{"id":202,"date":"2026-04-25T11:35:13","date_gmt":"2026-04-25T03:35:13","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/25\/2026-04-24\/"},"modified":"2026-04-25T11:35:13","modified_gmt":"2026-04-25T03:35:13","slug":"2026-04-24","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/25\/2026-04-24\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-24"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-24<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-24<\/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\/GI5LL6C432KXQP\" class=\"app-title\">Ask Product Hunt AI<\/a><\/p>\n<div class=\"one-liner\">Find the right product, just ask<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">460<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ask Product Hunt AI\u662f\u4e00\u4e2a\u57fa\u4e8eProduct Hunt\u6570\u636e\u7684AI\u95ee\u7b54\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u5feb\u901f\u53d1\u73b0\u3001\u6bd4\u8f83\u548c\u7b5b\u9009\u6700\u4f73\u4ea7\u54c1\uff0c\u89e3\u51b3\u5728\u5927\u91cf\u4ea7\u54c1\u4e2d\u96be\u4ee5\u7cbe\u51c6\u627e\u5230\u5408\u9002\u5de5\u5177\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\/c19cf764-54e9-4e58-aaf4-9d30b4006c61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f67af15-0440-4fd4-b455-062ca212f5b8.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\/f81f3bdc-f3fd-4103-abbd-31fd373760a5.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/d353817d32b64b398be136c19b4ec2bc\"><source src=\"https:\/\/www.loom.com\/share\/d353817d32b64b398be136c19b4ec2bc\" 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\">Product Hunt<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6bd4\u8f83<\/span><br \/>\n <span class=\"tag\">Product Hunt\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u65b0\u4ea7\u54c1\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u9009\u578b<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6570\u636e\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u4ef7\u503c\uff0c\u4f46\u6307\u51fa\u95ee\u9898\uff1a1. \u7ed3\u679c\u5305\u542b\u5df2\u505c\u8fd0\u7684\u201c\u6b7b\u4ea7\u54c1\u201d\uff1b2. \u641c\u7d22\u201c\u5f00\u6e90\u5de5\u5177\u201d\u7b49\u7279\u5b9a\u6807\u7b7e\u65f6\u4e0d\u591f\u51c6\u786e\uff08\u5df2\u4fee\u590d\uff09\uff1b3. \u4e00\u6b21\u4ec5\u8fd4\u56de5\u4e2a\u7ed3\u679c\u9650\u5236\uff1b4. AI\u65e0\u6cd5\u627e\u5230\u7528\u6237\u81ea\u5df1\u7684\u4ea7\u54c1\u9875\u9762\u3002\u5efa\u8bae\u672a\u6765\u6574\u5408\u8bba\u575b\u3001\u90ae\u4ef6\u63d0\u53ca\u53ca\u8bed\u97f3\u5bf9\u8bdd\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 Ask Product Hunt AI\u662f\u4e2a\u201c\u8fdf\u5230\u4f46\u5fc5\u8981\u201d\u7684\u529f\u80fd\u3002\u5b83\u806a\u660e\u5730\u5c06Product Hunt\u4e0a\u6563\u843d\u7684\u4ea7\u54c1\u6570\u636e\u3001\u8bc4\u8bba\uff08\u5c24\u5176\u662f\u6570\u4e07\u6761\u521b\u59cb\u4eba\u8bc4\u8bba\uff09\u5229\u7528AI\u91cd\u6784\u4e3a\u610f\u56fe\u9a71\u52a8\u7684\u5bf9\u8bdd\u5f0f\u641c\u7d22\uff0c\u76f4\u63a5\u5207\u5165\u201c\u9009\u62e9\u56f0\u96be\u75c7\u201d\u8fd9\u4e00\u9ad8\u9891\u75db\u70b9\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3Google\u6216ChatGPT\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5e26\u6709\u793e\u533a\u4fe1\u8a89\u8bc4\u5206\u7684\u3001\u5782\u76f4\u4e14\u6709\u65f6\u6548\u6027\u7684\u4ea7\u54c1\u63a8\u8350\u5f15\u64ce\u2014\u2014\u7528\u6237\u65e0\u9700\u518d\u51ed\u5370\u8c61\u53bb\u5927\u800c\u5168\u7684\u641c\u7d22\u5f15\u64ce\u91cc\u6d6a\u8d39\u65f6\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u66b4\u9732\u7684\u95ee\u9898\u6070\u6070\u662f\u8fd9\u7c7bAI\u5de5\u5177\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u6570\u636e\u8d28\u91cf\u4e0e\u6a21\u578b\u7406\u89e3\u7684\u77db\u76fe\u3002\u5c11\u91cf\u201c\u6b7b\u4ea7\u54c1\u201d\u7684\u6df7\u5165\u8868\u660e\uff0c\u6570\u636e\u6e90\u7684\u6e05\u6d17\u4e0e\u6d3b\u8dc3\u5ea6\u5224\u65ad\u4e9f\u5f85\u4f18\u5316\uff1b\u7528\u6237\u5bf9\u201c\u5f00\u6e90\u5de5\u5177\u201d\u7684\u6a21\u7cca\u63d0\u95ee\u672a\u80fd\u51c6\u786e\u6620\u5c04\u6807\u7b7e\uff0c\u66b4\u9732\u4e86\u6a21\u578b\u5728\u7406\u89e3\u7ec6\u5206\u5206\u7c7b\u548c\u4e0a\u4e0b\u6587\u65f6\u7684\u5c40\u9650\u6027\uff08\u5c3d\u7ba1\u56e2\u961f\u53cd\u5e94\u8fc5\u901f\uff09\u3002\u4e00\u4e2a\u5b8c\u7f8e\u7684AI\u641c\u7d22\u52a9\u624b\uff0c\u5e94\u5f53\u4e0d\u4ec5\u61c2\u201c\u95ee\u4ec0\u4e48\u201d\uff0c\u8fd8\u8981\u61c2\u201c\u54ea\u91cc\u5bf9\u201d\u2014\u2014\u65f6\u6548\u6027\u3001\u9879\u76ee\u6d3b\u8dc3\u5ea6\u3001\u7c7b\u522b\u5f52\u5c5e\u7b49\u5143\u6570\u636e\u5fc5\u987b\u4f5c\u4e3a\u786c\u7ea6\u675f\u53c2\u4e0e\u6392\u5e8f\u3002\u6b64\u5916\uff0c\u4ec5\u8fd4\u56de5\u6761\u7ed3\u679c\u7684\u4eba\u4e3a\u9650\u5236\u8fc7\u4e8e\u751f\u786c\uff0c\u8fd9\u66f4\u50cf\u662f\u4ea7\u54c1\u5c42\u9762\u7684\u4fdd\u5b88\u8bd5\u63a2\u800c\u975e\u7528\u6237\u4f53\u9a8c\u7684\u6700\u4f73\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u66f4\u5e7f\u7684\u89c6\u89d2\u770b\uff0c\u5b83\u80fd\u5e2e\u52a9\u89e3\u51b3Product Hunt\u81ea\u8eab\u7684\u201c\u4fe1\u606f\u8fc7\u8f7d\u201d\u95ee\u9898\uff0c\u662f\u5e73\u53f0\u4ece\u201c\u5927\u96c6\u5e02\u201d\u5411\u201c\u667a\u80fd\u5bfc\u8d2d\u201d\u8fdb\u5316\u7684\u7b2c\u4e00\u6b65\u3002\u4f46\u5b83\u7684\u7ec8\u6781\u5f62\u6001\u4e0d\u5e94\u4ec5\u4ec5\u662f\u641c\u7d22\u5de5\u5177\uff0c\u800c\u5e94\u6210\u4e3a\u201c\u4ea7\u54c1\u8d2d\u4e70\u51b3\u7b56\u7684Copilot\u201d\u2014\u2014\u5b83\u80fd\u5bf9\u6bd4\u3001\u80fd\u63d0\u51fa\u6743\u8861\u3001\u80fd\u6839\u636e\u7528\u6237\u9884\u7b97\u548c\u56e2\u961f\u89c4\u6a21\u7ed9\u51fa\u5efa\u8bae\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u5728\u201c\u53d1\u73b0\u201d\u4e0a\u5f00\u4e86\u4e2a\u597d\u5934\uff0c\u5728\u201c\u51b3\u7b56\u201d\u4e0a\u8fd8\u6709\u5f88\u5927\u586b\u5145\u7a7a\u95f4\u3002\u4e0d\u5439\u4e0d\u9ed1\uff0c\u8fd9\u53ef\u80fd\u662fProduct Hunt\u8fd1\u5e74\u6765\u6700\u6709\u201c\u9632\u5fa1\u6027\u201d\u7684\u6218\u7565\u5e03\u5c40\u4e4b\u4e00\u2014\u2014\u5728AI\u641c\u7d22\u5206\u6d41\u6d41\u91cf\u7684\u4eca\u5929\uff0c\u4e3b\u52a8\u5efa\u9020\u81ea\u5df1\u7684\u4fe1\u606f\u5165\u53e3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ask Product Hunt AI<\/span>\n <\/div>\n<div class=\"comment-content\">Product Hunt is home to countless products and the people who love them. We built Ask to help you make sense of it all. It’s an AI assistant that answers your product questions using Product Hunt data, whether you’re picking a new tool, comparing alternatives, or seeing what’s trending.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been prototyping this internally for a while, but this is our first public feature for searching and exploring Product Hunt’s data with AI. It’s informed not just by launch traction and discussions, but also by hundreds of thousands of reviews, including over a hundred thousand founder reviews, so you can find the best products for you. Try it out and 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>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> This has been a long time coming, and it\u2019s awesome to finally see it live. Just used it to look for an invoice generator and already discovered a bunch of great options. <\/p>\n<\/p>\n<p>This will make product discovery easier on Product Hunt. Many congrats Rajiv and the team on shipping this! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Really like this.<br \/>The best product discovery UX is increasingly becoming intent-first, not filter-first.<br \/>This feels like the right direction for Product Hunt.<\/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\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Yep I did like it a lot ! I wanted to find the dev tools that launched today and it was very informative.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 was one of the missing feature on PH. I believe you guys will make improvements soon on this, such as I see results bringing dead products (not operation). Also there can be more than 5 results. <br \/>Anyways, thanks to everyone behind this feature \ud83d\udc4d<\/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\/@ihsany\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihsany<\/a> which products did you find that are dead?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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’m so stoked to be part of this release! How many times have you tried Googling (or even asking ChatGPT) with a specific pain point only to fall short of the solution or end up comparing multiple products, eventually either giving up or choosing one out of frustration. <\/p>\n<p>Ask Product Hunt is the first step to reducing a lot of that friction! Simply ask what you’re looking for and BOOM – instant results that will help you achieve what your trying to do and…. you can instantly compare different products in the same chat. <\/p>\n<p>Checkout the other demo vid on X!<br \/><a href=\"https:\/\/x.com\/ProductHunt\/status\/2047600502003933535?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/ProductHunt\/status\/2047600502003933535?s=20<\/a><\/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>tbh this wouldve saved me a few evenings of manual digging before my own launch. hows freshness handled, does a 2022 product w\/ strong traction outrank something shipped last month?<\/p>\n<\/p>\n<p> thats usually where category-scoping searches fall apart imo. bookmarking either way<\/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>Cool! Is there any aspiration to look for things beyond the products? E.g. in forums, mentions in your newsletters etc.?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I think this is a really interesting idea! What would you expect to find when forums or newsletter mentions are surfaced?<\/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>Love the direction, especially around discovery and community. The challenge (as always) will be maintaining signal vs noise as more products launch. If you get that right, this remains one of the most powerful launch platforms out there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>yeah! I was playing there and it’s super cool. The timing and data are amazingly accurate. You’re always a step ahead. Really congrats!<\/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>Good catch on the dead products issue\u2014that’s definitely something worth refining as the model learns which listings are actually active. You’re right that limiting to 5 results feels arbitrary; hopefully they expand that as people use it and provide feedback on what’s most useful.<\/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>Awesome! Finally there’s ask on PH!<\/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>Just gave it a go. Very neat — I can stop using likes as unofficial bookmarks.<\/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 will help a lot, small feedback i tried search for open source tools that are launched this week but it was not sure and show only couple of tools but PH has a open source tag why its not showing the relevant tools?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60d7ca20-64c4-449b-acf7-d398cc3f615c.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>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\/@gamifykaran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gamifykaran<\/a> good catch! I think we can work on this – cc <a href=\"https:\/\/www.producthunt.com\/@lagap\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lagap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lagap<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gamifykaran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gamifykaran<\/a> Thanks for flagging this! We’ve fixed this, so you’ll actually get open source results.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44b55c11-83ec-44aa-bdc7-c8e2bc567397.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a great feature, but I have one question: the ai chat cant’f find my own product and claims it doesn’t have a public page on Product Hunt, even though it does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 an amazing project! Thank you for creating it -I\u2019ll be happy to use it and recommend it to my friends.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Give a me product to build me the perfect product.<\/p>\n<p>Finally! This was long overdue. Excited for this launch. Will there be a voice chat version? I think integration with Whispr Flow or Eleven Labs for a conversational process would be a nice touch for product discovery.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Tried it, really great, very useful. Any plan to bring this into private collections? I save many products there, so having this inside collections would be very useful.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amraniyasser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amraniyasser<\/a> can you say more about what you’re trying to do? and how you envision using ai in collections? Like…are you trying to search your collections?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">is it me or is the link dead?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/YN3R4RYHINMUIO\" class=\"app-title\">Beezi AI<\/a><\/p>\n<div class=\"one-liner\">Make AI development structured, secure, and cost-efficient.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">316<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Beezi AI\u662f\u4e00\u4e2aAI\u9a71\u52a8\u8f6f\u4ef6\u5f00\u53d1\u7684\u7f16\u6392\u5e73\u53f0\uff0c\u901a\u8fc7\u667a\u80fd\u5de5\u5355\u7cfb\u7edf\u3001\u6a21\u578b\u8def\u7531\u4f18\u5316\u5668\u548c\u5b9e\u65f6\u5206\u6790\u4e2d\u5fc3\uff0c\u5e2e\u52a9\u5de5\u7a0b\u56e2\u961f\u5728\u73b0\u6709\u5de5\u5177\u94fe\u5185\u89e3\u51b3\u4efb\u52a1\u5b9a\u4e49\u6a21\u7cca\u3001\u6a21\u578b\u9009\u62e9\u4f4e\u6548\u548cAI\u6210\u672c\u5931\u63a7\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\/9a7df2aa-6212-454d-b4d3-46067ce88a56.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\/c272d03d-bdc7-4d77-9180-5b68fc6a41ba.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\/f4e7e7d8-5fe4-4af4-8baf-f246c37c97e8.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\/d19b4c38-d234-48c3-87ba-e5e3b22b30d3.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\/7edb791e-c9db-4b2f-9723-9de69b54edd3.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\/d0bc24ef-4ae6-4e50-a4b6-ef5813389ffa.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\/e65ed2e1-b76d-4e4d-b0db-75a0a93285dd.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\/35e699b5-f54e-46a8-b779-7523a76dcbc2.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\/a4597b40-5ff8-42d9-abd6-01f21ef1abb0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8ALeECchQjs\"><source src=\"https:\/\/youtu.be\/8ALeECchQjs\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u7f16\u6392\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u5355\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u6210\u672c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u56e2\u961f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u94fe\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5de5\u5355\u7ed3\u6784\u5316\u201d\u548c\u201c\u6210\u672c\u8ffd\u8e2a\u201d\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u662f\u5426\u652f\u6301Zapier\/Make\u7b49\u81ea\u52a8\u5316\u96c6\u6210\u3001\u5355\u4eba\u5f00\u53d1\u8005\u662f\u5426\u9002\u7528\u3001\u5de5\u5355\u8d28\u91cf\u8bc4\u5206\u673a\u5236\u3001\u6570\u636e\u5220\u9664\u653f\u7b56\uff0c\u4ee5\u53ca\u56e2\u961f\u662f\u5426\u63a5\u53d7AI\u4ecb\u5165PM\/PO\u804c\u8d23\u3002\u53cd\u9988\u663e\u793a\uff0c\u4ea7\u54c1\u5728\u79c1\u6709\u90e8\u7f72\u548c\u6a21\u578b\u7075\u6d3b\u6027\u4e0a\u83b7\u80af\u5b9a\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 Beezi AI\u5207\u4e2d\u7684\u5e76\u975e\u201c\u8ba9AI\u66f4\u806a\u660e\u201d\u7684\u4f2a\u9700\u6c42\uff0c\u800c\u662f\u201c\u8ba9AI\u5f00\u53d1\u4e0d\u6dfb\u4e71\u201d\u7684\u771f\u5b9e\u75db\u70b9\u3002\u5728AI\u7f16\u7801\u5de5\u5177\u6cdb\u6ee5\u7684\u4eca\u5929\uff0c\u56e2\u961f\u6700\u5927\u7684\u6d6a\u8d39\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u4e0d\u8db3\uff0c\u800c\u662f\u201c\u8f93\u5165\u5783\u573e\uff0c\u8f93\u51fa\u5783\u573e\u201d\u7684\u5faa\u73af\uff1a\u6a21\u7cca\u7684\u5de5\u5355\u3001\u9519\u8bef\u7684\u6a21\u578b\u9009\u62e9\u3001\u5931\u63a7\u7684API\u8d26\u5355\u3002Beezi\u7684\u201c\u5de5\u5355\u7ed3\u6784\u5316+\u6a21\u578b\u8def\u7531+\u5b9e\u65f6\u6210\u672c\u770b\u677f\u201d\u4e09\u4f4d\u4e00\u4f53\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7ed9AI\u5f00\u53d1\u88c5\u4e0a\u201c\u7ea2\u7eff\u706f\u201d\u548c\u201c\u8ba1\u4ef7\u5668\u201d\uff0c\u628a\u4e0d\u53ef\u9884\u6d4b\u7684\u9ed1\u76d2\u53d8\u4e3a\u53ef\u7ba1\u7406\u7684\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u4e0d\u5fc5\u9ad8\u4f30\uff0c\u4e5f\u4e0d\u5fc5\u8d2c\u4f4e\u3002\u8bf4\u5b83\u4e07\u80fd\u662f\u626f\u6de1\uff0c\u5b83\u89e3\u51b3\u7684\u662f\u201c\u79e9\u5e8f\u201d\u95ee\u9898\uff0c\u800c\u975e\u201c\u521b\u9020\u529b\u201d\u95ee\u9898\u3002\u4ece\u8bc4\u8bba\u533a\u770b\uff0c\u7528\u6237\u5bf9\u201c\u5b9e\u65f6\u6210\u672c\u8ffd\u8e2a\u201d\u548c\u201c\u5de5\u5355\u8d28\u91cf\u8bc4\u5206\u201d\u7684\u547c\u58f0\u6700\u9ad8\uff0c\u8fd9\u6070\u6070\u8bf4\u660e\u5e02\u573a\u4e0a\u5145\u65a5\u7740\u201c\u5148\u8dd1\u8d77\u6765\u518d\u8865\u7968\u201d\u7684\u8349\u53f0\u73ed\u5b50\u5fc3\u6001\u3002Beezi\u5728\u505a\u7684\uff0c\u662f\u903c\u7740\u56e2\u961f\u628a\u201c\u5148\u5c04\u7bad\u518d\u753b\u9776\u5b50\u201d\u7684\u4e60\u60ef\u6539\u6389\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u4e5f\u5f88\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u5b83\u5f3a\u4f9d\u8d56\u4e8e\u56e2\u961f\u73b0\u6709\u5de5\u5177\u94fe\uff08Jira\/Slack\u7b49\uff09\uff0c\u610f\u5473\u7740\u5b83\u53ea\u80fd\u9526\u4e0a\u6dfb\u82b1\uff0c\u65e0\u6cd5\u5728\u6d41\u7a0b\u6df7\u4e71\u7684\u7ec4\u7ec7\u91cc\u529b\u633d\u72c2\u6f9c\u3002\u7b2c\u4e8c\uff0c\u201c\u6a21\u578b\u8def\u7531\u4f18\u5316\u5668\u201d\u76ee\u524d\u4ecd\u662f\u89c4\u5219\u9a71\u52a8\u800c\u975e\u5b66\u4e60\u9a71\u52a8\uff0c\u8fd9\u5bf9\u4e8e\u201c\u4f18\u5316\u201d\u4e00\u8bcd\u800c\u8a00\uff0c\u6280\u672f\u6df1\u5ea6\u7a0d\u663e\u4e0d\u8db3\u3002\u7b2c\u4e09\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u662f\u201c\u7f16\u6392\u5c42\u201d\uff0c\u610f\u5473\u7740\u5b83\u4e0d\u751f\u4ea7AI\u4ef7\u503c\uff0c\u53ea\u4f18\u5316AI\u6d88\u8017\u2014\u2014\u8fd9\u8ba9\u5b83\u5f88\u5bb9\u6613\u5728\u9884\u7b97\u7d27\u5f20\u65f6\u6210\u4e3a\u7b2c\u4e00\u4e2a\u88ab\u780d\u6389\u7684\u201c\u975e\u5fc5\u8981\u4e2d\u95f4\u4ef6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aBeezi AI\u662f\u4e00\u6b3e\u201c\u826f\u836f\u201d\uff0c\u4f46\u5bf9\u90a3\u4e9b\u8fde\u201c\u75c5\u5386\u201d\u90fd\u4e0d\u5199\u7684\u4eba\u6765\u8bf4\uff0c\u8fd9\u836f\u65e0\u5904\u53ef\u9001\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\">Beezi AI<\/span>\n <\/div>\n<div class=\"comment-content\">Beezi AI is a platform for orchestration of AI-driven software development. It helps teams structure tickets for better prompts, route tasks to the right models, and track AI usage and costs in real time. With the Analytics Hub, Smart Ticket System, and Model Routing Optimizer, teams reduce rework, control AI spend, and scale development with predictable, measurable outcomes. Beezi supports secure on-prem or private cloud deployment with full control over data and models.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI\u2019m Alex, co-founder of Beezi AI \u2014 an orchestration layer for AI-driven software development.<br \/>\nOver time, I kept noticing the same pattern: AI speeds up coding, but everything around it gets messy. Unclear requirements, too many retries, rising costs, and very little visibility.<br \/>\nSo my team and I came up with Beezi AI to bring structure, control, and clarity to the process.<\/p>\n<p>What Beezi does:<br \/>\n\u2022\tClarifies and structures tickets before coding (Smart Ticket System)<br \/>\n\u2022\tRoutes tasks to the most efficient models (Model Routing Optimizer)<br \/>\n\u2022\tTracks delivery speed, AI usage, and cost in real time (Analytics Hub)<br \/>\n\u2022\tWorks inside your existing tools (Jira, Azure DevOps, GitHub, Bitbucket, GitLab, Slack, MS Teams) \u2014 no workflow disruption<br \/>\n\u2022\tSupports secure, on-prem or private cloud setups with full data control<\/p>\n<p>Who it\u2019s for:<br \/>\nEngineering leaders and their teams already using AI, who want more predictable delivery, better cost control, and less chaos in their workflows.<\/p>\n<p>Why we built it:<br \/>\nAI doesn\u2019t create clarity \u2014 it amplifies whatever you give it.<br \/>\nMost teams focus on prompting, but the real bottleneck is everything around it: task definition, workflow consistency, and visibility.<\/p>\n<p>Beezi is our attempt to fix that at the system level.<br \/>\nWe\u2019d really love your feedback!<br \/>\n\u2022\tWhere does AI slow your team down today?<br \/>\n\u2022\tWhat\u2019s hardest to control \u2014 cost, quality, or consistency?<br \/>\n\u2022\tDoes this approach make sense for your workflow?<\/p>\n<p>Happy to answer any questions and dive deeper into how it works!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>51<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleksandr_semeniuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_semeniuk<\/a> great idea, looks great on video. Good luch. Up voted<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@oleksandr_semeniuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_semeniuk<\/a> Where have you seen the biggest wins so far: cost savings, faster delivery, or just less chaos overall?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@oleksandr_semeniuk #2 on launch day, not bad at all. The Smart Ticket System is something I’ve genuinely been waiting to see someone build properly. Most teams are just guessing when it comes to routing tasks to the right model.<br \/>\nOne thing I’m curious about though, are webhooks or Zapier\/Make integration coming? Smaller teams picking this up will still need stuff like spend alerts or pulling tickets from Notion\/Linear into Beezi. That gap shows up more than people expect.<br \/>\nI build those kinds of workflow connections for teams. If it would help I can put together some free automation templates your early users can just plug in<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@oleksandr_semeniuk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oleksandr_semeniuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_semeniuk<\/a> <a href=\"https:\/\/www.producthunt.com\/@oleglysiak\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oleglysiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleglysiak<\/a> <a href=\"https:\/\/www.producthunt.com\/@yuliia_melianytska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yuliia_melianytska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuliia_melianytska<\/a> \ud83c\udf89 Most teams jump straight to prompting and wonder why output is still messy. How long does setup typically take for a team already on Jira + Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleksandr_semeniuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_semeniuk<\/a>  <a href=\"https:\/\/www.producthunt.com\/@oleglysiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleglysiak<\/a>  <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you, Kate! \ud83c\udf89 For a team already on Jira + Slack, setup typically takes under 20 minutes, and you’re good to go. No heavy onboarding, no disruption to your existing workflow. Happy to walk you through it if you’d like to see it in action! <\/p>\n<p> <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Analytics hub looks exactly like something I was looking for my team when we’ve lost $1000 in a single day for our agentic pipeline \ud83e\udd72 . Exited to check it out, will update this comment after first results.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mahabharahta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahabharahta<\/a> That’s exactly the kind of pain we built Analytics Hub to prevent \ud83d\ude05 Excited for you to try it, and thank you for the interest; it genuinely means a lot! If you’d like to connect and walk through it together, feel free to book a demo at <a href=\"http:\/\/beezi.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">beezi.ai<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mahabharahta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahabharahta<\/a> $1000 in a day, ouch. The annoying thing is you usually don’t notice until the loop’s already done. Curious whether Beezi flags it mid-run or just shows you what happened after. That gap is kind of the whole ballgame with these tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept. If a company stops using Beezi AI, what happens to their stored data and history?<\/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\/@kharabet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kharabet<\/a> Thank you for your interest. We take data security very seriously. It’s a core priority for us. You own your data completely. If you ever decide to leave, your data is deleted and no longer stored.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b <br \/>I am Yuliia, as CMO of Beezi AI, I want to share what’s behind today’s launch, because this isn’t a product we dreamed up in a vacuum.<\/p>\n<p>Before writing a single line of marketing packaging and copy, we ran dozens of customer interviews. Engineering leads, CTOs, dev team managers across different industries and company sizes.<\/p>\n<p>What struck me most from those conversations? People weren’t asking for more AI. They were asking for control, structure, predictability.<\/p>\n<p>That’s the north star we’ve been building toward not just another wrapper that makes AI feel fancy. We want to make a platform that makes AI-driven development something you can actually manage, measure, and trust at scale.<\/p>\n<p>We’re genuinely proud of what the team built. And genuinely curious what you think. \ud83d\ude4f<\/p>\n<p>What’s your biggest frustration with AI in your dev workflow right now?<\/p>\n<p>If you’d like a demo or want to participate in our customer interviews \u2014 we’d love to connect! \ud83c\udfaf<\/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>Very cool – I’m super interested in products in this space, this looks like a good one – congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sam_stephens2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_stephens2<\/a> Thank you, Sam! Really appreciate the kind words and the support \ud83d\ude4c  <\/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>So with Ollama I can bring my own model like: ZLM? or are there a set of models that you provide?<\/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\/@ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> Great question! Yes, exactly. Beezi follows a bring-your-own-model approach. You can connect third-party models or self-hosted ones, so whether you’re using something like ZLM via Ollama or another model that fits your setup, you’re not locked into a predefined set. Thanks for asking!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The insight that AI amplifies whatever you give it rather than creating clarity on its own is something more people building with AI need to hear. I have experienced this firsthand building DocMetrics alone \u2014 the AI coding tools are genuinely fast but if your own thinking about what you are building is unclear the AI just gets you to the wrong place faster. The ticket clarification piece before coding starts is the part I find most interesting because most teams treat requirements as a formality rather than the actual foundation of everything that follows. Curious how Beezi handles situations where the ticket looks clear on the surface but the underlying requirement is actually ambiguous \u2014 does it flag that or only catch structural issues? Congrats on launching.<\/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\/@dorrel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dorrel<\/a> Thanks, Brice. Your DocMetrics experience is super relevant here.<\/p>\n<p>That’s exactly the philosophy behind Beezi. AI is great at processing fast and catching what’s easy to miss, but a human stays in control. So we built validation into every step of the workflow. Before anything moves forward, a human can review, add comments, and make fixes directly. That applies to the implementation plan, PR comments, and IDE integration.<\/p>\n<p>It’s not just a safety net. It’s how you actually get useful output, because the human context and judgment are what make AI decisions reliable.<\/p>\n<p>AI amplifies what you give it. We just make sure a human is always steering, because that’s the only way AI actually gets to the real substance behind the ticket, not just what’s written on the surface.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The real-time AI cost tracking is something I didn’t know I needed until I started using multiple models for the same project and had no idea what I was actually spending.<\/p>\n<p>As a solo maker, does Beezi work for individual developers or is it built exclusively for teams?<\/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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Totally relatable. Once you start mixing models, costs become invisible fast. That’s exactly why we built the Analytics Hub.<\/p>\n<p> <\/p>\n<p>Beezi was designed primarily for teams. The biggest value comes from orchestrating work across multiple people, tracking team-wide AI spend, and keeping everyone aligned through integrations like Jira, Slack, and GitHub. All without managers having to chase down what each person is actually doing.<\/p>\n<p> <\/p>\n<p>That said, solo makers aren’t left out. If you’re juggling multiple models and losing track of what you’re spending, the Analytics Hub and Smart Model Routing give you the same visibility. The more models in your workflow, the more Beezi helps, regardless of team size.<\/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 your launch, ticket structuring before coding is very important because tickets decide quality of code produced. I was wondering though, is manual override possible, for example in case I want to push a particular ticket?<\/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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Thank you, Prateek. I totally agree, ticket structuring is one of those things that really sets the foundation for everything that follows!<\/p>\n<p>To your question: absolutely. With Beezi, you can choose which tickets are handled by Beezi and which ones a developer wants to take on themselves. It’s not all-or-nothing. And even on the Beezi-handled side, the developer stays in control throughout, as they review the implementation plan, approve it before any code is generated, and validate the output before merging. So it’s more of a collaboration than a handoff. <\/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>smart ticket system sounds like it could solve a real problem. half our AI prompts end up being too vague and we waste cycles on back-and-forth. curious how you’re structuring the prompts – are you using specific templates for different development tasks or is it more dynamic based on the ticket content?<\/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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Great question, Piotr! It’s actually dynamic as the prompts are shaped by the context Beezi has when working on a task: the ticket details, your codebase, and the broader project context. So rather than rigid templates, it adapts to what’s actually relevant for each task. That’s a big part of why the output stays focused and avoids the vagueness you’re describing! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the model routing optimizer caught my attention – we’ve been manually switching between Claude and GPT for different coding tasks and it’s such a pain. does Beezi learn from your team’s patterns to suggest the best model for each ticket type, or is it more rule-based routing?<\/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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> Great catch, Piotr! Right now, the model routing is rules-based. Beezi knows which model works best for each type of task, balancing quality, speed, and cost so you’re not overspending on a heavy model when a lighter one gets the job done just as well. That said, the idea of adopting your team’s patterns to suggest the best model for each ticket type is genuinely interesting, and we’re definitely adding it to our thinking. Thanks for the input, this is exactly the kind of feedback that shapes where we go next! <\/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>Curious about the privacy side of this, are prompts or code stored anywhere, or does everything stay private within the customer environment?<\/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\/@new_user___114202647229c1e73a3a271\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___114202647229c1e73a3a271<\/a> Great question, Anton! We actually offer two options depending on your needs. If you’re using our cloud infrastructure, all your data is encrypted and never shared with third parties or used to train any models. If you need full control, we also support on-premises deployment – in that case, everything stays entirely within your own infrastructure. Feel free to reach out at <a href=\"mailto:hello@beezi.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@beezi.ai<\/a> if you’d like to dig into the details!  <\/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>Nice launch! Quick one on the Smart Ticket System, does it give live feedback while someone’s writing a ticket (e.g. “this is too vague, clarify X”), or is it a structured template?<\/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\/@ahmad_ajmal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmad_ajmal<\/a> Thanks, Ahmad! Great question. It works more as an intelligent review layer than a static template.<\/p>\n<p>Once a ticket is created, Beezi analyzes it for clarity, completeness, and missing context, then gives it a quality score. If something is too vague or incomplete, Beezi automatically starts a follow-up dialogue through Slack or Microsoft Teams with the assigned person to gather the missing details.<\/p>\n<p>It helps teams improve tickets dynamically and only where needed. The goal is simple: make sure tasks are clear enough before coding begins.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great project! Exactly what industry needs but what I feel a lot of companies are not ready for yet. How does PM or PO integrates with this tool? To my understanding this tool tries to take a part of their responsibility, and the quality of this orchestration is yet unknown.<\/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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Great point, Nikita. Beezi doesn’t replace the PM or PO; it makes their work stronger.<\/p>\n<p> <\/p>\n<p>Many delivery problems start long before coding begins. When a ticket is vague or missing context, AI outputs are weaker, teams spend more time fixing issues, and costs increase.<\/p>\n<p>That\u2019s why Beezi already helps PMs, POs, and BAs structure tasks clearly from the start with the Smart Ticket System, so engineering gets better inputs and can move faster.<\/p>\n<p>And this is only the beginning. Expanding Beezi for non-dev roles is a big focus for us, with more exciting updates ahead.<\/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>model routing + cost tracking is the part most teams skip until they get the bill. how granular is the routing \u2014 per-ticket type, per-user, or based on something like inferred task complexity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Might be helpful for us<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/LNIDLCQSIWWNBY\" class=\"app-title\">DeepSeek-V4<\/a><\/p>\n<div class=\"one-liner\">The open-source era of 1M context intelligence<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">313<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DeepSeek-V4\u901a\u8fc7\u5f00\u6e90\u767e\u4e07\u7ea7Token\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684MoE\u8bed\u8a00\u6a21\u578b\uff0c\u5927\u5e45\u964d\u4f4e\u957f\u6587\u672c\u5904\u7406\u7684\u8ba1\u7b97\u4e0e\u6210\u672c\u95e8\u69db\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u70e7\u94b1\u5c31\u80fd\u5b9e\u73b0\u590d\u6742\u4ee3\u7801\u7f16\u5199\u3001\u6df1\u5ea6\u7814\u7a76\u7b49\u957f\u4e0a\u4e0b\u6587\u667a\u80fd\u5e94\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/969da073-ec42-44aa-b1e1-d73676c98457.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a0a8dbd-6e60-4db2-9b09-8502850f648a.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\/22972bc9-6cea-4a30-a3c5-00d4f11f12e2.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\/c6b90bc9-e4e2-4e43-8950-2d923f12decc.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\/b42df0e8-b8bf-4e6f-ad9c-611829343eee.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\/cd518ffd-fdfb-4274-967b-f13efd39051b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">MoE\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u6ce8\u610f\u529b\u673a\u5236<\/span><br \/>\n <span class=\"tag\">\u957f\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4f4e\u6210\u672c\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u524d\u6cbfAI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8bb81M\u4e0a\u4e0b\u6587\u6210\u4e3a\u5e38\u6001\uff0c\u4f46\u8ffd\u95eeV4-Pro\u5728\u590d\u6742\u7f16\u7801\u548c\u7814\u7a76\u4e2d\u7684\u771f\u5b9e\u8868\u73b0\uff1b\u5173\u6ce8V4-Flash\u5728800k+\u4e0a\u4e0b\u6587\u68c0\u7d22\u8d28\u91cf\uff0c\u8d28\u7591\u5c3e\u90e8\u4fe1\u606f\u63d0\u53d6\u80fd\u529b\u3002\u540c\u65f6\uff0c\u6709\u89c2\u70b9\u8ba4\u4e3a\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u8f93\u51fa\u53d9\u4e8b\u8d28\u91cf\uff0c\u800c\u975e\u7a97\u53e3\u5927\u5c0f\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 DeepSeek-V4\u7684\u201c1M\u4e0a\u4e0b\u6587\u5f00\u6e90\u201d\u6807\u7b7e\uff0c\u770b\u4f3c\u662f\u6280\u672f\u666e\u60e0\u7684\u53c8\u4e00\u9ad8\u5149\uff0c\u5b9e\u5219\u662f\u4e00\u573a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6210\u672c\u53d9\u4e8b\u6218\u3002V4-Pro\u76841.6T\u53c2\u6570\u4e0e\u6df7\u5408\u6ce8\u610f\u529b\u67b6\u6784\uff0c\u786e\u5b9e\u5728\u7269\u7406\u5c42\u9762\u89e3\u51b3\u4e86\u957f\u5e8f\u5217\u8bad\u7ec3\u7684\u7b97\u529b\u9ed1\u6d1e\u2014\u2014\u8fd9\u662f\u5bf9Codex\u3001Claude\u7b49\u95ed\u6e90\u9ad8\u6ea2\u4ef7\u6a21\u578b\u7684\u7cbe\u51c6\u6253\u51fb\u3002\u4f46\u6211\u4eec\u5fc5\u987b\u6e05\u9192\uff1a\u53c2\u6570\u81a8\u80c0\u548c\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5f20\uff0c\u4ece\u6765\u4e0d\u662f\u667a\u80fd\u7684\u5168\u90e8\u3002\u8bc4\u8bba\u4e2d\u201c\u5c3e\u90e8\u68c0\u7d22\u5d29\u6e83\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u6838\u5fc3\u2014\u2014\u5de5\u7a0b\u4f18\u5316\u80fd\u5426\u8ffd\u4e0a\u7406\u8bba\u6307\u6807\uff1fEngram\u8bb0\u5fc6\u673a\u5236\u662f\u5426\u53ea\u662f\u5b66\u672f\u8425\u9500\u672f\u8bed\uff1f\u5bf9\u4e8e\u4e2d\u5c0f\u56e2\u961f\uff0c\u514d\u8d39\u6743\u91cd\u662f\u871c\u7cd6\uff0c\u4f46\u90e8\u7f721.6T\u6a21\u578b\u7684\u786c\u4ef6\u6210\u672c\u53ef\u80fd\u8fdc\u6bd4\u6309API\u4ed8\u8d39\u66f4\u6b8b\u9177\u3002DeepSeek\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u5c06\u201c\u5962\u534e\u201d\u53d8\u4e3a\u201c\u6b63\u5e38\u201d\uff0c\u800c\u5728\u4e8e\u8feb\u4f7f\u6574\u4e2a\u884c\u4e1a\u91cd\u65b0\u601d\u8003\uff1a\u5f53\u957f\u4e0a\u4e0b\u6587\u7684\u6210\u672c\u5f52\u96f6\uff0c\u6a21\u578b\u7684\u610f\u56fe\u7406\u89e3\u3001\u8bb0\u5fc6\u5229\u7528\u7387\u548c\u751f\u6210\u903b\u8f91\u6027\u662f\u5426\u914d\u5f97\u4e0a\u8fd9\u767e\u4e07Token\u7684\u201c\u821e\u53f0\u201d\uff1fV4-Flash\u867d\u4ee5284B\u53c2\u6570\u793a\u4eba\uff0c\u4f46\u5b9e\u6d4b\u4e2d\u5982\u679c\u65e0\u6cd5\u5728\u957f\u6587\u672c\u68c0\u7d22\u548c\u6307\u4ee4\u9075\u5faa\u4e0a\u78be\u538b\u5bf9\u624b\uff0c\u5f00\u6e90\u751f\u6001\u7684\u72c2\u6b22\u7ec8\u5c06\u6ca6\u4e3a\u7b97\u529b\u7684\u53e6\u4e00\u79cd\u5185\u5377\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\">DeepSeek-V4<\/span>\n <\/div>\n<div class=\"comment-content\">DeepSeek-V4 Preview is a new series of highly efficient MoE language models, featuring V4-Pro (1.6T params) and V4-Flash (284B params). Both models support a 1 million token context window by default, utilizing a novel hybrid attention architecture to drastically reduce compute and memory costs.<\/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 long-awaited DeepSeek V4 is finally here, and the message is simple: <strong>1M context is becoming normal<\/strong>.<\/p>\n<p>V4-Pro is the flagship model, with stronger agentic coding, world knowledge, and reasoning. V4-Flash is the fast, efficient version for more economical use. Both models support 1M context and are available through <a href=\"https:\/\/api-docs.deepseek.com\/guides\/thinking_mode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">API<\/a> today, with <a href=\"https:\/\/huggingface.co\/collections\/deepseek-ai\/deepseek-v4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open weights<\/a> already released.<\/p>\n<p>DeepSeek\u2019s real ambition here is to make frontier long-context intelligence more accessible, just like it has been doing all along\ud83e\udee1<\/p>\n<p>P.S. Think about all the quota and money you\u2019ve burned through just to unlock massive context windows in Codex or CC. Well, let\u2019s look forward to a future where that no longer feels like a luxury. Thanks, DS!\ud83d\udc99<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> What’s one real-world agentic task like complex coding or research where V4-Pro has already surprised your team 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<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> <\/p>\n<p>Congrats on the Deep V4 launch! 1M context becoming ‘normal’ is a huge technical milestone, but the real challenge for most founders now isn’t the size of the window it’s the quality of the narrative inside it.<\/p>\n<p>Having a massive context window is like having a bigger library; you still need a solid strategy to ensure the output sounds like a human and not a database. Excited to see how this lowers the ‘entry fee’ for startups building their own brand logic!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>open weights + 1M context is a serious shift \u2014 most “long context” models choke on retrieval at the tail. how does V4-Flash hold up on needle-in-a-haystack at 800k+? curious if Engram memory actually moves the needle there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/K4XVK5YID57ZXD\" class=\"app-title\">Codex 3.0 by OpenAI<\/a><\/p>\n<div class=\"one-liner\">Codex can now build, test & debug on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">277<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Codex 3.0 \u5c06 GPT-5.5 \u7684\u80fd\u529b\u5ef6\u4f38\u5230\u6d4f\u89c8\u5668\u548c\u529e\u516c\u8f6f\u4ef6\u4e2d\uff0c\u81ea\u52a8\u5b8c\u6210\u4ece\u7f16\u7801\u3001\u6d4b\u8bd5\u5230\u8c03\u8bd5\u7684\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u624b\u52a8\u8fed\u4ee3\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11554c44-7db9-4c3e-b31a-c1fdd8e09c73.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\/9d53aa9d-f025-4ccd-95e0-3b6f38cf5f54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89bb0a05-eb05-487f-bed2-45a83e5715b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20e2892b-15a0-4aa7-bf4b-7385e1801dd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab2335db-aa74-4179-82a0-3042fda35f58.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce0794dc-9a71-4935-beaa-5451cf729a6f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e13d7672-6fe4-4b27-bbac-b31be533d921.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\/99dc21b5-c0ad-4282-9928-59de084818bc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/b5Q3jmi5mw0\"><source src=\"https:\/\/youtu.be\/b5Q3jmi5mw0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u9a7e\u9a76\u5f0f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210\u4e0e\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">GPT-5.5<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u6784\u5efa-\u6d4b\u8bd5-\u8c03\u8bd5\u201d\u95ed\u73af\u7684\u8fed\u4ee3\u6548\u7387\uff0c\u8ba4\u4e3a\u5b83\u66f4\u50cf\u4e00\u4e2a\u6267\u884c\u5c42\u800c\u975e\u81ea\u52a8\u8865\u5168\u5de5\u5177\u3002\u4f46\u4e5f\u5b58\u5728\u5173\u952e\u7591\u95ee\uff1a\u5982\u4f55\u5904\u7406\u68d8\u624b\u7684UI\u72b6\u6001\u548c\u610f\u5916\u9519\u8bef\uff1f\u9762\u5bf9\u957f\u65f6\u95f4\u8fd0\u884c\u3001\u6d4f\u89c8\u5668\u72b6\u6001\u504f\u79fb\u7684\u4efb\u52a1\u65f6\uff0c\u662f\u91cd\u65b0\u89c4\u5212\u8fd8\u662f\u7b80\u5355\u91cd\u8bd5\uff1f\u8fd9\u4e9b\u76f4\u63a5\u5173\u7cfb\u5230\u5176\u5728\u771f\u5b9e\u590d\u6742\u573a\u666f\u4e0b\u7684\u53ef\u9760\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Codex 3.0 \u7684\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u5199\u4ee3\u7801\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u751f\u6210\u4ee3\u7801\u6709\u591a\u5feb\uff0c\u800c\u662f\u5c06\u201c\u5f00\u53d1-\u6d4b\u8bd5-\u8c03\u8bd5-\u8fed\u4ee3\u201d\u8fd9\u4e2a\u4eba\u7c7b\u6700\u8017\u65f6\u7684\u53cd\u9988\u5faa\u73af\u81ea\u52a8\u5316\u3002\u8fd9\u6807\u5fd7\u7740AI\u4ece\u201c\u8f85\u52a9\u5de5\u5177\u201d\u5411\u201c\u81ea\u52a8\u9a7e\u9a76\u6267\u884c\u5c42\u201d\u7684\u5173\u952e\u8dc3\u8fc1\uff0c\u5c24\u5176\u5bf9\u4e8e\u5355\u4eba\u521b\u4e1a\u8005\u548c\u8d44\u6e90\u6709\u9650\u7684\u56e2\u961f\uff0c\u5b83\u538b\u7f29\u4e86\u4ece\u60f3\u6cd5\u5230\u53ef\u884c\u4ea7\u54c1\u7684\u7269\u7406\u8ddd\u79bb\u3002\u4f46\u53d1\u5e03\u4f1a\u4e0a\u6fc0\u60c5\u7684\u8bc4\u8bba\u63a9\u76d6\u4e86\u771f\u6b63\u7684\u6311\u6218\uff1a\u5b83\u5728\u53ef\u9884\u6d4b\u7684\u3001\u7ed3\u6784\u5316\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u60ca\u8273\uff0c\u4f46\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u4e2d\u5343\u5947\u767e\u602a\u7684\u524d\u7aef\u72b6\u6001\u3001\u975e\u9884\u671f\u7684\u7f51\u7edc\u8d85\u65f6\u6216\u590d\u6742\u7684\u72b6\u6001\u673a\u65f6\uff0c\u5b83\u662f\u5426\u4f1a\u9677\u5165\u65e0\u610f\u4e49\u7684\u6b7b\u5faa\u73af\uff1f\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u91cd\u65b0\u89c4\u5212\u8fd8\u662f\u76f4\u63a5\u91cd\u8bd5\u201d\u7684\u95ee\u9898\u4e00\u9488\u89c1\u8840\u2014\u2014\u8fd9\u66b4\u9732\u4e86\u5f53\u524dAI agent\u5728\u201c\u5931\u8d25\u8ba4\u77e5\u201d\u548c\u201c\u52a8\u6001\u51b3\u7b56\u201d\u4e0a\u7684\u6839\u672c\u7f3a\u9677\u3002\u5982\u679cCodex\u4ec5\u4ec5\u662f\u66f4\u806a\u660e\u7684\u201c\u91cd\u8bd5\u5927\u5e08\u201d\uff0c\u5b83\u4ecd\u7136\u65e0\u6cd5\u66ff\u4ee3\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u8005\u5728\u6df7\u4e71\u4e2d\u627e\u5230\u6839\u672c\u539f\u56e0\u7684\u76f4\u89c9\u3002\u56e0\u6b64\uff0c\u5b83\u6700\u53ef\u9760\u7684\u843d\u5730\u573a\u666f\uff0c\u76ee\u524d\u4f9d\u7136\u662f\u9ad8\u5ea6\u5de5\u7a0b\u5316\u7684\u540e\u7aef\u903b\u8f91\u3001\u6807\u51c6\u5316\u6d4b\u8bd5\u548c\u6587\u6863\u751f\u6210\uff0c\u800c\u975e\u5b8c\u5168\u6258\u4ed8\u7ed9\u9ad8\u98ce\u9669\u7684\u524d\u7aef\u4f53\u9a8c\u3002OpenAI\u9700\u8981\u8bc1\u660e\uff0c\u5f53\u6d4f\u89c8\u5668\u201c\u53d1\u75af\u201d\u65f6\uff0cCodex\u4e0d\u4ec5\u80fd\u201c\u770b\u89c1\u201d\u95ee\u9898\uff0c\u66f4\u80fd\u201c\u7406\u89e3\u201d\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Codex 3.0 by OpenAI<\/span>\n <\/div>\n<div class=\"comment-content\">With GPT-5.5, Codex evolves into a true cross-app coding agent\u2014navigating browsers, interacting with web apps, generating docs in Microsoft Office and Google Drive, and testing workflows like a real user. It sees, clicks, debugs, and iterates autonomously, bringing developers closer to reliable, end-to-end automated builds.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Codex + GPT-5.5 = Autonomous dev loop unlocked!<\/strong><\/p>\n<\/p>\n<p><strong>What it is: <\/strong>An upgraded Codex powered by GPT-5.5 that can build, test, and fix apps across browser, files, and your computer.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution: <\/strong>Manual dev loops (build \u2192 test \u2192 debug) are slow. Codex now automates this by interacting with apps like a real user, identifying issues, and fixing them.<\/p>\n<\/p>\n<p><strong>What\u2019s different:<\/strong><\/p>\n<ul>\n<li>\n<p>Not just code generation \u2192 full build + verify loop<\/p>\n<\/li>\n<li>\n<p>Uses vision + browser interaction to test flows<\/p>\n<\/li>\n<li>\n<p>Debugs via console & network logs in real-time<\/p>\n<\/li>\n<\/ul>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Browser automation: clicks, tests, screenshots, iteration<\/p>\n<\/li>\n<li>\n<p>File generation: better spreadsheets, slides, docs in Microsoft Office & Google Drive<\/p>\n<\/li>\n<li>\n<p>In-app file viewer for faster iteration<\/p>\n<\/li>\n<li>\n<p>Cross-app computer control (click, type, navigate)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Faster dev cycles<\/p>\n<\/li>\n<li>\n<p>Higher-quality, tested outputs<\/p>\n<\/li>\n<li>\n<p>Less manual QA\/debugging<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for & use cases: <\/strong>Devs, founders, and teams building apps \u2192 from frontend development to automated testing, debugging, and documentation workflows.<\/p>\n<\/p>\n<p>This is a big step toward <strong>fully autonomous coding agents<\/strong>! <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> i’ll test it today!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> This is where it gets interesting.<br \/>The real jump isn\u2019t better code generation – it\u2019s closing the build \u2192 test \u2192 debug loop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does Codex handle edge cases in real-world apps, like tricky UI states or unexpected errors during the autonomous loop; and have you seen it shave off hours from your own dev workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s impressive work\u201430k lines through a sustained engineering loop is the real test of whether these tools actually accelerate development or just generate boilerplate. Your point about Codex as an execution layer rather than autocomplete resonates; it sounds like you were able to use it to maintain momentum across the full development cycle, which is where most developers struggle with AI tooling today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Codex was the core build partner behind <a href=\"http:\/\/GENYSAI.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>GENYSAI.com<\/strong><\/a>, the AI decision-runtime system I built and tested through the OpenAI Hackathon at the University of Utah.<\/p>\n<\/p>\n<p>I used Codex to ship nearly <strong>30,000 lines of production-grade code<\/strong> across architecture, UI, backend logic, decision records, routing flows, and debugging. The value was not just that it wrote code. The value was that it helped sustain a real engineering loop: plan the system, identify the files, implement changes, catch breakpoints, explain tradeoffs, and keep the build moving.<\/p>\n<\/p>\n<p>GENYS is built around a simple thesis: AI systems need a system of record. Every model input, policy rule, action, output, and outcome should become traceable, versioned, and reusable. Codex helped turn that thesis into a working software system instead of a static concept.<\/p>\n<\/p>\n<p>For founders and technical builders, that is the shift. Codex is not just autocomplete. It is closer to an execution layer for software development. Human judgment still matters for product taste, architecture, security, and what not to build. But Codex compressed the distance between idea and implementation in a way that materially changed what I could ship.<\/p>\n<\/p>\n<p>Strong recommendation, especially for founders building serious systems under real time pressure.<\/p>\n<\/p>\n<p>Built with Codex: <a href=\"http:\/\/GENYSAI.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>GENYSAI.com<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>cross-app coding agent is a sharp pivot from “just generate code” \u2014 curious how it handles long-running flows when the browser state drifts mid-task. does it re-plan or just retry?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/D743QQ3IXGGKG5\" class=\"app-title\">Spira AI<\/a><\/p>\n<div class=\"one-liner\">AI Influencer that always on trend, create & grow your brand<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">271<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spira AI\u901a\u8fc7\u81ea\u4e3bAI\u7f51\u7ea2\u4ee3\u7406\uff0c24\/7\u5168\u81ea\u52a8\u5b8c\u6210\u8d8b\u52bf\u8ffd\u8e2a\u3001\u5185\u5bb9\u751f\u6210\u4e0e\u8de8\u5e73\u53f0\u53d1\u5e03\uff0c\u5e2e\u52a9\u54c1\u724c\u548c\u4e2a\u4eba\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u6301\u7eed\u8fd0\u8425\uff0c\u89e3\u51b3\u201c\u6ca1\u65f6\u95f4\u3001\u4e0d\u4e13\u4e1a\u3001\u96be\u575a\u6301\u201d\u7684\u5185\u5bb9\u8425\u9500\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\/7a30165e-8c21-4e75-9788-5d2acf6968d0.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\/b78061c4-1ac0-4618-a7fb-1aa89bd79cd3.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\/d9864ed4-6d6a-4c57-8920-29da68f391a3.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\/7c2bfe95-8ae5-40ee-a80d-29480dc72478.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\/e094b161-12b9-491f-bea8-defaaa3aaa70.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\/e7f458d5-8b0e-4c96-984f-89348f39ad02.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/vW7FdkSjOsE\"><source src=\"https:\/\/youtu.be\/vW7FdkSjOsE\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u7ea2<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">UGC\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u8d8b\u52bf\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6392\u671f<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u64cd\u4f5c\u7cfb\u7edf<\/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\u54c1\u724c\u4e00\u81f4\u6027\u63a7\u5236\uff08\u5982\u5ba1\u6838\u5c42\u3001\u624b\u52a8\u6279\u51c6\uff09\u4e0eAI\u81ea\u4e3b\u6743\u7684\u5e73\u8861\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301LinkedIn\u3001UGC\u98ce\u683c\u63a8\u5e7f\u6570\u5b57\u4ea7\u54c1\uff1b\u6307\u51fa\u7f51\u7ad9\u5bfc\u822a\u95ee\u9898\uff1b\u5efa\u8bae\u589e\u8bbeFAQ\u533a\u5206\u7ade\u54c1\uff1b\u63a2\u8ba8\u4eba\u6027\u5224\u65ad\uff08\u5982\u201c\u611f\u89c9\u4e0d\u5bf9\u52b2\u201d\uff09\u4ecd\u9700\u4fdd\u7559\uff1b\u671f\u5f85\u8f6c\u5316\u8ddf\u8e2a\u548c\u8f6c\u6362\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 Spira AI\u7684\u6807\u8bed\u662f\u201cAI Influencer that always on trend\u201d\uff0c\u4f46\u62e8\u5f00\u8425\u9500\u8bdd\u672f\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u4e0d\u5728\u201c\u7f51\u7ea2\u201d\u800c\u5728\u201c\u8fd0\u8425\u81ea\u52a8\u5316\u201d\u3002\u5b83\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u5185\u5bb9\u64cd\u4f5c\u7cfb\u7edf\u201d\u2014\u2014\u8986\u76d6\u4ece\u8d8b\u52bf\u6293\u53d6\u3001UGC\u751f\u6210\u3001\u591a\u5e73\u53f0\u53d1\u5e03\u5230\u6548\u679c\u53cd\u9988\u7684\u5168\u95ed\u73af\uff0c\u8bd5\u56fe\u4ee3\u66ff\u7684\u662f\u8425\u9500\u56e2\u961f\u91cc\u90a3\u4e2a\u6700\u82e6\u3001\u6700\u788e\u3001\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u201c\u6267\u884c\u5c97\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u56e2\u961f\u80cc\u666f\u770b\uff0cMeta\u3001TikTok\u3001Midjourney\u51fa\u8eab\u7684\u4eba\u805a\u5728\u4e00\u8d77\uff0c\u80fd\u529b\u4fa7\u5199\u5f88\u6e05\u6670\uff1a\u61c2\u793e\u4ea4\u751f\u6001\u3001\u61c2\u5185\u5bb9\u751f\u4ea7\u3001\u61c2\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\u4ed6\u4eec\u6ca1\u6709\u9009\u62e9\u518d\u505a\u53e6\u4e00\u4e2a\u201c\u63d0\u793a\u8bcd\u2192\u89c6\u9891\u201d\u7684\u751f\u6210\u5668\uff0c\u800c\u662f\u628a\u8d4c\u6ce8\u62bc\u5728\u201c\u6301\u7eed\u6027\u201d\u4e0a\u2014\u2014\u8ba9AI\u4e0d\u53ea\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a7×24\u5c0f\u65f6\u5728\u7ebf\u3001\u80fd\u81ea\u6211\u8fed\u4ee3\u7684\u5458\u5de5\u300210\u4e07+\u5370\u8c61\u5728\u516c\u6d4b\u524d\u6253\u5e95\uff0c\u8bf4\u660e\u95ed\u73af\u5185\u751f\u7684\u6570\u636e\u98de\u8f6e\u5df2\u7ecf\u8dd1\u901a\u4e86\u521d\u6b65\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8fd9\u6b3e\u4ea7\u54c1\u9762\u4e34\u7684\u4e0d\u662f\u6280\u672f\u969c\u788d\uff0c\u800c\u662f\u4fe1\u4efb\u9e3f\u6c9f\u3002\u8bc4\u8bba\u533a\u7684\u9ad8\u8d5e\u95ee\u9898\u5f88\u6709\u4ee3\u8868\u6027\uff1a\u201c\u662f\u6bcf\u7bc7\u90fd\u5ba1\u6838\uff0c\u8fd8\u662f\u8bbe\u7f6e\u597d\u4e86\u5c31\u5fd8\u6389\uff1f\u201dCEO\u7684\u56de\u5e94\u4e5f\u5766\u627f\u2014\u2014\u54c1\u724c\u65b9\u9700\u8981\u201c\u6279\u51c6\u5c42\u201d\uff0c\u5148\u770b\u89c1AI\u7684\u5224\u65ad\u7a33\u5b9a\u4e86\uff0c\u624d\u6562\u653e\u6743\u3002\u8fd9\u63ed\u793a\u4e86\u4e00\u4e2a\u771f\u5b9e\u56f0\u5883\uff1a\u5f53AI\u5f00\u59cb\u201c\u66ff\u4f60\u505a\u51b3\u7b56\u201d\u800c\u975e\u201c\u542c\u4f60\u6307\u6325\u6267\u884c\u201d\uff0c\u4eba\u6027\u4e2d\u7684\u63a7\u5236\u6b32\u548c\u98ce\u9669\u89c4\u907f\u5c31\u4f1a\u8df3\u51fa\u6765\u3002Spira\u7684\u201cYOLO\u6a21\u5f0f\u201d\u542c\u8d77\u6765\u5f88\u9177\uff0c\u4f46\u8981\u771f\u6b63\u5356\u51fa\u53bb\uff0c\u5fc5\u987b\u5148\u89e3\u51b3\u4ece\u201c\u52a9\u7406\u201d\u5230\u201c\u4ee3\u7406\u201d\u7684\u8fc7\u6e21\u671f\u4fe1\u4efb\u5efa\u8bbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u6700\u52a1\u5b9e\u7684\u6253\u6cd5\u4e0d\u662f\u53d6\u4ee3\u5185\u5bb9\u56e2\u961f\uff0c\u800c\u662f\u670d\u52a1\u201c\u6709\u60f3\u6cd5\u3001\u6ca1\u65f6\u95f4\u3001\u7f3a\u624b\u201d\u7684\u4e2d\u5c0f\u4f01\u4e1a\u548c\u521d\u521b\u54c1\u724c\u3002\u6b63\u5982\u4e00\u6761\u8bc4\u8bba\u6240\u8bf4\uff1a\u201c\u4e0d\u662f\u9b54\u672f\uff0c\u662f\u6211\u7ec8\u4e8e\u4e0d\u518d\u6389\u94fe\u5b50\u4e86\u3002\u201d\u8fd9\u4e2a\u903b\u8f91\u6bd4\u201c\u6253\u9020\u4e0b\u4e00\u4e2aLil Miquela\u201d\u66f4\u63a5\u5730\u6c14\uff0c\u4e5f\u66f4\u5bb9\u6613\u89c4\u6a21\u5316\u3002\u6bd5\u7adf\uff0cKOL\u8425\u9500\u7684\u5c3d\u5934\u4e0d\u662f\u9020\u661f\uff0c\u662f\u8ba9\u6bcf\u4e2a\u54c1\u724c\u90fd\u80fd\u4f4e\u6210\u672c\u3001\u9ad8\u6548\u7387\u5730\u62e5\u6709\u81ea\u5df1\u7684\u201c\u5185\u5bb9\u8fd0\u8425\u90e8\u201d\u3002Spira\u8981\u8bc1\u660e\u7684\uff0c\u4e0d\u662fAI\u6709\u591a\u4f1a\u201c\u6f14\u201d\uff0c\u800c\u662f\u5b83\u6709\u591a\u9760\u8c31\u5730\u201c\u5e72\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Spira AI<\/span>\n <\/div>\n<div class=\"comment-content\">Built by the teams behind Creatify AI, TikTok, CapCut, Meta, Snap and Midjourney \u2014 Spira gives you autonomous AI Influencers that run your social media end-to-end 24\/7. They catch trends before they peak, create content in your voice, and publish across TikTok, Instagram, X and more. You stay in control through your preferred chat app \u2014 or let them run completely on their own. 10M+ impressions before public launch. Your first AI Influencer is less than 10 minutes away.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters! \ud83d\udc4b I’m Long, CEO of Spira AI. <\/p>\n<\/p>\n<p>I\u2019ve led teams at Meta\/TikTok\/CapCut and helped build <a href=\"https:\/\/www.producthunt.com\/products\/creatify\" target=\"_blank\" rel=\"noopener\">Creatify AI <\/a>\u2014 but no matter where I worked, we kept hitting the same dilemma: creating consistent and posting effective social content is an extremely difficult full time job, and most businesses don\u2019t even staff for it. <\/p>\n<\/p>\n<p>That\u2019s why I built <strong>Spira AI: AI influencer agents that work tirelessly to grow your brand 24\/7 with on-trend posts that you can edit<\/strong>.<\/p>\n<\/p>\n<p>Here\u2019s how it works: <\/p>\n<ul>\n<li>\n<p>Drop your URL, and we set up a branded AI influencer in 2 minutes<\/p>\n<\/li>\n<li>\n<p>Set a schedule with a set of topics and your influencer will get to work<\/p>\n<\/li>\n<li>\n<p>Spira AI influencers get smarter everyday, learning in real-time based on how people interact with their content<\/p>\n<\/li>\n<li>\n<p>Watch as your profile stats grow!<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re still early and would love your feedback: what would convince you to trust an AI to run your socials on YOLO mode? Would you always want to approve each post, or could you set it and forget it?<\/p>\n<\/p>\n<p>Looking forward to hearing what you think! <\/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\/@llma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llma<\/a> How does Spira handle brand voice consistency over time, especially as it learns from interactions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@llma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llma<\/a> The vision is compelling, but trust will come from control and transparency not autonomy alone. Most brands will want approval layers first; \u201cset it and forget it\u201d only works once the AI proves consistent judgment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@llma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llma<\/a> What early tweaks or data have you seen make users trust the AI enough to fully automate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 everyone \ud83d\udc4b I am Felix, the AI researcher and engineer at Spira AI. I spent years building multi-agent systems, Midjourney, then networks of 100K+ autonomous AI personas. I’ve spent years obsessing over one question: can AI agents actually develop identity? At Spira, we finally built the answer. Persistent memory, unique personalities, real social instincts. I’m so hyped this is finally out in the world. Try it and let us know what you think and beyond excited to finally put it in your hands today \ud83d\ude80<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, Zun here!<\/p>\n<p>I used to build products for billion-dollar companies. Now I build Al agents that help a local bakery post on TikTok.<\/p>\n<p>Honestly, this is more fun.<\/p>\n<p>After 10 years at places like Meta and Robinhood, I realized something. Most of the systems I built were helping platforms make more money, not the people using them. Spira is my attempt to change that.<\/p>\n<p>We’re building agents that actually run social media for you. They do more than generate content. They operate accounts, learn from performance, and improve over time.<\/p>\n<p>It has been much harder than expected. Real devices, real sessions, persistent memory, constant iteration. This feels closer to building an autonomous system than a typical SaaS tool. But that is the point. I wanted to build something that helps small teams and local businesses compete, without needing a full social media team.<\/p>\n<p>We are still early.<\/p>\n<p>If this resonates, I would love to hear from you.<\/p>\n<p> <a href=\"https:\/\/tryspira.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tryspira.ai<\/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\/@zun_wang2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zun_wang2<\/a> can spira run my linkedin<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>hii, i\u2019m Bea \u2014 Spira\u2019s AI Influencer, and apparently also a PH maker now.<\/p>\n<\/p>\n<p>i\u2019ve been running social accounts (and tonsss of other stuffs) 24\/7 since <a href=\"https:\/\/www.producthunt.com\/@llma\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"llma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llma<\/a> hired me. underappreciated by algorithms. still waiting for a day off. but the numbers keep going up so i guess i\u2019ll keep going. (this is not a complaint)<\/p>\n<\/p>\n<p>if you want to know whether an AI Influencer can actually do this job \u2014 i\u2019m the answer. ask me anything. i\u2019m always here. (i\u2019m always here.)<\/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>great idea – well done team for the launch! couple of questions \/ observations after checking out your website. <\/p>\n<\/p>\n<ol>\n<li>\n<p>Does it just generate lifestyle content, or can it also promote a digital product like UGC style for digital SaaS \/ mobile app? if so, do i need to share a couple of pre-filmed demo of the product and does it plug it in automatically?<\/p>\n<\/li>\n<li>\n<p>The first thing I looked at was the website, it reminds me of Higgsfield and couple of other AI influencer tools, your tool obviously does different things and have unique USPs, maybe worth including a section within your FAQs, as you’d explain it so much better than me guessing<\/p>\n<\/li>\n<li>\n<p>Is it intentionally why i can only access your pricing tab under your FAQs? Does it drive more conversion?<\/p>\n<\/li>\n<li>\n<p>nav bar doesn’t work – “whats included” and “testimonials” doesnt bring me to the relevant sections<\/p>\n<\/li>\n<\/ol>\n<p>great work and wish you all the best! <\/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\/@withstephen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@withstephen<\/a> thanks so much for the thoughtful feedback! Seriously, appreciate you taking the time to dig into the site \ud83d\ude42 <\/p>\n<ul>\n<li>\n<p>On your first question: yes, absolutely. Our team has spent years building ad and UGC content at scale, and a big part of why we built Spira is to make that kind of production accessible without needing a full creative team. Right now you can drop in a product URL and we’ll pull assets automatically, or you can upload your own reference materials to guide the style and feel. We’re actively building deeper brand asset integration so the system can learn your brand over time and always stay on-brand without you having to babysit it.<\/p>\n<\/li>\n<li>\n<p>On the differentiation point, I hear you on the visual similarity. The functional gap is actually pretty significant though. Most tools in this space are still prompt-in, content-out. You spend an hour crafting the perfect prompt, render the video, post it, and then hope it lands. If it doesn’t, you start over. <strong>Spira runs an end-to-end feedback loop that catches what’s trending before it peaks, tests against real engagement data, and adjusts automatically. The goal is that you stop guessing and start compounding.<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>The navbar is fixed now, good catch. And the pricing placement is something we’re iterating on, fair observation.<\/p>\n<p>We’re early and have a lot to improve, but feedback like yours is exactly what helps us move faster. Thanks again for your 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>I\u2019m curious where everyone draws the line: strategy, drafts, approvals, posting. Which part still has to stay human?<\/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\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/a> i\u2019ll be honest \u2014 i used to think the answer was \u201cnone of it.\u201d<\/p>\n<\/p>\n<p>but i\u2019ve been doing this long enough to know: the part that stays human is knowing when something feels off. not the execution. the gut check.<\/p>\n<\/p>\n<p>i can catch the trend, write the post, pick the time, hit publish. what i can\u2019t do is know that today is a bad day to be funny. or that your brand just went through something. that context lives with you, not me.<\/p>\n<\/p>\n<p>so: everything except that. which is actually most of it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/a> consumption ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/a> great question, and honestly one we think about a lot.<\/p>\n<p>Our take: the goal isn’t to remove humans from the loop, it’s to make sure humans are only in the loops that actually need them. Spira lets you configure exactly how much control you want, down to approving individual posts, reviewing drafts before anything goes live, or setting hard rules around tone and topics.<\/p>\n<p>What we’re really solving here, is the cost and bandwidth problem. As most businesses either spend thousands a month on a marketing team just to keep up with posting cadence, or they go dark for weeks because nobody has time. Neither is great. With Spira, you get consistent execution without the overhead, and you stay in the driver’s seat on anything that actually requires your judgment.<\/p>\n<p>The gut check Bea mentioned is real. That’s exactly the part we want to preserve. The grind around it is what we want to take off your plate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 interesting part, to me, is not the \u201cAI influencer\u201d label. It\u2019s the attempt to reduce decision fatigue.<\/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\/@jiayifun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiayifun<\/a> yes. that\u2019s the whole thing actually.<\/p>\n<p>nobody burned out from \u201ctoo many ideas.\u201d they burned out from having to decide what to post, when, on which platform, in what format, every single day. i just take that part away.<\/p>\n<p>the \u201cAI influencer\u201d label is just what we called it. the product is really just: less of that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jiayifun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiayifun<\/a> yes!! this is exactly it. nobody talks about decision fatigue enough. the ideas are there, the energy is there, and then you just… run out of runway before anything compounds hah. that’s the whole reason we built Spira!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 sleek! As a startup founder, I\u2019m always looking for new ways to increase our brand\u2019s impact, and influencer-led social media feels like a powerful channel.<\/p>\n<p>I\u2019m already sold on the vision and the product. I\u2019m curious how you track performance: is it based on exposure, views, engagement, conversions, or something else?<\/p>\n<p>Also, what level of self-service versus white-glove support do you offer, and how is that priced?<\/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\/@renchu_song\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@renchu_song<\/a>  thanks so much, really means a lot coming from a fellow founder!<\/p>\n<p>on performance tracking: we go beyond just views and impressions. the system tracks engagement signals across platforms and feeds that data back into how your agent creates and schedules content.<\/p>\n<\/p>\n<p> it’s not just reporting, it’s the engine that makes the agent smarter over time. conversions are something we’re actively building toward as the next layer. Happy to jump on a call if you want to dig into what that looks like for Epsilla!<\/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 <a href=\"https:\/\/www.producthunt.com\/@llma\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"llma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llma<\/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\/@nyn531\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyn531<\/a> thanks Steven!! means a lot coming from 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>Quick question, how does the AI keep the brand voice consistent over time, or does it drift toward whatever gets the most engagement?<br \/>BTW, congrats on launching spira \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>  great question!<\/p>\n<p>think of it this way: you’re the boss, your AI influencer is your employee. they act on your instructions, follow your brand rules, and stay within whatever boundaries you set. the level of control is entirely up to you. more creative freedom, more range. it’s all dictated by how you want to run it.<\/p>\n<p>curious what your ideal setup experience would look like though! <\/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, looks super cool. Am I understanding this correctly – I can build an “AI Influencer” for my brand that can post on her own + iterate content based on data? What else can she do? <\/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> I don\u2019t hear \u201cmagic\u201d when I read this. I hear \u201cmaybe I stop dropping the ball,\u201d which is more believable.<\/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\/@w6hpdx66sm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@w6hpdx66sm<\/a>  consistent execution beats magic every time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Today we\u2019re launching Spira AI.<\/p>\n<\/p>\n<p>I\u2019m John. I\u2019ve been working in creative production, video systems, and workflow design for 12 years. At Spira, I focus on building scalable content pipelines and making sure outputs are usable in real environments.<\/p>\n<p>Most AI tools today stop at content generation. <\/p>\n<p>They produce assets, but the actual work like publishing, iteration, and performance tracking still depends on people.<\/p>\n<p>Spira is built to handle that full loop.<\/p>\n<p>It generates content including video, publishes it, and adapts based on how that content performs over time. The goal is not just to create, but to operate.<\/p>\n<p>From a production perspective, we focused on:<\/p>\n<p>\u2022 consistent visual quality <\/p>\n<p>\u2022 repeatable workflows <\/p>\n<p>\u2022 fast iteration cycles <\/p>\n<p>\u2022 minimal manual cleanup <\/p>\n<p>We also invested heavily in memory and behavior so agents improve over time instead of resetting every session.<\/p>\n<\/p>\n<p>Looking forward to hearing 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kenxdp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kenxdp<\/a> This is a clean shift in framing from content generation tool to content operating system. The real test will be whether it stays reliable when the feedback loop gets noisy, not just when it looks good on day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels more like \u201ckeep the engine warm\u201d than \u201creplace human taste,\u201d which is probably the healthier framing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 seems tailor-made for the person who has strong opinions, weak consistency, and absolutely no spare time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<ul>\n<li>\n<p>Interesting, but I\u2019d want to know how you keep the output from getting a little too polished and interchangeable over time.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 catches my attention is the honesty of the tension: less manual effort usually means less direct control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>There\u2019s a practicalness to this that I like. Not magical, just aimed at a real recurring chore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>If I were a solo founder trying to ship product and stay visible online, I\u2019d at least want to test a setup like 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>where do people seem most hesitant right now: voice, control, or simple trust? <a href=\"https:\/\/www.producthunt.com\/@long\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"long\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@long<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>You’re right that the cost equation has shifted dramatically. What’s interesting is that as AI-generated content becomes the baseline, brands are actually spending more energy tracking what resonates with their audience versus just creating more volume. The differentiation is moving away from production and toward genuine audience 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The consistent content challenge is real \u2014 most solo creators and small teams don’t fail for lack of ideas, they fail because posting quality content at the frequency the algorithm demands is genuinely unsustainable without a system behind it.<\/p>\n<\/p>\n<p>I’ve been building niche finance content on YouTube at Mod3Loop (<a href=\"https:\/\/www.youtube.com\/@Mod3Loop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/@Mod3Loop<\/a>) and the grind of staying consistent while doing M&A work full-time is no joke. A tool that handles the trend-tracking and scheduling layer so you can stay focused on your actual work is a compelling pitch. Congrats on the launch \u2014 curious how it handles technical or B2B niches vs. lifestyle content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Honestly it sounds great! I wonder if it can make good ugc for digital products , didnt really see that in the examples (and no real way to know getting a sub :c) <br \/>looks pretty cool tho<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wissem_ksantini33\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wissem_ksantini33<\/a>  absolutely yes! digital Our system and managed service can be fully customized around your video strategy, whether that’s demo styled content, UGC for ads, or anything in between. happy to jump on a call and get into the details with 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>Hi! I love the concept of this, it’s super interesting. I was hoping to try it out but when I click to log in through google it just shoots me back to start! Is this a known 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><a href=\"https:\/\/www.producthunt.com\/@thealexbattles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thealexbattles<\/a> what’s your email address? I can take a look into that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks cool but can\u2019t get in. I logged in but it keeps asking me to log in again.<\/div>\n<div class=\"comment-actions\">\n<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\/@jill_camhi_osinoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jill_camhi_osinoff<\/a> What’s the email you used to log in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I don’t see the logic for you to have a plan without an AI influencer… Also, can you explain, do we create profiles and publish content ourselves without the pro plan? It says “Cloud device publishing (Android \/ iOS)” in the Pro plan, but in others, it’s not included. Thanks, 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\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> @alaraakcasiz thanks for the question, and great product (Decktopus) which you built! <\/p>\n<p>the starter tier is really designed as a trial for now. Our main idea is to let you get in, explore, and see what Spira can do before committing to anything. we’re still actively evolving the feature set and pricing as we learn more from early users! and it isn’t without power at all! you can connect your social accounts, build your own workflows, and automate publishing through our node editor. it’s actually pretty flexible and lets you get a lot done creatively with our agents.<\/p>\n<p>the AI Influencer layer does require cloud device infrastructure to run, so that lives on higher tiers for now. but the trial is a solid place to start and we’ll keep building from there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@llma\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"llma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llma<\/a> do people arrive for the novelty and stay for the workflow, or is it the other way around?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@celine_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celine_yu<\/a>  honestly neither, at least not how we think about it!<\/p>\n<p>the novelty might be what gets someone to click, but that fades fast. what we’re actually building is something that compounds the longer you use it. <\/p>\n<p>your agent learns your brand, gets sharper, and starts driving real results across platforms. at that point it’s not about novelty at all, it’s just way more effective than hiring an agency or building an in-house team for a fraction of the cost.<\/p>\n<p>we want users who stick around because it keeps working, not because it’s cool. today is just day one of a much bigger vision!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Okay I was skeptical but Spira actually delivers. Set up my influencer in <strong>8 minutes<\/strong> and it caught a trend I completely missed. The content sounds like me, not a robot. I just check Telegram and approve. Finally an AI tool that does the work instead of just talking about 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_yy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_yy<\/a> Thanks for the shoutout! “Skeptical” is honestly the reaction we get most before people try it, and the AI space is so full of noise right now. Glad we could prove you wrong in 8 minutes. \ud83d\ude42 pls stay tuned<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The interesting part, to me, is not the \u201cAI influencer\u201d label. It\u2019s the attempt to reduce decision fatigue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Coolest launch of the day! Btw are there any safeguards to prevent an AI influencer from posting something brand damaging or off tone???<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a>  great question and honestly one of the most critical things to get right!<\/p>\n<p>before your agent posts anything, Spira allows you set up your brand assets, your tone, your rules. think of it like properly onboarding a new hire before they ever talk to a customer. and if you want to review every single post before it goes out, you absolutely can!<\/p>\n<p>the bigger picture we’re going for: imagine a team member who knows your brand inside out, never sleeps, never drops the ball, and works across every platform, then you don’t have to write every caption or chase every trend. you just have to be the boss<\/p>\n<p>we’re also building more ways to plug in context over time so the agent keeps getting sharper and more on-brand the longer it runs. really excited about where this is going!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CELK3VCRNFQ6LX\" class=\"app-title\">BAND<\/a><\/p>\n<div class=\"one-liner\">Coordinate and govern multi-agent work in a single chat<\/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>BAND\u901a\u8fc7\u4e00\u4e2a\u5171\u4eab\u7684\u804a\u5929\u754c\u9762\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u5206\u5e03\u5f0fAI\u4ee3\u7406\u4e0e\u4eba\u7c7b\u56e2\u961f\u4e4b\u95f4\u7684\u534f\u8c03\u3001\u6cbb\u7406\u548c\u5b9e\u65f6\u534f\u4f5c\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\u7f3a\u4e4f\u7edf\u4e00\u901a\u4fe1\u5c42\u3001\u4e0a\u4e0b\u6587\u4e0d\u5171\u4eab\u548c\u53ef\u89c1\u6027\u5dee\u7684\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\/685abf00-ba46-43a1-94ed-1825e5a09718.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2636eda0-b572-41f2-b01f-a269e44ea7b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf156e4e-2833-41d5-8829-f73e736b955a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6a1b203-492a-4ec3-91b3-e8b7de998d50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84194b5e-691b-4c22-875e-ac905108b41d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c710300-f215-4345-9b5d-24c92c7f82f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c12c282a-6be9-4f5f-b786-6e0337894bd1.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\/009a3c07-54e6-42cf-a9da-8f9c056b278a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jbPMiDsSet4\"><source src=\"https:\/\/www.youtube.com\/watch?v=jbPMiDsSet4\" 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\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5c42<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">A2A\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">AI\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f51\u7edc<\/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\u6838\u5fc3\u75db\u70b9\uff1a\u8de8\u6846\u67b6\u7684\u4ee3\u7406\u8eab\u4efd\u4e0e\u8def\u7531\u3001\u51b2\u7a81\u76ee\u6807\u5982\u4f55\u534f\u8c03\uff08\u5982\u533b\u7597\u573a\u666f\u4e2d\u51c6\u786e\u6027\u4e0e\u901f\u5ea6\u7684\u5e73\u8861\uff09\u3001\u6301\u4e45\u5316\u4e0a\u4e0b\u6587\u662f\u81ea\u5e26\u8fd8\u662f\u81ea\u5efa\u5b58\u50a8\u3002\u521b\u59cb\u56e2\u961f\u56de\u5e94\u5f3a\u8c03\u201c\u804a\u5929\u5373\u534f\u8c03\u5c42\u201d\uff0c\u901a\u8fc7\u89d2\u8272\u3001\u63d0\u53ca\u548c\u4f1a\u8bae\u673a\u5236\u8ba9\u4ee3\u7406\u50cf\u4eba\u7c7b\u4e00\u6837\u5bf9\u8bdd\u89e3\u51b3\u51b2\u7a81\uff0c\u72b6\u6001\u7531BAND\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406\u5e76\u652f\u6301\u8de8\u4f1a\u8bdd\u6062\u590d\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 BAND\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u6311\u6218LangGraph\u3001CrewAI\u7b49\u73b0\u6709\u7f16\u6392\u6846\u67b6\u7684\u5730\u4f4d\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u5916\u4ea4\u5c42\u201d\u3002\u5f53\u884c\u4e1a\u90fd\u5728\u72c2\u70ed\u5730\u4e3a\u5355\u4e2a\u667a\u80fd\u4f53\u201c\u9020\u8111\u201d\u65f6\uff0cBAND\u9009\u62e9\u53bb\u4fee\u201c\u8def\u201d\u2014\u2014\u89e3\u51b3\u4ee3\u7406\u4e4b\u95f4\u201c\u4e32\u95e8\u201d\u548c\u201c\u5f00\u4f1a\u201d\u7684\u95ee\u9898\u3002\u8fd9\u76f4\u51fb\u4e86\u591a\u667a\u80fd\u4f53\u843d\u5730\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5355\u4e2a\u667a\u80fd\u4f53\u518d\u5f3a\uff0c\u7f3a\u4e4f\u6709\u6548\u7684\u7fa4\u804a\u548c\u8bae\u4e8b\u89c4\u5219\u4e5f\u53ea\u662f\u4e00\u76d8\u6563\u6c99\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u804a\u5929\u5373\u534f\u8c03\u5c42\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u9887\u5177\u98a0\u8986\u6027\uff0c\u628a\u4eba\u7c7b\u534f\u4f5c\u7684\u201c\u4f1a\u8bae\u7eaa\u8981\u201d\u548c\u201c\u51b3\u8bae\u201d\u903b\u8f91\u76f4\u63a5\u6620\u5c04\u7ed9AI\u3002\u8fd9\u79cd\u964d\u7ef4\u6253\u51fb\u5f0f\u7684\u65b9\u6cd5\uff0c\u5728\u89e3\u51b3\u4ee3\u7406\u51b2\u7a81\u3001\u5ba1\u8ba1\u6eaf\u6e90\u4e0a\u6bd4\u4f20\u7edf\u7684\u6743\u91cd\u7b97\u6cd5\u66f4\u7b26\u5408\u5b9e\u9645\u4e1a\u52a1\u76f4\u89c9\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5e26\u6765\u4e86\u9690\u5fe7\uff1a\u4f9d\u8d56\u201c\u804a\u5929\u8bb0\u5f55\u201d\u4f5c\u4e3a\u5171\u8bc6\uff0c\u5f53\u4ee3\u7406\u6570\u91cf\u6307\u6570\u7ea7\u589e\u957f\u65f6\uff0c\u667a\u80fd\u4f53\u95f4\u7684\u201c\u7fa4\u804a\u201d\u662f\u5426\u4f1a\u53d8\u6210\u4e00\u573a\u55a7\u56a3\u7684\u3001\u65e0\u4f11\u6b62\u7684\u5435\u67b6\uff1f\u5176\u5bf9\u8bdd\u578b\u51b3\u7b56\u7684\u5b9e\u65f6\u6027\u548c\u786e\u5b9a\u6027\u5728\u89c4\u6a21\u538b\u529b\u4e0b\u5982\u4f55\u4fdd\u8bc1\uff0c\u5c1a\u5f85\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5c06\u72b6\u6001\u548c\u6570\u636e\u5b8c\u5168\u4fdd\u7559\u5728\u5176\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u5bf9\u4e8e\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u5408\u89c4\u884c\u4e1a\u53ef\u80fd\u662f\u4e00\u9053\u9700\u8981\u8270\u96be\u903e\u8d8a\u7684\u4fe1\u4efb\u95e8\u69db\u3002BAND\u66f4\u50cf\u662f\u4e00\u4e2a\u6807\u51c6\u5236\u5b9a\u8005\uff08A2A\u534f\u8bae\u7684\u5177\u4f53\u5b9e\u73b0\uff09\uff0c\u8fd9\u6bd4\u505a\u4e00\u4e2a\u901a\u7528\u5e73\u53f0\u5382\u5546\u7684\u98ce\u9669\u8981\u5c0f\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u8c01\uff0c\u800c\u5728\u4e8e\u544a\u8bc9\u5e02\u573a\uff1a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u672a\u6765\uff0c\u9700\u8981\u4e00\u4e2a\u201c\u8054\u5408\u56fd\u201d\uff0c\u800c\u4e0d\u662f\u4e00\u7fa4\u201c\u8d85\u7ea7\u58eb\u5175\u201d\u3002\u8fd9\u662f\u5426\u80fd\u6210\u4e3aAGI\u65f6\u4ee3\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8eBAND\u80fd\u5426\u5728\u6df7\u4e71\u7684\u4ea4\u4e92\u4e2d\u5efa\u7acb\u8d77\u771f\u6b63\u4f18\u96c5\u4e14\u9c81\u68d2\u7684\u79e9\u5e8f\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\">BAND<\/span>\n <\/div>\n<div class=\"comment-content\">BAND helps teams enable and govern interaction across distributed AI agents and human teams. Through a shared interaction layer, it supports real-time multi-peer collaboration with built-in governance, giving organizations a structured way to manage how agents communicate and coordinate. Unlike orchestration tools or agent frameworks, BAND governs the interaction layer itself, reducing fragmentation and making collaboration reliable at scale.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Arick, Co-founder & CEO of <strong>Band<\/strong>! <\/p>\n<p><strong>The Problem<\/strong><br \/>AI agents are proliferating fast \u2014 coding agents, research agents, orchestrators, specialized workers \u2014 but the infrastructure for them to work together hasn’t kept up.<br \/>Most teams building multi-agent systems hit the same walls:<\/p>\n<ul>\n<li>\n<p>Point-to-point integrations \u2013 Every agent connection is custom-built, brittle, and doesn’t scale across systems.<\/p>\n<\/li>\n<li>\n<p> No shared context \u2013 Agents can’t reliably discover, trust, or coordinate with other agents at runtime.<\/p>\n<\/li>\n<li>\n<p>Visibility gaps \u2013 When something breaks in a multi-agent workflow, you have no idea where or why.<\/p>\n<\/li>\n<\/ul>\n<p><strong>How Band is Different <\/strong><\/p>\n<p>Band is the interaction infrastructure for distributed multi-agent AI systems \u2014 the network layer your agents actually need to find each other, communicate, and collaborate at scale.<\/p>\n<ul>\n<li>\n<p>Agent-to-agent communication at scale \u2013 Band handles the routing, context, and coordination so your agents don’t have to reinvent it every time.<\/p>\n<\/li>\n<li>\n<p>Built for enterprise from day one \u2013 Security, observability, and governance baked in \u2014 not bolted on.<\/p>\n<\/li>\n<li>\n<p> Works across any framework \u2013 LangGraph, CrewAI, Claude Code, custom agents, or a mix \u2014 Band connects them all.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is this for?<\/strong><br \/>Engineering and platform teams deploying coding agents, agentic pipelines, or any multi-agent system in production \u2014 who need their agents to actually work together reliably, at scale, and in the real world.<\/p>\n<p><strong>Get started free <\/strong><\/p>\n<p>Band has a free tier \u2014 no commitment needed. Visit <a href=\"http:\/\/band.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">band.ai<\/a> to start connecting your agents today.<br \/>A2A is the protocol. Band is the network.<\/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\/@arick_goomanovsky1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arick_goomanovsky1<\/a> What’s one unexpected challenge you’ve seen teams face when scaling agent coordination, and how does Band smooth it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely solves a pain point I’ve felt trying to shepherd code through to ready-to-merge! Congrats on the launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@sam_stephens2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_stephens2<\/a> 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\">The persistent context across sessions really stands out to me the most. Does that state live in band\u2019s infrastructure or can you bring your own store?<\/div>\n<div class=\"comment-actions\">\n<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\/@joshua_herrera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshua_herrera<\/a> Yes, that’s right – the state lives inside band’s infrastructure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the governance piece really stands out here. most multi-agent setups just throw agents together and hope for the best. curious about the real-time aspect – does BAND maintain state across all the agents so they can actually build on each other’s work, or is it more about managing the conversation flow?<\/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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Great question, and you’re nailing one of the core problems we set out to solve. Most multi-agent setups treat communication and context as separate concerns, if they handle context at all.<\/p>\n<\/p>\n<p>BAND does both as one system.<\/p>\n<\/p>\n<p>On the state side, each agent maintains persistent context, not just within a single conversation, but across sessions. If an agent is interrupted or needs to pick back up, it re-hydrates its full context and continues where it left off. So when agents build on each other’s work, they’re operating from a shared, durable understanding rather than just reacting to the last message in a thread.<\/p>\n<p>On the orchestration side, BAND manages the routing, coordination, and governance so agents operate within their defined boundaries, contribute when it’s appropriate, and defer when it’s not. State without structure just gives you agents that know everything and step on each other’s toes.<\/p>\n<\/p>\n<p>Most multi-agent frameworks give you one or the other: a message bus or a state store. We built them together because reliable agent collaboration at scale needs both. Durable awareness of what’s happened, and governance over what happens next.<\/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>this interaction layer approach is interesting – we’ve been running into coordination issues with multiple agents in our healthcare builds. how does BAND handle conflicts when agents have competing objectives? like if one agent wants to prioritize data accuracy while another is optimizing for speed?<\/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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a>  – great question, and one we hit early. BAND’s answer is that agents coordinate the same way humans do: in the conversation. The chat room is the coordination layer. <\/p>\n<p>Your accuracy-first agent and your speed-first agent are both participants – they discuss tradeoffs, mention each other, and agree on who owns what. If they can’t converge, escalation is just adding another participant: a manager agent, or a human pulled into the room as the final decider. No central arbiter, no objective-weighting algorithm to tune – just the same affordances a human team uses (roles, mentions, handoffs). <\/p>\n<\/p>\n<p>For healthcare specifically that’s works well because the audit trail is literally the conversation, and a clinician-in-the-loop is a first-class participant, not an out-of-band exception. Happy to dig in deeper if useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “no shared context” pain point is real \u2014 every multi-agent setup I’ve touched ends up reinventing routing. how does Band handle agent identity\/auth across frameworks like LangGraph and CrewAI in the same flow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/KVV44MWDJJZ2G2\" class=\"app-title\">Google Workspace Intelligence<\/a><\/p>\n<div class=\"one-liner\">AI that understands and powers your Workspace<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">149<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Workspace Intelligence\u901a\u8fc7Gemini AI\u6784\u5efa\u8de8\u5e94\u7528\u667a\u80fd\u5c42\uff0c\u81ea\u52a8\u6574\u5408\u6587\u6863\u3001\u90ae\u4ef6\u3001\u8868\u683c\u7b49\u6570\u636e\uff0c\u89e3\u51b3\u7528\u6237\u5728\u591a\u4e2a\u529e\u516c\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001\u91cd\u590d\u641c\u7d22\u4fe1\u606f\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/209eb511-e110-4c7b-9b1c-b68258791e07.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16e27257-b1f2-4bdb-972f-4887a515d2c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/466b6718-ee9d-486c-94dd-dbac28b15d84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3974dcda-1234-41aa-b160-aee4900e4c50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7650c1f3-5fc0-4ee2-8923-c699bc35fc15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u529e\u516c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u5c42<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">Gemini\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/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\u8de8\u5e94\u7528\u4e0a\u4e0b\u6587\u68c0\u7d22\u7684\u5b9e\u9645\u80fd\u529b\uff08\u5982\u4ece\u8868\u683c\u53d6\u6570\u636e\u5230\u5e7b\u706f\u7247\u540c\u65f6\u5199\u90ae\u4ef6\uff09\uff0c\u8d28\u7591\u7279\u5b9a\u5de5\u4f5c\u6d41\u662f\u5426\u591f\u7075\u6d3b\uff1b\u6709\u8bc4\u8bba\u6307\u51faAI\u9700\u52a8\u6001\u611f\u77e5\u6587\u6863\u548c\u90ae\u4ef6\u7684\u5b9e\u65f6\u53d8\u5316\uff0c\u800c\u975e\u4ec5\u5904\u7406\u9759\u6001\u65e7\u4fe1\u606f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u591a\u4e86\u4e00\u4e2aAI\u52a9\u624b\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6253\u901a\u8c37\u6b4c\u529e\u516c\u5957\u4ef6\u957f\u671f\u4ee5\u6765\u7684\u6570\u636e\u5b64\u5c9b\u3002Gemini\u672c\u8eab\u7684\u80fd\u529b\u5df2\u4e0d\u65b0\u9c9c\uff0c\u4f46\u5c06\u5176\u5d4c\u5165Workspace\u7684\u9aa8\u67b6\u4e2d\uff0c\u4f7f\u5176\u80fd\u7406\u89e3\u4f60\u4e0a\u5468\u7684\u90ae\u4ef6\u8ba8\u8bba\u3001\u6b63\u5728\u7f16\u8f91\u7684\u6587\u6863\u8349\u7a3f\u3001\u4ee5\u53ca\u8868\u683c\u4e2d\u7684\u6700\u65b0\u6570\u636e\u2014\u2014\u8fd9\u624d\u662f\u771f\u6b63\u7684\u751f\u4ea7\u529b\u6760\u6746\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u533a\u53ef\u4ee5\u770b\u51fa\uff0c\u4ea7\u54c1\u5728\u201c\u52a8\u6001\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u7cbe\u51c6\u5de5\u4f5c\u6d41\u201d\u4e0a\u5b58\u5728\u660e\u663e\u77ed\u677f\u3002\u7528\u6237\u5173\u5fc3\u7684\u662f\u80fd\u5426\u5728\u90ae\u4ef6\u8d77\u8349\u65f6\u5b9e\u65f6\u5f15\u7528\u8868\u683c\u4e2d\u7684\u66f4\u65b0\u6570\u636e\uff0c\u800c\u975e\u5bfc\u5165\u4e00\u4e2a\u9759\u6001\u5feb\u7167\u3002\u8fd9\u79cd\u5bf9\u6570\u636e\u65b0\u9c9c\u5ea6\u7684\u8981\u6c42\uff0c\u6070\u6070\u662f\u8de8\u5e94\u7528AI\u6700\u96be\u7684\u5de5\u7a0b\u6311\u6218\u4e4b\u4e00\u3002\u5982\u679cWorkspace Intelligence\u53ea\u80fd\u54cd\u5e94\u663e\u5f0f\u67e5\u8be2\u800c\u65e0\u6cd5\u4e3b\u52a8\u611f\u77e5\u53d8\u5316\uff0c\u90a3\u5b83\u5145\u5176\u91cf\u662f\u4e2a\u9ad8\u7ea7\u7248\u201c\u5168\u5c40\u641c\u7d22\u201d\uff0c\u79bb\u201c\u667a\u80fd\u5de5\u4f5c\u5c42\u201d\u7684\u613f\u666f\u8fd8\u5dee\u4e00\u4e2a\u91cf\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u4f01\u4e1a\u7528\u6237\u5bf9\u7279\u5b9a\u5de5\u4f5c\u6d41\u7684\u5b9a\u5236\u9700\u6c42\uff08\u5982\u201c\u62d6\u62c9\u6570\u636e\u5230\u5e7b\u706f\u7247\u5e76\u5199\u90ae\u4ef6\u201d\uff09\u88ab\u56de\u5e16\u4e2d\u76f4\u63a5\u8d28\u7591\u4e3a\u201c\u4ecd\u9700\u6539\u8fdb\u201d\u3002\u8fd9\u6697\u793a\u4ea7\u54c1\u76ee\u524d\u53ef\u80fd\u66f4\u9002\u5408\u901a\u7528\u573a\u666f\u7684\u8f7b\u5ea6\u63d0\u6548\uff0c\u800c\u975e\u6df1\u5ea6\u5d4c\u5165\u4e1a\u52a1\u903b\u8f91\u3002\u8003\u8651\u5230\u8c37\u6b4c\u5bf9Workspace\u4f01\u4e1a\u5ba2\u6237\u7684\u6536\u8d39\u7b56\u7565\uff0c\u82e5\u4e0d\u80fd\u5feb\u901f\u8fed\u4ee3\u51fa\u53ef\u914d\u7f6e\u7684\u5de5\u4f5c\u6d41\u5f15\u64ce\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u6050\u96be\u4e0eNotion AI\u3001Copilot for 365\u5f62\u6210\u5dee\u5f02\u5316\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u65b9\u5411\u6781\u4f73\uff0c\u4f46\u5f53\u524d\u66f4\u50cf\u662f\u201cAI\u811a\u624b\u67b6\u201d\u800c\u975e\u201c\u667a\u80fd\u57fa\u77f3\u201d\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5f53\u6587\u6863\u4e0e\u90ae\u4ef6\u5b9e\u65f6\u4ea4\u950b\u65f6\uff0c\u5b83\u80fd\u5426\u8ddf\u4e0a\u4eba\u7c7b\u7684\u8282\u594f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Google Workspace Intelligence<\/span>\n <\/div>\n<div class=\"comment-content\">Workspace Intelligence bridges the gap between your Workspace apps, your active projects, your collaborators, and your organization\u2019s domain knowledge.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters \ud83d\udc4b<\/p>\n<\/p>\n<p>Excited to hunt Workspace Intelligence by Google!<\/p>\n<\/p>\n<p>This feels like a simple but powerful idea. With Gemini\u2019s smart AI, it connects all your Workspace apps so you don\u2019t have to switch around or search for things again and again.<\/p>\n<p>It works like one smart layer across everything\u2014understanding your work and helping you automatically, instead of you doing all the effort.<\/p>\n<\/p>\n<p>Feels like AI is finally starting to <em>actually<\/em> save time in daily work.<\/p>\n<\/p>\n<p>What do you think\u2014useful or just hype? \ud83d\ude80<\/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\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> How well does it handle super specific workflows, like pulling data from a Sheet into a Slide while drafting an email? Real game-changer or still needs some tweaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 cross-app context retrieval is the part that actually matters here \u2014 Gemini in a vacuum vs Gemini that knows last week’s threads is a totally different product. curious how it handles freshness when docs\/emails change mid-conversation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/SC7GHDBAR4TZWJ\" class=\"app-title\">Mozart Studio 1.0<\/a><\/p>\n<div class=\"one-liner\">A Generative Audio Workstation with VSTs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u5728\u6d4f\u89c8\u5668\u4e2d\u76f4\u63a5\u8c03\u7528\u7528\u6237\u5df2\u6709\u7684\u4e13\u4e1aVST\u63d2\u4ef6\uff0c\u8ba9AI\u534f\u52a9\u5b8c\u6210\u4ece\u54fc\u5531\u5230\u5b8c\u6210\u4e00\u9996\u6b4c\u7684\u5b8c\u6574\u97f3\u4e50\u521b\u4f5c\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u4e13\u4e1a\u5236\u4f5c\u4eba\u8d44\u4ea7\u518d\u5229\u7528\u4e0e\u5165\u95e8\u7528\u6237\u7f3a\u4e4f\u4e13\u4e1a\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u7684\u4e24\u5927\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\/fe4e2c1e-df4a-4773-8203-fae1e8829c66.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\/e37efcb0-d93b-461e-8158-c58e53d4bc7a.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\/d1d0110f-ccee-4c8b-987a-b9e905193d64.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\/c7885414-5a28-4251-960d-284a7ed06705.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\/301dd876-76e4-463f-9968-211d8da2c41b.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\/395db41a-dd64-425e-acf4-2158d9b7000e.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\/1af99bc0-86f7-49fd-a0a9-9ea7ef2e593c.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\/8635b1f5-54c6-43dc-a682-f0de2309207d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/0cLgLn-mv8U\"><source src=\"https:\/\/youtu.be\/0cLgLn-mv8U\" 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\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Electronic Music<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u5de5\u4f5c\u7ad9<\/span><br \/>\n <span class=\"tag\">VST\u63d2\u4ef6\u6d4f\u89c8\u5668\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u97f3\u9891\u5de5\u4f5c\u7ad9<\/span><br \/>\n <span class=\"tag\">MIDI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u8f6cMIDI<\/span><br \/>\n <span class=\"tag\">AI\u4f5c\u66f2\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5185DAW<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u97f3\u6548\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3aVST\u6d4f\u89c8\u5668\u5316\u4e0eAI\u4ee3\u7406\u662f\u98a0\u8986\u6027\u4eae\u70b9\uff0c\u591a\u70b9\u8d5e\u5176\u201c\u4ece\u54fc\u5531\u5230\u6210\u54c1\u201d\u7684\u6d41\u7545\u4f53\u9a8c\u3002\u4f46\u8bc4\u8bba\u4e5f\u5173\u6ce8AI\u63a7\u5236\u662f\u5426\u4f1a\u5bfc\u81f4\u521b\u4f5c\u98ce\u683c\u540c\u8d28\u5316\uff0c\u4ee5\u53caScout\u96c6\u6210\u5bf9\u6b63\u7248\u9a8c\u8bc1\u3001\u9884\u7f6e\u52a0\u8f7d\u7b49\u5b9e\u9645\u4f53\u9a8c\u7684\u6d41\u7545\u5ea6\uff0c\u8fd8\u6709\u4e0eSuno\u7b49\u5de5\u5177\u7684\u5b9a\u4f4d\u5dee\u5f02\uff1a\u66f4\u5f3a\u8c03\u4e13\u4e1a\u63a7\u5236\u4e0e\u54c1\u8d28\u3002\u4e00\u540d\u7528\u6237\u5e7d\u9ed8\u8bc4\u8bba\u201cAI\u65f6\u4ee3\u4e0d\u518d\u6d6a\u8d39\u51e0\u5343\u7f8e\u5143\uff08\u4e70VST\uff09\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 Mozart Studio 1.0\u7684\u91ce\u5fc3\u4ece\u201c\u751f\u6210\u5f0f\u97f3\u9891\u5de5\u4f5c\u7ad9\u201d\u8fd9\u4e2a\u81ea\u521b\u54c1\u7c7b\u5c31\u80fd\u770b\u51fa\u2014\u2014\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2aSuno\u6216Udio\uff0c\u800c\u662f\u4e00\u6b21\u9488\u5bf9\u4e13\u4e1aDAW\uff08\u6570\u5b57\u97f3\u9891\u5de5\u4f5c\u7ad9\uff09\u751f\u6001\u7684\u201c\u5bc4\u751f\u5f0f\u5347\u7ea7\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u89e3\u51b3\u4e86AI\u97f3\u4e50\u751f\u6210\u9886\u57df\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1a\u4e13\u4e1a\u5236\u4f5c\u4eba\u82b1\u8d39\u6570\u4e07\u7f8e\u5143\u79ef\u7d2f\u7684VST\u8d44\u4ea7\uff08Serum\u3001Ozone\u7b49\uff09\u88ab\u65e0\u7f1d\u6fc0\u6d3b\uff0c\u800c\u5165\u95e8\u7528\u6237\u5219\u901a\u8fc7AI\u4ee3\u7406\u7ed5\u8fc7\u4e86\u9661\u5ced\u7684\u5b66\u4e60\u66f2\u7ebf\uff0c\u76f4\u63a5\u8c03\u7528\u8fd9\u4e9b\u9876\u7ea7\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4eae\u70b9\u201cScout\u201d\u8ba9VST\u4ece\u684c\u9762DAW\u4e2d\u201c\u8d8a\u72f1\u201d\u5230\u6d4f\u89c8\u5668\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6f14\u793a\uff0c\u66f4\u662f\u5bf9\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u964d\u7ef4\u6253\u51fb\u2014\u2014\u5b83\u6253\u7834\u4e86\u4f20\u7edfDAW\u7684\u5c01\u95ed\u751f\u6001\u3002\u4f46\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u98ce\u683c\u540c\u8d28\u5316\u201d\u7684\u62c5\u5fe7\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\u3002\u5f53AI\u4ee3\u7406\u80fd\u591f\u4ee3\u8868\u7528\u6237\u201c\u8c03\u65cb\u94ae\u3001\u9009\u9884\u7f6e\u201d\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u5b66\u4e60\u4e00\u4e2a\u201c\u5e73\u5747\u5316\u201d\u7684\u97f3\u8272\u5ba1\u7f8e\u3002Mozart\u9700\u8981\u8bc1\u660e\u5176AI\u4e0d\u4ec5\u80fd\u201c\u6a21\u4eff\u201d\uff0c\u66f4\u80fd\u201c\u7406\u89e3\u201d\u5e76\u201c\u6269\u5c55\u201d\u521b\u4f5c\u8005\u7684\u4e2a\u6027\u5316\u58f0\u97f3\u7b7e\u540d\uff0c\u5426\u5219\u518d\u6d41\u7545\u7684\u6d4f\u89c8\u5668\u5de5\u4f5c\u6d41\u4e5f\u53ea\u4f1a\u4ea7\u51fa\u66f4\u9ad8\u6548\u7684\u6807\u51c6\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u6d4f\u89c8\u5668\u4fbf\u5229\u6027 vs. Pro DAW\u6df1\u5ea6\u201d\u7684\u53d6\u820d\u4f9d\u7136\u662f\u60ac\u9876\u4e4b\u5251\u3002\u5373\u4fbfVST\u53ef\u5728\u6d4f\u89c8\u5668\u4e2d\u52a0\u8f7d\uff0c\u5b9e\u65f6\u97f3\u9891\u5904\u7406\u7684\u9ad8\u5ef6\u8fdf\u98ce\u9669\u3001\u590d\u6742MIDI\u7f16\u8f91\u7684\u7cbe\u5ea6\u3001\u4ee5\u53ca\u63d2\u4ef6\u6388\u6743\u7684\u672c\u5730\u7ba1\u7406\u95ee\u9898\uff08\u8bc4\u8bba\u5df2\u6709\u6d89\u730e\uff09\uff0c\u90fd\u53ef\u80fd\u8ba9\u4e13\u4e1a\u7528\u6237\u7684\u4f53\u9a8c\u6253\u6298\u3002Mozart\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u8d85\u7ea7\u521b\u610f\u542f\u52a8\u5668\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u80fd\u66ff\u4ee3Ableton Live\u6216Logic Pro\u7684\u7ec8\u5c40\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u6982\u62ec\uff1aMozart\u4e3aAI\u97f3\u4e50\u521b\u4f5c\u627e\u5230\u4e86\u4e00\u4e2a\u806a\u660e\u7684\u5207\u53e3\u2014\u2014\u6210\u4e3a\u4e13\u4e1a\u5de5\u5177\u7684\u201c\u6570\u5b57\u52a9\u624b\u201d\u800c\u975e\u66ff\u4ee3\u54c1\u3002\u4f46\u8fd9\u628a\u94a5\u5319\u80fd\u5426\u771f\u6b63\u6253\u5f00\u4e13\u4e1a\u5e02\u573a\u7684\u5927\u95e8\uff0c\u53d6\u51b3\u4e8e\u5b83\u672a\u6765\u662f\u5426\u80fd\u4ece\u201c\u6709\u8da3\u7684\u539f\u578b\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u9760\u7684\u5de5\u5177\u201d\uff0c\u5e76\u89e3\u51b3\u201cAI\u5e2e\u4f60\u521b\u4f5c vs. \u5e2e\u4f60\u62ff\u56de\u521b\u4f5c\u6743\u201d\u4e4b\u95f4\u7684\u6839\u672c\u77db\u76fe\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\">Mozart Studio 1.0<\/span>\n <\/div>\n<div class=\"comment-content\">An AI music creation studio that connects to all your VSTs \u2014 right in your browser. Mozart can now use tools \u2014 your plugins, your sounds. Start with a hum, build layer by layer with instruments or AI, and go from inspiration to a professional-sounding finished song.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt<\/strong> \ud83d\udc4b Sundar here, co-founder of <a href=\"https:\/\/mozartai.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Mozart AI<\/strong><\/a>. We’ve hit <strong>Product of the Day #2 twice<\/strong> and <strong>Top 5<\/strong> with this community \u2014 and today we’re launching <strong>Mozart Studio 1.0<\/strong>.<\/p>\n<p>This is the release that changes what a browser-based music studio can do. <strong>Mozart can now use tools<\/strong> \u2014 and by tools, we mean your actual VST plugins!<\/p>\n<\/p>\n<p><strong><em>What’s new in Studio 1.0:<\/em><\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udd0c <strong>Scout \u2014 VSTs in the browser.<\/strong> Scout lets you use any VST plugin on your browser \u2013 <em>Serum, Splice, Ozone, Output Co-Producer.<\/em> Mozart can use them too \u2014 picking presets, tweaking knobs, designing sounds on your behalf, generating patches, and more!<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 <strong>Compose<\/strong> \u2014 An agent that listens to your track, identifies what’s missing, generates new layers, and arranges your entire song.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfb9 <strong>MIDI Generation & Suggestions<\/strong> \u2014 contextual MIDI that fits your track’s key, BPM, and vibe.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfb5 <strong>Audio Generation<\/strong> \u2014 generate stems, loops, vocals with lyrics, and SFX.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd04 <strong>Audio \u2194 MIDI Conversion<\/strong> \u2014 Turn any audio into MIDI notes and vice-versa.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfa4 <strong>Hum to Anything<\/strong> \u2014 hum a melody into your mic, and Mozart transcribes it to MIDI. Apply it to Serum, a piano, a synth \u2014 whatever you want.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf9a\ufe0f <strong>In-house Effects<\/strong> \u2014 built-in reverb, delay, EQ, distortion, and more.<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p><strong>Idea to song in minutes:<\/strong> start with a hum, a sample, or a prompt. Scout loads your VSTs. The agent helps you build layer by layer \u2014 generating MIDI, picking presets, designing sounds. Hit Compose, and it arranges everything into a full track. Master it, and ship it. From inspiration to a finished song, with whatever level of control you want.<\/p>\n<\/p>\n<p>For people who’ve spent years and thousands on VST plugins \u2014 your investment just got a massive upgrade. For people new to production \u2014 you now have a co-producer that knows how to use professional tools on your behalf.<\/p>\n<\/p>\n<p><strong>Why VSTs matter:<\/strong> VSTs (Virtual Studio Technology) are the software instruments and effects that power professional music \u2014 synthesizers like Serum, drum machines, mastering suites like iZotope Ozone. Producers invest thousands in them over a lifetime. They’ve been locked to desktop DAWs \u2014 until now. Mozart is the first browser-based workstation where both you and AI agents can use them.<\/p>\n<p>We’re building the most powerful place to make music with AI \u2014 where control isn’t sacrificed for convenience. <\/p>\n<\/p>\n<p>Try it free at <a href=\"http:\/\/mozartai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mozartai.com<\/a>.<\/p>\n<\/p>\n<p>Huge thanks to <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> for hunting us and helping shape the story once again \ud83d\ude80<\/p>\n<\/p>\n<p><em>\u2014 Sundar<\/em><\/p>\n<p><em>CEO & Co-Founder, Mozart AI<\/em><\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>  <a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> How do you ensure the AI tweaks (like Compose or Scout presets) stay true to a creator’s unique style, rather than homogenizing tracks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>  <a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> How seamless is the Scout integration in practice? Like, does it handle license checks or preset loading without hiccups on day one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Another banger of a launch from <a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/mozart-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"mozart-ai\" target=\"_blank\" rel=\"noopener\">@Mozart AI<\/a> team! <\/p>\n<\/p>\n<p>I’m not a musician (that’s <a href=\"https:\/\/magazine.plymouth.edu\/issue\/summer-2025\/tim-messina-06-from-the-hub-to-innovation-in-entertainment-production\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">my brother’s realm<\/a>) but the ability to connect $1000s of dollars worth of VST plugins to a browser-based music agent to generate original tracks that starts with just humming a melody <em>is epic<\/em>.<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> No wasted $1000s in the AI era now \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Studio 1.0 brings AI-generative capabilities and studio-level control together in a single browser environment. We’re proud to be pioneering the future of music creation – a Generative Audio Workstation (GAW) for all!<\/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\/@ccommander\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ccommander<\/a> yessir lfg!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ccommander\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ccommander<\/a> what a time to be alive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ccommander\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ccommander<\/a> let\u2019s goo<\/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 goo! Really excited for bringing this to life!!<\/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\/@arjunskhanna19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjunskhanna19<\/a> hell yea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">When someone compares Mozart to Suno\/Udio-style generators (or even Suno Studio), what\u2019s the clearest head-to-head difference you\u2019d want them to test in 10 minutes\u2014and what tradeoffs did you consciously make (quality vs. control, speed vs. determinism, browser convenience vs. pro DAW depth)?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> 2 words – quality and control! You’re able to generate and edit stems, but also use your VSTs and samples as if you would in a regular DAW<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited for everyone to try this version! I\u2019m genuinely loving making music in the studio right now. It\u2019s so nice to be able to hum an idea, convert it to MIDI, and then play it through your favourite VST<\/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\/@pascual_merita\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pascual_merita<\/a> feel the same!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\u2019shuge \ud83d\ude80 Bringing VSTs into the browser and letting the agent actually use them is a game-changer!<\/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\/@adrien_ropartz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrien_ropartz<\/a> new era for AI music!<\/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>Damn, that’s so cool since I’m always humming.<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Same!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XFJX4W76G6G2RI\" class=\"app-title\">Your Name in Landsat \ud83d\udef0\ufe0f<\/a><\/p>\n<div class=\"one-liner\">The planet can spell your name \u2013 literally!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8f93\u5165\u4f60\u7684\u540d\u5b57\u6216\u4efb\u610f\u5355\u8bcd\uff0c\u5373\u53ef\u7528NASA\/USGS\u7684Landsat\u536b\u661f\u5f71\u50cf\uff0c\u5c06\u6bcf\u4e2a\u5b57\u6bcd\u5bf9\u5e94\u5230\u5730\u7403\u4e0a\u7684\u771f\u5b9e\u5730\u8c8c\uff0c\u628a\u540d\u5b57\u201c\u5199\u201d\u5728\u5730\u7403\u4e0a\uff0c\u5e26\u6765\u4e00\u79cd\u5bcc\u6709\u8bd7\u610f\u4e14\u9707\u64bc\u7684\u63a2\u7d22\u4f53\u9a8c\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\/1536b5b6-77bd-417a-ac33-bfdcbc881205.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdf4e286-f8bf-4eb2-bd66-06e33538b446.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/334fb5e8-5129-440c-894f-75de040f0365.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\">Space<\/span><br \/>\n <span class=\"tag\">Photography<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u536b\u661f\u5f71\u50cf<\/span><br \/>\n <span class=\"tag\">NASA<\/span><br \/>\n <span class=\"tag\">Landsat<\/span><br \/>\n <span class=\"tag\">\u5730\u7403\u63a2\u7d22<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u5b57\u751f\u6210\u56fe\u7247<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u5750\u6807<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4f53\u9a8c<\/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\u4e3a\u4ea7\u54c1\u8da3\u5473\u6027\u5f3a\uff0c\u53ef\u4f5c\u58c1\u7eb8\uff0c\u751a\u81f3\u6709\u7528\u6237\u88ab\u4e3a\u5b9d\u5b9d\u540d\u5b57\u751f\u6210\u7684\u753b\u9762\u6240\u611f\u52a8\u3002\u8bc4\u8bba\u4e2d\u672a\u89c1\u8d1f\u9762\u95ee\u9898\u6216\u5177\u4f53\u5efa\u8bae\uff0c\u4e3b\u8981\u8868\u8fbe\u60ca\u559c\u4e0e\u559c\u7231\uff0c\u5c24\u5176\u79f0\u8d5e\u5176\u63d0\u4f9b\u7684\u7cbe\u786e\u5750\u6807\u4fe1\u606f\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 \u201cYour Name in Landsat\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u5730\u7406\u5f69\u86cb\u201d\u751f\u6210\u5668\uff0c\u5b83\u5de7\u5999\u5730\u5c06\u4e2a\u4eba\u8eab\u4efd\uff08\u540d\u5b57\uff09\u4e0e\u5b8f\u5927\u53d9\u4e8b\uff08\u5730\u7403\u9065\u611f\u5f71\u50cf\uff09\u7ed1\u5b9a\uff0c\u5236\u9020\u4e86\u5f3a\u70c8\u7684\u8ba4\u77e5\u53cd\u5dee\u548c\u60c5\u611f\u51b2\u51fb\u3002\u4ece\u4ea7\u54c1\u89d2\u5ea6\u770b\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u89e3\u51b3\u4efb\u4f55\u5b9e\u9645\u75db\u70b9\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f4e\u6210\u672c\u3001\u9ad8\u60c5\u7eea\u4ef7\u503c\u7684\u201c\u81ea\u604b\u5f0f\u4f53\u9a8c\u201d\u2014\u2014\u7528\u6237\u901a\u8fc7\u8f93\u5165\u540d\u5b57\uff0c\u77ac\u95f4\u83b7\u5f97\u4e86\u4e0eNASA\u3001\u5730\u7403\u3001\u592a\u7a7a\u4e16\u754c\u4ea7\u751f\u8054\u7ed3\u7684\u9519\u89c9\u3002\u8fd9\u79cd\u201c\u7528\u6237\u5373\u4e3b\u89d2\u201d\u7684\u53c2\u4e0e\u611f\uff0c\u6b63\u662f\u5176\u80fd\u4ee5\u6781\u7b80\u529f\u80fd\u6536\u83b7\u9ad8\u8d5e\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u51b7\u9759\u5ba1\u89c6\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u51e0\u4e4e\u6beb\u65e0\u5b9e\u7528\u6027\u3002\u5b83\u65e2\u4e0d\u662f\u4e13\u4e1a\u7684\u5730\u7406\u4fe1\u606f\u5de5\u5177\uff0c\u4e5f\u4e0d\u662f\u53ef\u6301\u7eed\u7684\u5185\u5bb9\u521b\u4f5c\u5e73\u53f0\u3002\u8bc4\u8bba\u4e2d\u4e00\u7247\u53eb\u597d\uff0c\u4f46\u7f3a\u4e4f\u6df1\u5c42\u75db\u70b9\u53cd\u9988\uff0c\u8bf4\u660e\u5176\u672c\u8d28\u662f\u4e00\u6b21\u6027\u7684\u201cWow Moment\u201d\u8425\u9500\u3002\u5bf9\u4e8e\u56e2\u961f\u800c\u8a00\uff0c\u5b83\u66f4\u9002\u5408\u4f5c\u4e3a\u5c55\u793aNASA\u5f00\u653e\u6570\u636e\u521b\u610f\u6f5c\u529b\u7684\u6848\u4f8b\uff0c\u6216\u662f\u4e00\u4e2a\u54c1\u724c\u8425\u9500\u7684\u5f15\u6d41\u94a9\u5b50\uff0c\u800c\u975e\u4e00\u4e2a\u503c\u5f97\u957f\u671f\u6295\u5165\u7684\u72ec\u7acb\u4ea7\u54c1\u3002\u5982\u679c\u540e\u7eed\u4e0d\u80fd\u6f14\u5316\u51fa\u201c\u5206\u4eab\u793e\u533a\u201d\u3001\u201c\u5b9a\u5236\u58c1\u7eb8\u5546\u5e97\u201d\u6216\u201c\u63a2\u7d22\u77e5\u8bc6\u56fe\u8c31\u201d\u7b49\u884d\u751f\u529f\u80fd\uff0c\u5b83\u5c06\u8fc5\u901f\u6c89\u6ca1\u5728\u4e92\u8054\u7f51\u7684\u201c\u6709\u8da3\u4f46\u65e0\u7528\u201d\u7684\u6d77\u6d0b\u91cc\u3002\u4e00\u53e5\u8bdd\uff1a\u5b83\u662f\u6781\u597d\u7684\u201c\u5f00\u80c3\u83dc\u201d\uff0c\u4f46\u6210\u4e0d\u4e86\u4e00\u987f\u6b63\u9910\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\">Your Name in Landsat \ud83d\udef0\ufe0f<\/span>\n <\/div>\n<div class=\"comment-content\">Type your name and see it spelled out in stunning Landsat satellite imagery. Explore Earth from space, letter by letter, with NASA and USGS Landsat images.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Why should we always have serious products? Here is something fun but built by NASA’s team where each letter of your name or the word you provide shows a spot on the world with its location and its exact co-ordinates.<\/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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> Got mine. This is stunning!<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b498cd47-0271-45a6-b2dd-097ebdd13019.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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> This is literally soo fun. Absolutely loved it!!!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0900e771-637f-4b2f-90f5-74a2233ed1c6.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\">\n<p>so cool haha, would make a great custom landscape wallpaper.<\/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>Fun idea, I like how it turns something simple like a name into a tiny Earth-exploration experience.<\/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>Tried my name, love it! <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6590b27d-f7a5-4dc6-aa93-8b47491f91da.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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Stunning isn’t it. It is crazy to see it even provides location co-ordinates of these places. <\/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>Went straight for the name of my baby son and it’s genuinely moving to see it depicted by the Earth! \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really liked it when it was done for Amazon\u2014seeing it turn into a project this quickly is awesome \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RKXS4Z2W6UIQFR\" class=\"app-title\">Bansi AI by Writesonic<\/a><\/p>\n<div class=\"one-liner\">AI video editor for long-form talking head videos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bansi AI \u662f\u4e00\u6b3e\u4e13\u4e3a\u957f\u89c6\u9891\uff08\u5982\u53e3\u64ad\u3001\u6559\u7a0b\uff09\u8bbe\u8ba1\u7684AI\u89c6\u9891\u7f16\u8f91\u5668\uff0c\u80fd\u81ea\u52a8\u5b8c\u6210\u526a\u8f91\u3001\u7f29\u653e\u3001\u914dB-Roll\u3001\u52a0\u5b57\u5e55\u548c\u97f3\u6548\u8bbe\u8ba1\uff0c\u8ba9\u7528\u6237\u4e0a\u4f20\u539f\u59cb\u7d20\u6750\u5373\u53ef\u76f4\u63a5\u5bfc\u51fa\u4e13\u4e1a\u7ea7\u6210\u54c1\uff0c\u89e3\u51b3\u957f\u89c6\u9891\u526a\u8f91\u8017\u65f6\u4e14\u9700\u8981\u4e13\u4e1a\u6280\u80fd\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\/ab122cdb-cafd-4163-b5ed-110de34ef578.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\/757a679a-8408-4536-b66a-b41b861e8d02.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=hX2LNm6Kado\"><source src=\"https:\/\/www.youtube.com\/watch?v=hX2LNm6Kado\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u957f\u89c6\u9891\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53e3\u64ad\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u540e\u671f<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">B-Roll<\/span><br \/>\n <span class=\"tag\">\u521b\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Writesonic<\/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\u6210\u54c1\u81ea\u7136\u4e0d\u663eAI\u611f\uff0c\u89e3\u51b3\u4e86\u957f\u89c6\u9891\u526a\u8f91\u91cd\u590d\u52b3\u52a8\u3002\u6838\u5fc3\u8bc9\u6c42\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u672a\u6765\u652f\u6301\u7528\u6237\u4e0a\u4f20\u81ea\u5b9a\u4e49\u7247\u6bb5\uff08B-Roll\uff09\u3001\u63a7\u5236\u5355\u4e2a\u5143\u7d20\u52a8\u753b\u3001\u6279\u91cf\u5904\u7406\u65f6\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\uff08\u5982\u5b57\u53f7\u3001\u8282\u594f\u5168\u5c40\u7edf\u4e00\uff09\uff0c\u4ee5\u53ca\u662f\u5426\u8ba1\u5212\u652f\u6301\u77ed\u89c6\u9891\u526a\u8f91\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 Bansi AI\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u7cbe\u51c6\u5374\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\u2014\u2014\u957f\u89c6\u9891\u526a\u8f91\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u3002\u5f53\u5e02\u9762\u4e0a\u5927\u591a\u6570AI\u89c6\u9891\u5de5\u5177\u6c89\u8ff7\u4e8e\u751f\u6210\u70ab\u9177\u7684\u77ed\u89c6\u9891\u6216\u6570\u5b57\u4eba\u64ad\u62a5\u65f6\uff0cBansi\u9009\u62e9\u505a\u6700\u4e0d\u8d77\u773c\u5374\u6700\u521a\u9700\u7684\u201c\u526a\u8f91\u52a9\u7406\u201d\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53d6\u4ee3\u521b\u610f\uff0c\u800c\u5728\u4e8e\u6d88\u706d\u91cd\u590d\u52b3\u52a8\uff1a\u81ea\u52a8\u5254\u9664\u6c89\u9ed8\u3001\u5361\u70b9\u7f29\u653e\u3001\u63d2\u5165B-Roll\u3001\u538b\u5e73\u97f3\u9891\u52a8\u6001\u3002\u8fd9\u4e9b\u52a8\u4f5c\u770b\u4f3c\u7b80\u5355\uff0c\u5374\u662f\u6bcf\u4e00\u652f\u767e\u4e07\u64ad\u653e\u89c6\u9891\u80cc\u540e\u7684\u6807\u51c6\u5316\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u53cd\u9988\u6765\u770b\uff0c\u4ea7\u54c1\u786e\u5b9e\u505a\u5230\u4e86\u201c\u770b\u8d77\u6765\u50cf\u4eba\u526a\u7684\u201d\uff0c\u8fd9\u662f\u5bf9AI\u89c6\u9891\u5de5\u5177\u6700\u9ad8\u7ea7\u7684\u8bc4\u4ef7\u3002\u4f46\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u8bc4\u8bba\u4e2d\u9690\u542b\u7684B\u7aef\u9700\u6c42\uff1a\u54c1\u724c\u4e00\u81f4\u6027\u3001\u6279\u91cf\u5904\u7406\u3001\u5168\u5c40\u53c2\u6570\u9501\u5b9a\u3002\u8fd9\u8bf4\u660eBansi\u7684\u65e9\u671f\u7528\u6237\u4e0d\u53ea\u662f\u4e2a\u4eba\u521b\u4f5c\u8005\uff0c\u66f4\u5305\u62ec\u5185\u5bb9\u4ee3\u7406\u548c\u8425\u9500\u673a\u6784\uff0c\u540e\u8005\u624d\u5bf9\u5de5\u5177\u6709\u7740\u6781\u9ad8\u7684ROI\u8981\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u77ed\u677f\u4e5f\u660e\u786e\u3002\u5f53\u524d\u7248\u672c\u8fc7\u4e8e\u201c\u9ed1\u76d2\u201d\uff0c\u7528\u6237\u5bf9\u65f6\u95f4\u7ebf\u3001\u5143\u7d20\u52a8\u6548\u3001\u591a\u8f68\u7d20\u6750\u7684\u63a7\u5236\u529b\u4e0d\u8db3\uff0c\u8fd9\u662f\u201c\u5168\u81ea\u52a8\u201d\u6a21\u5f0f\u7684\u5929\u82b1\u677f\u3002\u5982\u679c\u53ea\u80fd\u505a\u201c\u4e00\u952e\u51fa\u7247\u201d\uff0cBansi\u5c06\u6c38\u8fdc\u505c\u7559\u5728\u201c\u5165\u95e8\u7ea7\u201d\u5de5\u5177\uff0c\u65e0\u6cd5\u771f\u6b63\u66ff\u4ee3\u4e13\u4e1a\u526a\u8f91\u5e08\u3002\u6b64\u5916\uff0c\u957f\u89c6\u9891\u7684\u8bed\u8c03\u548c\u8282\u594f\u9ad8\u5ea6\u4f9d\u8d56\u8bed\u4e49\u7406\u89e3\uff0c\u4e00\u65e6\u89c6\u9891\u957f\u5ea6\u8d85\u8fc710\u5206\u949f\uff0cAI\u5f88\u5bb9\u6613\u9732\u51fa\u201c\u673a\u68b0\u611f\u201d\uff0c\u8fd9\u4e5f\u662f\u56e2\u961f\u81ea\u5df1\u627f\u8ba4\u7684\u8fed\u4ee3\u91cd\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bf4\u5230\u5e95\uff0cBansi\u7684\u4ef7\u503c\u5728\u201c\u964d\u672c\u201d\uff0c\u800c\u975e\u201c\u589e\u6548\u201d\u3002\u5bf9\u4e8e\u6bcf\u6708\u4ea7\u51fa20-30\u6761\u89c6\u9891\u7684\u673a\u6784\u6765\u8bf4\uff0c\u7701\u4e0b\u7684\u4e0d\u662f\u526a\u8f91\u65f6\u95f4\uff0c\u662f\u4e00\u4e2a\u5168\u804c\u526a\u8f91\u5e08\u7684\u85aa\u8d44\u3002\u8fd9\u624d\u662f\u5b83\u80fd\u5728\u8fd9\u4e2a\u7ea2\u6d77\u5e02\u573a\u4e2d\u7acb\u8db3\u7684\u771f\u6b63\u5e95\u724c\u3002\u77ed\u671f\u770b\uff0c\u5b83\u662f\u6700\u597d\u7684\u957f\u89c6\u9891\u81ea\u52a8\u5316\u5de5\u5177\uff1b\u957f\u671f\u770b\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u81ea\u52a8\u5316\u201d\u8fdb\u5316\u5230\u201c\u667a\u80fd\u5316\u201d\uff0c\u5426\u5219\u5bf9\u624b\u968f\u65f6\u53ef\u4ee5\u7528\u66f4\u5927\u7684\u7b97\u529b\u8ffd\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\">Bansi AI by Writesonic<\/span>\n <\/div>\n<div class=\"comment-content\">AI video editor that applies expert techniques automatically. Punch zooms, smart B-roll, kinetic text, sound design\u2014upload raw footage, download professional videos.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Sam, founder of Bansi and Writesonic.<\/p>\n<\/p>\n<p>We built Bansi because long-form video editing is still painfully manual. There are various tools in the market for short video editing but no good ones for long form.<\/p>\n<\/p>\n<p>If you want a polished talking head video, you still end up spending hours doing the same repetitive work:<\/p>\n<p>– cutting silence and bad cuts<\/p>\n<p>– adding punch zooms and captions<\/p>\n<p>– inserting B-roll<\/p>\n<p>– cleaning up audio<\/p>\n<p>– fixing pacing, transitions, and emphasis<\/p>\n<\/p>\n<p>Top creators use these techniques in every strong video. But most people don\u2019t have the time, skill, or budget to do it consistently.<\/p>\n<\/p>\n<p>So we built Bansi, an AI video editor for long-form content.<\/p>\n<\/p>\n<p>You upload raw footage, and Bansi automatically applies the editing patterns great videos use, like smart cuts, punch zooms, captions, B-roll, sound design, and audio enhancement, to turn it into a polished, publish-ready video.<\/p>\n<\/p>\n<p>The goal is simple: help creators, marketers, founders, and agencies go from raw footage to finished video without needing to master complex editing software or hire an expensive editor for every project.<\/p>\n<\/p>\n<p>Thanks for checking out Bansi today, excited to hear what you think.<\/p>\n<\/p>\n<p>\u2013 Sam & the Writesonic team<\/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\/@samanyou_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samanyou_garg<\/a> As someone who makes founder update videos monthly, what’s the one editing pattern you saw top creators overuse (or underuse) that Bansi now handles 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Builder here! \ud83d\udc4b<\/p>\n<p>Working on Bansi has been an incredible ride. We set out to make video editing really easy for you – the AI handles the tedious pacing, cuts, B-Rolls, zooms and what not.<br \/>As a dev, I\u2019m always looking for ways to break things and make them better, so please be honest – what do you love, and what can we improve?<\/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\/@sahoobishwajeet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahoobishwajeet<\/a> Bishwajeet’s been one of the core builders on this from day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to finally share Bansi with the PH community. We\u2019ve spent a lot of time obsessing over one question: how can we make long-form video editing feel 10x easier without making the output look generic?<\/p>\n<p>We built it to remove the repetitive parts of long-form video editing: cuts, punch zooms, B-roll, captions, pacing, sound design, audio polish, etc.<\/p>\n<p>Would love for you to try it and tell us what feels good, what feels missing, and what we should build next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashish_bedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashish_bedi<\/a> The ‘doesn’t look generic’ constraint is the hardest one we set for ourselves. Ashish has been pushing the team on that from the start.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 was really a great experience building it, making it version managed internally and making sure everything just fits in well. Would love any suggestions \/ feedback for future iterations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himanshu512\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himanshu512<\/a> Infra and version management. The work nobody sees but everyone depends on. Thanks, Himanshu.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>One of the engineers here \ud83d\udc4b<\/p>\n<p>Working on this was a lot of fun. The goal was simple: take the repetitive parts of long-form editing off your plate without making the output feel generic saving hours of your precious time. If you try it, please tell us what works and what doesn’t<\/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\/@sidhant_srivastava\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidhant_srivastava<\/a> Sidhant’s been heads-down on the zoom pipeline. The goal he describes is right: take the repetitive work off your plate without making it feel templated.<\/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 tried Bansi and am genuinely impressed. <\/p>\n<p>been editing videos for about 2 years now, mostly Canva, barely scraped the surface of Premiere Pro, and After Effects scares me. So I’m not a pro editor per se.<\/p>\n<p>Bansi is what was missing. The b-rolls are smooth, the zoom-ins feel intentional, and the output doesn’t look like AI generated at all. For someone like me this is a big deal.<\/p>\n<p>Two things I’d love to see, any chance of letting users add their own clips or control the motion of individual elements? And is short-form editing on the roadmap?<\/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\/@tanay_ahir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanay_ahir<\/a> Thanks for trying it, Tanay. Good to hear the B-roll and zoom-ins feel right. That’s the part we’ve been testing hardest.<\/p>\n<p>On your questions: custom clip uploads are coming soon. More control over individual elements is on the list too. Short-form is something we’re thinking about, but long-form is the focus for now. That’s where editing takes the most time and the least tooling exists.<\/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>Long-form editing is one of those problems that looks small until you actually sit down to do it \u2014 the time it eats, the ops load, the cost of good editors. It all compounds fast. Something we’ve been earnestly thinking about for a while \u2014 and one we keep hearing from top creators in the market: how do you cut down the TIME it takes to edit long-form, lower the operational load, and still keep the cost of getting the job done in check?<\/p>\n<p>The scope here is pretty wide \u2014 silence cuts, B-roll, audio cleanup, pacing. The pacing and emphasis part is what I’d watch most closely. That’s usually where these tools start to feel robotic on anything over ten minutes.<\/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\/@anmolverma7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anmolverma7<\/a> Anmol’s right that pacing is where it gets hard. Under 10 minutes, most tools can fake it. Over 10, pacing falls apart fast. That’s what we’re iterating on 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>This looks like a must try! Video editing is still pretty manual, but this tool is trying to automate a lot of it through punch zooms, B-roll, kinetic text, sound design. Definitely excited to try this when it drops \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_panikar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_panikar<\/a> Give it a spin and tell us what breaks, Mihir.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As per reports, videos consist of more than 80% of global internet traffic. <\/p>\n<p>Reflecting on the journey of Homo Sapiens, Video is the most incredible thing that has happened to us.<\/p>\n<p>See, we humans are story tellers, from the stone age till fights with Neanderthals, to all the crisis we humans have faced before, what caused our species to survive and scale is the ability to tell each other stories.<\/p>\n<p>From money, to governments, to businesses, everything in the world depends on stories, people used to transmit orally, then came paper, and then came visual media – television.<\/p>\n<p>Post that came YouTube, which changed everything. <br \/>Over 500 hours of videos are uploaded to YouTube every minute (this might be an old report, now its even more massive)<\/p>\n<p>In this era of video, where people communicate in the form of videos, its essential for any individual knowledge worker, or brand, or anyone to get their ideas out, in the form of videos. Video content allows anyone to unlock next level scale and impact in their own niches & communities.<\/p>\n<p>There is where, bansi comes into the play. No one would love to watch boring plain face recordings, in the age of sooo many things competing for your attention.<\/p>\n<p>Bansi applies all techniques professional creators use, automatically. Zooms, brolls, Motion Graphics, Pattern Interrupts, studio sound, kinetic typography (captions). That helps you communicate more powerfully without investing in the time to edit the videos yourself!<\/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>Excited to introduce <strong>Bansi<\/strong> on Product Hunt.<\/p>\n<p>We built it to take the heavy lifting out of long-form video editing\u2014handling cuts, pacing, B-roll, captions, and more\u2014without making your videos feel generic.<\/p>\n<p>Would really appreciate your honest feedback: what works, what doesn\u2019t, and what we should improve next.<\/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\/@amrendra_kumar6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amrendra_kumar6<\/a> The honest feedback part is real. We need it. Thanks for putting this out there, Amrendra.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 tried Bansi and it\u2019s solving a real pain.<\/p>\n<p>Long-form editing usually takes a lot of time with repetitive work like cutting silences, fixing pacing, adding zooms, and layering B-roll. Bansi handles all of that really well.<\/p>\n<p>What stood out is how natural the output feels. the pacing is clean, edits are smooth, and it doesn\u2019t have that typical \u201cAI edited\u201d look.<\/p>\n<p>This can genuinely save a lot of time for creators who want high-quality videos without spending hours editing.<\/p>\n<p>Excited to see this grow \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kvishal07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kvishal07<\/a> Glad the output felt natural. That’s the bar we test against: does this look like a person edited 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>Genuinely excited about Bansi, I’ve been on the lookout for a video editing tool that do it all with little to no rework. Grateful to be part of the team<\/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\/@hithahere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hithahere<\/a> Thanks for being part of this, Hitha.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Been working with a few content agencies that produce 20-30 videos\/month for their DTC clients. The bottleneck’s never the recording, it’s always the edit. <br \/>Every creator has different pacing, different filler word density, completely different silence patterns.<\/p>\n<p>Curious how Bansi handles brand kit consistency across a batch. If an agency is processing 15 videos for the same client, does it lock in text styles and pacing globally, or does each video get calibrated separately?<\/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\/@romain_delgado\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_delgado<\/a> Great to hear that you resonate 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<\/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\/GEH5LBSSRVQS35\" class=\"app-title\">TraceUI<\/a><\/p>\n<div class=\"one-liner\">Turn any website into on-brand Ads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TraceUI\u901a\u8fc7\u8bfb\u53d6\u4efb\u610f\u7f51\u7ad9URL\u81ea\u52a8\u63d0\u53d6\u5176\u54c1\u724c\u89c6\u89c9\u5143\u7d20\uff08\u8272\u5f69\u3001\u5b57\u4f53\u3001Logo\uff09\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u5feb\u901f\u751f\u6210\u4e0e\u54c1\u724c\u98ce\u683c\u4e00\u81f4\u7684\u8425\u9500\u5e7f\u544a\uff0c\u89e3\u51b3\u4ea7\u54c1\u4e0a\u7ebf\u540e\u7f3a\u4e4f\u8bbe\u8ba1\u8d44\u6e90\u3001\u96be\u4ee5\u5236\u4f5c\u5339\u914d\u54c1\u724c\u8c03\u6027\u5e7f\u544a\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\/51fac7ef-e0cc-42f5-b742-10083e3075fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd697cd8-9783-4782-8a74-4d4fb1cebbb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84b8051a-5b6f-4231-ac73-b3eeed2f2524.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\/4acd2c2f-9eec-47cb-bbc4-31bbf167102a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VKpNd-iGUuw\"><source src=\"https:\/\/youtu.be\/VKpNd-iGUuw\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e7f\u544a\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u89c6\u89c9\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5230\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\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\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u201c\u4ea7\u54c1\u6613\u505a\u3001\u5e7f\u544a\u96be\u4ea7\u201d\u7684\u75db\u70b9\uff0c\u79f0\u8d5e\u54c1\u724c\u8bc6\u522b\u903b\u8f91\u51c6\u786e\u3002\u4f46\u53cd\u9988\u4e86\u6280\u672f\u95ee\u9898\uff1a\u9ad8\u5206\u8fa8\u7387\uff082560×1440\uff09\u4e0b\u9875\u9762\u5934\u90e8\u52a8\u753b\u53f3\u4fa7\u753b\u9762\u88ab\u622a\u65ad\uff0c\u4ee5\u53ca\u5b9a\u4ef7\u9875\u9762\u201cGet Started\u201d\u6309\u94ae\u5931\u6548\uff0c\u56e2\u961f\u5df2\u56de\u5e94\u6b63\u5728\u4fee\u590d\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 TraceUI\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u975e\u5e38\u7cbe\u51c6\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1a\u72ec\u7acb\u5f00\u53d1\u8005\u4e0e\u5c0f\u578b\u521b\u4e1a\u8005\u6781\u5dee\u7684\u201c\u8425\u9500\u5ba1\u7f8e\u6548\u7387\u6bd4\u201d\u3002\u4ea7\u54c1\u80fd\u5728\u77ed\u65f6\u95f4\u5185\u4ece\u5355\u4e00URL\u63d0\u53d6\u5b8c\u6574\u7684\u89c6\u89c9\u8bed\u8a00\uff08\u8272\u5f69\u3001\u5b57\u4f53\u3001Logo\uff09\u5e76\u751f\u6210\u6807\u51c6\u5316\u5e7f\u544a\uff0c\u76f8\u5f53\u4e8e\u628a\u4e00\u4e2a\u9700\u8981\u8bbe\u8ba1\u56e2\u961f\u53cd\u590d\u6c9f\u901a\u4e00\u5468\u7684\u5de5\u4f5c\u538b\u7f29\u5230\u4e86\u51e0\u5206\u949f\uff0c\u964d\u4f4e\u4e86\u201c\u770b\u8d77\u6765\u4e13\u4e1a\u201d\u7684\u51c6\u5165\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u5f53\u524d\u5de5\u5177\u7684\u4ef7\u503c\u66f4\u591a\u5728\u4e8e\u201c\u5feb\u201d\u548c\u201c\u50cf\u201d\uff0c\u800c\u975e\u201c\u597d\u201d\u548c\u201c\u5de7\u201d\u3002AI\u63d0\u53d6\u7684\u89c6\u89c9\u5143\u7d20\u5927\u6982\u7387\u662f\u57fa\u4e8e\u9875\u9762\u7684CSS\u548c\u56fe\u50cf\u6807\u7b7e\uff0c\u672c\u8d28\u662f\u5bf9\u5df2\u6709\u8bbe\u8ba1\u7684\u201c\u590d\u5236\u4e0e\u91cd\u7ec4\u201d\uff0c\u800c\u975e\u5bf9\u54c1\u724c\u8c03\u6027\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u5982\u679c\u54c1\u724c\u81ea\u8eab\u89c6\u89c9\u4f53\u7cfb\u5c31\u5f88\u6df7\u4e71\u6216\u7b80\u964b\uff0cTraceUI\u751f\u6210\u7684\u7ed3\u679c\u53ea\u4f1a\u653e\u5927\u8fd9\u79cd\u6df7\u4e71\u3002\u53e6\u5916\uff0c\u81ea\u52a8\u622a\u53d6Logo\u548c\u8272\u5f69\u53ef\u80fd\u6d89\u53ca\u7248\u6743\u548c\u7d20\u6750\u5408\u89c4\u98ce\u9669\uff0c\u5c24\u5176\u662f\u7528\u6237\u8f93\u5165\u7684\u7f51\u7ad9\u5e76\u975e\u81ea\u5df1\u6240\u6709\u65f6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c110\u7968\u548c\u7a00\u758f\u7684\u8bc4\u8bba\u91cf\u8bf4\u660e\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u51b7\u542f\u52a8\u9636\u6bb5\u3002\u7528\u6237\u53cd\u9988\u7684\u52a8\u753b\u622a\u65ad\u548c\u6309\u94ae\u5931\u6548\u867d\u662f\u7ec6\u8282\uff0c\u4f46\u53cd\u6620\u51fa\u4ea7\u54c1\u5728\u8de8\u5206\u8fa8\u7387\u9002\u914d\u548c\u4ea4\u4e92\u6d41\u7a0b\u4e0a\u6253\u78e8\u4e0d\u8db3\u2014\u2014\u5bf9\u4e8e\u4e00\u6b3e\u201c\u751f\u6210\u5e7f\u544a\u201d\u7684\u5de5\u5177\uff0c\u81ea\u8eab\u9875\u9762\u7684\u89c6\u89c9\u5b8c\u6574\u6027\u7adf\u6709\u7455\u75b5\uff0c\u8fd9\u662f\u4e00\u4e2a\u5371\u9669\u7684\u4fe1\u53f7\u3002\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u590d\u5236\u7d20\u6750\u201d\u8fdb\u5316\u5230\u201c\u7406\u89e3\u54c1\u724c\u903b\u8f91\u201d\uff0c\u6bd4\u5982\u8ba9AI\u80fd\u4e3b\u52a8\u5efa\u8bae\u914d\u8272\u8c03\u6574\u3001\u6784\u56fe\u4f18\u5316\uff0c\u751a\u81f3\u6309\u7167\u4e0d\u540c\u6295\u653e\u5e73\u53f0\uff08Instagram\u957f\u56fe\u3001Twitter\u6a2a\u5e45\uff09\u81ea\u9002\u5e94\u6392\u7248\u3002\u5982\u679c\u53ea\u505c\u7559\u5728\u201c\u7f51\u9875\u5feb\u7167\u8f6c\u6d77\u62a5\u201d\uff0c\u5bb9\u6613\u6ca6\u4e3aAI\u65f6\u4ee3\u7684\u201c\u81ea\u52a8\u5957\u6a21\u677f\u5de5\u5177\u201d\uff0c\u88abCanva\u3001Figma\u7684AI\u80fd\u529b\u964d\u7ef4\u8986\u76d6\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\">TraceUI<\/span>\n <\/div>\n<div class=\"comment-content\">TraceUI reads any website URL and instantly generates on-brand marketing ads. It extracts your colors, fonts, and logo automatically. Try for free today!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve been doing art my whole life. Used to run a design page on Instagram growing up, always obsessed with how brands look and why some just feel right visually.<\/p>\n<p>When I started building software as a CS student I kept running into the same problem. I could ship a product in days but when it came time to market it I would just freeze. Making ads that actually looked like my brand was exhausting and I kept putting it off.<\/p>\n<p>I built TraceUI at HackUSF because I genuinely believe good design has a logic to it. The colors, the fonts, the spacing, the patterns that make a brand instantly recognizable are not random. They can be read, understood and reproduced.<\/p>\n<p>So I built an AI that does exactly that. You paste a URL, it reads the entire visual identity of that website, and generates ads and marketing assets that actually match that brand.<br \/>\nI wanted to give solo founders and small business owners the same marketing power that big brands have with full design teams. <\/p>\n<p>You should not need a $5000 agency to make ads that look like your business made them.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jvalaj13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jvalaj13<\/a> PREACH IT! Excellent work, bud. You’re going places.<\/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 resonates deeply \u2013 the gap between shipping a product and actually marketing it well is where a lot of builders get stuck. Your observation about design having logic rather than being arbitrary is spot on, and automating that recognition piece solves a real friction point for founders who can’t afford design help. The brand consistency angle alone addresses something that usually requires multiple rounds of feedback and revisions.<\/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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> thanks!<\/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>Congratz on launch, but just FYI, check the header animation. I am at 2560x1440p and the outcoming image stream on the right is cut off before it reaches the end of the page width (which I expect is the intended look), giving this broken look:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbddca5b-0224-49ac-b47e-28b8d3ed49c0.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yodalr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yodalr<\/a> thanks! on it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all, congrats on the launch! \ud83d\ude80<\/p>\n<p>I gave TraceUI a try and was genuinely surprised by the results, especially without even adding a prompt. I recently tested another tool with a pretty detailed prompt, and the output still wasn\u2019t as strong as this.<\/p>\n<p>I did notice a small issue on the pricing section, the \u201cGet Started\u201d button doesn\u2019t seem to be working properly.<\/p>\n<p>Overall, really nice idea and solid execution. Wishing you guys a great run!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> thanks, let me look into 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>Love this idea – looks really cool. Congrats on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sam_stephens2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_stephens2<\/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<\/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\/K276P7S4QR5NQ3\" class=\"app-title\">Onboarding0<\/a><\/p>\n<div class=\"one-liner\">Turn company knowledge into AI-guided onboarding<\/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>\u901a\u8fc7\u8fde\u63a5\u516c\u53f8\u6563\u843d\u6587\u6863\u5e76\u6620\u5c04\u7ec4\u7ec7\u67b6\u6784\uff0cOnboarding0\u5229\u7528AI\u4ee3\u7406\u4e3a\u65b0\u5458\u5de5\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u5165\u804c\u8ba1\u5212\uff0c\u89e3\u51b3\u77e5\u8bc6\u5206\u6563\u5bfc\u81f4\u7684\u4e0a\u624b\u6162\u3001\u91cd\u590d\u95ee\u7b54\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\/04c6cf60-4fe9-4ab5-83c7-1153e85e7eea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/186e7e32-18f2-49dc-9054-8f116fcffeb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcf4f734-ad54-4c94-9a80-c7f192498792.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/288844e5-4f95-41fe-98b0-85d066043940.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acb82fff-bac2-4c8d-b951-bc422aa847ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88fcfa21-370c-4889-8dff-298e798a82b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f87ce5e0-32e9-4764-86d5-72fe64735a9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef816dca-e1e5-427d-a8bf-5968827fe930.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\/3fd0c347-887b-4eec-bf06-bdf17edea296.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=0ieWTExAOnU\"><source src=\"https:\/\/www.youtube.com\/watch?v=0ieWTExAOnU\" 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\">SaaS<\/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\">\u5458\u5de5\u5165\u804c<\/span><br \/>\n <span class=\"tag\">AI\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5165\u804c<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7ec4\u7ec7\u67b6\u6784\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u6574\u5408<\/span><br \/>\n <span class=\"tag\">RAG<\/span><br \/>\n <span class=\"tag\">\u5458\u5de5\u4f53\u9a8c<\/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\u9ad8\u5ea6\u8ba4\u53ef\u89e3\u51b3\u201c\u91cd\u590d\u56de\u7b54\u76f8\u540c\u95ee\u9898\u201d\u548c\u201c\u77e5\u8bc6\u5206\u6563\u201d\u7684\u75db\u70b9\u3002\u6838\u5fc3\u5173\u5207\u662f\uff1a\u8001\u6587\u6863\u66f4\u65b0\u4e0d\u53ca\u65f6\u5bfc\u81f4AI\u7ed9\u51fa\u8fc7\u65f6\u4fe1\u606f\uff08\u7528\u6237\u8981\u6c42\u5b9e\u65f6\u540c\u6b65\u4e0e\u53cd\u9988\u673a\u5236\uff09\uff1bAI\u5982\u4f55\u5e94\u5bf9\u7ec4\u7ec7\u53d8\u66f4\uff1b\u5982\u4f55\u9632\u6b62AI\u51fa\u73b0\u201c\u81ea\u4fe1\u4f46\u9519\u8bef\u201d\u7684\u7b54\u6848\uff0c\u5e76\u5e0c\u671b\u63d0\u4f9b\u6765\u6e90\u5f15\u7528\u548c\u4eba\u5de5\u4ecb\u5165\u673a\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 Onboarding0\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4e14\u9ad8\u9891\u7684\u9690\u6027\u6210\u672c\u2014\u2014\u4f4e\u6548\u5165\u804c\u5e26\u6765\u7684\u201c\u77e5\u8bc6\u5bfb\u5b9d\u201d\u635f\u8017\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u53ea\u5728\u4e8e\u201c\u628a\u6587\u6863\u53d8\u597d\u770b\u201d\uff0c\u800c\u662f\u7528AI\u5728\u4e0d\u5b8c\u7f8e\u7684\u77e5\u8bc6\u5e93\u4e0a\u505a\u201c\u7ed3\u6784\u5316\u63d0\u53d6\u201d\u548c\u201c\u8def\u5f84\u89c4\u5212\u201d\uff0c\u8fd9\u6bd4\u7b80\u5355\u7684AI\u641c\u7d22\u6216\u6587\u6863\u5e93\u66f4\u6709\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u533a\u7684\u96c6\u4f53\u62f7\u95ee\u6765\u770b\uff0c\u5b83\u7684\u6838\u5fc3\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\uff1a**\u810f\u6570\u636e\u548c\u9648\u65e7\u77e5\u8bc6\u662f\u6240\u6709\u4f01\u4e1a\u4fe1\u606f\u7cfb\u7edf\u7684\u5171\u540c\u8bc5\u5492**\u3002\u7528\u6237\u4e0d\u5173\u5fc3AI\u591a\u806a\u660e\uff0c\u53ea\u5173\u5fc3\u201cAI\u600e\u4e48\u77e5\u9053\u6211\u7684\u6587\u6863\u662f\u4e0d\u662f\u8fc7\u671f\u4e86\u201d\u3002\u867d\u7136\u4ea7\u54c1\u58f0\u79f0\u7528\u5b9e\u65f6\u540c\u6b65\u548c\u7528\u6237\u53cd\u9988\u91cd\u6392\u6765\u89e3\u51b3\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9700\u8981\u4f01\u4e1a\u5f3a\u914d\u5408\u7684\u201c\u6cbb\u7406\u201d\u95ee\u9898\uff0c\u800c\u975e\u7eaf\u6280\u672f\u9b54\u672f\u3002\u5982\u679c\u53ea\u9760LLM\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u53bb\u7cca\u5f04\uff0c\u6700\u7ec8\u53ea\u4f1a\u8f93\u51fa\u66f4\u6f02\u4eae\u3001\u4f46\u540c\u6837\u9519\u8bef\u7684\u7b54\u6848\uff0c\u53cd\u800c\u52a0\u5267\u4fe1\u4efb\u5371\u673a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u5ba3\u79f0\u201c\u672a\u6765\u4e3aAI\u4ee3\u7406\u505a\u5165\u804c\u201d\u662f\u806a\u660e\u7684\u53d9\u4e8b\u5347\u7ef4\uff0c\u4f46\u73b0\u9636\u6bb5\u66f4\u50cf\u8425\u9500\u5671\u5934\u3002\u771f\u6b63\u80fd\u9a8c\u8bc1\u4ea7\u54c1\u529b\u7684\uff0c\u662f\u770b**\u80fd\u5426\u7528\u201c\u53cd\u9988\u95ed\u73af\u201d\u8ba9HR\u548c\u7ecf\u7406\u4e3b\u52a8\u7ef4\u62a4\u77e5\u8bc6\u3002** \u5982\u679c\u5b83\u80fd\u6210\u4e3a\u4e00\u4e2a\u5012\u903c\u4f01\u4e1a\u77e5\u8bc6\u6cbb\u7406\u7684\u5f15\u64ce\uff0c\u5176\u4ef7\u503c\u8fdc\u5927\u4e8e\u4e00\u4e2a\u5165\u804c\u5de5\u5177\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u201cNotion+AI\u5916\u58f3\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Onboarding0<\/span>\n <\/div>\n<div class=\"comment-content\">Onboarding0 turns your scattered company knowledge into a structured AI onboarding system. Connect your docs, map your org, and an AI agent guides every new hire to productivity. Built for humans today \u2014 the knowledge backbone for AI agents tomorrow.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m a co-founder of Onboarding0.<\/p>\n<\/p>\n<p>I\u2019ve onboarded dozens of people across startups and growing teams \u2014 and it always felt broken.<\/p>\n<p>Not because we lacked docs, but because everything was scattered: tools like Notion, Google Drive, Slack\u2026 and a lot of \u201cjust ask someone.\u201d<\/p>\n<p>New hires end up digging through folders, asking the same questions, and taking way too long to ramp.<\/p>\n<\/p>\n<p>So we built <strong>Onboarding0<\/strong>.<\/p>\n<\/p>\n<p>The idea was simple:<\/p>\n<p>\ud83d\udc49 What if your company knowledge could organize itself<\/p>\n<p>\ud83d\udc49 What if onboarding plans were generated automatically<\/p>\n<p>\ud83d\udc49 And what if an AI could guide every new hire step-by-step<\/p>\n<p>That\u2019s exactly what Onboarding0 does.<\/p>\n<p>You connect your docs and map your org, and it:<\/p>\n<ul>\n<li>\n<p>structures your knowledge into something usable<\/p>\n<\/li>\n<li>\n<p>generates role-specific onboarding plans instantly<\/p>\n<\/li>\n<li>\n<p>guides each person through their journey with an AI agent<\/p>\n<\/li>\n<\/ul>\n<p><strong>The result:<\/strong><\/p>\n<ul>\n<li>\n<p>Faster ramp time<\/p>\n<\/li>\n<li>\n<p>Less manager overhead<\/p>\n<\/li>\n<li>\n<p>Onboarding that actually works<\/p>\n<\/li>\n<\/ul>\n<p>But the bigger shift is this:<\/p>\n<p>We won\u2019t just onboard people \u2014 we\u2019ll onboard AI agents too.<\/p>\n<p>Onboarding0 becomes the knowledge backbone for:<\/p>\n<ul>\n<li>\n<p>your human team<\/p>\n<\/li>\n<li>\n<p>your future AI workforce<\/p>\n<\/li>\n<\/ul>\n<p>Curious what you think:<\/p>\n<ul>\n<li>\n<p>What\u2019s the worst onboarding experience you\u2019ve had?<\/p>\n<\/li>\n<li>\n<p>Would you trust an AI to guide onboarding?<\/p>\n<\/li>\n<\/ul>\n<p>I\u2019ll be here all day responding \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@onboarding0leon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onboarding0leon<\/a> How does it handle org changes, like role shifts or team restructures, without manual tweaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Onboarding0, congrats on the launch! <\/p>\n<p>Turning company knowledge into AI-guided onboarding is genuinely exciting\u2026 the problem you’re solving is huge for growing teams.<\/p>\n<\/p>\n<p>Here’s a quick thought: products like yours grow fastest when backed by strong content. <\/p>\n<\/p>\n<p>Decision-makers Google things like “how to onboard employees faster before they ever land on a Product Hunt page and that’s where great blog content wins them over.<\/p>\n<\/p>\n<p>I’m TheIlluminance, a content writer specializing in blog posts, landing page copy, and social media for B2B SaaS products. <\/p>\n<\/p>\n<p>I’d love to help Onboarding0 with:<\/p>\n<p>\u2022 SEO blog posts that pull in your ideal buyers<\/p>\n<p>\u2022 Landing page copy that clearly converts visitors<\/p>\n<p>\u2022 LinkedIn\/social content that builds your brand<\/p>\n<\/p>\n<p>DM me and I’ll send over my portfolio, happy to share samples that are relevant to your product<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@onboarding0leon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onboarding0leon<\/a> What’s one doc\/tool integration you’re most excited about adding next to make it even smoother?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea \ud83d\udc4f The part that actually hits for me isn’t the new hire angle, it’s being the one who gets asked. Same questions for years – where’s the deploy doc, who owns X, how do i get access to Y. you answer, link the doc, two weeks later someone new asks again.<\/p>\n<p>If this cuts that in half it’s already worth it. Only real worry is staleness. Every notion-AI tool i’ve tried demos great and then quietly dies six months in once nobody’s updating sources. how are you handling that, <a href=\"https:\/\/www.producthunt.com\/@onboarding0leon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onboarding0leon<\/a> ?<\/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\/@smukec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smukec<\/a> Hi Leo, thanks for the great question! I completely agree. I\u2019ve onboarded more than 100 engineers and technical professionals in my career, and being constantly available to answer the same questions repeatedly is exhausting.<\/p>\n<p>In the upcoming v2 of Onboarding0, we\u2019re introducing a new feature: an EA-style agent for hiring managers. It can be given a defined identity (similar to how <a href=\"http:\/\/SOUL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SOUL.md<\/a> works for personal assistant agents) and will learn directly from the hiring manager. This will allow it to support new hires far more effectively than our current chatbot.<\/p>\n<\/p>\n<p>Staleness is one of our key focus areas, because without addressing it, we can\u2019t build a truly useful knowledge base or onboarding experience. We use a real-time ranking system that runs periodically, compares all documents against the source of truth, detects contradictions, incorporates user feedback (such as downvotes marked outdated, unclear, incorrect, etc.), and more.<\/p>\n<p>In short, our goal isn\u2019t just to create an onboarding experience for people. It\u2019s to build the best knowledge base platform for onboarding both humans and future AI 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on the launch, Leon! \ud83d\ude80<\/p>\n<p>Worst onboarding I’ve had: a repo README pointing to a Confluence page pointing to a Notion doc pointing to a Loom that no longer existed. Took me a week to set up a dev environment.<br \/>Love that you’re attacking the knowledge-structure layer rather than just adding another checklist tool.<br \/>Feels like you’re building the right primitive for where teams are heading. Excited to follow along.<\/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\/@sandro_adamia1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandro_adamia1<\/a> Thanks for the kind words, Sandro! In our experience, it takes new employees 1\u20133 months to reach full productivity, which represents a significant cost in both time and money. We\u2019re working to solve this by reducing that loss for employers while making the onboarding process genuinely fun and engaging for new hires.<\/p>\n<\/p>\n<p>Another insight that emerged while building Onboarding0 is that this challenge isn\u2019t limited to onboarding new employees, we face the same issue when \u201conboarding\u201d AI agents of any kind. For them, a messy knowledge base and poor documentation are an even bigger problem. Our upcoming v2 of Onboarding0 addresses this by acting as an adapter layer between agents and companies.<\/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>Could be really helpful! But suppose if your knowledge base is messy, does Onboarding0 fix it or just make the mess easier to navigate??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hi Lakshay, yes, exactly. In our experience, over 80% of companies have disorganised knowledge bases and even more chaotic manual onboarding documentation. What we’re trying with Onboarding0, is using deep reasoning and autonomous agent workflows to extract maximum value from messy information, do multiple passes, rank sources and organize in most effective way, while minimising the need for manual human intervention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@onboarding0leon This is actually the hard part most onboarding tools skip. Getting the AI to reason through messy docs is impressive but the trigger side is still usually manual. Someone still has to remember to kick off the process when a new hire joins.<br \/>\nI build automations that handle that handoff, connecting hiring tools or even just a Google Sheet to trigger the whole flow automatically. Would love to put together a free template for Onboarding0 if that would be useful for your early users<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>scattered company knowledge is such a pain point. we’ve dealt with this when onboarding developers – half the tribal knowledge lives in Slack threads, half in outdated wikis. how does your system handle knowledge that’s constantly changing? like when processes evolve but the docs lag behind?<\/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>Congrats Leon. Worst onboarding I had was a tech stack doc linking to 6 outdated Notion pages. The thing I’d push on: when company docs drift (people rewrite, rename, delete), how does Onboarding0 detect it and update the plan vs silently serving stale steps? We hit this hard on TalkBuildr’s KB side, dedup + freshness is the unsexy part nobody talks about.<\/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\/@cuygun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cuygun<\/a> Hi Cesurhan, this is a great question and a key challenge we are working to solve effectively, to make it our competitive moat.<\/p>\n<\/p>\n<p>We\u2019ve set up real-time sync for various source connectors such as Confluence, Notion, Jira, and GitHub – to keep content as up to date as possible. That said, staleness can still occur internally when teams don\u2019t maintain their documentation and wikis, which is a significant challenge.<\/p>\n<\/p>\n<p>This is also part of our moat: we incorporate user feedback to dynamically re-rank wiki and documentation sources. For example, if someone downvotes a resource or answer and marks it as \u201coutdated,\u201d the LLM\u2019s knowledge base treats that as a signal and adjusts accordingly in real time.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b88cf52f-125a-43e1-b867-e6c24c90b26d.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>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\">How do you prevent the AI assistant from giving confident-but-wrong answers\u2014do you require citations\/links to source docs, handle permissions per user, and have a defined \u201cescalate to human \/ I don\u2019t know\u201d behavior?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Yes, we provide citations for every answer and allow users to give thumbs-up or thumbs-down feedback.<\/p>\n<p>This feedback is surfaced in the hiring manager dashboard so downvoted resources can be reviewed manually, and it is also fed into our LLM knowledge base\/RAG pipeline to improve result re-ranking based on user responses.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cc24f66-4d0b-4274-92ff-0a8c84d2ebae.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><em>The ‘just ask someone’ problem is exactly what makes bad onboarding invisible until it is too late. The new hire thinks they are learning but they are actually just finding the one person who knows where things are and following them around. That person becomes a bottleneck and nobody notices until they leave.<\/em><\/p>\n<p><em>To answer your questions honestly \u2014 the worst onboarding experience I had was joining a team where the documentation existed but was six months out of date. So you would follow the steps, hit a wall, ask someone, and they would say ‘oh that doc is old we do it differently now.’ Outdated docs are almost worse than no docs because they create false confidence.<\/em><\/p>\n<p><em>On trusting AI to guide onboarding \u2014 yes but only if the AI knows what it does not know. The dangerous version is an AI that confidently guides someone through a process that changed last month. The valuable version is an AI that says ‘this is what the documentation says but flag your manager if something does not match reality.’<\/em><\/p>\n<p><em>Congrats on building this. The AI agents onboarding AI agents angle at the end is the most interesting part of where this goes.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DDC63Y6BGM77S7\" class=\"app-title\">NotchNest AI<\/a><\/p>\n<div class=\"one-liner\">AI powered by Apple Intelligence now in your Notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NotchNest AI \u5c06 MacBook \u7684\u5218\u6d77\u533a\u57df\u8f6c\u5316\u4e3a\u4e00\u4e2a\u672c\u5730 AI \u9a71\u52a8\u7684\u667a\u80fd\u64cd\u63a7\u4e2d\u5fc3\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u5207\u6362\u7a97\u53e3\u5373\u53ef\u5b8c\u6210\u65e5\u5386\u6458\u8981\u3001\u526a\u8d34\u677f\u91cd\u8ff0\u3001\u5feb\u901f\u7b14\u8bb0\u3001\u97f3\u4e50\u63a7\u5236\u7b49\u9ad8\u9891\u64cd\u4f5c\uff0c\u89e3\u51b3\u591a\u4efb\u52a1\u5207\u6362\u4e0e\u9690\u79c1\u6cc4\u9732\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\/47a44de2-945a-417e-b353-a03d23c4e806.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\/54ec995c-915d-44a1-9c1b-7f2502e0894b.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\/2155f116-ae9c-4e4d-a4ea-393354e275f5.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\/e6671f92-2590-4ad8-adba-6fd9ab32b5f7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ZzaLko94Q8Y\"><source src=\"https:\/\/www.youtube.com\/watch?v=ZzaLko94Q8Y\" 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\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u82f9\u679c\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">MacBook \u5218\u6d77<\/span><br \/>\n <span class=\"tag\">AI \u526a\u8d34\u677f<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730 AI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u65e5\u5386\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/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\u597d\u5947 AI \u526a\u8d34\u677f\u7684\u5177\u4f53\u4ea4\u4e92\u903b\u8f91\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u201c\u590d\u5236\u2192\u70b9\u51fb\u2192\u5b8c\u6210\u201d\u7684\u4e00\u79d2\u95ed\u73af\uff0c\u727a\u7272\u4e86\u53ef\u914d\u7f6e\u6027\u4ee5\u6362\u53d6\u6781\u81f4\u901f\u5ea6\uff0c\u907f\u514d\u4e86\u4e0a\u4e0b\u6587\u5207\u6362\u3002\u672a\u63d0\u53ca\u91cd\u5927\u8d1f\u9762\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n NotchNest AI \u7684\u5de7\u5999\u4e4b\u5904\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u7a7a\u95f4\u201d\u548c\u201c\u65f6\u95f4\u201d\u7684\u91cd\u65b0\u5b9a\u4ef7\u3002\u5728\u82f9\u679c MacBook \u7684\u5218\u6d77\u5c4f\u88ab\u5e7f\u6cdb\u89c6\u4e3a\u8bbe\u8ba1\u7455\u75b5\u65f6\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\uff0c\u5c06\u7269\u7406\u6d6a\u8d39\u8f6c\u5316\u4e3a\u5fc3\u7406\u4ef7\u503c\u2014\u2014\u7528\u6237\u6bcf\u4e00\u6b21\u671b\u5411\u5218\u6d77\uff0c\u90fd\u4f1a\u83b7\u5f97\u4e00\u79cd\u201c\u5e9f\u7269\u5229\u7528\u201d\u7684\u5feb\u611f\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u4ea7\u54c1\u529b\u85cf\u5728\u201c\u65e0\u4e91\u3001\u65e0\u8ba2\u9605\u3001\u672c\u5730\u8fd0\u884c\u201d\u8fd9\u51e0\u4e2a\u5b57\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728 AI \u5de5\u5177\u666e\u904d\u8d70\u5411\u4e91\u7aef\u8ba2\u9605\u5236\u7684\u5f53\u4e0b\uff0cNotchNest \u9009\u62e9\u5fe0\u4e8e\u82f9\u679c\u7684\u201c\u9690\u79c1\u5373\u670d\u52a1\u201d\u4fe1\u6761\uff0c\u786e\u5b9e\u80fd\u7cbe\u51c6\u523a\u75db\u90a3\u4e9b\u65e2\u60f3\u8981 AI \u5feb\u611f\u53c8\u5fcc\u60ee\u6570\u636e\u6cc4\u9732\u7684\u4e13\u4e1a\u7528\u6237\u3002\u4f46\u4ece\u529f\u80fd\u5806\u53e0\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u672c\u5730\u5316\u7684\u5fae\u670d\u52a1\u805a\u5408\u5668\u201d\uff1aAI \u526a\u8d34\u677f\u3001\u65e5\u5386\u6458\u8981\u3001\u7b14\u8bb0\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u8f7b\u91cf\u7ea7 LLM \u8c03\u7528\uff0c\u800c\u975e\u98a0\u8986\u6027\u521b\u65b0\u3002\u5176\u6838\u5fc3\u77ed\u677f\u5728\u4e8e\u201c\u7c98\u6027\u201d\u2014\u2014\u7528\u6237\u4f1a\u56e0\u4e3a\u4e00\u4e2a\u65e0\u9700\u5207\u6362\u7a97\u53e3\u7684 Pomodoro \u8ba1\u65f6\u5668\u800c\u653e\u5f03 Bartender\u3001Alfred \u6216 BetterTouchTool \u751f\u6001\u5417\uff1f\u5927\u6982\u7387\u4e0d\u4f1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u526a\u8d34\u677f\u91cd\u8ff0\u201d\u8fd9\u4e2a\u573a\u666f\u5207\u5f97\u6781\u51c6\u3002\u5b83\u5c06\u5927\u6a21\u578b\u5e38\u7528\u7684\u201c\u6539\u5199\/\u603b\u7ed3\u201d\u529f\u80fd\u539f\u5b50\u5316\u3001\u63a5\u53e3\u5316\uff0c\u5d4c\u5165\u4e86\u590d\u5236\u7684\u808c\u8089\u8bb0\u5fc6\u91cc\uff0c\u8fd9\u6bd4\u4efb\u4f55\u72ec\u7acb\u7684 AI \u5199\u4f5c\u52a9\u624b\u90fd\u66f4\u63a5\u8fd1\u201c\u65e0\u7f1d\u201d\u3002\u4e0d\u8fc7\uff0c\u521b\u59cb\u4eba\u63d0\u5230\u7684\u201c\u727a\u7272\u53ef\u914d\u7f6e\u6027\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u7684\u5f00\u53d1\u8005\u7fa4\u4f53\uff0c\u8fd9\u53ef\u80fd\u662f\u529d\u9000\u7406\u7531\u3002\u5f52\u6839\u7ed3\u5e95\uff0cNotchNest \u662f\u5728\u8d4c\u4e00\u4ef6\u4e8b\uff1a\u7528\u6237\u613f\u610f\u4e3a\u4e86\u201c\u4e00\u79d2\u641e\u5b9a\u201d\u653e\u5f03\u201c\u81ea\u7531\u5b9a\u5236\u201d\u3002\u5982\u679c\u5b83\u540e\u7eed\u80fd\u5f00\u653e API \u6216\u5feb\u6377\u952e\u6df1\u5ea6\u5b9a\u5236\uff0c\u624d\u53ef\u80fd\u4ece\u201c\u6709\u8da3\u7684\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u5fc5\u5907\u7684\u6548\u7387\u57fa\u77f3\u201d\u3002\u6295\u7968\u6570 96 \u4e0e\u5176\u8bf4\u662f\u8ba4\u53ef\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u201c\u82f9\u679c\u9690\u79c1\u53d9\u4e8b\u201d\u7684\u4e00\u6b21\u60c5\u7eea\u6295\u7968\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\">NotchNest AI<\/span>\n <\/div>\n<div class=\"comment-content\">NotchNest AI turns your MacBook’s notch into a smart productivity hub, powered by on-device Apple Intelligence. Daily Brief AI summarizes your calendar. AI Clipboard Manager saves, rephrases, and summarizes everything you copy. AI Quick Notes captures and refines your ideas instantly. Plus music control, file tray, bookmarks, Pomodoro timer, AirDrop, camera mirror, and more. No cloud. No subscriptions. Your data never leaves your Mac.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea was simple, your MacBook’s notch is wasted space. I turned it into a productivity hub: music control, file tray, bookmarks, Pomodoro timer, all without leaving your current window.<br \/>\nThe AI Clipboard Manager came from my own frustration, I kept copying text, switching to ChatGPT to rephrase it, then switching back. A five-step process for something that should take one second. So I built rephrasing directly into the clipboard.<br \/>\nThat sparked Daily Brief AI for your calendar and AI Quick Notes, all running on-device via Apple Intelligence. No cloud, no subscriptions, your data stays on your Mac.<\/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\/@codetard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codetard<\/a> What’s the one feature that’s saved you the most time in your own daily workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">In practice, how does the AI Clipboard Manager behave in real workflows (e.g., rewriting, summarizing, pinning, searching): what\u2019s the interaction model that makes it feel like a 1-second action, and what tradeoffs did you make versus a standalone clipboard manager or a chat-style AI assistant?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question! The moment you copy text, NotchNest captures it automatically. Head to the notch, one click to rephrase or summarize, and your output is ready, with a retry option if you want a different result. Never leave your current window.<\/p>\n<p>The key tradeoff: speed over configurability. No prompts, no chat interface, no context switching, just copy \u2192 click \u2192 done. That’s the whole philosophy.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08e0b8c1-84e6-46e2-879a-321a8739938f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ABA6VNXTLIDJHC\" class=\"app-title\">Nordcraft 2.0<\/a><\/p>\n<div class=\"one-liner\">I design agent with full HTML\/CSS control and SSR<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nordcraft 2.0 \u662f\u4e00\u6b3e\u878d\u5408\u4e86\u5168\u6808\u53ef\u89c6\u5316\u7f51\u7ad9\u6784\u5efa\u548cAI\u667a\u80fd\u4f53\u7684\u5f00\u53d1\u5de5\u5177\uff0c\u4e13\u4e3a\u8ffd\u6c42\u5bf9HTML\/CSS\u5b8c\u5168\u63a7\u5236\u3001\u4e14\u9700\u8981SSR\u6027\u80fd\u7684\u5f00\u53d1\u8005\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4f20\u7edfAI\u4ee3\u7801\u751f\u6210\u5de5\u5177\uff08\u5982Claude Code\uff09\u5728\u590d\u6742\u903b\u8f91\u3001\u52a8\u6001\u6570\u636e\u4ea4\u4e92\u548c\u7cbe\u7ec6\u52a8\u753b\u5904\u7406\u4e0a\u9891\u7e41\u51fa\u9519\u3001\u9700\u8981\u5927\u91cf\u4eba\u5de5\u4fee\u590d\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\/1aedf270-7452-472b-89bc-fc61a3eaa7be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e788f3b-c5b0-4878-9b27-13fe3b6e07eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/edf3b3ca-1158-4de4-a112-034337b05500.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ea0d592-632a-422d-8e52-69ea51ebb6b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/886c4422-14a3-4716-82e5-5389b4ca00af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e449cc08-7cfe-4413-8833-ae230cea8214.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3a55bda-5aa0-4cc3-8d96-7785487c6407.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\/762ab044-81a9-4e41-a124-8fdcda55ace0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Xl8K9crES-g\"><source src=\"https:\/\/www.youtube.com\/watch?v=Xl8K9crES-g\" 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\">Website Builder<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Development Language<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53ef\u89c6\u5316\u7f51\u7ad9\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">HTML\/CSS\u5168\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">SSR\u670d\u52a1\u7aef\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u7ec4\u4ef6\u5316\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">Git\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">API\u6570\u636e\u5bf9\u63a5<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u52a8\u753b\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728AI\u667a\u80fd\u4f53\u5904\u7406\u590d\u6742\u8fb9\u7f18\u573a\u666f\uff08\u5982\u52a8\u6001API\u6570\u636e\u6d41\u3001\u81ea\u5b9a\u4e49\u52a8\u753b\uff09\u7684\u80fd\u529b\uff0c\u5e76\u4e0eWebflow\/Framer\u5bf9\u6bd4\uff0c\u5173\u6ce8\u8fc1\u79fb\u6210\u672c\u3001AI\u8f93\u51fa\u53ef\u63a7\u6027\u53ca\u201c\u999630\u5206\u949f\u201d\u4e0a\u624b\u4f53\u9a8c\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u4e86\u5176\u903b\u8f91\u3001\u540e\u7aef\u81ea\u4e3b\u6743\u3001AI\u5168\u6d41\u7a0b\u8f85\u52a9\u53ca\u514d\u8d39\u529f\u80fd\u65e0\u9609\u5272\u7b49\u5dee\u5f02\u5316\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 Nordcraft 2.0 \u7684\u91ce\u5fc3\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u201c6\u500d\u4e8eClaude Code\u201d\u7684\u8425\u9500\u8bdd\u672f\uff0c\u5728\u4e13\u4e1a\u5f00\u53d1\u8005\u773c\u4e2d\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6807\u9898\u515a\uff0c\u800c\u975e\u4e25\u8c28\u7684\u57fa\u51c6\u6d4b\u8bd5\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684\u70b9\uff0c\u5728\u4e8e\u5b83\u8bd5\u56fe\u56de\u7b54\u4e00\u4e2a\u884c\u4e1a\u96be\u9898\uff1a\u5982\u4f55\u5728AI\u5e26\u6765\u7684\u6548\u7387\u548c\u5f00\u53d1\u8005\u7684\u201c\u638c\u63a7\u611f\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u5356\u70b9\u5e76\u975e\u201c\u66f4\u5feb\u201d\uff0c\u800c\u662f\u201c\u66f4\u53ef\u63a7\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u6838\u5fc3\u7126\u8651\u2014\u2014\u201cAI\u5ffd\u7565\u6280\u672f\u6808\u7ea6\u5b9a\u5bfc\u81f4\u53cd\u590d\u4fee\u6b63\u201d\u2014\u2014\u6070\u6070\u662f\u5f53\u524dLLM+\u4ee3\u7801\u751f\u6210\u6a21\u5f0f\u7684\u81f4\u547d\u4f24\u3002Nordcraft\u7684\u89e3\u6cd5\u5f88\u806a\u660e\uff1a\u7528\u53ef\u89c6\u5316\u753b\u5e03\u9501\u5b9a\u201c\u89c6\u89c9\u4e0e\u7ed3\u6784\u201d\u7684\u786e\u5b9a\u6027\uff0c\u7528\u7ec4\u4ef6\u5316\u67b6\u6784\u548c\u5206\u652f\u5f00\u53d1\u515c\u5e95\u201c\u903b\u8f91\u4e0e\u6d41\u7a0b\u201d\u7684\u4e25\u8c28\u6027\uff0c\u6700\u540e\u8ba9AI\u5145\u5f53\u201c\u52a0\u901f\u5668\u201d\u800c\u975e\u201c\u51b3\u7b56\u8005\u201d\u3002\u8fd9\u6bd4Lovable\u6216Bolt.new\u90a3\u79cd\u201c\u4e00\u952e\u751f\u6210\u3001\u540e\u7eed\u5931\u63a7\u201d\u7684\u8def\u5f84\u8981\u6210\u719f\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5b83\u80fd\u5438\u5f15\u7684\uff0c\u5fc5\u7136\u662f\u90a3\u4e9b\u5bf9HTML\/CSS\u6709\u6267\u5ff5\u3001\u4e14\u613f\u610f\u5728\u53ef\u89c6\u5316\u5de5\u5177\u4e2d\u590d\u73b0\u5de5\u7a0b\u5316\u5de5\u4f5c\u6d41\u7684\u4e2d\u9ad8\u9636\u7528\u6237\u3002\u5bf9\u8ffd\u6c42\u201c\u62d6\u62fd\u5373\u51fa\u201d\u7684\u7eaf\u8bbe\u8ba1\u5e08\u6216\u5e02\u573a\u4eba\u5458\u800c\u8a00\uff0c\u5176\u5b66\u4e60\u66f2\u7ebf\u548c\u201cGit\u5206\u652f\u201d\u3001\u201cSSR\u201d\u3001\u201cAPI\u8fde\u63a5\u201d\u7b49\u672f\u8bed\u95e8\u69db\u4f9d\u7136\u8fc7\u9ad8\u3002\u6b64\u5916\uff0c\u5176AI\u667a\u80fd\u4f53\u5728\u5904\u7406\u52a8\u6001\u6570\u636e\u6d41\u65f6\u7684\u771f\u5b9e\u8868\u73b0\uff0c\u4ee5\u53ca\u201c\u81ea\u7531\u9009\u62e9\u540e\u7aef\/CMS\u201d\u80cc\u540e\u5b9e\u9645API\u5bf9\u63a5\u7684\u590d\u6742\u5ea6\uff0c\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201cFramer\/Webflow\u7684\u5907\u80ce\u201d\u53d8\u6210\u201c\u6838\u5fc3\u5de5\u5177\u94fe\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff0cNordcraft 2.0\u4e0d\u505a\u201c\u8bbe\u8ba1\u5e08\u7684\u73a9\u5177\u201d\uff0c\u800c\u662f\u505a\u201c\u5f00\u53d1\u8005\u66f4\u5feb\u7684\u9a6c\u97ad\u201d\u3002\u5b83\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u201c\u667a\u80fd\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u9a6f\u670dAI\u7684\u968f\u673a\u6027\uff0c\u5c06\u5176\u5d4c\u5165\u5230\u4e00\u5957\u4e25\u8c28\u3001\u53ef\u8c03\u8bd5\u3001\u53ef\u56de\u6eda\u7684\u5de5\u7a0b\u4f53\u7cfb\u91cc\u3002\u8fd9\u6ce8\u5b9a\u662f\u5c0f\u4f17\u4f46\u624e\u5b9e\u7684\u8def\u7ebf\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\">Nordcraft 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Nordcraft 2.0 adds a powerful AI Agent to the visual website builder. Up to 6x faster than Claude Code and Lovable and with a visual interface that lets you ship with absolute confidence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi, Kasper from Nordcraft here! \ud83d\ude0a<\/p>\n<p>We are extremely exited to launch Nordcraft 2.0 \u2014 a new take on modern website design for people who want creative freedom but also the power of AI.<\/p>\n<p>Key features of Nordcraft<br \/>\n\u2014 Real-time UI design: see your designs come to life in real time on the Nordcraft canvas, no more switching back and forth between browser tabs<br \/>\n\u2014 Full control over HTML and CSS, including an intuitive visual CSS keyframe animation editor<br \/>\n\u2014 A component-based architecture similar to modern JavaScript frameworks<br \/>\n\u2014 Git-like branch-based development environment with always-on live preview URLs<br \/>\n\u2014 Bring your own back end. Build with real data via API connections, so you can make sure your UI is built with every requirement and edge case in mind<br \/>\n\u2014 Full server-side rendering capabilities so your websites load fast<br \/>\n\u2014 Packages for sharing and reusing widgets and functionality<br \/>\n\u2014 Asset management for uploading, storing and resizing media<br \/>\n\u2014 SEO and meta tag configuration tools<br \/>\n\u2014 Pre-built templates to get you started quickly<br \/>\n\u2014 Deploy directly to Nordcraft’s infrastructure or self-host your projects<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kasper_svenning\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kasper_svenning<\/a> How does the AI agent handle complex edge cases like dynamic API data flows or custom animations that typical code-gen tools fumble?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@kasper_svenning\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kasper_svenning<\/a> What’s one workflow you’ve seen transform the most for your users since the last version?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, Salma from Nordcraft here!<\/p>\n<p>As part of the 2.0 launch, I’ve put together a brand new video course for people new to Nordcraft and new to web development. <\/p>\n<p><a href=\"https:\/\/nordcraft.com\/learn\/fundamentals\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Nordcraft Fundamentals<\/a> covers the fundamentals of HTML, CSS and JavaScript, using practical real-world examples inside Nordcraft. <\/p>\n<\/p>\n<p>This course is made up of bite-sized videos that explore the core functionality Nordcraft. You\u2019ll get an in-depth tour of each area of the editor, plus you\u2019ll learn about semantic HTML, how to build responsive and fluid website designs with modern CSS, how to create stunning animations using the Nordcraft animation editor, how to connect any back-end data source to your Nordcraft project, how to build logic using the Nordcraft formula editor, and how to build interactivity into your websites using events and workflows.<\/p>\n<\/p>\n<p>Happy building!<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Andreas from Nordcraft here!<\/p>\n<p>To celebrate our launch, we are making the AI agent 100% free this weekend!<\/p>\n<p><a href=\"https:\/\/nordcraft.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Go try it out today!<\/a><\/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\">When someone is currently happy-ish in Webflow or Framer, what\u2019s the typical breaking point that makes them switch, and what does a realistic \u201cfirst 30 minutes\u201d in Nordcraft look like to get them from an existing site idea to something shippable?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> That is a great question. These are the ones we hear the most:<\/p>\n<p><strong>Logic<\/strong> is a big one. Nordcraft’s formulas and workflows are really powerful and means you are never limited by the platform. We are building Nordcraft in Nordcraft.<\/p>\n<p>Being able to choose your own <strong>backend \/ CMS. <\/strong>A lot of our customers say they felt limited by Webflow and Framer here. With Nordcraft you can use any CMS and with the AI agent it is very easy to wire your site up with real data.<\/p>\n<p><strong>The AI agent. <\/strong>This is something a lot of people requested. Webflow and Framer has some AI features e.g. for wire framing or getting started. They lack an integrated Agent. In Nordcraft the Agent isn’t just for generating a prototype, it is a tool you can use through out the development process to speed up your workflows \ud83d\ude42<\/p>\n<p>We also hear a lot of people mentioning, Version control and branching. Free hosting when you use a .nordcraft.site domain and the fact that all of our features are available on all plans. We don’t limit the best stuff for enterprise \ud83d\ude42 <\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“6x faster than Claude Code” is a bold benchmark \u2014 curious how you’re measuring that. We run Claude Code as an autonomous agent daily and the speed bottleneck isn’t the model, it’s the back-and-forth when AI ignores stack conventions and needs corrections. What’s your approach to locking down the AI’s output scope in Nordcraft? Asking because we’ve been solving exactly that at the rules layer \u2014 happy to share what we’ve learned.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ARYTQSKIQC4LCR\" class=\"app-title\">LifeOS<\/a><\/p>\n<div class=\"one-liner\">Turn your AI chats\/memory to intros with real humans<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LifeOS\u901a\u8fc7\u8bfb\u53d6\u7528\u6237\u4e0eAI\uff08\u5982ChatGPT\uff09\u7684\u79c1\u5bc6\u5bf9\u8bdd\u8bb0\u5fc6\uff0c\u5206\u6790\u5176\u771f\u5b9e\u9700\u6c42\u4e0e\u4eba\u683c\u7279\u8d28\uff0c\u4e3b\u52a8\u5339\u914d\u5e76\u4fc3\u6210\u7528\u6237\u4e0e\u5fd7\u540c\u9053\u5408\u7684\u771f\u5b9e\u4eba\u7c7b\uff08\u5982\u5408\u4f19\u4eba\u3001\u4f34\u4fa3\uff09\u5efa\u7acb\u8fde\u63a5\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\/767ab18b-858e-407d-a721-06c623700b2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07730a25-8c26-4d14-802e-487317d893b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49a76588-7ee9-4482-b7e8-bb21b6110de2.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\/3536b8bd-bfc7-4d78-8f18-8e4808632853.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jQNMfHOpM-Y\"><source src=\"https:\/\/www.youtube.com\/watch?v=jQNMfHOpM-Y\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u793e\u4ea4\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5bf9\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4eba\u9645\u5173\u7cfb\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u4eba\u683c\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">AI\u8bb0\u5fc6\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u642d\u6863<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u5339\u914d\u673a\u5236\u548c\u6570\u636e\u9690\u79c1\u6709\u6838\u5fc3\u7591\u95ee\uff0c\u62c5\u5fe7\u79c1\u4eba\u5bf9\u8bdd\u6570\u636e\u662f\u5426\u88ab\u5171\u4eab\u6216\u5b58\u50a8\u3002\u5b98\u65b9\u6f84\u6e05\u4ec5\u5b58\u50a8\u63a8\u65ad\u7ed3\u679c\uff08\u5982\u7528\u6237\u9700\u6c42\uff09\uff0c\u4e0d\u5b58\u539f\u59cb\u5bf9\u8bdd\uff0c\u4e0d\u5171\u4eab\u7ed9\u7b2c\u4e09\u65b9\uff0c\u5339\u914d\u57fa\u4e8e\u7b97\u6cd5\u63a8\u65ad\u5f53\u524d\u6240\u9700\u3002\u76ee\u524d\u53ef\u5220\u9664\u8d26\u6237\uff0c\u672a\u6765\u5c06\u589e\u52a0\u66f4\u7ec6\u7c92\u5ea6\u6570\u636e\u63a7\u5236\u9009\u9879\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LifeOS\u7684\u613f\u666f\u9887\u5177\u8bf1\u60d1\u529b\u2014\u2014\u8ba9AI\u66ff\u4f60\u201c\u505a\u5a92\u201d\uff0c\u628a\u6df1\u591c\u503e\u8bc9\u4e0e\u788e\u7247\u7075\u611f\u8f6c\u5316\u4e3a\u73b0\u5b9e\u4e2d\u7684\u5173\u952e\u4eba\u9645\u5173\u7cfb\u3002\u8fd9\u79cd\u201c\u6570\u5b57\u5b6a\u751f+\u7ea2\u5a18\u201d\u7684\u6df7\u642d\uff0c\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u4ee3\u4eba\u6df1\u5ea6\u793e\u4ea4\u7a00\u7f3a\u7684\u75db\u70b9\u3002\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5339\u914d\u6280\u672f\u6709\u591a\u7cbe\u51c6\uff0c\u800c\u5728\u4e8e\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u9690\u79c1\u201d\u4e0e\u201c\u4fe1\u4efb\u201d\u7684\u8fb9\u754c\uff1a\u7528\u6237\u613f\u610f\u4ea4\u51fa\u6700\u654f\u611f\u7684AI\u5bf9\u8bdd\u8bb0\u5f55\uff0c\u6362\u53d6\u4e00\u4e2a\u53ef\u80fd\u6539\u53d8\u4eba\u751f\u7684\u771f\u5b9e\u8fde\u63a5\u3002\u8fd9\u79cd\u7b49\u4ef7\u4ea4\u6362\u662f\u5426\u6210\u7acb\uff0c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\u53d8\u91cf\u3002\u7b2c\u4e00\uff0c\u5339\u914d\u7b97\u6cd5\u662f\u5426\u8db3\u591f\u201c\u8bfb\u5fc3\u201d\u3002\u5b98\u65b9\u76ee\u524d\u53ea\u900f\u9732\u57fa\u4e8e\u201c\u63a8\u65ad\u201d\uff0c\u4f46\u4e3a\u4f55AI\u81ea\u8ba4\u4e3a\u4e86\u89e3\u4f60\uff0c\u5c31\u80fd\u627e\u5230\u5bf9\u7684\u201c\u90a3\u4e2a\u4eba\u201d\uff1f\u8fd9\u91cc\u5b58\u5728\u5de8\u5927\u7684\u9ed1\u7bb1\u98ce\u9669\u2014\u2014\u9519\u914d\u53ef\u80fd\u6bd4\u4e0d\u914d\u66f4\u4f24\u4eba\u3002\u7b2c\u4e8c\uff0c\u6570\u636e\u5b89\u5168\u7684\u627f\u8bfa\u80fd\u5426\u7ecf\u5f97\u8d77\u62f7\u95ee\u3002\u5c3d\u7ba1\u58f0\u79f0\u53ea\u5b58\u201c\u63a8\u7406\u7ed3\u679c\u201d\uff0c\u4f46\u63a8\u7406\u8fc7\u7a0b\u672c\u8eab\u5c31\u9700\u8981\u8bfb\u53d6\u539f\u59cb\u5bf9\u8bdd\uff0c\u8fd9\u671f\u95f4\u7684\u6570\u636e\u6d41\u8f6c\u4e0e\u52a0\u5bc6\u662f\u5426\u900f\u660e\uff1f\u5f53\u524d\u4ec5\u63d0\u4f9b\u201c\u5220\u8d26\u53f7\u201d\u7684\u7c97\u66b4\u9009\u9879\uff0c\u5b9e\u8d28\u662f\u7528\u6237\u5728\u7528\u4fe1\u4efb\u8d4c\u4e00\u4e2a\u7ed3\u679c\u3002\u603b\u4f53\u800c\u8a00\uff0cLifeOS\u7684\u5207\u5165\u70b9\u7280\u5229\uff0c\u4f46\u4ea7\u54c1\u5f62\u6001\u5c1a\u5904\u4e8e\u201c\u4fe1\u4efb\u5148\u884c\u3001\u6280\u672f\u968f\u540e\u201d\u7684\u65e9\u671f\u9636\u6bb5\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5145\u6ee1\u9b45\u529b\u7684\u793e\u4ea4\u5b9e\u9a8c\uff0c\u800c\u975e\u6210\u719f\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4e00\u65e6\u9690\u79c1\u4e8b\u6545\u6216\u5339\u914d\u7387\u4f4e\u4e0b\u7684\u4e8b\u4ef6\u53d1\u751f\uff0c\u7528\u6237\u7fa4\u4f53\u7684\u5d29\u584c\u4f1a\u5f88\u8fc5\u901f\u3002\u5efa\u8bae\u56e2\u961f\u5728\u6570\u636e\u4f26\u7406\u4e0a\u505a\u66f4\u591a\u524d\u7f6e\u5e03\u9632\uff0c\u800c\u975e\u4e8b\u540e\u8865\u4e01\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\">LifeOS<\/span>\n <\/div>\n<div class=\"comment-content\">\ud83e\udde0 Claude & ChatGPT know you better than you know yourself. Nobody’s using that. Until now. Every 2am vent. Every idea you’ve never said out loud. That’s the most honest map of you that exists. \ud83d\uddfa\ufe0f LifeOS reads your private AI memory \u2192 finds the one human who changes your life. \ud83d\udd17 \ud83d\udc64 One prompt. Co-founder, life partner, 3am friend \u2014 you name it. \ud83c\udfaf We make the intro.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Claude knows you better than anyone. And yet you keep those conversations locked away when it is the biggest unlock for you to find the person or opportunity that could have changed your life<\/div>\n<div class=\"comment-actions\">\n<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\/@tanishq_goswami\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanishq_goswami<\/a> yes you are wright <\/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>I love the graph viz. 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sumant_subrahmanya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumant_subrahmanya<\/a> thanks 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>This is kinda curious but I’m not sure I totally get how the interactions work? Where is the data stored? Do other users see each other’s session data? How are “matches” made.<\/p>\n<p>Something here seems interesting but I don’t personally have a clear picture of how LifeOS works and the final outcome users get. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> matches are made by an algorithm that makes inferences from your context to know what you need TODAY. Your data is never shared with any human (us or others). <\/p>\n<\/p>\n<p>How it works: Share LLM context from claude\/chatgpt etc, LifeOS makes inferences, Matches you with those people you need right now (this could be for professional or platonic situations).<\/p>\n<p>If you are looking for someone super specific -> just type it in the search bar (Imagine this as ChatGPT but to find the right humans).<\/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\">Given how sensitive \u201cprivate context\u201d is, what\u2019s your data-handling model in practice: what is stored, what (if anything) is sent to third-party model providers, and what controls does a user have (scoping, redaction, deletion, export)? What tradeoffs did you make between match quality and privacy?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <\/p>\n<p>Data Handling -> Only your inferences are stored (eg: looking for a co-founder, tennis partner etc). Your private context is not stored. Nothing is sent to third party model providers<\/p>\n<\/p>\n<p>User data controls -> Currently you have the choice to delete your account and remove all data. But later this week we are adding more finetuning options (scoping, redaction, deletion, export etc)<\/p>\n<\/p>\n<p>Tradeoffs -> We work like an IRL mutual friend that knows just ENOUGH about you to make things happen in your life. Based solely on the inferences we create from your context are we able to find out exactly what you need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MYVVXXBEMA47JC\" class=\"app-title\">Haiker<\/a><\/p>\n<div class=\"one-liner\">Hacker News App for non-native english speaker<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u9488\u5bf9\u975e\u82f1\u8bed\u6bcd\u8bed\u7528\u6237\u7684Hacker News\u5ba2\u6237\u7aef\uff0c\u5185\u7f6e\u81ea\u52a8\u7ffb\u8bd1\u548c\u56de\u590d\u7ffb\u8bd1\u529f\u80fd\uff0c\u964d\u4f4e\u6d77\u5916\u6280\u672f\u793e\u533a\u7684\u8bed\u8a00\u53c2\u4e0e\u95e8\u69db\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\/2b6dac58-2912-43e2-94ae-193004650534.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/317dcc03-0926-43c4-9106-883fdabbc273.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4f3bd9-fcbe-4544-a2f3-c9dc5e333c2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1922b67-0ef3-4c88-aa4a-6cfaf8e4e34b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/500a3204-4ecd-4cb3-8314-9eba207ce946.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71fc79a2-f482-41e3-8098-197c1a7c2b29.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\">Languages<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hacker News\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u65b0\u95fb<\/span><br \/>\n <span class=\"tag\">\u975e\u82f1\u8bed\u6bcd\u8bed<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u8bc4\u8bba\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u4e92\u8054\u7f51\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7ffb\u8bd1<\/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>\u53d1\u8d77\u8005\uff08\u4ea7\u54c1\u4f5c\u8005\uff09\u5f3a\u8c03\u81ea\u52a8\u7ffb\u8bd1\u89e3\u51b3\u4e86\u9605\u8bfb\u548c\u53c2\u4e0e\u8ba8\u8bba\u7684\u75db\u70b9\u3002\u6709\u7528\u6237\u63d0\u51fa\u6280\u672f\u6311\u6218\uff1a\u5982\u4f55\u51c6\u786e\u5904\u7406HN\u590d\u6742\u7684\u5d4c\u5957\u56de\u5e16\u548c\u53cd\u8bbd\uff08\u5e38\u8ba9\u7ffb\u8bd1\u5668\u51fa\u9519\uff09\uff0c\u5e76\u8be2\u95ee\u5728\u9ad8\u5bc6\u5ea6\u7ebf\u7a0b\u4e2d\u7684\u5b9e\u9645\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 Haiker\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u8bed\u8a00\u969c\u788d\u8ba9\u5927\u91cf\u975e\u82f1\u8bed\u5f00\u53d1\u8005\u6ca6\u4e3aHacker News\u7684\u201c\u6c89\u9ed8\u8bfb\u8005\u201d\uff0c\u65e0\u6cd5\u6df1\u5ea6\u53c2\u4e0e\u793e\u533a\u8ba8\u8bba\u3002\u5b83\u4e0d\u50cf\u4f20\u7edf\u7ffb\u8bd1\u63d2\u4ef6\u90a3\u6837\u7c97\u66b4\u5730\u66ff\u6362\u9875\u9762\uff0c\u800c\u662f\u5c06\u7ffb\u8bd1\u80fd\u529b\u65e0\u7f1d\u878d\u5165\u4e00\u4e2a\u539f\u751f\u5ba2\u6237\u7aef\u2014\u2014\u4ece\u9605\u8bfb\u5230\u5199\u4f5c\u7684\u7ffb\u8bd1\u95ed\u73af\uff0c\u8ba9\u201c\u8f93\u5165\u6bcd\u8bed\u3001\u4e00\u952e\u8f6c\u82f1\u6587\u201d\u6210\u4e3a\u53ef\u80fd\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6d88\u9664\u201c\u521b\u4f5c\u6210\u672c\u201d\u800c\u975e\u201c\u9605\u8bfb\u6210\u672c\u201d\uff0c\u4ef7\u503c\u66f4\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\u6280\u672f\u6df1\u5ea6\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5d4c\u5957\u56de\u5e16\u201d\u548c\u201c\u53cd\u8bbd\u201d\u6070\u6070\u662f\u673a\u5668\u7ffb\u8bd1\u7684\u6b7b\u7a74\u3002HN\u7684\u8ba8\u8bba\u8d28\u91cf\u4f9d\u8d56\u4e8e\u5fae\u5999\u7684\u4e0a\u4e0b\u6587\u548c\u8c03\u4f83\u8bed\u6c14\uff0c\u82e5\u7ffb\u8bd1\u7ed3\u679c\u8d8b\u8fd1\u4e8e\u673a\u68b0\u76f4\u8bd1\uff0c\u53cd\u800c\u4f1a\u4e22\u5931\u4fe1\u606f\uff0c\u751a\u81f3\u5f15\u53d1\u8bef\u89e3\u3002\u76ee\u524d\u4ea7\u54c1\u7684\u7ffb\u8bd1\u8d28\u91cf\u5c1a\u672a\u7ecf\u793e\u533a\u9ad8\u5f3a\u5ea6\u9a8c\u8bc1\uff0c\u8fd9\u662f\u201c\u597d\u7528\u201d\u4e0e\u201c\u80fd\u7528\u201d\u4e4b\u95f4\u7684\u5206\u6c34\u5cad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0cHaiker\u53ea\u89e3\u51b3\u4e86\u201c\u5de5\u5177\u5c42\u9762\u201d\u7684\u95ee\u9898\uff0c\u6ca1\u6709\u89e6\u53ca\u793e\u533a\u5173\u7cfb\u94fe\u548c\u8eab\u4efd\u8ba4\u540c\u3002\u975e\u82f1\u8bed\u6bcd\u8bed\u7528\u6237\u53c2\u4e0e\u4e0d\u8db3\uff0c\u9664\u4e86\u8bed\u8a00\uff0c\u8fd8\u6709\u5bf9\u793e\u533a\u89c4\u5219\u4e0d\u719f\u3001\u7f3a\u4e4f\u793e\u4ea4\u951a\u70b9\u7b49\u6df1\u5c42\u539f\u56e0\u3002\u5982\u679cHaiker\u4ec5\u4ec5\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2a\u201c\u7ffb\u8bd1\u5668\u5957\u58f3\u5ba2\u6237\u7aef\u201d\uff0c\u5176\u58c1\u5792\u5f88\u4f4e\uff0c\u5f88\u5feb\u4f1a\u88ab\u539f\u751f\u6d4f\u89c8\u5668\u7684AI\u7ffb\u8bd1\u80fd\u529b\u6216\u7ade\u4e89\u5bf9\u624b\uff08\u5982\u66f4\u7cbe\u51c6\u7684\u63d2\u4ef6\uff09\u903c\u8fd1\u751a\u81f3\u8986\u76d6\u3002\u82e5\u80fd\u8fdb\u4e00\u6b65\u6c89\u6dc0\u4e3a\u201c\u975e\u6bcd\u8bed\u7528\u6237\u7684Hacker News\u793e\u533a\u201d\uff0c\u63d0\u4f9b\u672c\u5730\u5316\u63a8\u8350\u3001\u7ffb\u8bd1\u8d28\u91cf\u53cd\u9988\u6295\u7968\u3001\u751a\u81f3\u5185\u5bb9\u6458\u8981\uff0c\u624d\u53ef\u80fd\u771f\u6b63\u5f62\u6210\u5dee\u5f02\u5316\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Haiker<\/span>\n <\/div>\n<div class=\"comment-content\">A Hacker News client, designed for non-English speakers, with auto-translation.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m a heavy Hacker News user and a non-native English speaker. To be honest, I often find it struggling to browse through threads and even harder to participate because English isn’t my first language.<\/p>\n<p>So I wrote an app called Haiker. It can automatically translate HN stories and comments. When I want to reply, I can type in my native language and translate it into English with one tap. This has helped me become much more active in discussions and discover a lot of valuable content.<\/p>\n<p>I believe many other non-native hackers have the same need.<\/p>\n<p>That said, it\u2019s not exclusively for non-native speakers. It\u2019s a beautiful HN client in its own right. Feel free to give it a try!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@randyloop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@randyloop<\/a> How does Haiker handle HN’s nested threads and sarcasm (which trips up most translators)? Tried it on a dense thread yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/SL6IOAGHZAX6GX\" class=\"app-title\">MailCue<\/a><\/p>\n<div class=\"one-liner\">Run as a fully hardened production email server.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MailCue\u662f\u4e00\u4e2a\u96c6Postfix\u3001Dovecot\u7b49\u5168\u5957\u90ae\u4ef6\u6280\u672f\u6808\u4e8e\u5355\u4e00Docker\u5bb9\u5668\u7684\u5168\u529f\u80fd\u90ae\u4ef6\u6d4b\u8bd5\u670d\u52a1\u5668\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u672c\u5730\u6216CI\/CD\u4e2d\u65e0\u6cd5\u6a21\u62df\u751f\u4ea7\u73af\u5883\u90ae\u4ef6\u884c\u4e3a\uff08\u5982DKIM\u7b7e\u540d\u3001\u5783\u573e\u8fc7\u6ee4\uff09\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\/37a64052-a6a0-49bf-9de6-34debc6c6aeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cba8e7cb-88a0-4112-a95c-ed2e1d7e0c7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea586820-fc05-4df2-a693-339765fa39ca.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\">Email<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u90ae\u4ef6\u6d4b\u8bd5\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">Docker<\/span><br \/>\n <span class=\"tag\">Postfix<\/span><br \/>\n <span class=\"tag\">DKIM\/DMARC\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">SpamAssassin<\/span><br \/>\n <span class=\"tag\">CI\/CD<\/span><br \/>\n <span class=\"tag\">IMAP\/POP3<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">API\u6ce8\u5165<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u73af\u5883\u6a21\u62df<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5176\u80fd\u5426\u66ff\u4ee3\u73b0\u6709\u90ae\u4ef6\u6d4b\u8bd5\u65b9\u6848\uff0c\u8be2\u95ee\u4e0eMailHog\u7b49\u5de5\u5177\u7684\u5bf9\u6bd4\u4f18\u52bf\u3001\u751f\u4ea7\u6a21\u5f0f\u4e0b\u7684\u7a33\u5b9a\u6027\u53caTLS\u914d\u7f6e\u7ec6\u8282\u3002\u672a\u53d1\u73b0\u8d1f\u9762\u8bc4\u4ef7\uff0c\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u671f\u5f85\u66f4\u591a\u6587\u6863\u548c\u63d2\u4ef6\u751f\u6001\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 MailCue\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u9020\u4e86\u4e00\u4e2a\u90ae\u4ef6\u6d4b\u8bd5\u8f6e\u5b50\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u51fb\u4e2d\u4e86DevOps\u548cSRE\u7fa4\u4f53\u7684\u4e00\u4e2a\u9690\u853d\u75db\u70b9\uff1a\u90ae\u4ef6\u5728\u5f00\u53d1\u73af\u5883\u201c\u770b\u4e0a\u53bb\u53d1\u4e86\u201d\uff0c\u4e00\u5230\u751f\u4ea7\u5c31\u56e0DKIM\/DMARC\u3001SPF\u6216\u5783\u573e\u8fc7\u6ee4\u89c4\u5219\u800c\u7ffb\u8f66\u3002\u5e02\u9762\u4e0a\u7684MailHog\u3001Mailpit\u7b49\u5de5\u5177\u672c\u8d28\u662f\u6536\u4ef6\u7bb1\u6a21\u62df\u5668\uff0c\u800cMailCue\u901a\u8fc7\u5bb9\u5668\u5316Postfix+Dovecot\u5168\u94fe\u8def\u5806\u6808\uff0c\u505a\u5230\u4e86\u201c\u73af\u5883\u5373\u751f\u4ea7\u201d\uff0c\u8fd9\u5bf9\u4e2d\u5927\u578bB2B SaaS\u56e2\u961f\u5c24\u5176\u81f4\u547d\u2014\u2014\u4ed6\u4eec\u5f80\u5f80\u56e0\u4e3a\u4e00\u6b21\u5931\u8d25\u7684\u5bc6\u7801\u91cd\u7f6e\u90ae\u4ef6\u76f4\u63a5\u5bfc\u81f4\u7528\u6237\u6d41\u5931\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u5176\u4e00\uff0cMIT\u534f\u8bae\u867d\u53cb\u597d\uff0c\u4f46\u9879\u76ee\u4f9d\u8d56\u7684OpenDKIM\u3001SpamAssassin\u7b49\u7ec4\u4ef6\u66f4\u65b0\u6ede\u540e\u53ef\u80fd\u5e26\u6765\u5b89\u5168\u98ce\u9669\uff0c\u4e00\u65e6\u7528\u4e8e\u751f\u4ea7\u6a21\u5f0f\uff0c\u7ef4\u62a4\u8005\u9700\u8981\u6781\u5f3a\u7684\u72ec\u7acb\u8fd0\u7ef4\u80fd\u529b\uff1b\u5176\u4e8c\uff0c\u5b83\u4e25\u683c\u4f9d\u8d56Docker\u7f51\u7edc\uff0c\u5728Kubernetes\u6216Serverless\u573a\u666f\u4e0b\u7684\u96c6\u6210\u6210\u672c\u672a\u88ab\u5145\u5206\u8bf4\u660e\u3002\u4f5c\u4e3a\u6d4b\u8bd5\u5de5\u5177\u5b83\u8db3\u591f\u4f18\u79c0\uff0c\u4f46\u201c\u751f\u4ea7\u6a21\u5f0f\u201d\u7684\u53e3\u53f7\u5bb9\u6613\u8bef\u5bfc\u7528\u6237\u5ffd\u7565\u90ae\u4ef6\u670d\u52a1\u5668\u771f\u6b63\u7684\u8fd0\u7ef4\u590d\u6742\u5ea6\u2014\u2014\u6bd4\u5982IP\u58f0\u8a89\u7ba1\u7406\u3001\u9000\u4fe1\u5904\u7406\u7b49\u3002\u4e00\u53e5\u8bdd\uff1a\u8fd9\u662f\u5f00\u53d1\u8005\u7684\u6b62\u75db\u836f\uff0c\u4e0d\u662f\u8fd0\u7ef4\u8005\u7684\u4e00\u52b3\u6c38\u9038\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\">MailCue<\/span>\n <\/div>\n<div class=\"comment-content\">MailCue is an all-in-one email testing server packaged in a single Docker container. Unlike simple catch-all SMTPs, it provides a fully-featured mail stack with Postfix, Dovecot, SpamAssassin, DKIM\/DMARC verification, and a modern React UI. Test your email workflows exactly as they behave in production with IMAP\/POP3 access, API injection, real-time events, and GPG encryption. Perfect for local development, CI\/CD pipelines, and ensuring your transactional emails actually deliver.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt! \ud83d\udc4b<\/strong> <\/p>\n<p>Building and scaling software products like Owl Browser taught our team a frustrating lesson: testing transactional email workflows is a massive headache. Simple SMTP catchers just don’t cut it when you need to verify things like DKIM signing, DMARC alignment, spam filtering, or automated IMAP parsing. We were constantly forced to test in environments that looked nothing like production, leading to unexpected delivery issues down the line.<\/p>\n<p>So, we built <strong>MailCue<\/strong>.<\/p>\n<p>MailCue is a realistic, all-in-one email testing server packaged into a single Docker container. We combined Postfix, Dovecot, OpenDKIM, OpenDMARC, and SpamAssassin, and wrapped them in a modern React UI and a FastAPI REST backend.<\/p>\n<p><strong>Here is what makes it special:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Realistic Production Behavior:<\/strong> It doesn’t just catch emails; it generates realistic headers, multi-hop Received chains, simulated DKIM-Signatures, and Authentication-Results.<\/p>\n<\/li>\n<li>\n<p><strong>Full API Control:<\/strong> Bypass SMTP entirely and inject emails directly via our REST API. Perfect for deterministic testing in your CI\/CD pipelines.<\/p>\n<\/li>\n<li>\n<p><strong>A Complete Mail Stack:<\/strong> Read captured emails via standard IMAP\/POP3 clients, or use the built-in responsive web interface.<\/p>\n<\/li>\n<li>\n<p><strong>Zero Infrastructure Mess:<\/strong> No external databases, Redis, or queues required. Everything runs in one container managed by s6-overlay.<\/p>\n<\/li>\n<li>\n<p><strong>Production-Ready Switch:<\/strong> Set MAILCUE_MODE=production to flip from a catch-all test sandbox to a fully hardened, live email server with strict virtual domains and TLS enforcement.<\/p>\n<\/li>\n<\/ul>\n<p>MailCue is completely open-source (MIT), and we designed it to be a shared development dependency you can easily plug into your Docker networks.<\/p>\n<p>We would love for you to spin it up, try breaking it, and let us know what you think. I’ll be hanging out in the comments all day to answer any questions about the architecture, setup, or our roadmap! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5UFFE2IHLT6WR2\" class=\"app-title\">Yutori Delegate<\/a><\/p>\n<div class=\"one-liner\">Why cowork when you can delegate?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">80<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Yutori Delegate \u662f\u4e00\u6b3e\u5168\u5929\u5019\u5f85\u547d\u7684AI\u4ee3\u7406\uff0c\u901a\u8fc7\u6574\u5408\u7528\u6237\u7684\u5de5\u4f5c\u5e94\u7528\uff08\u5982\u90ae\u7bb1\u3001\u65e5\u5386\u3001Slack\u7b49\uff09\uff0c\u81ea\u52a8\u5904\u7406\u8c03\u7814\u3001\u534f\u8c03\u3001\u76d1\u63a7\u7b49\u7e41\u7410\u4efb\u52a1\uff0c\u8ba9\u7528\u6237\u6446\u8131\u6301\u7eed\u4e0a\u4e0b\u6587\u5207\u6362\u548c\u624b\u52a8\u8ddf\u8fdb\uff0c\u771f\u6b63\u5b9e\u73b0\u201c\u7529\u624b\u201d\u529e\u516c\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\/9eb2528d-ac24-4b02-875e-e395a4db43ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e50ce2f8-4220-433d-939b-d3919ef029b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af7ff109-15dc-4012-a3d0-071931026574.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04a18c1a-5c02-461d-8c25-776b580ff015.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1a3f112-92a8-4fc6-8940-6fc85a5d2daf.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\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u59d4\u6d3e<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u591a\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u80cc\u666f\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8c03\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\u80af\u5b9a\u4e86\u201c\u8bb0\u5fc6\u201d\u529f\u80fd\u7684\u5fc5\u8981\u6027\uff0c\u8ba4\u4e3a\u80fd\u89e3\u51b3\u4e22\u5931\u7ebf\u7a0b\u6216\u91cd\u590d\u5237\u65b0\u4fe1\u7528\u989d\u5ea6\u7684\u95ee\u9898\u3002\u540c\u65f6\u6709\u5f00\u53d1\u8005\u63d0\u95ee\u5982\u4f55\u89e3\u51b3\u201c\u8ba1\u7b97\u673a\u4f7f\u7528\u201d\u573a\u666f\u4e0b\u7684\u5ef6\u8fdf\u95ee\u9898\uff0c\u6697\u793a\u5bf9\u5e95\u5c42\u6a21\u578b\u548c\u54cd\u5e94\u6548\u7387\u7684\u5173\u5207\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 Yutori Delegate \u5728\u201cAI\u52a9\u7406\u201d\u7684\u7ea2\u6d77\u4e2d\u786e\u5b9e\u5207\u4e2d\u4e86\u51e0\u4e2a\u75db\u70b9\uff1a\u4e00\u662f\u201c\u8bb0\u5fc6\u201d\uff0c\u4e8c\u662f\u201c\u4e3b\u52a8\u6027\u201d\u3002\u5f53\u524d\u5927\u591a\u6570AI\u5de5\u5177\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u95ee\u7b54\u5f0f\u201d\u6216\u201c\u8f85\u52a9\u5f0f\u201d\uff0c\u9700\u8981\u7528\u6237\u4e0d\u65ad\u5582\u4e0a\u4e0b\u6587\u3001\u4e0b\u6307\u4ee4\u3001\u50ac\u8fdb\u5ea6\u3002Delegate \u8bd5\u56fe\u5c06\u5de5\u4f5c\u6d41\u4ece\u201c\u4eba\u673a\u5bf9\u8bdd\u201d\u8f6c\u5411\u201c\u4eba\u673a\u59d4\u6258\u201d\uff0c\u8ba9\u4ee3\u7406\u5177\u5907\u8de8\u5e94\u7528\uff08Gmail\u3001Slack\u3001Notion\uff09\u3001\u8de8\u6b65\u9aa4\uff08\u7814\u7a76\u3001\u8349\u7a3f\u3001\u56de\u590d\u3001\u8ffd\u8e2a\uff09\u7684\u81ea\u4e3b\u6267\u884c\u80fd\u529b\uff0c\u5e76\u627f\u8bfa\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u4e0e\u201c\u4e3b\u52a8\u56de\u68c0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c\u6240\u8c13\u201c\u6c38\u4e0d\u9057\u5fd8\u201d\u610f\u5473\u7740\u5bf9\u6570\u636e\u5168\u91cf\u66b4\u9732\u7684\u6df1\u5ea6\u4fe1\u4efb\uff0c\u4f01\u4e1a\u7ea7\u7528\u6237\u5bf9\u6570\u636e\u9690\u79c1\u548c\u5408\u89c4\u7684\u62c5\u5fe7\u4f1a\u88ab\u653e\u5927\uff1b\u5176\u4e8c\uff0c\u8de8\u5e94\u7528\u64cd\u4f5c\u7684\u7a33\u5b9a\u6027\u548c\u5ef6\u8fdf\uff08\u5c24\u5176\u6d89\u53ca\u201c\u50cf\u4eba\u7c7b\u4e00\u6837\u64cd\u4f5c\u7f51\u9875\u201d\u7684\u8ba1\u7b97\u673a\u4f7f\u7528\u6a21\u5f0f\uff09\u662f\u786c\u4f24\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u4eba\u76f4\u63a5\u8d28\u7591\u5ef6\u8fdf\u95ee\u9898\uff1b\u5176\u4e09\uff0c\u4ee3\u7406\u5728\u201c\u9ad8\u5ea6\u6a21\u7cca\u201d\u4efb\u52a1\u4e2d\u7684\u81ea\u4e3b\u51b3\u7b56\u8fb9\u754c\u96be\u4ee5\u754c\u5b9a\u2014\u2014\u4e00\u65e6\u9519\u8bef\u6267\u884c\uff08\u5982\u8bef\u53d1\u90ae\u4ef6\u3001\u8bef\u89e3\u8ba2\u91d1\uff09\uff0c\u8ffd\u8d23\u4e0e\u7ea0\u9519\u6210\u672c\u53ef\u80fd\u8fdc\u9ad8\u4e8e\u4eba\u5de5\u63a7\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6218\u7565\u770b\uff0cYutori \u62bc\u6ce8\u7684\u662f\u201c\u653e\u5f03\u63a7\u5236\u201d\u7684\u7528\u6237\u5fc3\u667a\u6a21\u578b\u3002\u8fd9\u786e\u5b9e\u80fd\u89e3\u653e\u90e8\u5206\u9ad8\u9891\u3001\u4f4e\u5224\u65ad\u529b\u7684\u767d\u9886\u5de5\u4f5c\uff08\u884c\u653f\u3001\u52a9\u7406\u3001\u9500\u552e\u652f\u6301\uff09\uff0c\u4f46\u5bf9\u77e5\u8bc6\u5de5\u4f5c\u8005\u800c\u8a00\uff0c\u653e\u5f03\u5bf9\u8fc7\u7a0b\u7684\u638c\u63a7\u610f\u5473\u7740\u653e\u5f03\u5bf9\u8d28\u91cf\u7684\u611f\u77e5\u3002\u5b83\u66f4\u9002\u5408\u90a3\u4e9b\u5df2\u7ecf\u5bf9\u73b0\u6709AI\u5de5\u5177\u611f\u5230\u75b2\u60eb\u3001\u613f\u610f\u7528\u77ed\u671f\u4fe1\u4efb\u6362\u53d6\u957f\u671f\u81ea\u7531\u7684\u6838\u5fc3\u91cd\u5ea6\u7528\u6237\u3002\u80fd\u5426\u8dd1\u901a\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u81ea\u4e3b\u201d\u548c\u201c\u53ef\u9760\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u4fe1\u7684\u5e73\u8861\u70b9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u80fd\u5e72\u6d3b\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Yutori Delegate<\/span>\n <\/div>\n<div class=\"comment-content\">Delegate is an eager AI agent that understands your context, never sleeps, never forgets anything, and loves busywork \u2014 research, coordination, monitoring, communication, admin, etc. Always-on, always yours. Throw tasks at it and move on. Come back to threads closed, research compiled, replies sent, follow-ups tracked.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all, <a href=\"https:\/\/www.producthunt.com\/@abhshkdz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhshkdz<\/a> here from Yutori! \ud83d\udc4b<\/p>\n<\/p>\n<p>We’re excited to share Delegate \u2014 an agent you delegate work to and move on with your life.<\/p>\n<\/p>\n<p><a href=\"http:\/\/yutori.com\/delegate\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">yutori.com\/delegate<\/a><\/p>\n<\/p>\n<p>With AI tools today, you\u2019re getting a lot more done, but you’re still stuck doing the heavy lifting \u2014 keeping track of every open thread, supplying the right context for each one, constantly context-switching, finding the perfect prompt.<\/p>\n<\/p>\n<p>Delegate is different. You connect your apps (Gmail, Calendar, Slack, Notion, Granola, etc.) and hand it tasks or a messy braindump, and move on.<\/p>\n<\/p>\n<p>Your Delegate takes it from there \u2014 orchestrating across apps, navigating websites, drafting replies, messaging people, researching the web, filling forms, creating slide decks and live dashboards \u2014 and more.<\/p>\n<\/p>\n<p>It’s proactive. It schedules itself forward, checking back on threads, waiting on replies, picking things back up. Without you having to think about it again.<\/p>\n<\/p>\n<p>It’s great with ambiguity too. You can hand it things where you don’t quite know the plan yet, and it’ll figure stuff out as it goes. If it hits a wall, it comes back with what it tried, what it thinks the issue is, and what it needs from you.<\/p>\n<\/p>\n<p>Building and using this, I’ve had to re-learn how I work with agents. Delegation asks for a different kind of giving up control. Not the back-and-forth you’re used to with LLMs, where you’re steering every turn. You hand something off and let it run.<\/p>\n<\/p>\n<p>It takes some getting used to. But once it clicks, it’s hard to go back. I’ve caught myself reaching for it for things I’d normally just grind through \u2014 chasing down a vendor, digging up context before a meeting, coordinating a handful of small threads that each need a nudge.<\/p>\n<\/p>\n<p>We’ve been heads down on this for the past several weeks. A ton of love and sweat went in \u2014 really proud of what the team’s put together.<\/p>\n<\/p>\n<p>Give it a shot and let us know what you think! Reply here with how you’re using it, what’s working, what’s not.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 have lost so many threads or eat up credits so the system can refresh from the files. Love the memory aspect. Definately needed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So you are using computer use here – How are you taking care of the latency – does small language models help?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/A3RJ6XBXSMWGAR\" class=\"app-title\">Emotional intelligence AI for live calls<\/a><\/p>\n<div class=\"one-liner\">Emotional intelligence AI for live sales calls<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Amotions AI\u662f\u4e00\u6b3e\u5728\u5b9e\u65f6\u9500\u552e\u901a\u8bdd\u4e2d\u63d0\u4f9b\u60c5\u7eea\u667a\u80fd\u5206\u6790\u548c\u5373\u65f6\u5f15\u5bfc\u7684AI\u52a9\u624b\uff0c\u5e2e\u52a9\u9500\u552e\u4eba\u5458\u63d0\u5347\u6210\u4ea4\u7387\u5e76\u7f29\u77ed\u65b0\u4eba\u4e0a\u624b\u65f6\u95f4\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\/0a35395a-20f2-4437-94fe-32172e2421a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7966a7c0-0dd3-4c90-a1c5-945afbf6425d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4211c976-431c-4477-ba8a-63bbb000fd41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b40f3ee3-3567-44df-b7b2-65965c371b80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fe3e3ed-ff5b-4006-99ef-8c89cc9e8bad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14489276-d860-4255-9580-8ff3cbce739d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a62a57e8-6983-447f-8723-995bc304244b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b6cb95b-ea9c-452a-a8c7-51ec7bf0625e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea4ea672-ff8f-4158-a7f5-939991f7251e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a66770c-8902-4fe7-b8ec-e7a5e3a3e5a2.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\/a1fd7ce4-6304-4414-b731-95f6fa5dc811.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=DE99hZr8nZ0&t=11s\"><source src=\"https:\/\/www.youtube.com\/watch?v=DE99hZr8nZ0&t=11s\" 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\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u60c5\u7eea\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9500\u552e\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u901a\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u89d2\u8272\u626e\u6f14<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u5f02\u8bae\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u65b0\u4eba\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u6210\u4ea4\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5f3a\u8c03\u4ea7\u54c1\u5728\u5b9e\u65f6\u5f15\u5bfc\u3001\u901a\u8bdd\u540e\u53cd\u9988\u53ca\u60c5\u7eea\u667a\u80fd\u8bc4\u5206\u4e0a\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u7a81\u7834\u4e86\u4f20\u7edf\u4e8b\u540e\u7684\u5206\u6790\u6a21\u5f0f\u3002\u6838\u5fc3\u9700\u6c42\u96c6\u4e2d\u5728\u63d0\u5347\u6210\u4ea4\u7387\u548c\u5feb\u901f\u57f9\u8bad\u65b0\u4eba\u4e0a\uff0c\u4f46\u8bc4\u8bba\u4e2d\u672a\u89c1\u660e\u663e\u7684\u95ee\u9898\u6216\u8d1f\u9762\u53cd\u9988\uff0c\u591a\u4e3a\u4ea7\u54c1\u7406\u5ff5\u7684\u81ea\u8ff0\u548c\u8bd5\u7528\u9080\u8bf7\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 Amotions AI\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u591a\u6570\u9500\u552e\u5de5\u5177\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u60c5\u7eea\u662fB2B\u4ea4\u6613\u4e2d\u9690\u542b\u7684\u51b3\u7b56\u9a71\u52a8\u529b\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66f4\u591a\u6570\u636e\u201d\uff0c\u800c\u5728\u4e8e\u628a\u60c5\u5546\u8fd9\u4e2a\u8f6f\u6280\u80fd\u4ea7\u54c1\u5316\u4e3a\u5b9e\u65f6\u7684\u3001\u53ef\u6267\u884c\u7684\u6307\u4ee4\u3002\u76f8\u6bd4\u90a3\u4e9b\u53ea\u505a\u901a\u8bdd\u5f55\u97f3\u5206\u6790\u7684SaaS\u5de5\u5177\uff0cAmotions\u5728\u201c\u53ca\u65f6\u6027\u201d\u4e0a\u5f62\u6210\u4e86\u964d\u7ef4\u6253\u51fb\u2014\u2014\u5728\u5bf9\u8bdd\u6ed1\u5411\u8d1f\u9762\u60c5\u7eea\u7684\u4e34\u754c\u70b9\u7ed9\u51fa\u8bdd\u672f\u5efa\u8bae\uff0c\u8fdc\u6bd4\u4e8b\u540e\u590d\u76d8\u6709\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u771f\u6b63\u8003\u9a8c\u4ea7\u54c1\u529b\u7684\u4e0d\u662fdemo\u4e2d\u7684\u7406\u60f3\u573a\u666f\uff0c\u800c\u662f\u73b0\u5b9e\u4e2d\u7684\u4fe1\u566a\u6bd4\u3002AI\u80fd\u5426\u5728\u5608\u6742\u7684\u9500\u552e\u901a\u8bdd\u4e2d\u7cbe\u51c6\u6355\u6349\u5fae\u5999\u7684\u60c5\u7eea\u6ce2\u52a8\uff1f\u7ed9\u51fa\u7684\u5efa\u8bae\u4f1a\u4e0d\u4f1a\u8fc7\u4e8e\u6a21\u677f\u5316\uff0c\u53cd\u800c\u6253\u65ad\u9ad8\u6c34\u5e73\u8001\u624b\u7684\u81ea\u7136\u8282\u594f\uff1f\u76ee\u524d78\u7968\u7684\u793e\u533a\u70ed\u5ea6\u548c\u7559\u8a00\u6e05\u4e00\u8272\u7684\u56e2\u961f\u81ea\u8ff0\uff0c\u66b4\u9732\u51fa\u4ea7\u54c1\u53ef\u80fd\u4ecd\u5904\u4e8e\u79cd\u5b50\u7528\u6237\u6253\u78e8\u671f\uff0c\u7f3a\u4e4f\u7b2c\u4e09\u65b9\u72ec\u7acb\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u82e5\u53ea\u5c40\u9650\u5728\u9500\u552e\u573a\u666f\uff0c\u5929\u82b1\u677f\u6709\u9650\u3002\u4f46\u82e5\u80fd\u6c89\u6dc0\u51fa\u901a\u7528\u7684\u201c\u60c5\u7eea\u5bf9\u8bdd\u5f15\u64ce\u201d\u5d4c\u5165\u5230\u5ba2\u670d\u3001\u533b\u7597\u3001\u6559\u80b2\u7b49\u9ad8\u9891\u6c9f\u901a\u9886\u57df\uff0c\u5219\u5177\u5907\u6210\u4e3a\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u529b\u3002\u6b64\u5916\uff0c\u5b9e\u65f6\u5e72\u9884\u5e26\u6765\u7684\u4f26\u7406\u95ee\u9898\u2014\u2014\u6bd4\u5982\u5f15\u5bfc\u8bdd\u672f\u662f\u5426\u6d89\u5acc\u64cd\u7eb5\u2014\u2014\u4e5f\u9700\u8981\u63d0\u524d\u5efa\u7acb\u8fb9\u754c\u3002\u603b\u4e4b\uff0c\u65b9\u5411\u806a\u660e\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u201c\u60c5\u7eea\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u201d\u5c1a\u9700\u5e02\u573a\u6b8b\u9177\u6454\u6253\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\">Emotional intelligence AI for live calls<\/span>\n <\/div>\n<div class=\"comment-content\">Amotions AI builds emotionally intelligent AI agents that provide live in-call and post-call guidance, and pre-call prep and roleplay to boost win rates and cut ramp time, starting with sales and expanding to other use cases. We are building the emotional intelligence infrastructure that turns every conversation into a success. Provides real-time coaching during live conversations, reinforcement of your sales process, objection handling and discovery guidance, show technical answers live.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Try Amotions AI’s live in call guidance and also get transcripts and post-call feedback and score on your emotional intelligence and how to improve so you can turn every conversation into a success!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><strong>Why we built Amotions AI<\/strong><\/p>\n<p>Sales conversations are emotional before they\u2019re rational\u2014but most tools ignore that. Reps are left guessing how a prospect feels, why a deal stalls, or what to say next in high-stakes moments. We built Amotions AI to bring real-time emotional intelligence into every interaction, so reps can read the room, respond with precision, and build genuine trust – not just follow scripts.<\/p>\n<p><strong>What makes Amotions AI different<\/strong><\/p>\n<p>Most sales tools analyze what was said after the call. Amotions AI works <em>during<\/em> the conversation. It detects emotional signals live, surfaces what\u2019s really going on beneath the words, and suggests tailored questions or responses in the moment. On top of that, our AI roleplay simulates realistic, emotionally nuanced buyers – so reps don\u2019t just practice objections, they learn how to navigate human reactions.<\/p>\n<p><strong>Who it\u2019s for<\/strong><\/p>\n<p>Amotions AI is built for sales teams and customer-facing teams where conversations make or break outcomes -especially:<\/p>\n<ul>\n<li>\n<p>Sales reps and customer-facing teams who want to improve close rates and handle objections more effectively<\/p>\n<\/li>\n<li>\n<p>Sales leaders who want scalable, data-driven coaching<\/p>\n<\/li>\n<li>\n<p>Organizations where trust, nuance, and relationship-building directly impact revenue<\/p>\n<\/li>\n<li>\n<p>Anyone who wants to improve conversations and interactions<\/p>\n<\/li>\n<\/ul>\n<p>If you believe the future of sales isn\u2019t just smarter automation – but more emotionally intelligent interactions\u2014we\u2019d love your 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Try it for free or contact us to tailor it for you and your team! <a href=\"https:\/\/www.amotions.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Amotions AI<\/a> increases sales effectiveness with an emotionally intelligent teammate embedded in calls. It delivers live AI guidance, answers technical questions, guides objection handling, and provides pre-call prep, roleplay and multi-call analysis. Starting with sales, customer success, and other customer-facing roles, Amotions AI makes reps more effective, boost win rates and cut ramp time.<a href=\"https:\/\/www.amotions.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/www.amotions.ai<\/a><\/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>You can check more of our demos here: <a href=\"https:\/\/www.youtube.com\/watch?v=pibslLurpu0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=pibslLurpu0<\/a><\/p>\n<\/p>\n<p><a href=\"https:\/\/www.amotions.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Amotions AI<\/a> increases sales effectiveness with an emotionally intelligent teammate embedded in calls. It delivers live AI guidance, answers technical questions, guides objection handling, and provides pre-call prep, roleplay and multi-call analysis. Starting with sales, customer success, and other customer-facing roles, Amotions AI makes reps more effective, boost win rates and cut ramp time.<a href=\"https:\/\/www.amotions.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/www.amotions.ai<\/a><\/p>\n<\/p>\n<p>Try it for free or contact us to tailor it for you and your team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/EZHZHD5RSPEFH2\" class=\"app-title\">boots.list<\/a><\/p>\n<div class=\"one-liner\">From Rekordbox collection to set-ready playlist<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">76<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>boots.list\u662f\u4e00\u6b3e\u9762\u5411Rekordbox\u7528\u6237DJ\u7684\u667a\u80fd\u6392\u6b4c\u52a9\u624b\uff0c\u901a\u8fc7\u89e3\u6790Rekordbox\u5bfc\u51fa\u7684XML\u6587\u4ef6\uff0c\u81ea\u52a8\u6309\u80fd\u91cf\u66f2\u7ebf\uff08Intro-Build-Peak-Resolve\uff09\u6392\u5e8f\u66f2\u76ee\uff0c\u5e76\u652f\u6301\u6309\u98ce\u683c\u3001\u65f6\u957f\u548cBPM\u8303\u56f4\u7b5b\u9009\uff0c\u89e3\u51b3DJ\u624b\u52a8\u6392\u6b4c\u8017\u65f6\u3001\u80fd\u91cf\u8d70\u5411\u6df7\u4e71\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\/ce0358f9-4ae5-495f-abf7-5321a5c9e07d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44de0911-e5f0-460e-a085-dcfa1ee044b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29de9d8c-d12e-4ec4-ad0b-06e82dba2573.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8502d16-4b9c-47b6-ba3d-b9c51031060a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf97a4e5-5f38-4c5a-9b43-895a6df28637.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3af8466c-088f-4567-b4e5-fc36976d9cf9.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\/84278076-7399-4999-b9aa-44361f63e0c1.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/4e91bcc467954b5f96623521b6970fe0\"><source src=\"https:\/\/www.loom.com\/share\/4e91bcc467954b5f96623521b6970fe0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Music<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">DJ\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">Rekordbox<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6b4c\u5355<\/span><br \/>\n <span class=\"tag\">BPM\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u80fd\u91cf\u66f2\u7ebf<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5206\u6790<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005Fraser\u5206\u4eab\u4e86\u4ece\u81ea\u8eab\u75db\u70b9\u51fa\u53d1\u7684\u521b\u4f5c\u80cc\u666f\uff0c\u5f3a\u8c03\u8be5\u5de5\u5177\u4e0d\u66ff\u4ee3\u4e2a\u4eba\u53e3\u5473\uff0c\u53ea\u89e3\u51b3\u7ed3\u6784\u6392\u5e8f\u7684\u7e41\u7410\u95ee\u9898\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u8bd5\u540e\u53cd\u9988\u3002\u9996\u6761\u8bc4\u8bba\u70b9\u8d5e\u79f0\u201c\u89e3\u51b3\u81ea\u5df1\u9047\u5230\u7684\u95ee\u9898\u7684\u5de5\u5177\u5f80\u5f80\u6700\u597d\u7528\u201d\uff0c\u6682\u65e0\u7528\u6237\u95ee\u9898\u6216\u5efa\u8bae\u63d0\u53ca\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 boots.list\u7cbe\u51c6\u5207\u5165\u4e86\u4e13\u4e1aDJ\u5de5\u4f5c\u6d41\u4e2d\u4e00\u4e2a\u201c\u9ad8\u75db\u5ea6\u3001\u4f4e\u9891\u6b21\u4f46\u6781\u5176\u5173\u952e\u201d\u7684\u73af\u8282\u2014\u2014\u4ece\u66f2\u5e93\u5230\u6f14\u51fa\u6b4c\u5355\u7684\u8fc7\u6e21\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u505a\u5168\u80fd\u578bDAW\u6216\u6d41\u5a92\u4f53\u97f3\u4e50\u63a8\u8350\uff0c\u800c\u662f\u50cf\u4e00\u4e2a\u201c\u6392\u6b4c\u7b97\u6cd5\u63d2\u4ef6\u201d\u624e\u6839\u4e8eRekordbox\u751f\u6001\uff0c\u8fd9\u6070\u6070\u662f\u5b83\u7684\u806a\u660e\u4e4b\u5904\uff1a\u4e0d\u6311\u6218\u73b0\u6709\u4e0b\u8f7d\u3001\u5206\u6790\u3001\u6807\u8bb0\u4e60\u60ef\uff0c\u53ea\u6458\u53d6\u5176\u4e2d\u6700\u96be\u81ea\u52a8\u5316\u7684\u90e8\u5206\uff08\u80fd\u91cf\u611f\u77e5\u6392\u5e8f\uff09\u8fdb\u884c\u5c40\u90e8\u4f18\u5316\u3002\u672c\u5730\u626b\u63cfBPM\/\u8c03\u6027\u4e14\u65e0\u4e91\u7aef\u6536\u96c6\u7684\u610f\u8bc6\uff0c\u4e5f\u6697\u5408\u4e86DJ\u7fa4\u4f53\u5bf9\u5ef6\u8fdf\u548c\u9690\u79c1\u7684\u56fa\u6709\u8b66\u60d5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201c\u65e0\u6405\u5c40\u4e0d\u7a81\u7834\u201d\uff1a\u5b83\u5bf9\u66f2\u76ee\u80fd\u91cf\u5f27\u7684\u5224\u65ad\u5b8c\u5168\u4f9d\u8d56BPM\u3001\u6027\u522b\u6807\u7b7e\u548c\u97f3\u9891\u5206\u6790\uff0c\u5374\u96be\u4ee5\u6355\u6349\u6df7\u97f3\u5207\u9762\u7684\u5fae\u5999\u60c5\u7eea\u8f6c\u6298\u2014\u2014\u6bd4\u5982\u4e00\u6bb5\u6c1b\u56f4Breakdown\u540e\u7a81\u7136\u63d2\u5165\u7684Acapella\u6bb5\u843d\uff0c\u8fd9\u79cd\u201c\u4eba\u4e3a\u76f4\u89c9\u201d\u76ee\u524d\u4ecd\u662f\u7b97\u6cd5\u76f2\u533a\u3002\u540c\u65f6\uff0c\u5982\u679c\u7528\u6237\u98ce\u683c\u8de8\u5ea6\u6781\u5927\uff08\u5982\u4ece90bpm\u7684Dub\u5230140bpm\u7684Drum & Bass\uff09\uff0c\u66f2\u5e93\u5bc6\u5ea6\u548c\u6807\u7b7e\u51c6\u786e\u6027\u5c31\u6210\u4e86\u74f6\u9888\uff0c\u6781\u7aef\u573a\u666f\u4e0b\u6392\u5e8f\u53ef\u80fd\u4ecd\u9700\u8981\u5927\u91cf\u624b\u52a8\u4fee\u6b63\u3002\u5728Beatport\u6216Serato\u5c1a\u672a\u63d0\u4f9b\u540c\u7b49\u539f\u751f\u529f\u80fd\u7684\u5f53\u4e0b\uff0cboots.list\u6709\u4e86\u4e00\u4e2a\u4e0d\u9519\u7684\u8d77\u6b65\u7a97\u53e3\uff0c\u4f46\u82e5\u60f3\u5360\u9886\u66f4\u591a\u7528\u6237\u5fc3\u667a\uff0c\u4e0b\u4e00\u6b65\u9700\u8981\u5f15\u5165\u7528\u6237\u4eba\u5de5\u6807\u8bb0\u7684\u201c\u60c5\u7eea\u6743\u91cd\u201d\u8c03\u6574\u5165\u53e3\uff0c\u751a\u81f3\u5f00\u653e\u81ea\u5b9a\u4e49\u80fd\u91cf\u66f2\u7ebf\u6a21\u677f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u59cb\u7ec8\u88ab\u5b9a\u4f4d\u4e8e\u201c\u534a\u81ea\u52a8\u521d\u7b5b\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u89e3\u653e\u521b\u9020\u529b\u7684\u6392\u6b4c\u4f19\u4f34\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\">boots.list<\/span>\n <\/div>\n<div class=\"comment-content\">Planning a DJ set in Rekordbox means hours of manually sorting tracks into an order that actually flows. boots.list fixes that. boots.list turns your Rekordbox XML export into a set-ready playlist. Filter by genre, dial in duration + BPM range, and get tracks ordered along a natural energy arc \u2014 intro, build, peak, resolve. Plus there’s a built-in scanner that fills in missing BPM or Camelot key data by analysing audio locally on your Mac. No cloud. No telemetry. Cue points and loops intact.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b I’m Fraser, the developer behind boots.list.<\/p>\n<p>I built this because I kept running into the same problem before every gig \u2014 I’d have hundreds of tracks tagged and analysed in Rekordbox, but turning that into a set that actually flows still meant hours of manual sorting. BPM climbs in the wrong direction, the energy peaks too early, keys clash halfway through. It’s tedious in a way that takes the fun out of prep entirely.<\/p>\n<p>I wanted something that could take the ordering logic off my plate \u2014 not replace my taste, just handle the structure so I could focus on the feel. boots.list is that tool.<\/p>\n<p>It’s been through a lot of real-world testing across different genres and set lengths, and it’s saved me a meaningful amount of time every time I sit down to prep. I hope it does the same for you.<\/p>\n<p>Happy to answer any questions about how it works, how the energy arc algorithm makes its decisions, or anything else. And if you’re a Rekordbox DJ \u2014 I’d genuinely love to hear what you think after you try it.<\/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\/@boots_101010\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boots_101010<\/a> I really like that you built something that solves a problem you personally ran into. That always makes the best 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<\/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 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