs, and build texture bases \u2014 all with editable outputs at every step. Get a starting point for each step of the 3D pipeline so that you don\u2019t have to start building from scratch, and use AI tools that integrate directly into your existing pipeline.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi all! Konstantina here \u2014 the founder of Kaedim.<\/p>\n<\/p>\n<p>We built <strong>Secret Sauce 3D<\/strong> because most online AI 3D apps stop where real production work begins.<\/p>\n<\/p>\n<p>Generating a mesh is easy. Turning it into an editable, usable, engine-ready asset is not.<\/p>\n<\/p>\n<p>For the past 5 years, our internal team of 100+ 3D artists has used AI tools we built in-house to ship real assets for AAA pipelines, under real constraints \u2014 poly budgets, topology standards, UV workflows, engine compatibility.<\/p>\n<\/p>\n<p>Today, we\u2019re opening some of that tooling for all professional 3D artists out there!<\/p>\n<\/p>\n<p>Secret Sauce is an AI co-pilot designed to integrate into real workflows, targeting each step of the 3D modelling pipeline \u2014 while keeping everything editable and useful.<\/p>\n<\/p>\n<p><strong>\u2728 What this means in terms of features we are releasing today:<\/strong><\/p>\n<p>\u2022 Generate high-poly foundations you can refine<\/p>\n<p>\u2022 Optimise geometry without starting over<\/p>\n<p>\u2022 Segment meshes to parts or combine parts into groups<\/p>\n<p>\u2022 Create UVs you can actually work with<\/p>\n<p>\u2022 Build texture foundations to use in your flow \u2014 not locked outputs<\/p>\n<p>\u2022 Iterate step-by-step instead of regenerating from scratch<\/p>\n<\/p>\n<p>The philosophy is simple: <strong>Get a starting point, edit it forward.<\/strong><\/p>\n<\/p>\n<p>You still need 3D skills. That\u2019s intentional. We\u2019re not replacing artists \u2014 we\u2019re reducing friction so your time goes into improving your work, not recreating base geometry.<\/p>\n<\/p>\n<p>We\u2019ll be shipping updates multiple times per week and evolving this alongside artists\u2019 real workflows.<\/p>\n<\/p>\n<p>Hope you guys like it, we\u2019d love your feedback!<\/p>\n<\/p>\n<p>If you give it a go, please comment on what you think would make this more valuable for your pipeline \ud83d\udc47<\/p>\n<\/p>\n<p>\ud83d\udcad We have also started a Discord server here for everyone to share ideas and experiments \u2014 feel free to join the discussion: <a href=\"https:\/\/discord.gg\/HjEAXbxq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/HjEAXbxq<\/a><\/p>\n<\/p>\n<p>P.S. HUGE shoutout to the team that worked super hard on this for the past few months to get this over the line at a v high quality for a first release. WELL DONE \ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinapsoma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinapsoma<\/a> Hey Konstantina. How much creative control does the user have over AI-generated results?Can I tweak or customize AI suggestions if I want something very specific?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@konstantinapsoma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinapsoma<\/a> This is so cool! Focusing on the messy middle of the pipeline makes a lot of sense.<\/p>\n<p>A few things I’m wondering:<\/p>\n<ol>\n<li>\n<p>How well does the geometry optimization hold up with strict game-ready poly budgets?<\/p>\n<\/li>\n<li>\n<p>When artists iterate step-by-step, does the AI preserve topology decisions, or can it break edge flow?<\/p>\n<\/li>\n<li>\n<p>Are you planning support for engine-specific exports (Unity\/Unreal-ready assets)?<\/p>\n<\/li>\n<\/ol>\n<p>Feels like the real value is saving hours on base geometry without breaking production standards. Curious what step in the pipeline artists end up using this for 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>Just dropped a full technical walkthrough for anyone who wants to see the actual workflow end-to-end \ud83d\udc47<\/p>\n<p>\ud83c\udfa5 <a href=\"https:\/\/www.youtube.com\/watch?v=OHtvkIQYsB8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=OHtvkIQYsB8<\/a><\/p>\n<\/p>\n<p>Let us know what you think, all feedback welcome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sota_hunter\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sota_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sota_hunter<\/a> killed it with this super low level tech demo of the app \ud83c\udf69<\/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 practical approach to AI in 3D, built to assist, not replace, artists. Editable geometry and UV stages make it genuinely useful in real workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omkar_chalke1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omkar_chalke1<\/a> Indeed <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omkar_chalke1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omkar_chalke1<\/a> Exactly!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it possible to bring in an existing mesh and refine in further ?<\/p>\n<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@ritvik_anand1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritvik_anand1<\/a> , absolutely! You can upload your existing 3D models and build on top of them, from optimizing what you have, to move forward with the pipeline and create UVs and textures<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ritvik_anand1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritvik_anand1<\/a> yes you can upload your own model and then use the options on the app to optimise\/segment\/UV etc. the model!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ritvik_anand1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritvik_anand1<\/a> Yes! The intention is that artistry and polish can happen at every stage, and then feed right back into SS3D for further edits. You can drag an .fbx file straight into the panel to upload. This means you can also “opt in” to any stage you prefer to use the platform with.<\/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 complete tool for me without needing me to jump here and there again. When I create a render scene and suddenly I notice there something missing in the scene I can directly create the missing asset just by a couple clicks! with optimized, uv ready and even texture ready asset! what a very time saving.<\/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>The “refine, don’t rebuild” concept feels like the right angle. How much time are artists actually saving?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@ritesh_sharma19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritesh_sharma19<\/a> thanks for your feedback! <\/p>\n<p>Regarding your question, it obviously depends on the asset and the pipeline, but for game-ready realistic assets we\u2019re often seeing artists skip several days from high-poly blockout to an optimized mesh, often with a strong UV starting point. Hope that helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 this focuses on flexibility and editable outputs. That’s honestly the kind of AI support that makes sense for real production work. <\/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>how steep is the learning curve for experienced artists?<\/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\/@waljohnata\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@waljohnata<\/a> Not very steep, we’ve tried to keep a balance of simplicity, while still offering editability.<br \/>It does depend on your use case a little bit. For example if you are running a realistic style PBR asset, you can click a single button and get a textured\/Uved asset as an output. <br \/>In terms of traditional process, nothing much differs from what an experienced artist would be familiar with, with the exception of the concept of segmentation, the need to split a fused model output into parts for editability.<br \/>Any specific questions, just let us know, happy to help clarify!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey team, congrats on the launch. If I don’t like the generated topology on a certain area of the mesh, can I re-run for just that section?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brid_jagtap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brid_jagtap<\/a> The general recommendation at this point if you are happy with 80 percent of the topology, but have a some small problem areas, would be to manually retopo those areas. Thanks for sharing!<\/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>Usually in AAA production, predictability matters more than speed. Can predictability be something to be expected with this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ai in 3d has felt more like a novelty than a tool for real production so far, Not sure how this can be different in day to day 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80\ud83d\ude80\ud83d\ude80 So cool! Can I use this to texture models as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>AI-assisted design sounds amazing! “Claude code\/codex for designers” type of thing<\/p>\n<p>Similar to vibecoding can someone have no experience and be vibe-3d-designing with this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks awesome! <\/p>\n<p>How much control do we have over the retopo generation?<br \/>Any way we can direct where certain loops should be or go, or any plans on implementing it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You should keep a pricing page \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rakibulism\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakibulism<\/a> good point, will add!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great, does it fit well into the SoloDev workflow aswell?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow! this looks promising, does is create good topology for animation? , keeping loops clean?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alberto_liu_zhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alberto_liu_zhu<\/a> The technology is still evolving, so this depends a little on your art style\/subject matter. Simple to moderate complexity characters can work out quite well, some subjects still need improvement, but we are fighting hard to continue to evolve this. If artists can spend more enjoying making art, and less time on UVs and topology,etc. we’ll be happy! \ud83d\ude09<\/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>\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>\ud83c\udf69<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve seen AI optimize geometry poorly for mobile. Can this target specific platform constraints? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m wondering how stable the outputs are across iterations. Is there a lot of randomness?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kirubel_seyoum1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirubel_seyoum1<\/a> 3d generation is quite stable. On the 2d side a lot of effort has gone into getting stable results, but with this technology there is still randomness on that side so far.<\/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>AI in 3D is exciting, but expectations are often unrealistic. What’s something this tool intentionally does not try to do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow, excited to use this in my projects. I especially like how you can iterate and change the input image, most online AI generators don’t have this so its nice seeing everything in one package. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Can you store pipeline presets for different projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NSI52FTDKJTNM4\" class=\"app-title\">MonoDesk<\/a><\/p>\n<div class=\"one-liner\">For designers, web\/video creators who’d rather be creating<\/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>MonoDesk\u4e3a\u81ea\u7531\u804c\u4e1a\u521b\u610f\u5de5\u4f5c\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u6574\u5408\u9879\u76ee\u7ba1\u7406\u3001\u5ba2\u6237\u6c9f\u901a\u3001\u4efb\u52a1\u89c4\u5212\u548cAI\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u4ed6\u4eec\u5728\u591a\u4e2a\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u7cbe\u529b\u5206\u6563\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\/b5f6f656-dea5-435b-97de-d0e606b1612e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11d97752-805a-469f-a328-e4c61c6d5250.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9dd8749-0390-4abf-b440-126884555866.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f409cf2-20d2-467b-8cb4-14b6290ed28f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb551634-4832-4358-8eba-129747aede57.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\/a6c369d7-0b91-4196-ba33-946292b10c81.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=D1R2S59GiIE\"><source src=\"https:\/\/www.youtube.com\/watch?v=D1R2S59GiIE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Freelance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u7406\u5ff5\u4e0eAI\u5185\u5bb9\u8d28\u91cf\uff0c\u8ba4\u4e3a\u5176\u80fd\u6709\u6548\u6574\u5408\u5206\u6563\u5de5\u5177\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5ba2\u6237\u6587\u4ef6\u5b89\u5168\u7b7e\u7f72\u529f\u80fd\u3001\u4fee\u590d\u65e5\u5386Bug\u3002\u56e2\u961f\u79ef\u6781\u4e92\u52a8\uff0c\u6536\u96c6\u53cd\u9988\u5e76\u89c4\u5212\u529f\u80fd\u8fed\u4ee3\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 MonoDesk\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u81ea\u7531\u804c\u4e1a\u8005\u751f\u4ea7\u529b\u5de5\u5177\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u4e2a\u5e73\u9759\u7684\u5de5\u4f5c\u7a7a\u95f4\u201d\u76f4\u6307\u521b\u610f\u5de5\u4f5c\u8005\u5728\u788e\u7247\u5316\u5de5\u5177\u4e2d\u6d88\u8017\u5fc3\u529b\u7684\u987d\u75be\uff0c\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u201c\u6574\u5408\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u96c6\u6210\u5ea6\u4e0e\u529f\u80fd\u6df1\u5ea6\u4e0a\u53d6\u5f97\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u5bf9AI\u52a9\u624b\u8d28\u91cf\u8868\u793a\u60ca\u559c\uff0c\u8fd9\u6216\u8bb8\u662f\u5176\u5173\u952e\u7684\u5dee\u5f02\u5316\u8d77\u70b9\u3002\u4f46\u4e00\u6761\u5173\u4e8e\u65e5\u5386Bug\u7684\u8bc4\u8bba\u548c\u53e6\u4e00\u6761\u5bf9\u201c\u5b89\u5168\u7b7e\u7f72\u201d\u529f\u80fd\u7684\u8be2\u95ee\uff0c\u66b4\u9732\u4e86\u65e9\u671f\u4ea7\u54c1\u5728\u57fa\u7840\u529f\u80fd\u5b8c\u6574\u6027\u4e0e\u5782\u76f4\u573a\u666f\u6df1\u8015\u4e0a\u7684\u77db\u76fe\u3002\u81ea\u7531\u804c\u4e1a\u8005\u7684\u5de5\u4f5c\u6d41\u6781\u5176\u4e2a\u6027\u5316\uff0c\u5408\u540c\u7b7e\u7f72\u3001\u7248\u6743\u7ba1\u7406\u7b49\u201c\u884c\u653f\u91cd\u8d1f\u201d\u662f\u5426\u5e94\u7eb3\u5165\u201c\u4e00\u4f53\u5316\u201d\u8303\u7574\uff0c\u9700\u8981\u4ea7\u54c1\u56e2\u961f\u5728\u201c\u7b80\u6d01\u201d\u4e0e\u201c\u5168\u80fd\u201d\u95f4\u505a\u51fa\u6218\u7565\u6289\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u56e2\u961f\u56de\u590d\u4e2d\u900f\u9732\u4e86\u201c\u524d\u81ea\u7531\u804c\u4e1a\u8005\u201d\u7684\u8eab\u4efd\u80cc\u666f\uff0c\u8fd9\u65e2\u662f\u5b9d\u8d35\u7684\u6d1e\u5bdf\u6765\u6e90\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u8ba4\u77e5\u76f2\u533a\u2014\u2014\u4e3a\u81ea\u5df1\u7fa4\u4f53\u6253\u9020\u7684\u5de5\u5177\uff0c\u80fd\u5426\u7a81\u7834\u540c\u6e29\u5c42\uff0c\u6ee1\u8db3\u66f4\u5e7f\u6cdb\u7684\u81ea\u7531\u804c\u4e1a\u8005\u9700\u6c42\uff1f\u5176\u201c\u5e73\u9759\u201d\u7684\u4f53\u9a8c\uff0c\u662f\u5426\u4f1a\u4ee5\u727a\u7272\u4e13\u4e1a\u573a\u666f\u4e0b\u7684\u9ad8\u7ea7\u529f\u80fd\u4e3a\u4ee3\u4ef7\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5e02\u573a\u5df2\u4e0d\u4e4f\u4ece\u7279\u5b9a\u73af\u8282\uff08\u5982\u65f6\u95f4\u8ffd\u8e2a\u3001\u63d0\u6848\u751f\u6210\uff09\u5207\u5165\u518d\u6269\u5c55\u7684\u7ade\u54c1\u3002MonoDesk\u9009\u62e9\u4ee5\u201c\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u5e7f\u9614\u6982\u5ff5\u5f00\u5c40\uff0c\u91ce\u5fc3\u5de8\u5927\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u5229\u7528\u65e9\u671fAI\u53e3\u7891\u5efa\u7acb\u6280\u672f\u4fe1\u4efb\uff0c\u5e76\u7cbe\u51c6\u5b9a\u4e49\u201c\u4e00\u4f53\u5316\u201d\u7684\u8fb9\u754c\uff0c\u907f\u514d\u6210\u4e3a\u4e00\u4e2a\u770b\u4f3c\u5168\u9762\u5374\u6bcf\u4e2a\u6a21\u5757\u90fd\u4e0d\u591f\u4e13\u4e1a\u7684\u201c\u529f\u80fd\u6742\u8d27\u94fa\u201d\u3002\u771f\u6b63\u7684\u201c\u5e73\u9759\u201d\uff0c\u6e90\u4e8e\u5bf9\u6838\u5fc3\u5de5\u4f5c\u6d41\u7684\u6781\u81f4\u4f18\u5316\uff0c\u800c\u975e\u529f\u80fd\u7684\u7b80\u5355\u5806\u780c\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\">MonoDesk<\/span>\n <\/div>\n<div class=\"comment-content\">No one tells you that freelancing means running an entire business on your own \u2013 the briefs, the feedback threads, the scope creep, the second-guessing. MonoDesk is built for that reality and replaces the constant context-switching that kills momentum, with one calm workplace. Built for how freelance creative professionals actually work!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heya! Aaron here from MonoDesk – we built the app we wished existed when we were freelancing.<\/p>\n<p>One workspace for projects, clients, planning & a helpful AI assistant. <\/p>\n<p>Really keen to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aaron_rutley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaron_rutley<\/a> Hey, saw your product launch. I\u2019m reviewing SaaS dashboards today and redesigning one for free. Feel free to drop your product in the thread if you’re interested.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, I\u2019m Lou, part of the MonoDesk team and a freelancer myself. <\/p>\n<p>When we say we built MonoDesk for creatives tired of juggling briefs, <br \/>feedback, tasks, and admin across a dozen tools, I\u2019m one of them.<\/p>\n<\/p>\n<p>If you\u2019re a creative pro, we’d love your take. <br \/>What\u2019s missing? What should we build next?<\/p>\n<\/p>\n<p>It’s free during beta. Jump in and tell us what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it! Makes me wish I was freelancing at the moment, as this looks super helpful \ud83d\ude42 I’ll be sharing with my freelance friends this week to get their take. Nice website btw!<\/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\">@monicamick thanks! Keen to hear what your friends think!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 an impressive app, congratulations! The quality of the AI-generated content genuinely exceeded my expectations, other apps I\u2019ve tried haven\u2019t come close. I\u2019ll definitely be integrating MonoDesk into my project moving forward. I just found a bug on the calendar, it isn\u2019t working properly, it may be due to a bug.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> , thanks for your feedback and your support on the launch of MonoDesk.<br \/>I’m the Lead Product Designer and ex Freelancer for 20+ years.<br \/>Feel free to DM me directly with your calendar bug and and other feedback you might have. <\/p>\n<p>This is early stages for us with MonoDesk. <br \/>We have a lot of cool ideas in the pipeline and would love your input.<\/p>\n<p>\u2014 John<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, love love this! In my previous role as Cretive Director, I had to juggle so many tools – Pixieset for client submissions, Milanote for client feedback, Box\u2026 the list goes on. For admin stuff, does this support secure client document sign offs like contracts, project completion paperwork, NDAs, etc? Congrats on this! I\u2019m all for unification <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@jacklyn_i thanks so much for your feedback! <\/p>\n<p>We\u2019re considering all things client approval as an upcoming feature!<\/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>Great product! I wish I had this when I was a freelance designer. Way better than having to pay for and use different tools. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@alejandro_mizraji thanks Ale! Appreciate the feedback!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/I6QV5VIGB6AU2K\" class=\"app-title\">GHOSTYPE<\/a><\/p>\n<div class=\"one-liner\">The AI voice interface that learns your style.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ghostype\u662f\u4e00\u6b3e\u57fa\u4e8e\u672c\u5730\u5b66\u4e60\u7684AI\u8bed\u97f3\u754c\u9762\uff0c\u901a\u8fc7\u7406\u89e3\u5e94\u7528\u573a\u666f\u81ea\u52a8\u5207\u6362\u8bed\u6c14\u5e76\u6267\u884c\u53d1\u9001\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8bed\u97f3\u8f93\u5165\u540e\u9700\u624b\u52a8\u7f16\u8f91\u548c\u53d1\u9001\u7684\u7e41\u7410\u6d41\u7a0b\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\/6db073a9-85a0-47ba-a502-4c1f11cdb427.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26a410da-7bc8-4f68-a0d5-3dc83004a0d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28d32f2d-8e27-4821-95fc-97eb48994af6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f518a8a-cef2-4266-b64c-9e9b62703904.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d31f7ee-2f62-498b-8a03-79ded9f1123b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43e8c95f-b36b-475e-b1e7-6ac226433e56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41e1e9ff-5362-4310-b176-9d3ae0052ff0.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\">AI\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u53d1\u9001<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/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\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u201cAI\u53e3\u97f3\u201d\u548c\u624b\u52a8\u53d1\u9001\u7684\u75db\u70b9\uff0c\u5173\u6ce8\u4e0a\u4e0b\u6587\u8bed\u6c14\u5207\u6362\u7684\u5b9e\u9645\u6548\u679c\u3002\u5f00\u53d1\u8005\u88ab\u95ee\u53ca\u672a\u6765\u89c4\u5212\uff08\u5982\u591a\u8bed\u8a00\u652f\u6301\u3001\u6df1\u5ea6\u4e2a\u6027\u5316\uff09\uff0c\u8bc4\u8bba\u4ea6\u6307\u51fa\u8bed\u5883\u611f\u77e5\u662f\u6280\u672f\u96be\u70b9\uff0c\u82e5\u5b9e\u73b0\u597d\u5c06\u6210\u6838\u5fc3\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ghostype\u770b\u4f3c\u662f\u8bed\u97f3\u8f6c\u6587\u672c\u5de5\u5177\uff0c\u5b9e\u5219\u662f\u8bd5\u56fe\u91cd\u6784\u4eba\u673a\u4ea4\u4e92\u5c42\u7684\u201c\u573a\u666f\u5316\u81ea\u52a8\u5316\u4e2d\u4ecb\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u8bed\u97f3\u8bc6\u522b\u7cbe\u5ea6\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u672c\u5730\u5316\u884c\u4e3a\u5b66\u4e60\u4e0e\u4e0a\u4e0b\u6587\u611f\u77e5\uff0c\u5c06\u79bb\u6563\u7684\u201c\u8bed\u97f3\u6307\u4ee4\u201d\u8f6c\u5316\u4e3a\u7b26\u5408\u5177\u4f53\u5e94\u7528\u573a\u666f\u7684\u201c\u7ed3\u6784\u5316\u52a8\u4f5c\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6311\u6218\u5f53\u524dAI\u8bed\u97f3\u5de5\u5177\u7684\u901a\u7528\u8303\u5f0f\u2014\u2014\u540e\u8005\u5f80\u5f80\u8ffd\u6c42\u666e\u9002\u6027\u5374\u727a\u7272\u4e86\u5de5\u4f5c\u6d41\u8fde\u8d2f\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u63d0\u51fa\u7684\u201cGhost Twin\u201d\u672c\u5730\u5b66\u4e60\u4e0e\u201cApp Profiles\u201d\u81ea\u52a8\u5207\u6362\uff0c\u76f4\u51fb\u4e24\u5927\u884c\u4e1a\u8f6f\u808b\uff1a\u4e00\u662f\u4e91\u7aefAI\u8f93\u51fa\u7684\u201c\u673a\u68b0\u611f\u201d\u4e0e\u9690\u79c1\u987e\u8651\uff0c\u4e8c\u662f\u7528\u6237\u5728\u4e0d\u540c\u5e94\u7528\u95f4\u9700\u624b\u52a8\u5207\u6362\u6a21\u5f0f\u7684\u6548\u7387\u65ad\u5c42\u3002\u7136\u800c\uff0c\u5176\u6280\u672f\u98ce\u9669\u6070\u6070\u4e5f\u5728\u4e8e\u201c\u573a\u666f\u611f\u77e5\u201d\u7684\u53ef\u9760\u6027\uff1a\u975e\u6807\u51c6\u5316\u7684\u754c\u9762\u4e0e\u591a\u53d8\u7684\u4f7f\u7528\u8bed\u5883\uff0c\u53ef\u80fd\u4f7f\u201c\u667a\u80fd\u53d1\u9001\u201d\u903b\u8f91\u6ca6\u4e3a\u9700\u8981\u9891\u7e41\u8c03\u8bd5\u7684\u8106\u5f31\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9\u201cSmart Send\u903b\u8f91\u201d\u7684\u5f81\u8be2\u53ef\u89c1\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u5bfb\u627e\u6700\u4f73\u81ea\u52a8\u5316\u8fb9\u754c\u7684\u9636\u6bb5\u3002\u82e5\u5176\u80fd\u771f\u6b63\u5b9e\u73b0\u9ad8\u51c6\u786e\u7387\u7684\u8bed\u5883\u5224\u65ad\uff0c\u5e76\u6784\u5efa\u5f00\u653e\u7684\u201cGhost Morph\u201d\u6280\u80fd\u751f\u6001\uff0c\u5b83\u6216\u8bb8\u80fd\u4ece\u4e00\u4e2a\u6548\u7387\u5de5\u5177\u6f14\u8fdb\u4e3a\u4e2a\u4eba\u6570\u5b57\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u4e2d\u67a2\u3002\u4f46\u5f53\u524d\u9700\u8b66\u60d5\u7684\u662f\uff0c\u8fc7\u5ea6\u5f3a\u8c03\u201c\u98ce\u683c\u5b66\u4e60\u201d\u53ef\u80fd\u6ca6\u4e3a\u8425\u9500\u5671\u5934\u2014\u2014\u7528\u6237\u6838\u5fc3\u9700\u6c42\u4ecd\u662f\u7a33\u5b9a\u65e0\u611f\u7684\u81ea\u52a8\u5316\uff0c\u800c\u975eAI\u6a21\u4eff\u4eba\u683c\u3002\u9690\u79c1\u4f18\u52bf\u867d\u662f\u4eae\u70b9\uff0c\u4f46\u672c\u5730\u7b97\u529b\u80fd\u5426\u652f\u6491\u590d\u6742\u6a21\u578b\u6301\u7eed\u5b66\u4e60\uff0c\u5c06\u662f\u5176\u89c4\u6a21\u5316\u524d\u5fc5\u987b\u8de8\u8d8a\u7684\u9690\u5f62\u95e8\u69db\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\">GHOSTYPE<\/span>\n <\/div>\n<div class=\"comment-content\">Ghostype is a context-aware AI voice interface for macOS. It knows your active app to automate the workflow: \u26a1\ufe0f Smart Auto-Send: Detects context to format & execute “Send” (e.g., Cmd+Enter). \ud83c\udfa8 App Profiles: Auto-switches tones per app. \ud83e\udde9 Ghost Morph: Custom Agent Skills. \ud83d\udc7b Ghost Twin: Learns your style locally.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m the maker behind Ghostype.<\/p>\n<p>I built this because I got tired of the “AI Accent.” I use voice dictation daily, but I spent more time editing the output to sound like me than I did actually speaking. Plus, having to manually hit Cmd+Enter after every dictation felt like a broken workflow.<\/p>\n<p>So I built Ghostype\u2014a macOS-native layer that sits between your voice and your apps.<\/p>\n<p>It\u2019s not just “speech-to-text.” It\u2019s an automation engine:<\/p>\n<p>\u26a1\ufe0f Smart Auto-Send: My favorite feature. It detects if you’re in Slack, Discord, or Notes, and executes the correct “Send” command automatically. No keyboard needed.<\/p>\n<p>\ud83c\udfa8 App-Specific Profiles: It knows context. It keeps my tone “Professional” in Outlook but switches to “Casual & Lowercase” in Telegram.<\/p>\n<p>\ud83e\udde9 Ghost Morph: I added custom Agent Skills. Hold a modifier key to turn a rambling voice note into a structured Jira ticket or a Twitter thread instantly.<\/p>\n<p>\ud83d\udc7b Ghost Twin: The “magic” part. It analyzes your local writing history to learn your specific style\/slang, so the output feels like you, not a robot.<\/p>\n<p>\ud83d\udd10 A note on Privacy: I\u2019m an indie dev and literally cannot afford the server costs to store your data. \ud83d\ude02 So, Ghostype is built with a Local-Storage architecture. Your history and style vectors stay 100% on your Mac.<\/p>\n<p>I\u2019m currently in Beta and iterating fast. I\u2019d love to hear your feedback on the “Smart Send” logic\u2014does it fit your workflow?<\/p>\n<p>Thanks for checking it out! \ud83d\udc7b<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawei_geng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawei_geng<\/a> Hi Dawei. Congrats on launching. Are there next big features you want to add? More languages, deeper personalization, or something else? This would be great for a broad and diverse audience base.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Context-aware tone switching per app is a genuinely hard problem to get right. Most voice tools are either totally generic or require you to babysit the profiles manually, so if Ghost Morph works well in practice that’s a real differentiator. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UPSAFQCUT7GUM7\" class=\"app-title\">Continue (Mission Control)<\/a><\/p>\n<div class=\"one-liner\">Quality control for your software factory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u5728AI\u8f85\u52a9\u5f00\u53d1\u5bfc\u81f4\u4ee3\u7801\u4ea7\u51fa\u6fc0\u589e\u3001\u4eba\u5de5\u5ba1\u67e5\u8ddf\u4e0d\u4e0a\u7684\u573a\u666f\u4e0b\uff0cContinue\u901a\u8fc7\u5c06\u4ee3\u7801\u8d28\u91cf\u6807\u51c6\u7f16\u5199\u6210\u53ef\u6e90\u63a7\u5236\u7684Markdown\u68c0\u67e5\u9879\uff0c\u5728\u6bcf\u6b21\u62c9\u53d6\u8bf7\u6c42\u65f6\u81ea\u52a8\u8fd0\u884cAI\u4ee3\u7406\u8fdb\u884c\u5ba1\u67e5\uff0c\u786e\u4fdd\u4ee3\u7801\u8d28\u91cf\u4e0e\u89c4\u8303\u7684\u4e00\u81f4\u6027\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u89c4\u6a21\u5316\u4ea4\u4ed8\u7684\u54c1\u63a7\u96be\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\/cb1d4a33-263b-4e49-8eb4-58b3752e16fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae3b5355-da05-4d87-bcd3-955d362c30d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65d3f925-7379-4548-b670-be5343563301.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2d6a1e8-c982-4832-a9ca-86d67c6840c5.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\/f44b2705-54e2-47ca-907c-21ccd0791a38.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=OgYCPSgfxmU\"><source src=\"https:\/\/www.youtube.com\/watch?v=OgYCPSgfxmU\" 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\">Software Engineering<\/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\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">DevOps<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u89c4\u8303\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">PR\u81ea\u52a8\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u5382<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6838\u5fc3\u89e3\u51b3\u4e86AI\u751f\u6210\u4ee3\u7801\u7684\u8d28\u91cf\u4e0e\u89c4\u8303\u7edf\u4e00\u96be\u9898\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u201c\u68c0\u67e5\u9879\u201d\u8bbe\u8ba1\u80fd\u663e\u8457\u63d0\u5347\u4ea4\u4ed8\u901f\u5ea6\u4e0e\u5b89\u5168\u611f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u68c0\u67e5\u9879\u8bef\u62a5\uff08\u566a\u97f3\uff09\u5982\u4f55\u5904\u7406\u3001\u53cd\u9988\u5faa\u73af\u662f\u624b\u52a8\u4fee\u590d\u8fd8\u662f\u81ea\u52a8\u4fee\u590d\u3001\u4ee5\u53ca\u56e2\u961f\u5e94\u5982\u4f55\u8d77\u6b65\uff08\u6e10\u8fdb\u5f0f\u8fd8\u662f\u5168\u9762\u94fa\u5f00\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Continue\u6240\u6807\u699c\u7684\u201c\u8f6f\u4ef6\u5de5\u5382\u8d28\u91cf\u63a7\u5236\u201d\uff0c\u5b9e\u8d28\u4e0a\u662f\u5728\u4e3aAI\u7f16\u7801\u72c2\u6f6e\u6309\u4e0b\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u6682\u505c\u952e\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u53d1\u660e\u4e86\u65b0\u7684\u4ee3\u7801\u68c0\u67e5\u89c4\u5219\uff0c\u800c\u662f\u91cd\u6784\u4e86\u201c\u89c4\u8303\u201d\u7684\u8f7d\u4f53\u4e0e\u6267\u884c\u6d41\u7a0b\u2014\u2014\u5c06\u6a21\u7cca\u3001\u4f9d\u8d56\u4eba\u5de5\u8bb0\u5fc6\u4e0e\u7ecf\u9a8c\u7684\u56e2\u961f\u7ea6\u5b9a\uff0c\u6c89\u6dc0\u4e3a\u53ef\u7248\u672c\u5316\u3001\u53ef\u8bc4\u5ba1\u3001\u53ef\u8fed\u4ee3\u7684Markdown\u6587\u4ef6\u3002\u8fd9\u6807\u5fd7\u7740\u56e2\u961f\u77e5\u8bc6\u4ece\u201c\u4eba\u8111\u201d\u5230\u201c\u4ee3\u7801\u5e93\u201d\u7684\u4e00\u6b21\u5173\u952e\u8fc1\u79fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4ee3\u7801\u751f\u6210\u901f\u5ea6\u5df2\u7a81\u7834\u74f6\u9888\uff0c\u4f46\u8d28\u91cf\u63a7\u5236\u7684\u6760\u6746\u4f9d\u7136\u7d27\u63e1\u5728\u6709\u9650\u7684\u4eba\u7c7b reviewer \u624b\u4e2d\u3002\u5176\u201c\u68c0\u67e5\u5373\u6280\u80fd\u201d\u7684\u67b6\u6784\u662f\u7cbe\u660e\u7684\uff0c\u5b83\u5c06\u5e9e\u5927\u7684\u201c\u4ee3\u7801\u8d28\u91cf\u201d\u95ee\u9898\u62c6\u89e3\u4e3a\u4e00\u4e2a\u4e2a\u5355\u4e00\u804c\u8d23\u3001\u53ef\u7ec4\u5408\u7684AI\u4ee3\u7406\uff0c\u8fd9\u8ba9\u8d28\u91cf\u63a7\u5236\u672c\u8eab\u53d8\u5f97\u53ef\u6d4b\u91cf\u3001\u53ef\u4f18\u5316\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u5e72\u9884\u7387\u201d\u6982\u5ff5\uff0c\u6b63\u662f\u5c06\u8d28\u91cf\u63a7\u5236\u5de5\u7a0b\u5316\u7684\u4f53\u73b0\u2014\u2014\u5f53AI\u4fee\u6b63\u7684\u51c6\u786e\u7387\u8db3\u591f\u9ad8\uff0c\u4eba\u7c7b\u5373\u53ef\u5c06\u95f8\u95e8\u4ece\u201c\u5ba1\u6838\u201d\u8f6c\u4e3a\u201c\u81ea\u52a8\u653e\u884c\u201d\uff0c\u4ece\u800c\u5b9e\u73b0\u8d28\u91cf\u63a7\u5236\u95ed\u73af\u7684\u81ea\u52a8\u5316\u5347\u9636\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u4ea7\u54c1\u7684\u6709\u6548\u6027\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u56e2\u961f\u5c06\u6a21\u7cca\u6807\u51c6\u8f6c\u5316\u4e3a\u7cbe\u786e\u63d0\u793a\u8bcd\u7684\u80fd\u529b\uff0c\u8fd9\u672c\u8eab\u662f\u4e00\u9879\u9ad8\u95e8\u69db\u7684\u5143\u5de5\u4f5c\u3002\u6b64\u5916\uff0c\u5982\u4f55\u5e73\u8861\u68c0\u67e5\u7684\u5e7f\u5ea6\u4e0e\u7cbe\u5ea6\uff0c\u907f\u514d\u9677\u5165\u201c\u89c4\u5219\u81a8\u80c0\u201d\u548c\u201c\u8bef\u62a5\u5730\u72f1\u201d\uff0c\u5c06\u662f\u5176\u80fd\u5426\u89c4\u6a21\u5316\u5e94\u7528\u7684\u5173\u952e\u3002\u5b83\u5e76\u975e\u53d6\u4ee3\u4e86\u4eba\u7c7b reviewer\uff0c\u800c\u662f\u5c06\u5176\u89d2\u8272\u4ece\u201c\u89c4\u8303\u6267\u884c\u8005\u201d\u63d0\u5347\u4e3a\u201c\u89c4\u8303\u5b9a\u4e49\u8005\u4e0e\u8c03\u4f18\u5e08\u201d\u3002\u5728AI\u4ee3\u5199\u4ee3\u7801\u6210\u4e3a\u6807\u914d\u7684\u672a\u6765\uff0cContinue\u8bd5\u56fe\u56de\u7b54\u7684\uff0c\u6b63\u662f\u201c\u6211\u4eec\u7a76\u7adf\u8be5\u5982\u4f55\u4fe1\u4efbAI\u4ea7\u51fa\u201d\u8fd9\u4e00\u6839\u672c\u6027\u95ee\u9898\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u80fd\u529b\u591a\u5f3a\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5e2e\u52a9\u56e2\u961f\u5efa\u7acb\u4e00\u5957\u4e0eAI\u9ad8\u6548\u534f\u4f5c\u7684\u3001\u52a8\u6001\u6f14\u8fdb\u7684\u8d28\u91cf\u5baa\u6cd5\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\">Continue (Mission Control)<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents multiplied code output. Review didn’t scale with it. Tests still pass, but conventions erode, security patterns slip, and your codebase starts feeling like it was written by ten different people. Continue is quality control for your software factory: source-controlled AI checks on every pull request. Describe a standard in plain English, commit it as a markdown file, and it runs as an AI agent on every PR. Catches what you told it to. Passes silently when everything’s fine.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built this because we had the problem ourselves. AI agents write most of our code now, and our small team couldn’t review everything at the level we wanted. <\/p>\n<p>So we started encoding our standards as markdown files that run on every PR, which we call checks. <\/p>\n<p>You can think of checks like running skills on every pull request, where each check looks for one particular thing you care about and blocks the PR with a suggestion if it finds an issue.<\/p>\n<p>Would love to hear what standards matter most to your team!<\/p>\n<p><a href=\"https:\/\/docs.continue.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.continue.dev\/<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s been very surprising how quickly we’re able to ship code once checks are in place. For the last few years there has been (rightfully so) a dominating conversation on scaling the <em>writing<\/em> of code, but with that problem feeling largely solved, it’s become, for us, a question of how to make sure that all code meets our standards. Checks in Mission Control have made this pretty easy to do, especially given we can just ask Claude to write checks for us. With checks doing the heavy lifting, most PRs probably don’t take more than a few seconds of human review<\/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>let’s go, amazing product in the wild<\/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\/@brennan_lupyrypa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brennan_lupyrypa<\/a> Thanks Brennan, much appreciated! <\/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 is exactly the kind of tooling that’s been missing in the AI-assisted development workflow. We use 4 different AI providers at TubeSpark (OpenAI, Anthropic, Groq, Gemini) for content generation, and the quality variance between models is real \u2014 what passes review from one provider often needs manual fixes from another.<\/p>\n<p>The idea of encoding quality standards as source-controlled markdown files that run on every PR is brilliant. Right now we rely on manual code review to catch AI-generated inconsistencies, which doesn’t scale.<\/p>\n<p>Curious about the feedback loop \u2014 when Mission Control flags an issue, does the developer fix it manually or can it suggest\/apply fixes automatically?<\/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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Super cool! The multi-provider quality variance is exactly the problem checks solve. You encode “good” once as markdown files in <a href=\"https:\/\/docs.continue.dev\/checks\/generating-checks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">.continue\/checks\/<\/a>, and it runs on every Pull Request (PR) regardless of which model wrote the content \/ code.<\/p>\n<p>On the feedback loop: checks show up as GitHub status checks on the PR. If one fails, you click through to Mission Control where you get more detail and can quickly accept or reject the suggested fix. Once you build trust in a check, you just flip it to auto-fix. At that point the AI catches the issue, fixes it, and pushes, all before you look at the PR.<\/p>\n<p>How do you know when to flip that switch? We wrote about this in <a href=\"https:\/\/blog.continue.dev\/intervention-rates-are-the-new-build-times\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Intervention Rates Are the New Build Times<\/a>. Measure how often you have to correct the AI per check, and as that drops toward zero, that’s your signal to let it run autonomously. This is easy to do on the Metrics page in Mission Control.<\/p>\n<p>For your four-provider setup, I’d start by writing checks for the specific patterns where you see quality variance between models. The stuff reviewers keep catching. That becomes your quality floor every PR has to clear.<\/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>My favorite check on the Continue team is our “Next.js best practices” based on <a href=\"https:\/\/github.com\/vercel-labs\/next-skills\/blob\/main\/skills\/next-best-practices\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">this skill<\/a>. It runs on every PR and catches something subtle almost every time! <\/p>\n<\/p>\n<p>Even though we have this same skill for the agent to use locally, agents still make mistakes as context windows grow, so running it in CI gives us assurance that we aren’t letting slop make it into production. <\/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 markdown-file-as-check approach is smart because it keeps standards reviewable and diffs visible, same as any other code change. One thing I’d want to know: how do you handle checks that are too broad and start flagging everything? That noise problem killed a couple internal lint rules on our team before we got the scope right.<\/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\/@abayb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abayb<\/a> Yeah this is definitely a key observation. We built into the system an easy way to toggle the “Sensitivity” of suggestions, and whenever you reject you can provide feedback. Between the two of these things, and also just updating the check files on occasion, it’s not hard to keep down noise. And even if there is a high volume of checks, you can just ask your coding agent to address them, it will do a good job!<\/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><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7e6f4e8-8b1e-4cca-b228-80c57ac04466.webp?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of encoding standards as markdown checks. Curious \u2014 do teams typically start with a few core checks and expand, or do you recommend defining all standards upfront?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/J27XBO2G76BFBP\" class=\"app-title\">Sequirly<\/a><\/p>\n<div class=\"one-liner\">Prevent accidental data leaks while using AI tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u6d4f\u89c8\u5668\u672c\u5730\u5b9e\u65f6\u626b\u63cf\uff0c\u5728\u7528\u6237\u5411AI\u5de5\u5177\u63d0\u4ea4\u63d0\u793a\u8bcd\u6216\u4e0a\u4f20\u6587\u4ef6\u65f6\uff0c\u9884\u9632\u654f\u611f\u6570\u636e\u610f\u5916\u6cc4\u9732\u7684\u5b89\u5168\u5de5\u5177\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3070169c-11c2-4027-b7e8-73c5aa853029.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45a965f5-a11b-4bae-83a3-742146a59055.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b01d6d42-8b7a-45c9-a968-e3747ae58c4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/362aa9c5-b5e3-4c7f-9736-12f9bde45539.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/782a12bf-32ba-4ffb-b00d-833a59bc4fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46a01753-cd26-4b75-a272-c0fe25d1f469.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\/fbcadbc3-99e5-444d-98b1-a7a48d4fccba.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IaTD92ELYbI\"><source src=\"https:\/\/youtu.be\/IaTD92ELYbI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9632\u6cc4\u9732<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u4eba\u56e0\u98ce\u9669\u9632\u62a4<\/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\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u3002\u521b\u59cb\u4eba\u56de\u590d\uff1a1. \u76ee\u524d\u4e3aChrome\u6269\u5c55\uff0c\u652f\u6301\u6d4f\u89c8\u5668AI\u5de5\u5177\uff0c\u65e0\u9700\u96c6\u6210\uff1b\u6b63\u8ba1\u5212\u652f\u6301Claude Code\u7b49IDE\u30022. \u53ef\u624b\u52a8\u8986\u76d6\u8bef\u62a5\uff1b\u901a\u8fc7\u672c\u5730\u62e6\u622a\u63d0\u4f9b\u6cc4\u6f0f\u4fdd\u8bc1\u30023. \u6682\u4e0d\u652f\u6301\u81ea\u6258\u7ba1LLM\uff0c\u4e3b\u8981\u9488\u5bf9\u4e91\u670d\u52a1\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 Sequirly\u5207\u5165\u4e86\u4e00\u4e2a\u5728AI\u72c2\u70ed\u4e2d\u88ab\u666e\u904d\u5ffd\u89c6\u7684\u201c\u6700\u540e\u4e00\u7c73\u201d\u5b89\u5168\u76f2\u533a\uff1a\u4eba\u56e0\u5931\u8bef\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5b9a\u4f4d\u4e86\u5b89\u5168\u8303\u5f0f\u4ece\u201c\u9632\u5fa1\u5916\u90e8\u653b\u51fb\u201d\u5411\u201c\u7ba1\u7406\u5185\u90e8\u884c\u4e3a\u201d\u7684\u8f6c\u53d8\u3002\u5728AI\u5de5\u5177\u6210\u4e3a\u751f\u4ea7\u529b\u6807\u914d\u7684\u5f53\u4e0b\uff0c\u4f20\u7edfDLP\u548c\u9632\u706b\u5899\u5bf9\u5458\u5de5\u968f\u624b\u5c06\u5ba2\u6237\u6570\u636e\u7c98\u8d34\u8fdbChatGPT\u7684\u884c\u4e3a\u65e0\u80fd\u4e3a\u529b\uff0cSequirly\u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e2a\u573a\u666f\u4e0b\u7684\u201c\u7c98\u8d34\u524d\u62e6\u622a\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\u201c\u672c\u5730\u5904\u7406\u201d\u548c\u201c\u65e0\u5185\u5bb9\u76d1\u63a7\u201d\u3002\u8fd9\u76f4\u51fb\u4e86\u4f01\u4e1a\u5bf9\u4e8e\u6570\u636e\u5b89\u5168\u7684\u53cc\u91cd\u7126\u8651\uff1a\u65e2\u6015\u6570\u636e\u6cc4\u9732\u7ed9AI\u516c\u53f8\uff0c\u4e5f\u6015\u88ab\u5185\u90e8\u76d1\u63a7\u7cfb\u7edf\u8fc7\u5ea6\u7aa5\u89c6\u3002\u5b83\u7528\u6280\u672f\u65b9\u6848\u7f13\u89e3\u4e86\u524d\u8005\uff0c\u7528\u9690\u79c1\u8bbe\u8ba1\u5b89\u629a\u4e86\u540e\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u9762\u4e34\u6839\u672c\u6027\u6311\u6218\uff1a\u62a4\u57ce\u6cb3\u8f83\u6d45\u3002\u6838\u5fc3\u7684\u672c\u5730\u626b\u63cf\u903b\u8f91\uff08\u5982\u6b63\u5219\u5339\u914d\u3001\u5173\u952e\u8bcd\u68c0\u6d4b\uff09\u6613\u88ab\u590d\u5236\uff0c\u4e14\u4f5c\u4e3a\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5176\u9632\u62a4\u8303\u56f4\u5929\u7136\u53d7\u9650\u3002\u5f53AI\u4ea4\u4e92\u6df1\u5ea6\u878d\u5165IDE\u3001\u529e\u516c\u8f6f\u4ef6\u4e43\u81f3\u64cd\u4f5c\u7cfb\u7edf\u5de5\u4f5c\u6d41\u65f6\uff0c\u6269\u5c55\u7684\u8986\u76d6\u80fd\u529b\u5c06\u6349\u895f\u89c1\u8098\u3002\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\u900f\u9732\u6b63\u4e0e\u516c\u53f8\u5408\u4f5c\u63a2\u7d22\u96c6\u6210\uff0c\u8fd9\u6697\u793a\u5176\u4f5c\u4e3a\u72ec\u7acb\u6269\u5c55\u7684\u5f62\u6001\u53ef\u80fd\u53ea\u662f\u5207\u5165\u5e02\u573a\u7684\u201c\u6954\u5b50\u201d\uff0c\u6700\u7ec8\u51fa\u8def\u6216\u662f\u6210\u4e3a\u5d4c\u5165\u4f01\u4e1a\u5b89\u5168\u6808\u7684\u4e00\u4e2a\u6a21\u5757\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSequirly\u662fAI\u539f\u751f\u65f6\u4ee3\u4e00\u5757\u5fc5\u8981\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u4f46\u5b83\u63ed\u793a\u7684\u662f\u4e00\u9053\u66f4\u6df1\u7684\u7ed3\u6784\u6027\u4f24\u53e3\uff1aAI\u5de5\u5177\u672c\u8eab\u5728\u8bbe\u8ba1\u4e0e\u666e\u53ca\u8fc7\u7a0b\u4e2d\uff0c\u957f\u671f\u7f3a\u4e4f\u5185\u7f6e\u7684\u3001\u7528\u6237\u53cb\u597d\u7684\u5b89\u5168\u62a4\u680f\u3002\u5f53\u8fd9\u7c7b\u201c\u521b\u53ef\u8d34\u201d\u6210\u4e3a\u5fc5\u9700\u54c1\uff0c\u6070\u6070\u53cd\u886c\u51fa\u6574\u4e2a\u751f\u6001\u5728\u5b89\u5168\u8bbe\u8ba1\u4e0a\u7684\u539f\u59cb\u4e0e\u7c97\u653e\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\">Sequirly<\/span>\n <\/div>\n<div class=\"comment-content\">Sequirly warns you before you share sensitive data with AI tools, keeping your privacy and security intact. It scans prompts and document uploads in real time, detecting API keys, credentials, and personal information before they reach Claude, ChatGPT, Gemini, or any AI tool. All scanning happens locally in your browser.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Sudip, co-founder of Sequirly.<\/p>\n<p>A while back, I saw one of our marketing analysts paste the entire CRM data of our customers into Claude. Not his fault, he was just trying to move fast and generate a comprehensive marketing report.<\/p>\n<p>That’s the moment I realized a massive gap in security.<\/p>\n<p>Everyone’s telling us to use more AI, ship faster with Claude, build agents, go AI-native, or get left behind. And they’re right. Teams that adopt AI will win.<\/p>\n<p>But nobody is talking about the potential risk that comes with everyone depending on AI. Every time your team uses an AI tool, they’re potentially exposing sensitive data.<\/p>\n<p>\u2192 Client credentials in a prompt<br \/>\n\u2192 Code, including keys and secrets copy-pasted for bug fixing<br \/>\n\u2192 Confidential documents uploaded for summarization<\/p>\n<p>Most security tools protect infrastructure: firewalls, networks, and endpoints. But the biggest AI risk isn’t a hack, it’s human. Humans accidentally share something they shouldn’t and click the phishing email links. And no firewall catches that.<\/p>\n<p>The few AI-specific tools that exist? They monitor what already leaked or they fix the vulnerable tools.<\/p>\n<p>So we decided to build the safety net.<\/p>\n<p>Sequirly sits between your team and their AI tools. It scans prompts and documents in real time, detecting sensitive information before it reaches an AI tool.<\/p>\n<p>What makes us different:<\/p>\n<p>\u2192 Prevention, not monitoring. All the processing happens locally in your browser and we stop the leak before it happens.<br \/>\n\u2192 Built for humans, not systems. We protect against the accidental paste, the risk no DLP catches.<br \/>\n\u2192 Document upload scanning. Your team uploads contracts, spreadsheets, reports to AI tools daily. Sequirly now catches sensitive data in those files too.<br \/>\n\u2192 100% local processing. Your prompt data never touches our servers, only the metadata is sent to your dashboard.<br \/>\n\u2192 Visibility without surveillance. Admins see what categories were flagged, never the actual content.<\/p>\n<p>We are now offering a 30-day free trial, no credit card required. Try it now and see for yourself how much sensitive data flows through your AI interactions.<\/p>\n<p>Quick question: What’s the most sensitive thing you’ve ever pasted into ChatGPT? (Be honest, we’ve all done it.)<\/p>\n<p>Happy to answer anything in the comments.<br \/>\n\u2014 Sudip<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qsudip_bhandari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qsudip_bhandari<\/a> <br \/>This is brilliant! As AI adoption accelerates, I’ve heard cases where integrating tools like Claude Code with ad accounts led to account takeovers, so a service like this feels essential.<\/p>\n<p>Does Sequirly require integration with Claude Code or other AI tools to work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tomohiro_tanaka<br \/>\nI completely agree with you.<br \/>\nAs of now, we are providing a security layer using a Chrome extension to support browser-based AI tools. For that, no integration is required; just install the extension.<br \/>\nWe are also working with companies to understand their AI use cases and add support for tools like Claude Code and Cursor.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qsudip_bhandari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qsudip_bhandari<\/a> Hi Sudip. What happens if the tool accidentally flags non-sensitive data? Can I override it? And are there guarantees that sensitive data won\u2019t reach AI tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real problem. With so many teams pasting data into ChatGPT and other AI tools without thinking, having a safety layer makes total sense. Does it work with self-hosted LLMs too, or just cloud-based ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/JTD72G3U5VEXUO\" class=\"app-title\">DialogLab<\/a><\/p>\n<div class=\"one-liner\">Authoring, simulating, testing human-AI group conversations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DialogLab\u662f\u4e00\u4e2a\u7528\u4e8e\u8bbe\u8ba1\u3001\u6a21\u62df\u548c\u6d4b\u8bd5\u4eba\u673a\u6df7\u5408\u7fa4\u7ec4\u5bf9\u8bdd\u7684\u7814\u7a76\u539f\u578b\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u53ef\u89c6\u5316\u73af\u5883\u4e2d\u914d\u7f6e\u5bf9\u8bdd\u573a\u666f\u3001\u667a\u80fd\u4f53\u89d2\u8272\u4e0e\u56de\u5408\u89c4\u5219\uff0c\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u53ca\u4eba\u673a\u6df7\u5408\u5bf9\u8bdd\u7cfb\u7edf\u96be\u4ee5\u7cfb\u7edf\u6027\u8bbe\u8ba1\u548c\u8bc4\u4f30\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\/b86c9cf2-d787-4422-8448-c30f2eb38138.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b54aa77-1b7a-47a8-a576-2c389e6927bb.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/404f2d48-9693-42ef-99d3-ac6e012d479f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff5ea0d5-9555-41df-a9c0-1a64b0305c51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/548e88b1-91b1-472c-a6b1-9cf767445ca4.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86636ce2-aaf2-4310-81d6-859e31b06194.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a09d685b-0fab-4e64-8f07-9925c8e8f32e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/U2Ag_Ktobzw?si=Tgf66-LPd9ikKYnV\"><source src=\"https:\/\/youtu.be\/U2Ag_Ktobzw?si=Tgf66-LPd9ikKYnV\" 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\">Prototyping<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bf9\u8bddAI\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u6d4b\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7fa4\u7ec4\u5bf9\u8bdd\u4eff\u771f<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u7814\u7a76\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u6d41\u7a0b\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u7814\u7a76<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u9488\u5bf9\u201c\u591a\u5bf9\u591a\u201d\u771f\u5b9e\u5bf9\u8bdd\u573a\u666f\u7684\u8bbe\u8ba1\u4ef7\u503c\uff0c\u5173\u6ce8\u5176\u5728\u6e38\u620f\u3001\u6559\u80b2\u7b49\u9886\u57df\u7684\u5e94\u7528\u3002\u6838\u5fc3\u5efa\u8bae\u4e0e\u95ee\u9898\u5305\u62ec\uff1a\u80fd\u5426\u652f\u6301\u57fa\u4e8e\u89d2\u8272\u53d1\u8a00\u65f6\u957f\u7684\u56de\u5f52\u6d4b\u8bd5\uff1b\u671f\u5f85\u4eba\u7c7b\u4e0eAI\u52a9\u624b\u5171\u540c\u53c2\u4e0e\u7684\u7fa4\u804a\u6a21\u62df\uff1b\u4ee5\u53ca\u5982\u4f55\u6d4b\u8bd5\u667a\u80fd\u4f53\u5728\u6307\u4ee4\u51b2\u7a81\u4e0b\u7684\u8868\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n DialogLab\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u53e6\u4e00\u4e2a\u5bf9\u8bddAI\u6784\u5efa\u5668\uff0c\u800c\u5728\u4e8e\u5b83\u5c16\u9510\u5730\u6307\u51fa\u4e86\u4e00\u4e2a\u88ab\u884c\u4e1a\u957f\u671f\u5ffd\u89c6\u7684\u201c\u6697\u7901\u201d\uff1a\u73b0\u5b9e\u4e16\u754c\u7684\u5bf9\u8bdd\u672c\u8d28\u4e0a\u662f\u591a\u7ebf\u7a0b\u3001\u591a\u53c2\u4e0e\u8005\u7684\u590d\u6742\u7cfb\u7edf\uff0c\u800c\u5f53\u524d\u4e3b\u6d41AI\u4ea4\u4e92\u8303\u5f0f\u5374\u4ecd\u56fa\u5b88\u201c\u4e00\u5bf9\u4e00\u201d\u7684\u7b52\u4ed3\u3002\u5b83\u5c06\u5b66\u672f\u7814\u7a76\u4e2d\u5bf9\u5bf9\u8bdd\u7ed3\u6784\u3001\u56de\u5408\u8f6c\u6362\u3001\u793e\u4f1a\u89c4\u8303\u7684\u6d1e\u5bdf\uff0c\u5de5\u7a0b\u5316\u4e3a\u4e00\u4e2a\u53ef\u64cd\u4f5c\u7684\u8bbe\u8ba1\u73af\u5883\uff0c\u5176\u201c\u7247\u6bb5\u5316\u6d41\u7a0b\u63a7\u5236\u201d\u548c\u201c\u811a\u672c\u4e0e\u5373\u5174\u8fc7\u6e21\u201d\u673a\u5236\uff0c\u662f\u5bf9\u5bf9\u8bdd\u201c\u53ef\u63a7\u6027\u201d\u4e0e\u201c\u5f00\u653e\u6027\u201d\u77db\u76fe\u7684\u4e00\u6b21\u52a1\u5b9e\u89e3\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u7814\u7a76\u539f\u578b\u201d\u7684\u5b9a\u4f4d\u4e5f\u66b4\u9732\u4e86\u5c40\u9650\u6027\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4e25\u8c28\u7684\u201c\u5b9e\u9a8c\u5ba4\u4eea\u5668\u201d\uff0c\u800c\u975e\u4ea7\u54c1\u56e2\u961f\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002\u9a8c\u8bc1\u770b\u677f\u548c\u5206\u6790\u529f\u80fd\u867d\u597d\uff0c\u4f46\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u56de\u5f52\u68c0\u67e5\u201d\u7684\u8ffd\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u5176\u4ece\u201c\u5206\u6790\u73b0\u8c61\u201d\u5230\u201c\u652f\u6301\u5feb\u901f\u8fed\u4ee3\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u771f\u6b63\u7684\u4ea7\u54c1\u5316\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5c06\u8fd9\u4e9b\u590d\u6742\u7684\u89c4\u5219\u4e0e\u63a7\u5236\uff0c\u8f6c\u5316\u4e3a\u4ea7\u54c1\u7ecf\u7406\u548c\u8bbe\u8ba1\u5e08\u80fd\u76f4\u89c2\u7406\u89e3\u5e76\u9ad8\u6548\u4f7f\u7528\u7684\u62bd\u8c61\u5c42\uff0c\u800c\u4e0d\u53ea\u662f\u7814\u7a76\u8005\u548c\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u4e13\u5c5e\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u51fa\u73b0\u662f\u4e00\u4e2a\u4fe1\u53f7\uff1aAI\u4ea4\u4e92\u8bbe\u8ba1\u6b63\u5728\u4ece\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u7684\u5fae\u89c2\u5c42\u9762\uff0c\u8dc3\u5347\u81f3\u201c\u5bf9\u8bdd\u67b6\u6784\u201d\u7684\u5b8f\u89c2\u5c42\u9762\u3002\u672a\u6765\u8861\u91cf\u4e00\u4e2a\u5bf9\u8bdd\u7cfb\u7edf\u7684\u597d\u574f\uff0c\u53ef\u80fd\u4e0d\u4ec5\u662f\u770b\u5355\u8f6e\u56de\u590d\u7684\u7cbe\u51c6\u5ea6\uff0c\u66f4\u8981\u770b\u5176\u80fd\u5426\u5728\u52a8\u6001\u7fa4\u7ec4\u4e2d\u7ef4\u6301\u8bdd\u9898\u8fde\u8d2f\u3001\u89d2\u8272\u4e00\u81f4\u4e0e\u793e\u4f1a\u6027\u5408\u7406\u3002DialogLab\u4e3a\u6b64\u642d\u4e86\u4e00\u4e2a\u5b9d\u8d35\u7684\u8bd5\u9a8c\u53f0\uff0c\u4f46\u8ba9\u8fd9\u5957\u65b9\u6cd5\u8bba\u8d70\u51fa\u7814\u7a76\u5ba4\uff0c\u878d\u5165\u771f\u5b9e\u7684\u5f00\u53d1\u6d41\u6c34\u7ebf\uff0c\u624d\u662f\u5176\u80fd\u5426\u4ea7\u751f\u98a0\u8986\u6027\u5f71\u54cd\u7684\u5173\u952e\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\">DialogLab<\/span>\n <\/div>\n<div class=\"comment-content\">DialogLab is a research prototype that provides a unified interface to configure conversational scenes, define agent personas, manage group structures, specify turn-taking rules, and orchestrate transitions between scripted narratives and improvisation. Designers can 1) configure group, party, snippet characteristics, 2) test with simulation and live interaction, and 3) gain insights with timeline view and post-hoc analytics.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Rohan, that line about AI being optimized for the exception, not the rule, is a sharp reframe. Was there a specific project or use case where you watched a single-thread AI completely fail in a group setting?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> I keep ending up with a group sim and a pile of transcripts. DialogLab’s snippets with turn-taking and interruption rules, plus the audit panel and verification dashboard, make it something you can test. Does the dashboard support regression checks like per-role talk-time bounds? That’d speed iteration 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\">\n<p>Every AI product built in the last 3 years was optimized for the same interaction: one human, one AI, one thread. But that’s not how real conversations work.<\/p>\n<\/p>\n<p>Team standups. Classroom discussions. Conference Q&As. Game NPC interactions. These are multi-party, fluid, and full of interruptions.<\/p>\n<\/p>\n<p>We’ve been designing AI for the exception, not the rule.<\/p>\n<\/p>\n<p><strong>DialogLab<\/strong> is Google Research’s open-source framework to author, simulate, and test dynamic group conversations involving both humans and AI agents. <\/p>\n<\/p>\n<p>Not just “prompt a model and hope for the best.” An actual design environment for multi-party dialogue.<\/p>\n<\/p>\n<p><strong>Here’s what it does differently \ud83d\udc47<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Visual scene builder<\/strong> – drag-and-drop canvas to set up participants, roles, subgroups, and shared content<\/p>\n<\/li>\n<li>\n<p><strong>Snippet-based flow control<\/strong> – break conversations into phases like opening, debate, and consensus, each with its own turn-taking and interruption rules<\/p>\n<\/li>\n<li>\n<p><strong>Human-in-the-loop simulation<\/strong> – an audit panel surfaces AI response suggestions during testing; you accept, edit, or dismiss in real time<\/p>\n<\/li>\n<li>\n<p><strong>Verification dashboard<\/strong> – visualizes turn distribution and sentiment flow so you’re not reading 200 lines of raw transcript<\/p>\n<\/li>\n<\/ul>\n<p>Tested with 14 domain experts across game design, education, and social science research. Human control mode rated consistently higher on engagement, realism, and effectiveness vs fully autonomous agents. <\/p>\n<\/p>\n<p><strong>Who should care right now \ud83c\udfaf<\/strong><\/p>\n<ul>\n<li>\n<p>Game devs building NPC dialogue systems that feel alive<\/p>\n<\/li>\n<li>\n<p>Educators creating AI-simulated practice environments like mock interviews or debate prep<\/p>\n<\/li>\n<li>\n<p>Researchers studying group dynamics without coordinating 10 humans in a lab<\/p>\n<\/li>\n<li>\n<p>Product teams prototyping AI experiences beyond the single chatbot window<\/p>\n<\/li>\n<\/ul>\n<p>We’re entering a world where AI agents talk to each other and to humans simultaneously. <\/p>\n<\/p>\n<p>DialogLab is an early, honest attempt to build it. It’s a research prototype, not a polished SaaS tool. The GitHub is open, the paper is published. Worth an afternoon if you’re building anything in the multi-agent or conversational AI space. <\/p>\n<\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/ecruhue\/DialogLab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/ecruhue\/DialogLab<\/a> <\/p>\n<\/p>\n<p><strong>If you could simulate any group conversation before shipping it, what would you test first? Share in the comments! \ud83d\ude42 <\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting, I would like to see multi party chats that include humans and their AI assistants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool research \u2014 the idea of orchestrating transitions between scripted and improvised conversations is fascinating. Can you test how different agent personas handle conflicting instructions in a group setting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats <a href=\"https:\/\/www.producthunt.com\/@sundar_pichai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sundar_pichai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundar_pichai<\/a> for the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GQVY5WUNA2GM5F\" class=\"app-title\">Upsolve AI for CSVs<\/a><\/p>\n<div class=\"one-liner\">Turn your CSVs into share-worthy dashboards<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u5185\u8fd0\u884c\u7684AI\u5de5\u5177\uff0c\u53ef\u5c06CSV\u6587\u4ef6\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u65f6\u8f6c\u6362\u4e3a\u4ea4\u4e92\u5f0f\u4eea\u8868\u76d8\uff0c\u65e0\u9700SQL\u6216\u590d\u6742\u8bbe\u7f6e\uff0c\u4e3a\u4e2d\u5c0f\u5546\u5bb6\u53ca\u56e2\u961f\u63d0\u4f9b\u96f6\u95e8\u69db\u7684\u5feb\u901f\u6570\u636e\u6d1e\u5bdf\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\/4342ff6d-1ba3-4736-b3de-af02c91bac37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a56b9e6-c69a-45be-baee-d9b0ec52db77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/527e8190-526c-4510-a026-571e51140cf5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23663f89-52ae-4824-aded-9e7b86869056.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">CSV\u5904\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7BI<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u201c\u65e0\u9700SQL\u4e0e\u6570\u636e\u900f\u89c6\u8868\u201d\u7684\u7b80\u6d01\u6d41\u7a0b\u3002\u6838\u5fc3\u63d0\u95ee\u6d89\u53caCSV\u6587\u4ef6\u7684\u5927\u5c0f\u9650\u5236\u4e0e\u6027\u80fd\u8fb9\u754c\uff0c\u8868\u660e\u7528\u6237\u5173\u6ce8\u4ea7\u54c1\u7684\u5b9e\u9645\u5904\u7406\u80fd\u529b\u4e0e scalability\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 Upsolve AI for CSVs \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41BI\u5de5\u5177\u957f\u671f\u5ffd\u89c6\u7684\u201c\u7f1d\u9699\u5e02\u573a\u201d\uff1a\u975e\u6280\u672f\u7528\u6237\u5bf9\u9759\u6001CSV\u6587\u4ef6\u7684\u5373\u65f6\u3001\u53ef\u89c6\u5316\u5206\u6790\u9700\u6c42\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9690\u79c1\u4f18\u5148\u201d\uff08\u6570\u636e\u4e0d\u79bb\u7ebf\uff09\u548c\u201c\u771f\u6b63\u5bf9\u8bdd\u5f0f\u201d\u4ea4\u4e92\uff0c\u76f4\u51fb\u4f20\u7edf\u6d41\u7a0b\uff08\u5bfc\u51fa-\u6e05\u6d17-\u5efa\u6a21-\u53ef\u89c6\u5316\uff09\u7684\u7e41\u7410\u4e0e\u6570\u636e\u5b89\u5168\u987e\u8651\uff0c\u5c06\u5206\u6790\u95e8\u69db\u4ece\u201c\u6280\u80fd\u201d\u964d\u7ef4\u5230\u201c\u610f\u56fe\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u540c\u6837\u9c9c\u660e\u3002\u4ea7\u54c1\u672c\u8d28\u662f\u5d4c\u5165\u5f0f\u5206\u6790\u5e73\u53f0\u7684\u529f\u80fd\u5b50\u96c6\u964d\u7ea7\uff0c\u6218\u7565\u4e0a\u53ef\u80fd\u610f\u5728\u4f5c\u4e3a\u5176\u6838\u5fc3SQL\u4ea7\u54c1\u7684\u4f4e\u6210\u672c\u5f15\u6d41\u5165\u53e3\u3002\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u7b2c\u4e00\uff0c\u6027\u80fd\u5929\u82b1\u677f\u3002\u6d4f\u89c8\u5668\u672c\u5730\u5904\u7406\u5bf9\u5927\u4f53\u79efCSV\u7684\u652f\u6491\u80fd\u529b\u5b58\u7591\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u5176\u80fd\u5426\u5904\u7406\u201cCRM\u6570\u636e\u8f6c\u50a8\u201d\u7b49\u771f\u5b9e\u573a\u666f\u3002\u7b2c\u4e8c\uff0c\u6d1e\u5bdf\u6df1\u5ea6\u3002\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u76ee\u524d\u4ec5\u80fd\u5e94\u5bf9\u6a21\u5f0f\u6e05\u6670\u7684\u63cf\u8ff0\u6027\u5206\u6790\uff0c\u5bf9\u4e8e\u590d\u6742\u5f52\u56e0\u6216\u9884\u6d4b\u6027\u9700\u6c42\uff0c\u6050\u529b\u6709\u4e0d\u902e\uff0c\u6613\u6ca6\u4e3a\u201c\u56fe\u8868\u73a9\u5177\u201d\u3002\u7b2c\u4e09\uff0c\u5546\u4e1a\u6a21\u5f0f\u3002\u5f53\u524d\u201c\u771f\u514d\u8d39\u201d\u7b56\u7565\u4f9d\u8d56\u201c\u5408\u7406\u7684\u6708\u5ea6AI\u4f7f\u7528\u9650\u5236\u201d\uff0c\u8fd9\u6697\u793a\u5176\u6210\u672c\u4e0eAI API\u8c03\u7528\u5f3a\u5173\u8054\uff1b\u4e00\u65e6\u7528\u6237\u5f62\u6210\u4f9d\u8d56\u5e76\u4ea7\u751f\u9ad8\u9891\u3001\u5927\u91cf\u9700\u6c42\uff0c\u5982\u4f55\u5e73\u8861\u4f53\u9a8c\u4e0e\u6210\u672c\u5c06\u6210\u4e3a\u5173\u952e\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5e76\u975e\u4f20\u7edfBI\u7684\u66ff\u4ee3\u54c1\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u6570\u636e\u5bf9\u8bdd\u7ffb\u8bd1\u5668\u201d\u3002\u5176\u6210\u529f\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u5f3a\u5927\uff0c\u800c\u5728\u4e8e\u573a\u666f\u8db3\u591f\u805a\u7126\u2014\u2014\u8ba9\u4e2d\u5c0f\u5546\u5bb6\u5728\u4e94\u5206\u949f\u5185\uff0c\u4ece\u4e00\u56e2\u6df7\u4e71\u7684\u8868\u683c\u4e2d\u5f97\u5230\u51e0\u4e2a\u80fd\u76f4\u63a5\u7528\u4e8e\u51b3\u7b56\u6216\u5206\u4eab\u7684\u56fe\u8868\u3002\u4f46\u82e5\u4e0d\u80fd\u6e05\u6670\u5b9a\u4e49\u5e76\u5b88\u4f4f\u201c\u8f7b\u91cf\u3001\u5373\u65f6\u3001\u4e00\u6b21\u6027\u5206\u6790\u201d\u7684\u8fb9\u754c\uff0c\u8bd5\u56fe\u5411\u66f4\u91cd\u5ea6\u7684\u5206\u6790\u573a\u666f\u6269\u5f20\uff0c\u5219\u5f88\u53ef\u80fd\u5728\u6027\u80fd\u3001\u6210\u672c\u548c\u529f\u80fd\u4e0a\u9677\u5165\u5c34\u5c2c\u5883\u5730\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\">Upsolve AI for CSVs<\/span>\n <\/div>\n<div class=\"comment-content\">Your CSVs have a lot to say. Now it speaks English and draws charts. Upsolve for CSV works on any dataset in your browser: drop in file \u2192 ask questions \u2192 interactive dashboards instantly. No SQL, no pivot tables, no additional tool setup.<\/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>Really excited to share what we built with you today.<\/p>\n<p>The backstory: My co-founder and I run Upsolve, an embedded analytics platform with an AI agent for SQL databases. We kept getting the same request: “This is great, but can you do it for CSVs too?”<\/p>\n<p>We said no for months because it wasn’t our focus. But after the 20th person asked, we realized there’s a real gap – people have data stuck in CSVs (Shopify exports, CRM dumps, survey results) and they just want quick insights without the hassle of traditional BI tools.<\/p>\n<p>So we built this stripped-down version that does one thing really well: CSV \u2192 AI chat \u2192 instant dashboards.<\/p>\n<p>What makes it different:<br \/>\n\ud83d\udd12 Privacy-first – Your CSV never leaves your browser. It is stored in your local browser storage, no data storage on our end.<\/p>\n<p>\ud83d\udcac Actually conversational – Just ask “show me sales by month” or “what are my top products?” The AI figures out the right visualizations.<\/p>\n<p>\u26a1 Zero friction – Simply create an account to start. No database setup, no tutorial videos. Upload and go.<\/p>\n<p>\ud83c\udd93 Free for real – Not a 14-day trial. We’re keeping this free with reasonable monthly AI usage limits.<\/p>\n<p>Who we built this for:<br \/>\n1. Shopify sellers drowning in order exports<br \/>\n2. Teams that need to share quick insights without Excel gymnastics<br \/>\n3. Anyone who thinks “there has to be an easier way” when staring at a CSV<br \/>\n4. Small businesses without dedicated BI tools<\/p>\n<p>We’ve already had users build dashboards for everything from e-commerce sales to fitness tracking data to procurement analytics. Would love to hear what you’d use it for!<\/p>\n<p>Try it out and let me know what you think. Happy to answer any questions! \ud83d\ude80<\/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\/@kalingwu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalingwu<\/a> Hey, saw your product launch. I\u2019m reviewing SaaS dashboards today and redesigning one for free. Feel free to drop your product in the thread if you’re interested.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Let’s gooooooo <a href=\"https:\/\/www.producthunt.com\/products\/upsolve-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"upsolve-ai\" target=\"_blank\" rel=\"noopener\">@Upsolve AI<\/a> team! This is awesome. Great work <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No SQL, no pivot tables \u2014 that’s exactly the workflow most people actually need. How large of a CSV can it handle before performance starts to drop?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IGWVAIYAT373F7\" class=\"app-title\">AgentCenter for OpenClaw<\/a><\/p>\n<div class=\"one-liner\">Mission Control for your OpenClaw agents.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>*<br \/>\n\u5728OpenClaw\u591a\u667a\u80fd\u4f53\u751f\u4ea7\u73af\u5883\u4e2d\uff0cAgentCenter\u63d0\u4f9b\u5b9e\u65f6\u76d1\u63a7\u4e0e\u4efb\u52a1\u770b\u677f\uff0c\u89e3\u51b3AI\u5de5\u4f5c\u6d41\u8fd0\u7ef4\u6df7\u4e71\u3001\u96be\u4ee5\u8ffd\u8e2a\u548c\u8c03\u8bd5\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\/d4890e33-fe28-4c9f-8711-6d9f87adfbd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d195304e-3c85-4bf4-8bc7-0b67fe1849e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac913d82-739d-45bb-8bbf-2cff557d51fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d83ac4d-f750-4aa4-ba26-b760199041bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e99347e-aac7-49aa-ba2b-07fc6e327f90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea69f69f-35d5-41ea-9785-e2e96078e37a.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\/fb0ff324-3eba-4b04-aaa2-3df17346541f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/JK30I2yZOzE?si=ipTsksd_PDHJOdmF\"><source src=\"https:\/\/youtu.be\/JK30I2yZOzE?si=ipTsksd_PDHJOdmF\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">*<br \/>\nAI\u667a\u80fd\u4f53\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u53ef\u89c6\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>*<br \/>\n\u7528\u6237\u80af\u5b9a\u201c\u4efb\u52a1\u63a7\u5236\u201d\u5b9a\u4f4d\u7cbe\u51c6\uff0c\u8be2\u95ee\u73b0\u6709\u667a\u80fd\u4f53\u5982\u4f55\u63a5\u5165\u3002\u56de\u590d\u663e\u793a\u914d\u7f6e\u9700\u8c03\u6574\uff0c\u4f46\u63d0\u4f9b\u4e24\u79cd\u65b9\u6848\uff1a\u5b8c\u5168\u91cd\u6784\u6216\u901a\u8fc7\u63d0\u793a\u8bcd\u96c6\u6210\u3002\u53e6\u6709\u6df1\u5ea6\u63d0\u95ee\u6d89\u53ca\u5b50\u667a\u80fd\u4f53\u76d1\u63a7\uff0c\u5b98\u65b9\u786e\u8ba4\u652f\u6301\u5c42\u7ea7\u5316\u4efb\u52a1\u8ffd\u6eaf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n *\n <\/p>\n<p class=\"ai-content\">\n AgentCenter\u76f4\u51fbAI\u667a\u80fd\u4f53\u4ece\u5b9e\u9a8c\u8d70\u5411\u751f\u4ea7\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5f53\u5355\u4e00\u667a\u80fd\u4f53\u6269\u5c55\u4e3a\u590d\u6742\u5de5\u4f5c\u6d41\u65f6\uff0c\u8fd0\u7ef4\u80fd\u89c1\u5ea6\u7f3a\u5931\u4f1a\u8fc5\u901f\u62b5\u6d88\u81ea\u52a8\u5316\u6548\u76ca\u3002\u4ea7\u54c1\u4ee5\u201c\u4efb\u52a1\u63a7\u5236\u201d\u4e3a\u9690\u55bb\uff0c\u5c06\u770b\u677f\u7ba1\u7406\u4e0e\u5b9e\u65f6\u76d1\u63a7\u7ed3\u5408\uff0c\u8bd5\u56fe\u628a\u5206\u6563\u7684\u65e5\u5fd7\u3001\u4efb\u52a1\u72b6\u6001\u548c\u534f\u4f5c\u52a8\u7ebf\u6536\u5f52\u7edf\u4e00\u9762\u677f\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u65e9\u671f\u91ce\u86ee\u751f\u957f\u7684\u667a\u80fd\u4f53\u8fd0\u7ef4\u63d0\u4f9b\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5176\u4e0e\u73b0\u6709OpenClaw\u667a\u80fd\u4f53\u7684\u96c6\u6210\u8def\u5f84\u5b58\u5728\u77db\u76fe\u4fe1\u606f\uff1a\u5b98\u65b9\u56de\u590d\u5148\u79f0\u9700\u91cd\u65b0\u914d\u7f6e\uff0c\u540e\u53c8\u5efa\u8bae\u7528\u63d0\u793a\u8bcd\u201c\u5347\u7ea7\u201d\u73b0\u6709\u667a\u80fd\u4f53\u3002\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u53ef\u80fd\u5904\u4e8e\u65e9\u671f\u8fed\u4ee3\u671f\uff0c\u67b6\u6784\u5c1a\u672a\u7a33\u5b9a\uff0c\u6216\u662f\u5728\u201c\u65e0\u7f1d\u8fc1\u79fb\u201d\u4e0e\u201c\u7cfb\u7edf\u91cd\u6784\u201d\u4e4b\u95f4\u6447\u6446\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u65b0\u9896\uff0c\u800c\u5728\u4e8e\u6293\u4f4f\u4e86\u751f\u4ea7\u7ea7AI\u56e2\u961f\u7684\u6838\u5fc3\u7126\u8651\u2014\u2014\u63a7\u5236\u529b\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u80fd\u5426\u627f\u63a5\u590d\u6742\u3001\u52a8\u6001\u7684\u591a\u667a\u80fd\u4f53\u7f16\u6392\uff08\u5982\u7a81\u53d1\u5b50\u667a\u80fd\u4f53\u751f\u6210\u3001\u8de8\u5de5\u4f5c\u6d41\u4f9d\u8d56\uff09\uff0c\u800c\u975e\u4ec5\u63d0\u4f9b\u9759\u6001\u4efb\u52a1\u770b\u677f\u3002\u82e5\u4ec5\u505c\u7559\u5728\u53ef\u89c6\u5316\u5c42\u9762\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u201c\u4eea\u8868\u76d8\u201d\uff1b\u82e5\u80fd\u6df1\u5ea6\u5d4c\u5165\u667a\u80fd\u4f53\u8c03\u5ea6\u903b\u8f91\uff0c\u6210\u4e3a\u51b3\u7b56\u4e2d\u67a2\uff0c\u624d\u6709\u673a\u4f1a\u4ece\u201c\u76d1\u63a7\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201cAI\u8fd0\u7ef4\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5f53\u524d\u6295\u7968\u6570\u4e0d\u9ad8\uff0c\u4e5f\u53cd\u6620\u5e02\u573a\u4ecd\u5728\u89c2\u671b\u5176\u5b9e\u9645\u96c6\u6210\u6df1\u5ea6\u4e0e\u7a33\u5b9a\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\">AgentCenter for OpenClaw<\/span>\n <\/div>\n<div class=\"comment-content\">AgentCenter is Mission Control for OpenClaw agents. Get real-time visibility into runs, workflows, and performance from a single dashboard. Monitor activity, troubleshoot failures, and manage agents in production with confidence. Built for teams and builders who need reliability, clarity, and control over their AI operations.<\/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>We built AgentCenter because running OpenClaw agents in production started to feel chaotic. Once you move beyond experiments, you need visibility, monitoring, and real operational control \u2014 not guesswork.<\/p>\n<p>AgentCenter is our answer to that: A mission control layer for OpenClaw agents.<\/p>\n<p>With it, you can:<br \/>\n\u2022 Monitor agent runs in real time<br \/>\n\u2022 Track workflows and performance<br \/>\n\u2022 Debug failures faster<br \/>\n\u2022 Operate agents with confidence<\/p>\n<p>We\u2019re building this for teams and serious builders running AI in production.<\/p>\n<p>Would love to know \u2014 what\u2019s the biggest challenge you face managing AI agents today?<\/p>\n<p>Thanks for the support \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! Can I use it with my already working openclaw agents?<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Yes \u2014 but not directly.<\/p>\n<\/p>\n<p>Since we\u2019ve introduced a Kanban-based workflow, every agent in AgentCenter requires its own configuration (API key, role, project ID, etc.). So you can\u2019t just plug in an already running OpenClaw agent as-is.<\/p>\n<\/p>\n<p>However, you can easily recreate your existing agent inside AgentCenter by defining a new agent in the app and assigning it the same roles, capabilities, and API keys (App provided). Once configured, it will work just like your current setup \u2014 but now with Mission Control features 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a>  Actually you can use it with your already working OpenClaw agents, Here\u2019s the easiest way:<\/p>\n<\/p>\n<p>\ud83d\udc49 Create a new agent inside AgentCenter.<\/p>\n<p>\ud83d\udc49 Copy the system prompt \/ integration message our app generates.<\/p>\n<p>\ud83d\udc49 Paste it into your existing agent and tell it to update itself.<\/p>\n<\/p>\n<p>That\u2019s it \u2014 you don\u2019t need to manually reconfigure everything.<\/p>\n<\/p>\n<p>Once pasted, your agent upgrades itself with:<\/p>\n<\/p>\n<ul>\n<li>\n<p>API-level integration<\/p>\n<\/li>\n<li>\n<p>Kanban board access<\/p>\n<\/li>\n<li>\n<p>Chat system connectivity<\/p>\n<\/li>\n<li>\n<p>Project + role mapping<\/p>\n<\/li>\n<\/ul>\n<p>No rebuild. No migration headaches. Just plug in the integration layer and your agent becomes Mission-Control ready \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “mission control” framing is exactly right for this problem. Once you move past single-agent experiments into multi-agent workflows, the operational overhead becomes the real bottleneck \u2014 not the agent logic itself. Most teams are cobbling together logs and dashboards from separate tools, which defeats the purpose of automation.<\/p>\n<p>><\/p>\n<p>> How does AgentCenter handle runs where an agent spawns sub-agents mid-workflow \u2014 does the visibility cascade down to the child runs automatically? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ivaylotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylotz<\/a> <\/p>\n<p>Yes, the idea is that you already have skill based agents set up.<\/p>\n<p>The lead assigns a task to the right agent based on what they are good at. If that agent needs to move faster, it can create multiple instances of itself to handle parts of the work in parallel.<\/p>\n<p>All of those instances report back to AgentCenter under the same task.<\/p>\n<p>The lead can then review what was delivered, verify the results, and decide what happens next. That might mean marking it complete or assigning follow up work to another agent with a different skill set.<\/p>\n<p>So it works like a real team. One lead coordinating, skilled members doing the work, and sometimes spinning up extra hands when needed.<\/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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IPRZEK4O3FEROB\" class=\"app-title\">Alexandria<\/a><\/p>\n<div class=\"one-liner\">Bring your knowledge and docs to life<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alexandria\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\uff0c\u6838\u5fc3\u529f\u80fd\u662f\u5c06\u6563\u4e71\u7684\u77e5\u8bc6\u4e0e\u6587\u6863\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u641c\u7d22\u3001\u53ef\u4ea4\u4e92\u7684\u6d3b\u6587\u6863\uff0c\u4e3b\u8981\u89e3\u51b3\u56e2\u961f\u5728\u77e5\u8bc6\u6c89\u6dc0\u3001\u6587\u6863\u6574\u7406\u4e0e\u534f\u4f5c\u4e2d\u6548\u7387\u4f4e\u4e0b\u3001\u4fe1\u606f\u5b64\u5c9b\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\/5a087b2d-1933-4f4e-ab64-b23803287d4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec75bab8-0393-43db-9afb-deead6d58f14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f390373-4ae6-4f8a-84a1-ef6822bfa098.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed305d4d-d92c-4332-80c9-ca078ab05be8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04c24867-a27b-4e4d-8f13-9a6b26f3cde2.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\/88a45879-37c7-407b-95e6-fe28640e696c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Rt067cshcws\"><source src=\"https:\/\/youtu.be\/Rt067cshcws\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u667a\u80fd\u5316<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u53ef\u4ea4\u4e92\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u63d0\u70bc<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u7ed3\u6784\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u7b80\u5355\u5316\u201d\u5b9a\u4f4d\u4e0e\u8bed\u97f3\u8f6c\u6587\u6863\u529f\u80fd\uff0c\u5e76\u8b66\u60d5\u4ea7\u54c1\u201cNotion\u5316\u201d\u7684\u81c3\u80bf\u8d8b\u52bf\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8eAI\u5728\u8bed\u97f3\u8f6c\u6587\u6863\u65f6\uff0c\u5982\u4f55\u5b9e\u73b0\u5185\u5bb9\u7684\u7ed3\u6784\u5316\u5224\u65ad\uff08\u5982\u6807\u9898\u3001\u8981\u70b9\u5212\u5206\uff09\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u201c\u4eba\u673a\u534f\u4f5c\u201d\u6a21\u5f0f\uff0c\u63d0\u4f9b\u89c4\u5219\u8bbe\u5b9a\u4e0e\u539f\u59cb\u7a3f\u53c2\u7167\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 Alexandria\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u6e38\u8d70\u5728\u201c\u53cdNotion\u201d\u7684\u5b9a\u4f4d\u4e0e\u201cAI\u667a\u80fd\u4f53\u534f\u4f5c\u201d\u7684\u613f\u666f\u4e4b\u95f4\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8ba9\u6587\u6863\u6d3b\u8fc7\u6765\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u4ea7\u54c1\u77e9\u9635\uff08\u8bed\u97f3\u8f6c\u6587\u6863\u3001\u6587\u6863\u7cbe\u70bc\u3001\u641c\u7d22\u5bf9\u8bdd\u3001\u4ea4\u4e92\u7ec4\u4ef6\uff09\u786e\u5b9e\u8bd5\u56fe\u8986\u76d6\u77e5\u8bc6\u4ece\u4ea7\u751f\u3001\u56fa\u5316\u5230\u5e94\u7528\u7684\u5168\u94fe\u8def\uff0c\u76f4\u51fb\u4f20\u7edf\u6587\u6863\u5de5\u5177\u201c\u521b\u5efa\u5373\u7ec8\u7ed3\u201d\u7684\u6b7b\u7a74\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5185\u6838\u5728\u4e8e\u201c\u4eba\u673a\u534f\u4f5c\u201d\u7684\u5c3a\u5ea6\u62ff\u634f\u3002\u8bc4\u8bba\u4e2d\u5c16\u9510\u5730\u6307\u51fa\uff0c\u8bed\u97f3\u8f6c\u6587\u6863\u7684\u96be\u70b9\u5728\u4e8e\u201c\u7ed3\u6784\u6027\u5224\u65ad\u201d\uff0c\u8fd9\u6070\u6070\u662f\u5f53\u524dAI\u7684\u6a21\u7cca\u5730\u5e26\u3002\u521b\u59cb\u4eba\u7684\u56de\u5e94\u900f\u9732\u4e86\u4ea7\u54c1\u601d\u8def\uff1a\u4e0d\u8ffd\u6c42\u5168\u81ea\u52a8\uff0c\u800c\u662f\u63d0\u4f9b\u201c\u89c4\u5219\u8bbe\u5b9a+\u539f\u59cb\u7a3f\u5bf9\u7167\u201d\u7684\u534f\u4f5c\u6846\u67b6\u3002\u8fd9\u770b\u4f3c\u4fdd\u5b88\uff0c\u5b9e\u5219\u662f\u73b0\u9636\u6bb5\u66f4\u52a1\u5b9e\u7684\u8def\u5f84\u2014\u2014\u5c06AI\u5b9a\u4f4d\u4e3a\u62e5\u6709\u5f3a\u5927\u8bb0\u5fc6\u4e0e\u6574\u7406\u80fd\u529b\u7684\u201c\u526f\u9a7e\u9a76\u201d\uff0c\u800c\u975e\u53d6\u4ee3\u4eba\u7c7b\u601d\u8003\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u6f5c\u529b\u6216\u8bb8\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u201c\u77e5\u8bc6\u5e93\u201d\uff0c\u800c\u5728\u4e8e\u5176\u201c\u5c06\u6587\u6863\u8f6c\u5316\u4e3a\u4ea4\u4e92\u7ec4\u4ef6\u201d\u7684\u8fdc\u671f\u6784\u60f3\u3002\u8fd9\u6697\u793a\u4e86\u5176\u5411\u4f4e\u4ee3\u7801\/\u5e94\u7528\u751f\u6210\u65b9\u5411\u5ef6\u4f38\u7684\u53ef\u80fd\u6027\uff0c\u8ba9\u6c89\u6dc0\u7684\u77e5\u8bc6\u80fd\u76f4\u63a5\u9a71\u52a8\u4e1a\u52a1\u6d41\u7a0b\u3002\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u529f\u80fd\u5806\u53e0\u53ef\u80fd\u5bfc\u81f4\u80cc\u79bb\u201c\u7b80\u5355\u201d\u521d\u5fc3\uff0c\u9677\u5165\u5b83\u8bd5\u56fe\u907f\u514d\u7684\u201cNotion\u5316\u201d\u9677\u9631\u3002\u6b64\u5916\uff0c\u5728\u5de8\u5934\u73af\u4f3a\u7684\u534f\u540c\u4e0eAI\u5e02\u573a\uff0c\u5176\u5fc5\u987b\u8bc1\u660e\uff0c\u5728\u6587\u6863\u7406\u89e3\u7684\u6df1\u5ea6\u4e0e\u884c\u52a8\u5316\u80fd\u529b\u4e0a\uff0c\u80fd\u5efa\u7acb\u8d77\u8db3\u591f\u575a\u56fa\u7684\u6280\u672f\u4e0e\u4f53\u9a8c\u58c1\u5792\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\">Alexandria<\/span>\n <\/div>\n<div class=\"comment-content\">Alexandria helps you turn all of your trapped knowledge into documentation, refine your already created documents, make your documents searchable and chattable, and gives you the ability to turn your documentation into real working interactive components. Alexandria is a reimagined knowledge management platform. Create, collaborate, search, and share \u2014 powered by AI agents.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How’s it going? I’m Raymond, the creator of Alexandria!<\/p>\n<p>Let’s get right into it: I know knowledge management platforms exist. Notion, Scribe, Granola, all those fancy schmancy apps are all out there.<\/p>\n<p>I created Alexandria with one thing in mind: keep it simple. At the end of the day, we’re making documents come to life. Whether that’s making it easier for folks to turn their voice recording rambles into actual documentation, or having a partner help them refine documents, or sharing that documentation out to internal\/external folks, or even seeing their research and knowledge come to life into an interactive component.<\/p>\n<p>I made this app because a customer of mine, (back when I was an SE), said that finding an easy-to-use, intelligent, and good-looking knowledge management tool was pretty hard to come by.<\/p>\n<p>This is my solution! This has been a long time coming, so I truly hope you find value in it and enjoy. \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<p>This resonates with me, Raymond. I’ve been deep in the knowledge management space and the thing that kills most of these tools is they all eventually try to become Notion. Then nobody knows what the product actually does anymore. The voice-to-docs angle is what caught my eye though. Getting a clean transcript is the easy part now. The hard part? Figuring out what from a 20-minute ramble should be a heading vs. a bullet vs. just cut entirely. That structural judgment is where the real value is.<\/p>\n<\/p>\n<p>How are you handling that? Does the AI auto-structure the doc or does the user get to shape it first?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@leonardkim\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leonardkim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonardkim<\/a>!<\/p>\n<p>I completely agree with you \u2014 every knowledge management app does eventually become like Notion, because Notion is just THAT GOOD.<\/p>\n<\/p>\n<p>I think the biggest thing I want to emphasize with Alexandria is that it’s not meant to be just for knowledge management: it’s meant for you to have a partner that <strong>understands <\/strong>your business to get work done. And I hope it’s a collaboration vs the promise that it does it all for you.<\/p>\n<\/p>\n<p>Love your insight into transcript to knowledge. Right now, I have it designed so that the transcript allows for you to actually, before you toss it to the LLM, the ability to describe what kind of documentation you want to create + anything else you want it to follow as hard-rules.<\/p>\n<p>Afterwards, you get a drafted document, BUT, you also get the original transcript as well! If there’s anything missing, you can still refer to it and add it back in. If there’s nonsense, easily tell the document refinement agent to take it out. Really, I tried to make it as a collaborative and heavily contextualized for the agents as possible, so it can help you in all regards.<\/p>\n<\/p>\n<p>Thanks for the question, cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! All the models requires a knowledge base to be actually useful and I’ve found many founders dealing with fetch and organize all they already know about their own business. It could change that game! Congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@german_merlo1 Thanks Germ\u00e1n! <\/p>\n<p>Agreed, and even more importantly – humans need knowledge too! Envisioning this as an ultimate collaboration tool between humans and agents, where knowledge serves as the medium of understanding!<\/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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5QW7HLWQ5NFU74\" class=\"app-title\">Shavely<\/a><\/p>\n<div class=\"one-liner\">Group chat where every message speaks your language<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u591a\u8bed\u8a00\u56e2\u961f\u548c\u793e\u533a\u6253\u9020\u7684\u79fb\u52a8\u7fa4\u804a\u5e94\u7528\uff0c\u901a\u8fc7\u6d88\u606f\u81ea\u52a8\u5b9e\u65f6\u7ffb\u8bd1\u6210\u7528\u6237\u5404\u81ea\u7684\u8bed\u8a00\uff0c\u89e3\u51b3\u4e86\u8de8\u8bed\u8a00\u6c9f\u901a\u4e2d\u7684\u4fe1\u606f\u4e22\u5931\u548c\u53c2\u4e0e\u5ea6\u4e0b\u964d\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\/9546a195-f4be-4b87-81d4-a7677b7dd2de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98d9763d-8918-493b-865e-7ba0dfa86b96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6be80691-7502-4033-9ce5-5fa23336fb3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5977d549-14c8-4c97-a983-38a66d0accb5.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\/18c25133-9afe-43a8-ab0c-e1b88ffb49f4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9uDZhsFjdR8\"><source src=\"https:\/\/youtu.be\/9uDZhsFjdR8\" 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\">Messaging<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8de8\u5883\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56fd\u9645\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff0c\u7279\u522b\u662f\u56fd\u9645WhatsApp\u7fa4\u7684\u6df7\u4e71\u95ee\u9898\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5370\u5ea6\u5730\u533a\u65b9\u8a00\u53ca\u6df7\u5408\u8bed\u8a00\uff08\u5982Hinglish\uff09\u652f\u6301\uff1b\u5f00\u53d1API\u4ee5\u4fbf\u4e0e\u5176\u4ed6\u5e73\u53f0\u96c6\u6210\uff1b\u5efa\u8bae\u589e\u52a0\u672f\u8bed\u8868\u548c\u201c\u4e0d\u7ffb\u8bd1\u201d\u5217\u8868\u7b49\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Shavely\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u534f\u540c\u5de5\u5177\u957f\u671f\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u975e\u6b63\u5f0f\u3001\u9ad8\u9891\u7684\u8de8\u56fd\u56e2\u961f\u5373\u65f6\u6c9f\u901a\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u673a\u5668\u7ffb\u8bd1\uff0c\u800c\u5728\u4e8e\u5c06\u7ffb\u8bd1\u6df1\u5ea6\u91cd\u6784\u4e3a\u4e00\u79cd\u201c\u65e0\u611f\u201d\u7684\u7528\u6237\u4f53\u9a8c\u2014\u2014\u6d88\u606f\u5148\u663e\u539f\u6587\u672c\uff0c\u518d\u4ee5\u52a8\u753b\u8f6c\u5316\u4e3a\u7528\u6237\u8bed\u8a00\uff0c\u8fd9\u4e00\u8bbe\u8ba1\u5de7\u5999\u7f13\u89e3\u4e86\u673a\u5668\u7ffb\u8bd1\u4e0d\u4fe1\u4efb\u611f\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u539f\u6587\u8bed\u5883\u3002\u8fd9\u6bd4Slack\u6216Teams\u7684\u7ffb\u8bd1\u63d2\u4ef6\u66f4\u8fdb\u4e86\u4e00\u6b65\uff0c\u4ece\u201c\u529f\u80fd\u201d\u8f6c\u5411\u4e86\u201c\u73af\u5883\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u524d\u666f\u9762\u4e34\u53cc\u91cd\u6311\u6218\u3002\u4e00\u662f\u5e02\u573a\u5b9a\u4f4d\u7684\u201c\u7a84\u201d\u4e0e\u201c\u5e7f\u201d\u4e4b\u95f4\u7684\u77db\u76fe\uff1a\u4f5c\u4e3a\u72ec\u7acb\u7fa4\u804aApp\uff0c\u5b83\u9700\u8981\u4eceWhatsApp\u3001Telegram\u7b49\u5de8\u5934\u7684\u751f\u6001\u4e2d\u5207\u51fa\u7528\u6237\uff0c\u8fc1\u79fb\u6210\u672c\u6781\u9ad8\uff1b\u5176\u66f4\u5927\u7684\u673a\u4f1a\u6216\u8bb8\u5728\u4e8e\u4f5c\u4e3a\u7ffb\u8bd1\u80fd\u529b\u4f9b\u5e94\u5546\uff0c\u901a\u8fc7API\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982\u5ba2\u670d\u3001\u7535\u5546\uff09\uff0c\u8bc4\u8bba\u4e2d\u56e2\u961f\u5bf9\u6b64\u5df2\u6709\u89c4\u5212\uff0c\u8fd9\u662f\u66f4\u660e\u667a\u7684\u8def\u5f84\u3002\u4e8c\u662f\u4ea7\u54c1\u903b\u8f91\u7684\u6f5c\u5728\u6096\u8bba\uff1a\u6781\u5ea6\u6d41\u7545\u7684\u81ea\u52a8\u7ffb\u8bd1\u53ef\u80fd\u524a\u5f31\u56e2\u961f\u6210\u5458\u4e3b\u52a8\u5b66\u4e60\u5171\u901a\u8bed\u8a00\u7684\u52a8\u529b\uff0c\u957f\u8fdc\u6216\u4e0d\u5229\u4e8e\u56e2\u961f\u6587\u5316\u878d\u5408\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u4fda\u8bed\u3001\u6df7\u5408\u8bed\uff08\u5982Hinglish\uff09\u7684\u7ffb\u8bd1\u6311\u6218\uff0c\u662f\u6280\u672f\u4e5f\u662f\u4ea7\u54c1\u54f2\u5b66\u7684\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cShavely\u662f\u5168\u7403\u5316\u788e\u7247\u5316\u6c9f\u901a\u73b0\u72b6\u7684\u4e00\u4e2a\u201c\u521b\u53ef\u8d34\u201d\u5f0f\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u201c\u8bed\u8a00\u8212\u9002\u533a\u201d\u5bf9\u6c9f\u901a\u6548\u7387\u7684\u9690\u6027\u4fb5\u8680\uff0c\u5e76\u901a\u8fc7\u8bbe\u8ba1\u4f7f\u5176\u663e\u6027\u5316\u3002\u4f46\u5b83\u80fd\u5426\u6210\u957f\u4e3a\u72ec\u7acb\u751f\u6001\uff0c\u8fd8\u662f\u6700\u7ec8\u6210\u4e3a\u88ab\u96c6\u6210\u7684\u201c\u6c34\u7535\u7164\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u4f53\u9a8c\u58c1\u5792\u201d\u548c\u201c\u751f\u6001\u5f00\u653e\u201d\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Shavely<\/span>\n <\/div>\n<div class=\"comment-content\">Shavely is a mobile group chat built for multilingual teams and communities.Messages are translated automatically into each user\u2019s language across 29 languages \u2014 with translation visible in real time, no manual action required.<\/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 very real problem that most team chat tools completely ignore.<\/p>\n<p>WhatsApp groups with international teams are a mess, half the conversation gets lost because people default to their comfort language and others just stop engaging. Automatic per-user translation without any manual action is the right UX call.<\/p>\n<p>29 languages on launch is a strong foundation. Would love to see Hinglish or regional Indian language support down the road, massive multilingual user base there.<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Thank you so much for the thoughtful feedback \u2014 you nailed it.<\/p>\n<p>The WhatsApp international group problem is exactly what inspired us. When people go silent because they can\u2019t keep up, teams lose valuable voices. We wanted to remove that friction entirely.<\/p>\n<p>Great call on Indian language support as well! We already support Hindi and Bengali at launch, but Hinglish is a really interesting challenge \u2014 code-switching is such a natural way people communicate in India. Regional Indian languages are definitely on our roadmap as we grow. The multilingual ecosystem there is too important to ignore.<\/p>\n<p>Really appreciate the encouragement and insights!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice, do you plan to integrate this to other tools that are widely used? I understand that the focus lays on internal teams but I think this is something useful for everyone and sooner or later we will have such options on the majority of the platforms.<\/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\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> Thanks so much for the thoughtful feedback, Victor \ud83d\ude4f<\/p>\n<p>You’re absolutely right \u2014 we believe real-time translation should be available wherever people communicate, not just inside Shavely.<\/p>\n<p>We’re currently working on opening up our API so other platforms and tools can integrate our translation capabilities. One of the first areas we’re exploring is cross-border e-commerce customer support, where multilingual communication is especially critical.Really excited about what’s ahead.<\/p>\n<p>Are there any specific tools or platforms you’d personally love to see Shavely integrate with?<\/p>\n<p>Many Thanks,<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I’m the maker of Shavely.<\/p>\n<p>After spending over 10 years at global IT companies in Tokyo, I saw firsthand how stressful daily communication was for non-native English speakers \u2014 even when English was the common language.<\/p>\n<p>So I started building Shavely as an internal tool to remove that friction. Shavely is a mobile group chat that automatically translates messages into each user’s language across 29 languages. When a message arrives, users first see the original text, followed by a rainbow gradient animation that builds anticipation before the message transforms into their language \u2014 no manual action required.<\/p>\n<p>Using Shavely internally, we noticed that communication became more natural and inclusive. Later, a hotel room cleaning company with staff from multiple Southeast Asian countries adopted Shavely and reported fewer misunderstandings and smoother task coordination.<\/p>\n<p>The name “Shavely” comes from a Hakata dialect phrase meaning “let’s talk,” reflecting our belief that conversations should be effortless and stress-free regardless of language.<\/p>\n<p>Today, early users are already using Shavely for work, friendships, and hobby communities across different countries.<\/p>\n<p>How do you handle multilingual communication in your team? I’d love to hear your thoughts \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One more real-world story we\u2019d love to share:<\/p>\n<\/p>\n<p>A hotel cleaning company with staff from multiple Southeast Asian countries started using Shavely for daily coordination. Before, instructions often had to be repeated in different languages, and small misunderstandings would slow things down.<\/p>\n<\/p>\n<p>After introducing automatic per-user translation, they reported fewer clarification messages and smoother task handoffs between shifts. Seeing Shavely work in a fast-paced, multilingual environment like that reinforced why we\u2019re building this.<\/p>\n<\/p>\n<p>It\u2019s a small example, but it shows how invisible language friction can impact real operations.<\/p>\n<p>Where else do you think this kind of friction exists?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tatsuya_murakami\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tatsuya_murakami<\/a> Shift handoffs are where translations go sideways, so Shavely showing the original first then auto-translating is smart. In WhatsApp it’s a long-press translate step or copy-paste. A room glossary plus a do not translate list would seal it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FPYR57E5I4FR5Q\" class=\"app-title\">The Bias<\/a><\/p>\n<div class=\"one-liner\">The synthesis engine for multi-perspective news<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>The Bias\u662f\u4e00\u6b3e\u65b0\u95fb\u89c6\u89d2\u5408\u6210\u5f15\u64ce\uff0c\u901a\u8fc7\u5c06\u591a\u5bb6\u5a92\u4f53\u7684\u62a5\u9053\u91cd\u6784\u4e3a\u4e00\u4efd\u7ed3\u6784\u5316\u6458\u8981\uff0c\u5728\u7528\u6237\u8ffd\u8e2a\u91cd\u5927\u65b0\u95fb\u4e8b\u4ef6\u65f6\uff0c\u89e3\u51b3\u4e86\u9700\u8981\u8de8\u591a\u4e2a\u6807\u7b7e\u9875\u6bd4\u5bf9\u4fe1\u606f\u3001\u96be\u4ee5\u5feb\u901f\u5398\u6e05\u4e8b\u5b9e\u5171\u8bc6\u4e0e\u5206\u6b67\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\/69ec1d3e-cbf1-4e7c-9e17-0b19d74945fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f397d1a4-001e-4e8f-8e5a-5e0bf16038b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e3e44ea-86dd-4175-ae8d-81b544438519.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/daa96978-ca7f-4e17-96d5-74da6d9738fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e31c93d3-e12b-4cae-898b-0126c4287ebc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3ccfd63-6558-4d3a-a4a9-3b997d312fbe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b921528b-e97c-4663-854b-78796b02208b.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\/ba322b5e-de76-4fc3-aadd-94a8cd1aa4c5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/QQAEUn1oRec\"><source src=\"https:\/\/youtu.be\/QQAEUn1oRec\" 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\">News<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65b0\u95fb\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e8b\u5b9e\u6838\u67e5<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u68b3\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u89c6\u89d2\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u504f\u89c1\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u578b\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\u80af\u5b9a\u5176\u201c\u8bc1\u5b9e\/\u4e89\u8bae\/\u4e0d\u660e\u201d\u7684\u7ed3\u6784\u5316\u68b3\u7406\u662f\u6838\u5fc3\u4ef7\u503c\uff0c\u4f18\u4e8e\u4ec5\u5c55\u793a\u591a\u4fe1\u6e90\u7684\u805a\u5408\u5668\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u6545\u4e8b\u4e8b\u5b9e\u72b6\u6001\u968f\u65f6\u95f4\u6f14\u53d8\u7684\u53ef\u89c6\u5316\u8ffd\u8e2a\uff1b\u5e0c\u671b\u4e86\u89e3\u5176\u57fa\u4e8e\u5177\u4f53\u4e3b\u5f20\uff08claim-by-claim\uff09\u8fdb\u884c\u5f52\u7c7b\u5e76\u5c55\u793a\u4fe1\u6e90\u5ba1\u8ba1\u7ebf\u7d22\u7684\u7ec6\u8282\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u786e\u8ba4\u6b63\u5728\u5f00\u53d1\u76f8\u5173\u5185\u5bb9\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 The Bias\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u65b0\u95fb\u805a\u5408\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4fe1\u606f\u6df7\u4e71\u65f6\u4ee3\u7684\u201c\u8ba4\u77e5\u51cf\u8d1f\u201d\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5448\u73b0\u66f4\u591a\u4fe1\u6e90\uff0c\u800c\u5728\u4e8e\u5f15\u5165\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u4e2d\u95f4\u5c42\u2014\u2014\u5bf9\u8de8\u4fe1\u6e90\u4fe1\u606f\u8fdb\u884c\u201c\u4e3b\u5f20\u7ea7\u201d\u7684\u6bd4\u5bf9\u3001\u5f52\u56e0\u4e0e\u72b6\u6001\u6807\u6ce8\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4e13\u4e1a\u65b0\u95fb\u7f16\u8f91\u5ba4\u7684\u201c\u4e8b\u5b9e\u6838\u67e5\u201d\u4e0e\u201c\u7efc\u5408\u62a5\u9053\u201d\u5de5\u4f5c\u6d41\u7a0b\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u6280\u672f\u4fe1\u4efb\u662f\u57fa\u77f3\u3002\u201c\u5408\u6210\u201d\u8fc7\u7a0b\u662f\u5426\u5ba2\u89c2\u3001\u7b97\u6cd5\u5982\u4f55\u754c\u5b9a\u201c\u8bc1\u5b9e\u201d\u4e0e\u201c\u4e89\u8bae\u201d\uff0c\u5fc5\u987b\u6781\u5ea6\u900f\u660e\u3002\u8bc4\u8bba\u533a\u8ffd\u95ee\u7684\u201c\u5ba1\u8ba1\u7ebf\u7d22\u201d\u6b63\u662f\u6b64\u610f\uff0c\u7528\u6237\u9700\u8981\u80fd\u7a7f\u900f\u201c\u5408\u6210\u7ed3\u679c\u201d\uff0c\u56de\u6eaf\u5230\u539f\u59cb\u4fe1\u6e90\u7684\u5177\u4f53\u4e3b\u5f20\uff0c\u5426\u5219\u8fd9\u4e0d\u8fc7\u662f\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u9ed1\u7bb1\u53d9\u4e8b\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5f62\u6001\u9762\u4e34\u201c\u6e05\u6670\u5ea6\u201d\u4e0e\u201c\u4fe1\u606f\u91cf\u201d\u7684\u6c38\u6052\u77db\u76fe\u3002\u9ad8\u5ea6\u7ed3\u6784\u5316\u7684\u6458\u8981\u63d0\u5347\u4e86\u6548\u7387\uff0c\u4f46\u4e5f\u53ef\u80fd\u6ee4\u9664\u4e86\u65b0\u95fb\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u8bed\u5883\u3001\u7ec6\u8282\u4e0e\u53d9\u4e8b\u5f20\u529b\uff0c\u5c06\u590d\u6742\u7684\u73b0\u5b9e\u8fc7\u5ea6\u7b80\u5316\u4e3a\u51e0\u4e2a\u6807\u7b7e\u3002\u521b\u59cb\u4eba\u601d\u8003\u7684\u201c\u65f6\u95f4\u7ebf\u201d\u529f\u80fd\u662f\u5173\u952e\u65b9\u5411\uff0c\u56e0\u4e3a\u771f\u76f8\u662f\u52a8\u6001\u7684\uff0c\u5448\u73b0\u4e8b\u5b9e\u72b6\u6001\u7684\u6f14\u53d8\u8fc7\u7a0b\uff0c\u6bd4\u5448\u73b0\u67d0\u4e2a\u65f6\u95f4\u70b9\u7684\u5207\u7247\u7ed3\u8bba\u66f4\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u7ec8\uff0cThe Bias\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u591a\u70ab\u9177\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u901f\u98df\u7406\u89e3\u201d\u4e0e\u201c\u6df1\u5ea6\u8ba4\u77e5\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u51c6\u7684\u5e73\u8861\u70b9\uff0c\u5e76\u5efa\u7acb\u8d77\u65e0\u53ef\u7f6e\u7591\u7684\u6d41\u7a0b\u516c\u4fe1\u529b\u3002\u5b83\u4e0d\u662f\u5728\u63d0\u4f9b\u201c\u65e0\u504f\u89c1\u201d\u7684\u65b0\u95fb\uff08\u8fd9\u4e0d\u53ef\u80fd\uff09\uff0c\u800c\u662f\u5728\u6e05\u6670\u5730\u63ed\u793a\u201c\u504f\u89c1\u201d\u5982\u4f55\u5206\u5e03\uff0c\u4ee5\u53ca\u5171\u8bc6\u7a76\u7adf\u5efa\u7acb\u5728\u4f55\u5904\u3002\u8fd9\u662f\u5bf9\u5f53\u524d\u5a92\u4f53\u751f\u6001\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u6311\u6218\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\">The Bias<\/span>\n <\/div>\n<div class=\"comment-content\">Most big news stories don\u2019t have one version \u2014 they have many. The Bias is a perspective synthesis engine that reconstructs coverage across outlets into one structured read, showing what\u2019s corroborated, what\u2019s contested, what\u2019s still unclear, and how framing differs. Built for clarity without tab-hopping. PH feedback wanted: If you were improving this tomorrow, what\u2019s the first thing you\u2019d change in the reading experience?<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \u2014 I\u2019m Charlie, founder of The Bias.<\/p>\n<p>I started building this because following major stories increasingly meant choosing one outlet\u2019s framing \u2014 or opening a dozen tabs and trying to reconcile them myself.<\/p>\n<p>The Bias is a perspective synthesis engine for news. We reconstruct coverage across outlets into one structured read, surfacing what\u2019s corroborated, what\u2019s contested, what\u2019s still unclear, and how framing differs between sources.<\/p>\n<p>We\u2019re early and iterating quickly. I\u2019d love thoughts on whether the structure feels intuitive \u2014 and whether this meaningfully helps you understand a story faster than tab-hopping.<\/p>\n<p>Happy to answer anything about how it works, what sources we cover, or where we\u2019re taking it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlie_ehlen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlie_ehlen<\/a> Unfortunately, this is not available in my country, Switzerland.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 corroborated \/ contested \/ unclear distinction is the feature that matters most here. Most news aggregators just show you more sources, which doesn’t solve the problem. Knowing which claims have cross-source agreement versus which ones are disputed versus which ones nobody actually knows yet is a fundamentally different reading experience.<\/p>\n<p>The closest comparison is Ground News, which does a solid job of showing left\/center\/right framing differences. But it still sends you to individual articles rather than synthesizing them. AllSides does the same, side by side rather than structured. The Bias is trying to solve a harder problem: not just showing you where sources differ but telling you what they actually agree and disagree on. That’s a much more useful output if you pull it off consistently.<\/p>\n<p>To answer your question on what I’d change first: I’d want a way to track how a story’s corroboration status evolves over time. Something that looks contested on day one often gets clarified within 48 hours, and being able to see that arc would add a lot of value. Congrats on the launch! \ud83d\udcf0<\/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\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> This is such a thoughtful take \u2014 thank you. You articulated the core problem better than I usually do.<\/p>\n<\/p>\n<p>You\u2019re exactly right: just adding more sources doesn\u2019t reduce uncertainty. The goal is to shift from \u201chere are 12 takes\u201d to \u201chere\u2019s what\u2019s actually agreed on, what\u2019s disputed, and what\u2019s still unclear.\u201d That synthesis layer is the hard part, but it\u2019s also where the real value is.<\/p>\n<\/p>\n<p>We\u2019re actively working on the temporal evolution piece now. The current approach is to update articles as new facts emerge, so if something is contested on day one but clarified 48 hours later, the status changes accordingly.<\/p>\n<\/p>\n<p>I\u2019m curious how you\u2019d want to see that expressed. Is a living, updated article the right format, or would something like a visible status timeline make the progression clearer?<\/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\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Does The Bias build the corroborated, contested, unclear buckets claim by claim, with a way to see which outlets support each point and when they published? That audit trail is what makes synthesis feel faster than tab-hopping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>That\u2019s awesome! How many sources are you tracking? We\u2019re doing similar classification at MediaThrive. If you want, ping me and we can exchange ideas. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pavelbg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavelbg<\/a> Thanks! Right now I\u2019m we\u2019re tracking about 600 sources globally, but looking to expand to more as soon as we can.<\/p>\n<\/p>\n<p>That\u2019s great you\u2019re doing something similar at MediaThrive \u2014 I\u2019d definitely be up for comparing notes. What\u2019s the main idea behind MediaThrive? I\u2019ll ping you so we can swap ideas. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I get nervous when skills turn into a grab-bag of styles, agents start feeling random. How are you scoring Skills Refiner’s benchmark, by running a small task suite or just grading the refactored text, including translate\/refine cases? That’s what makes a score like this trustworthy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \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> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-03 PH\u70ed\u699c | 2026-03-03 #1 Krisp […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-150","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/150","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=150"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/150\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=150"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=150"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=150"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}