Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-05<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-05<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OK5L44UWHUZNV7\" class=\"app-title\">Supaboard<\/a><\/p>\n<div class=\"one-liner\">Ask in plain English. Get accurate answers from your data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">473<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Supaboard\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5546\u4e1a\u667a\u80fd\u5e73\u53f0\uff0c\u5141\u8bb8\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u4ece\u8fde\u63a5\u7684600\u591a\u4e2a\u6570\u636e\u6e90\u4e2d\u83b7\u53d6\u51c6\u786e\u3001\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u4eba\u5458\u83b7\u53d6\u6570\u636e\u6d1e\u5bdf\u95e8\u69db\u9ad8\u3001\u901f\u5ea6\u6162\u4e14\u7f3a\u4e4f\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7406\u89e3\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0fd7d97-edc6-4371-853b-fddb8f748f1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89311167-c2f2-453b-912f-3c39076bdbcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30abaf18-2778-4f44-b0e4-a48e7ff2f25a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/984cc52e-df67-4fd4-8fb0-fd6a27d2d728.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c1a8b01-6e4e-4620-b4e5-21c6d179fa8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b69c725-1b32-478c-8047-c94d98c17ea5.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\/613d7993-c365-4d54-8551-a1609cdf9473.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WcGCfdlR2fg\"><source src=\"https:\/\/youtu.be\/WcGCfdlR2fg\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u805a\u5408\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4eea\u8868\u677f<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u7528\u81ea\u7136\u82f1\u8bed\u63d0\u95ee\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u53ca\u8fde\u63a5\u591a\u6570\u636e\u6e90\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5177\u4f53\u96c6\u6210\u5e73\u53f0\u3001\u6570\u636e\u5b89\u5168\u63aa\u65bd\u3001\u4e0e\u901a\u7528AI\u5de5\u5177\u5dee\u5f02\u3001\u662f\u5426\u63d0\u4f9b\u9884\u8bbe\u6a21\u677f\u4ee5\u53caSlack\u901a\u77e5\u7b49\u534f\u4f5c\u529f\u80fd\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u4f53\u73b0\u4e86\u5bf9\u5b89\u5168\u6027\u4e0e\u5b9e\u7528\u6027\u7684\u5173\u6ce8\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Supaboard 2.0\u5ba3\u79f0\u7684\u201cAgentic, AI-native BI\u201d\u8bd5\u56fe\u5728\u62e5\u6324\u7684AI\u6570\u636e\u67e5\u8be2\u8d5b\u9053\u5212\u51fa\u65b0\u8fb9\u754c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u201d\u8fd9\u4e00\u5df2\u4e0d\u65b0\u9c9c\u7684\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u4e24\u70b9\u6838\u5fc3\u4e3b\u5f20\uff1a\u4e00\u662f\u901a\u8fc7\u201c\u5b9a\u5236\u667a\u80fd\u4f53\u201d\u704c\u8f93\u4e1a\u52a1\u903b\u8f91\uff0c\u8ffd\u6c42\u201c100%\u51c6\u786e\u201d\u800c\u4e0d\u4ec5\u662f\u201c\u5feb\u901f\u56de\u7b54\u201d\uff0c\u8fd9\u76f4\u51fb\u5f53\u524dAI\u6570\u636e\u5206\u6790\u5de5\u5177\u201c\u80e1\u8a00\u4e71\u8bed\u201d\u548c\u8131\u79bb\u4e1a\u52a1\u80cc\u666f\u7684\u6838\u5fc3\u75db\u70b9\uff1b\u4e8c\u662f\u6784\u5efa\u201c\u96f6\u6570\u636e\u5b58\u50a8\u201d\u7684\u5b9e\u65f6\u67e5\u8be2\u67b6\u6784\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u5b89\u5168\u5408\u89c4\u7684\u67e5\u8be2\u5c42\u800c\u975e\u6570\u636e\u4ed3\u5e93\uff0c\u4ee5\u7f13\u89e3\u4f01\u4e1a\u6700\u654f\u611f\u7684\u6570\u636e\u6cc4\u9732\u5fe7\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e1a\u52a1\u903b\u8f91\u201d\u7684\u704c\u8f93\u9ad8\u5ea6\u4f9d\u8d56\u5ba2\u6237\u81ea\u8eab\u7684\u6e05\u6670\u5b9a\u4e49\u4e0e\u914d\u7f6e\uff0c\u8fd9\u8fc7\u7a0b\u53ef\u80fd\u91cd\u65b0\u5f15\u5165\u5b83\u8bd5\u56fe\u6d88\u9664\u7684\u590d\u6742\u6027\u548c\u5b9e\u65bd\u5468\u671f\u3002\u5176\u6b21\uff0c\u8fde\u63a5600+\u6570\u636e\u6e90\u867d\u5e7f\uff0c\u4f46\u6570\u636e\u53e3\u5f84\u7edf\u4e00\u3001\u8bed\u4e49\u5c42\u6784\u5efa\u7b49\u810f\u6d3b\u7d2f\u6d3b\u662f\u5426\u771f\u80fd\u201c\u96f6\u914d\u7f6e\u201d\u89e3\u51b3\uff0c\u4ecd\u9700\u5927\u89c4\u6a21\u4f01\u4e1a\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9884\u5236\u6a21\u677f\u548c\u57f9\u8bad\u6d41\u7a0b\u7684\u63d0\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u597d\u7528\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSupaboard\u662f\u4e00\u573a\u8d4c\u6ce8\uff1a\u8d4c\u4f01\u4e1a\u613f\u610f\u4e3a\u201c\u51c6\u786e\u4e14\u5b89\u5168\u201d\u7684AI\u6d1e\u5bdf\u652f\u4ed8\u6ea2\u4ef7\uff0c\u5e76\u76f8\u4fe1\u5176\u667a\u80fd\u4f53\u80fd\u771f\u6b63\u7406\u89e3\u4e1a\u52a1\u8bed\u5883\u3002\u5b83\u4e0d\u518d\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3aChatGPT for Data\u7684\u73a9\u5177\uff0c\u800c\u662f\u7784\u51c6\u4e86\u4e25\u8083\u7684\u5546\u4e1a\u51b3\u7b56\u573a\u666f\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u667a\u80fd\u4f53\u5728\u590d\u6742\u3001\u6a21\u7cca\u4e1a\u52a1\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u63a8\u7406\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u6613\u7528\u6027\u4e0e\u63a7\u5236\u529b\u4e4b\u95f4\u627e\u5230\u5b8c\u7f8e\u5e73\u8861\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u4e13\u4e1a\u56e2\u961f\u7ef4\u62a4\u7684\u201c\u667a\u80fd\u201dBI\u524d\u7aef\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\">Supaboard<\/span>\n <\/div>\n<div class=\"comment-content\">Ask questions in plain English. Get accurate, actionable answers from all your business data, no SQL, no waiting. Supaboard connects to 600+ data sources and gives your team the power to analyze, decide, and act instantly. Our built-in agents apply your business logic, so the answers you get are not just smart, but right. Fully governed. No data leaks. No technical skills required. Business intelligence, finally for everyone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! We\u2019re the team behind <a href=\"https:\/\/supaboard.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Supaboard<\/strong><\/a><\/p>\n<\/p>\n<p>Over the last year, we spoke to hundreds of data teams and business operators. The same problems kept coming up:<\/p>\n<ul>\n<li>\n<p>Data scattered across tools<\/p>\n<\/li>\n<li>\n<p>Weeks of waiting for insights<\/p>\n<\/li>\n<li>\n<p>AI tools that give answers without understanding the business<\/p>\n<\/li>\n<\/ul>\n<p>So we rebuilt Supaboard from the ground up.<\/p>\n<\/p>\n<p><strong>Supaboard 2.0<\/strong> is an <strong>agentic, AI-native Business Intelligence tool<\/strong> where anyone can ask questions in plain English and get <strong>accurate, actionable answers<\/strong> from their data.<\/p>\n<p>It connects to 600+ sources and uses custom agents that follow your business logic, so the insights aren\u2019t just fast, they\u2019re right.<\/p>\n<\/p>\n<p>As a thank-you to the PH community, we\u2019re offering an<strong> additional 30 days on top of our 14-day trial<\/strong> for all new signups in the next 24 hours<\/p>\n<\/p>\n<p>We\u2019d love your feedback:<\/p>\n<p><strong>What\u2019s the hardest part about getting answers from your data today?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> congrats on the launch. Do you have pre-made templates\/prompts for different use cases? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rishika_sharma9 congrats on this! Love looking through stuff I already have and figuring it out<\/div>\n<div class=\"comment-actions\">\n<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\/@rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> Love the focus on business context \u2014 how do teams usually get started training their first agent?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to 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>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\/@manjunath_m1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manjunath_m1<\/a> Do check out the product and would love to hear your thoughts & feedback on the same. <\/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>Sounds amazing. Context is the most important factor. Can you share what platforms do you connect with?<\/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\/@roypovar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roypovar<\/a> We connect to 700+ connectors(powered by Fivetran), here’s the list: <a href=\"https:\/\/supaboard.ai\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/supaboard.ai\/integrations<\/a><\/p>\n<p>Let me know if you need any help exploring the product.<\/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\">This looks great, as a PM getting data from different sources is tough<\/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\/@superaibek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@superaibek<\/a> Omg, I can\u2019t relate more. We\u2019ve heard this a lot from our users, and we\u2019ve faced it ourselves, too.<\/p>\n<\/p>\n<p>That\u2019s exactly the problem Supaboard is trying to solve: connecting different sources (DBs, spreadsheets, product\/marketing tools) into a single source of truth, so anyone can chat with their data in plain English<\/p>\n<\/p>\n<p>I\u2019m also curious – what\u2019s the messiest combo you\u2019re dealing with right now (e.g., spreadsheets + SQL + amplitude\/mixpanel\/CRM)?<\/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\">this was missing from my current AI stack \ud83d\udd25<\/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\/@ranjanrishikesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjanrishikesh<\/a>, glad we could fill that gap in your AI stack! We built this product to make <strong>data-backed decisions<\/strong> accessible to everyone through plain English<\/p>\n<\/p>\n<p>We\u2019d love to hear which feature stands out most to you and how you\u2019re planning to use it to level up your data decisions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjanrishikesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjanrishikesh<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really solid product. Have used it extensively for my own business analytics decisions and really on-point insights. <\/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\/@rohan_singhvi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohan_singhvi1<\/a> Always great to hear such words. To help us continue to evolve, could you share which feature you find most valuable and one area where we could improve?<\/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>sounds great! Do we have to integrate it into our tool? Or how does it work? <\/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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Loved your question. Here\u2019s how it works in Supaboard:<\/p>\n<ol>\n<li>\n<p>Connect your data sources \u2192 everything stays in one place as a <strong>single source of truth<\/strong><\/p>\n<\/li>\n<li>\n<p>Use our default Agent or train a custom Agent with your business logic<\/p>\n<\/li>\n<li>\n<p>Ask questions in plain English \u2192 Supaboard answers and can generate <strong>widgets<\/strong> for your dashboard from the same chat<\/p>\n<\/li>\n<li>\n<p>You can also embed those widgets directly into your tool, and they\u2019ll stay updated as your data changes<\/p>\n<\/li>\n<\/ol>\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>What about data and safety? How do you operate with information and its storage? <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> , thanks for asking. Here are a few things we do to make sure your data is safe.<\/p>\n<ul>\n<li>\n<p><strong>SOC 2 & HIPAA compliant<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Zero data storage<\/strong>: We analyze your schema (e.g., table headers) to build context and mapping, then query your DBs\/DWs in real-time<\/p>\n<\/li>\n<li>\n<p><strong>Read-only access only<\/strong>: You’re in full control disconnect anytime<\/p>\n<\/li>\n<li>\n<p><strong>Metadata storage<\/strong>: Schema can be stored in USA, Germany (EU), or India (Asia); delete anytime<\/p>\n<\/li>\n<li>\n<p><strong>Encrypted credentials<\/strong>: DB credentials & SSH keys use AES-256 encryption<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>The integrations list is solid. \u0410re there any plans for Slack notifications? It would be huge to get real-time alerts in team channels when a key metric drops.<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Yes! Just open the Agent page and click “Connect to Slack” to link your agent to a Slack channel. Then, query your data right from Slack and get instant answers, charts, or tables delivered directly in chat.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/449470fa-370f-4a52-bb50-08e2336a2a69.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\">Wow! Sounds solid<br \/>\nCould you tell me what’s the difference between supaboard and creating such ai knowledge base in manus ai or chat gpt for example?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> thanks for asking.<\/p>\n<p><strong>We deliver what ChatGPT and Manus can’t: guaranteed accuracy from your actual data sources.<\/strong><\/p>\n<p>We’ve proven this at scale with enterprise customers querying 150M+ row tables delivering precise answers in under a minute by intelligently navigating massive datasets.<\/p>\n<p><strong>Zero-configuration intelligence.<\/strong> Our infrastructure automatically extracts knowledge from your database or data warehouse connections. No manual schema mapping, no documentation uploads just connect and start querying. Fine-tuning tools are available when you need them, but most customers don’t.<\/p>\n<p><strong>Beyond Q&A, a complete BI platform:<\/strong><\/p>\n<ul>\n<li>\n<p>Real-time dashboards with dynamic filtering and deep customization<\/p>\n<\/li>\n<li>\n<p>Scheduled reports (daily, weekly, monthly, quarterly) delivered directly to your inbox<\/p>\n<\/li>\n<li>\n<p>All the capabilities of enterprise BI tools with automation that eliminates the busywork<\/p>\n<\/li>\n<\/ul>\n<p>BTW I have been using Snippets AI from sometime, love your product. Would love to collab if possible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! What have been some exciting customer insights baked into this new launch?<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <br \/>Hi KP, thanks for the comment! <\/p>\n<\/p>\n<p>We’ve learned a lot from our last launch, and the biggest takeaway from the community was this: <\/p>\n<ul>\n<li>\n<p>In the data business, you’re either right every time or you don’t have a product. <\/p>\n<\/li>\n<li>\n<p>That’s become the core of our product philosophy, and you can actually achieve 100% accuracy by tuning the agent. <\/p>\n<\/li>\n<li>\n<p>We’ve also built features that help users share what they build on Supaboard with their teams, including a Slack bot for faster answers where people actually work. <\/p>\n<\/li>\n<\/ul>\n<p>Beyond that, we’ve matured significantly as a product <a href=\"https:\/\/www.producthunt.com\/products\/posthog\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"posthog\" target=\"_blank\" rel=\"noopener\">@PostHog<\/a> has been a game changer for us with accurate user data. <\/p>\n<\/p>\n<p>On a personal note, thanks for always being there for us and helping us out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Loved the experience. <\/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\/@kalpesh_bhalekar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalpesh_bhalekar1<\/a> Thank you for your kind words. It means a lot to our whole team. Do let us know which feature you loved the most, and how we can improve from here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is called gold mate!<\/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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you for your kind words. We\u2019d love to hear what your favorite feature is, and any suggestions you have on how we can improve.<\/p>\n<\/p>\n<p>Quick tip (in case it\u2019s useful): You can create widgets by simply writing prompts. Use embed to share dashboards with your team, so they stay updated in real time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on ‘context’ rather than just raw data queries! The idea of having specialised AI agents that actually understand business logic is a huge time-saver. Congrats on the launch!<\/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\/@mssulthan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mssulthan<\/a> Thank you so much for the kind words. Yes, we really focused on accuracy in this latest version. You can now create agents that you can train on your domain by feeding them your business logic, and that\u2019s been a game-changer for delivering more accurate insights.<\/p>\n<\/p>\n<p>If you get a chance to try the product, I\u2019d love to hear your feedback.<\/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>Congrats on the launch! Supaboard\u2019s agentic BI and 600+ data sources look game-changing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Loved your comment, thank you for the good wishes. And yes, you\u2019re absolutely right: Agents help businesses get accurate insights, and with Supaboard, you can connect your stack from 600+ data sources to build a single source of truth.<\/p>\n<\/p>\n<p>We\u2019d love to hear your feedback on the product. What do you think we should improve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How do you address hallucinations and protect users from plausible but incorrect data? Do you use guardrails?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@maxim_krivobok\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_krivobok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_krivobok<\/a> , thanks for the comment!<\/p>\n<p>Our Agents are fully customizable with:<\/p>\n<ul>\n<li>\n<p><strong>Knowledge<\/strong>: upload your PDFs, docs & company data<\/p>\n<\/li>\n<li>\n<p><strong>Rulesets<\/strong>: enforce business rules & guidelines on every reply<\/p>\n<\/li>\n<li>\n<p><strong>Evals<\/strong>: auto-score answers & only show high-quality ones<\/p>\n<\/li>\n<\/ul>\n<p>Quick to set up and very effective for on-brand, reliable responses.<\/p>\n<p>Would love if you give it a try and share your thoughts! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>600+ connectors is table stakes now. Custom agents that encode business logic before generating answers… that’s the part most NL-to-SQL tools skip entirely. They give you fast, confident, wrong results because there’s no governance layer. Supaboard baking that in by default is the right call.<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a>, this is exactly what we realized when we launched last time. That’s why we rebuilt the product with one target to make really accurate answers possible.<\/p>\n<p>Our guardrails are baked into the core agents so when you set up a rule or a eval our answers will have to pass them in order to be a valid response. <\/p>\n<p>That being said I love to hear your feedback on how this works for you and if there is anything we can do to make Supaboard more valuable for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Big day for the team, this feels like a thoughtful evolution of BI \ud83e\udd73<\/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\/@inderpreet_singh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inderpreet_singh1<\/a> Indeed, it is. With progress happening in every other category, it\u2019s high time business intelligence gets the development it has long deserved. <\/p>\n<\/p>\n<p>We\u2019ll keep working day and night to make that happen \ud83d\udcaa<\/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 compelling. BI usually breaks down at the context layer, not the data layer. A trusted business logic layer that agents can reason over could finally make self-serve analytics actually reliable. Curious how Supaboard handles metric governance as teams scale.<\/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>Thrilled to see how Supaboard could handle all those diff data from various sources for AI uses… how does it manage the meta data layer then? <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> , thanks for your comment.<\/p>\n<p>We have built our infra that picks up accurate database context and instructs the AI how to construct the SQL or Python code to get error free and correct data answer.<\/p>\n<p>Would love to hear your feedback, do try Supaboard and let me know if it works for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats team! What do you mean by no waiting? What time is needed still to provide a result?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>@kate_ramakaieva<\/strong><\/a>,<\/p>\n<p>Supaboard offers two modes to fit your needs:<\/p>\n<ul>\n<li>\n<p><strong>Concise Mode<\/strong>: Quick answers to “what” questions in 5-30 seconds.<\/p>\n<\/li>\n<li>\n<p><strong>Deep Dive Mode<\/strong>: In-depth analysis of your data to uncover the “why” and “how”, typically 1-3 minutes.<\/p>\n<\/li>\n<\/ul>\n<p>Hope this clears things up! Give Supaboard a spin and share your feedback, I’d love to hear 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 the focus on actionable insights over charts<\/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\/@arun_prasad06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_prasad06<\/a> Well, you picked a good one. <\/p>\n<\/p>\n<p>Absolutely, we made sure everyone can understand the charts, which is why we built AI directly into them. You can also use the AI chat to generate written insights along with relevant widgets and charts.<\/p>\n<\/p>\n<p>Thanks for sharing what you liked. If you have any suggestions on how we can improve the product further, we\u2019d love to hear them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! I signed up to test. It’s solving an important problem that I often see in small teams: they want analytics and actionable insights but lack the resources to hire a BI engineer or skills to build a solid data stack themselves. I think your platform could be really helpful.<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> First of all, thanks a lot for signing up. I love how clearly you described the problem statement. You’re absolutely right: small teams often don\u2019t have the budget to hire a BI engineer, and as they grow quickly, they can\u2019t afford delayed insights. Kudos for bringing that up. <\/p>\n<\/p>\n<p>Our tool is built to help businesses solve these challenges. Even mid-to-large companies deal with scattered data, delayed insights, and the reality that not everyone has the technical skills to use traditional BI tools. Our goal is to make it easy for every team member to get answers and take action. Almost everyone in your team becomes a data analyst.<\/p>\n<\/p>\n<p>Alina, thank you again for taking the time to share this in such detail. Please keep the feedback coming, we\u2019re always looking for ways to improve the product.<\/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 how AI should assist humans <\/p>\n<p>Congrats on the launch team! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> Indeed, you\u2019re 100% correct. When we started working on it, we had the same mission in mind, and I\u2019m really glad it resonated with you.<\/p>\n<\/p>\n<p>If you can spare some time, we\u2019d love to hear your feedback on the product and how we can improve. We\u2019d be truly grateful \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, congrats on your launch! My questions:<br \/>1) How do you ensure there is no hallucination?<\/p>\n<p>2) Is there any specific business type or model you want to serve or you’re addressing all types of businesses?<\/p>\n<p>3) In wchich use cases Suporboard will help best? And where can we expect issues when using your tool?<\/p>\n<\/p>\n<p>Fingers crossed!<\/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\/@mike_wycislik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_wycislik<\/a> Thank you for taking the time to share this – my team and I really appreciate it.<\/p>\n<p>Let me address your questions one by one:<\/p>\n<\/p>\n<ol>\n<li>\n<p>How do you ensure there is no hallucination?<\/p>\n<\/li>\n<\/ol>\n<p>Every business is different, so we\u2019ve built agents that can be trained. Businesses can provide evals (business logic) and a master ruleset to ensure the AI stays grounded in their data and delivers accurate insights consistently.<\/p>\n<\/p>\n<ol>\n<li>\n<p>Is there a specific business type or model you\u2019re focusing on, or are you serving all businesses?<\/p>\n<\/li>\n<\/ol>\n<p>Right now, we\u2019re primarily focused on SMEs with $10M+ in annual revenue, addressing common challenges like scattered data, delayed insights, and the technical complexity of traditional BI tools.<\/p>\n<\/p>\n<ol>\n<li>\n<p>Which use cases does Supaboard handle best? Where might users face issues?<\/p>\n<\/li>\n<\/ol>\n<p>Supaboard works best for unifying multiple data sources, enabling cross-channel analysis, generating quick insights, and creating charts and tables through prompts that update in real time.<\/p>\n<p>Potential issues typically come up when the underlying data is incomplete, inconsistent, or poorly structured. In those cases, some cleanup or clearer business rules may be needed for the most reliable results.<\/p>\n<\/p>\n<p>I hope this helps. You can reach out to me directly at <a href=\"mailto:rishika@supaboard.cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rishika@supaboard.cloud<\/a> if you need any help<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>really nice tool! looking forward to test it out properly<\/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\/@respira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@respira<\/a> Glad you like the tool! Please test it out and<strong> let us know <\/strong>what you like and how we can improve it further. Your feedback is our <strong>most important asset<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@rishika_sharma9\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> ! \ud83d\ude4c<\/p>\n<\/p>\n<p>Love the idea of just asking questions in plain English and getting actual answers from your data. No SQL, no waiting around, just insights. Really cool stuff, excited to try it out!<\/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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Thank you so much for trying it out. I\u2019m glad you liked the idea. <\/p>\n<\/p>\n<p>We\u2019ve seen many businesses face this problem firsthand, and each of us on the team has, at some point, struggled with not getting insights on time, getting the wrong insights, or finding BI tools hard to understand. That\u2019s why providing insights in plain english felt like a no-brainer for us. <\/p>\n<\/p>\n<p>Thanks again for the appreciation; it means a lot to our whole team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thank you, Shubham. Please let me know which feature is most useful for you, or if you think we can improve something, once you are done exploring the product.<\/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 is good stuff! When you say the agents follow our business logic, does this mean that the AI learns from the company data that is uploaded or do I have to configure rules\/prompts? <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>@mustassim<\/strong><\/a>, thanks for your comment!<\/p>\n<p>It can be a mix of both. If you have a website, SOPs, or perhaps a launch strategy, simply upload them to Knowledge, our agents will proactively query them when relevant to your question.<\/p>\n<p>Add Rules or Evals (with finetuning), and Supaboard ensures agents always follow them, we won’t deliver a response unless they pass.<\/p>\n<p>Think of Knowledge as <strong>proactive<\/strong> context and Rules\/Evals as <strong>reactive<\/strong> safeguards.<\/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\">Really like the concept! Would love to see more integrations and templates in future updates<\/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\/@ayush_pratap_singh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayush_pratap_singh2<\/a>. Glad you liked it! Yes, absolutely – we\u2019re planning to add even more integrations over time.<\/p>\n<\/p>\n<p>Right now, we support 700+ data sources, and we\u2019ll be launching more templates and ready-to-use reports soon( so many exciting features are coming up ) that will help teams make data-driven decisions even faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GFNOV6CZ6RYBDI\" class=\"app-title\">The new v0<\/a><\/p>\n<div class=\"one-liner\">Full stack vibe coding platform. Created by Vercel.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">318<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vercel\u63a8\u51fa\u7684AI\u534f\u4f5c\u7f16\u7a0b\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\uff0c\u5e2e\u52a9\u4ea7\u54c1\u3001\u8bbe\u8ba1\u3001\u5f00\u53d1\u7b49\u89d2\u8272\u5feb\u901f\u5c06\u9700\u6c42\u3001\u539f\u578b\u8f6c\u5316\u4e3a\u53ef\u90e8\u7f72\u7684\u5168\u6808\u5e94\u7528\uff0c\u89e3\u51b3\u4ece\u60f3\u6cd5\u5230\u4ea7\u54c1\u4ea4\u4ed8\u6d41\u7a0b\u7e41\u7410\u3001\u56e2\u961f\u534f\u4f5c\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a76bdf03-6d7e-4bdc-a6b7-ca9305b1cae9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/146d7b3d-0f06-434c-bd35-e74800e7a4b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/035fb0b4-aa5e-4c19-8d3b-a58d93e24005.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f587680-0305-4194-87ee-01b66de9bc5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1ffd0f9-3003-433f-9210-849ab8d5afca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Vercel\u751f\u6001<\/span><br \/>\n <span class=\"tag\">Web\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">UI\u7ec4\u4ef6\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u6846\u67b6\u652f\u6301<\/span><br \/>\n <span class=\"tag\">PRD\u8f6cPR<\/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\u671f\u5f85\u65b0\u7248\u529f\u80fd\uff0c\u8be2\u95ee\u5177\u4f53\u66f4\u65b0\u5185\u5bb9\u3002\u5b98\u65b9\u56de\u590d\u6838\u5fc3\u66f4\u65b0\uff1a\u652f\u6301\u5bfc\u5165\u73b0\u6709GitHub\/Vercel\u4ee3\u7801\u5e93\u3001\u652f\u6301\u591a\u6846\u67b6\u3001\u53ef\u6784\u5efa\u5168\u6808\u5e94\u7528\u548c\u667a\u80fd\u4f53\u3002\u7528\u6237\u5173\u6ce8\u5176\u76ee\u6807\u7528\u6237\u662f\u5f00\u53d1\u8005\u8fd8\u662f\u65e0\u7ecf\u9a8c\u8005\uff0c\u5b98\u65b9\u5f3a\u8c03\u5176\u670d\u52a1\u4e8e\u4ea7\u54c1\u3001\u8bbe\u8ba1\u3001\u5e02\u573a\u3001\u5de5\u7a0b\u3001\u6570\u636e\u3001GTM\u7b49\u591a\u89d2\u8272\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3a\u53d1\u5e03\u4fe1\u606f\u4e0d\u591f\u6e05\u6670\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 \u201cThe new 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<\/p>\n<p class=\"ai-content\">\n 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<\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u4ecd\u662f\u5b9e\u7528\u6027\u95ee\u9898\uff1a\u5982\u4f55\u4e0e\u73b0\u6709\u9879\u76ee\u96c6\u6210\u3001\u8fed\u4ee3\u901f\u5ea6\u3001\u591a\u89d2\u8272\u4ea4\u63a5\u3002\u8fd9\u53cd\u6620\u51fa\u5e02\u573a\u4e0d\u53ea\u9700\u8981\u6982\u5ff5\uff0c\u66f4\u9700\u8981\u53ef\u9760\u3001\u65e0\u7f1d\u7684\u5de5\u7a0b\u5316\u96c6\u6210\u3002v0\u82e5\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u201c\u521b\u610f\u73a9\u5177\u201d\uff0c\u4ef7\u503c\u6709\u9650\uff1b\u82e5\u80fd\u771f\u6b63\u6210\u4e3a\u56e2\u961f\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u66ff\u4ee3\u7684\u534f\u4f5c\u67a2\u7ebd\uff0c\u5e76\u5f62\u6210\u4eceVercel\u9879\u76ee\u521d\u59cb\u5316\u5230\u7ebf\u4e0a\u90e8\u7f72\u7684\u95ed\u73af\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u624d\u771f\u6b63\u6253\u5f00\u3002\u6b64\u6b21\u66f4\u65b0\u662f\u5411\u8be5\u613f\u666f\u8fc8\u51fa\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u4ea7\u54c1\u6210\u719f\u5ea6\u4e0e\u751f\u6001\u63a5\u53d7\u5ea6\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u7684\u590d\u6742\u9879\u76ee\u6dec\u70bc\u4e2d\u8bc1\u660e\u81ea\u5df1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">The new v0<\/span>\n <\/div>\n<div class=\"comment-content\">Your collaborative AI assistant to design, iterate, and scale full-stack applications for the web.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looking forward to seeing what you launch with the new <a href=\"https:\/\/www.producthunt.com\/products\/v0\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"v0\" target=\"_blank\" rel=\"noopener\">@v0 by Vercel<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian love the v0 ability to generate beautiful production ready components!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is new?<\/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\/@kaansoral\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaansoral<\/a> good q. with this update, you can now:<\/p>\n<ul>\n<li>\n<p>Work on existing codebases: import any <a href=\"https:\/\/www.producthunt.com\/products\/github\" target=\"_blank\" rel=\"noopener\">@GitHub<\/a> repo or <a href=\"https:\/\/www.producthunt.com\/products\/vercel\" target=\"_blank\" rel=\"noopener\">@Vercel<\/a> project, create branches with new chats, and open pull requests all from inside v0<\/p>\n<\/li>\n<li>\n<p>Use any framework: <a href=\"https:\/\/www.producthunt.com\/products\/svelte\" target=\"_blank\" rel=\"noopener\">@Svelte<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/astro-build-faster-websites\" target=\"_blank\" rel=\"noopener\">@Astro<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/vite-2\" target=\"_blank\" rel=\"noopener\">@Vite<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/nuxt-js\" target=\"_blank\" rel=\"noopener\">@Nuxt<\/a>, etc.<\/p>\n<\/li>\n<li>\n<p>Build full-stack applications and agents<\/p>\n<\/li>\n<\/ul>\n<p>Full details in <a href=\"https:\/\/x.com\/v0\/status\/2017383486282416169?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">this thread<\/a> (edited)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Is it for developers specifically or for anyone with even little experience? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>anyone can built with <a href=\"https:\/\/www.producthunt.com\/products\/v0\" target=\"_blank\" rel=\"noopener\">@v0 by Vercel<\/a><\/p>\n<\/p>\n<p>from the blog announcement (<a href=\"https:\/\/vercel.com\/blog\/introducing-the-new-v0#how-our-customers-use-the-new-v0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">source<\/a>):<\/p>\n<blockquote>\n<ul>\n<li>\n<p><strong>Product leaders<\/strong> turn PRDs into prototypes, and prototypes into PRs, shipping the right features, fast. They go from “tell sales there’s another delay” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Designers<\/strong> work against real code, refining layouts, tweaking components, and previewing production with each update. They go from “another ticket for frontend” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Marketers<\/strong> turn ideas into site updates immediately, edit landing pages, changing images, fixing copy, and publishing, all without opening a ticket. They go from “please, it’s a quick change” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Engineers<\/strong> unblock stakeholders without breaking prod, making quick fixes, importing repos, and letting business users open PRs, all in a single tab. They go from “I can’t keep up with the backlog” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Data teams<\/strong> ship dashboards the business actually uses, building custom reports and analytics on top of real data with just a few prompts. They go from “that’s buried in a notebook” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>GTM teams<\/strong> close deals with the demo customers actually asked for, create live previews, mock data, and branded experiences in minutes. They go from “let’s show the standard deck” to “it’s shipped.”<\/p>\n<\/li>\n<\/ul>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">That’s nice! Been a fan of Vercel v0. Will definitely try this one too.<\/div>\n<div class=\"comment-actions\">\n<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>Let’s go!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 v0 and found it helpful for quickly generating UI ideas from simple prompts. It\u2019s a convenient way to explore layouts without starting from scratch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice positioning. Framing it as a collaborative assistant for design through scale feels much closer to how teams actually build. Curious how it handles handoffs between design, frontend, and backend as projects grow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressive update! I’m curious – how does the new version handle integrating with existing codebases? Can you import your current Next.js project and build on top of it, or is it mainly for starting fresh? Also interested in how it compares to running locally in terms of iteration 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The launch is strange. It does not explain: what is new?<br \/>And it was asked about what is new, and the answer mentions a few things, but provides links to other ones.<\/p>\n<p>Probably, I don’t understand, and that is a tricky strategy to make me look for what is actually new?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>FYI you can read what’s new in this <a href=\"https:\/\/vercel.com\/blog\/introducing-the-new-v0#from-0-to-shipped:-what's-new\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blog announcement<\/a> and ICYMI you can also find the latest product updates in <a href=\"https:\/\/www.producthunt.com\/p\/v0?order=new\" target=\"_blank\" rel=\"noopener\">\/p\/v0<\/a> – hope it clarifies!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been a long time user of v0, and find it the best tool when it comes to creating UI components and even websites in most cases. I was looking forward to working with new frameworks. The new preview window is also good, with the mini chat window which saves time and lets you iterate faster! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G6M6ZFPSFTET7T\" class=\"app-title\">Higgsfield Vibe-Motion<\/a><\/p>\n<div class=\"one-liner\">Create motion images in a single prompt in an editing canvas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">254<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Higgsfield Vibe-Motion\u662f\u4e00\u6b3e\u901a\u8fc7\u5355\u4e00\u63d0\u793a\u8bcd\u751f\u6210\u52a8\u6001\u56fe\u50cf\u5e76\u5728\u753b\u5e03\u4e0a\u5b9e\u65f6\u7f16\u8f91\u7684AI\u5de5\u5177\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u8425\u9500\u4eba\u5458\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u4e13\u4e1a\u7ea7\u52a8\u6001\u89c6\u9891\u5236\u4f5c\u6d41\u7a0b\u7e41\u7410\u3001\u95e8\u69db\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f9db45a-d256-4aeb-886c-f446e73576e3.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\/1943e9bf-f881-4672-b3a4-5e9940f2e741.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b25d09dc-3ba6-4199-b62c-25b990fbc336.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\/3d36cecf-1cd2-4661-b2b3-13c758f3dc01.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mI5hpg48C2M\"><source src=\"https:\/\/www.youtube.com\/watch?v=mI5hpg48C2M\" 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\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u6587\u751f\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u76f8\u673a\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u751f\u6210\u6548\u679c\u6d41\u7545\u81ea\u7136\u3001\u754c\u9762\u76f4\u89c2\u3001\u80fd\u5feb\u901f\u5c06\u60f3\u6cd5\u53ef\u89c6\u5316\u3002\u4e3b\u8981\u8d28\u7591\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1\uff09\u8ba2\u9605\u6a21\u5f0f\u590d\u6742\uff0c\u5173\u952e\u529f\u80fd\u88ab\u9ad8\u4ef7\u4f4d\u9501\u5b9a\uff1b2\uff09\u597d\u5947\u5176\u5e95\u5c42\u6280\u672f\u4e0e\u4e13\u4e1a\u8f6f\u4ef6\uff08\u5982DaVinci\uff09\u7684\u5bf9\u6bd4\u53ca\u5bf9\u8bbe\u8ba1\u5e08\u804c\u4e1a\u7684\u6f5c\u5728\u5f71\u54cd\uff1b3\uff09\u671f\u5f85\u66f4\u660e\u786e\u7684\u4eba\u5de5\u63a7\u5236\u4e0eAI\u8f85\u52a9\u7684\u5e73\u8861\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Higgsfield Vibe-Motion\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5165\u4e86\u5f53\u524dAIGC\u9886\u57df\u4ece\u201c\u9759\u6001\u751f\u56fe\u201d\u5411\u201c\u52a8\u6001\u751f\u6210\u201d\u6f14\u8fdb\u7684\u5173\u952e\u8d5b\u9053\u3002\u5176\u6807\u699c\u7684\u201c\u5355\u4e00\u63d0\u793a\u8bcd\u751f\u6210+\u753b\u5e03\u5b9e\u65f6\u63a7\u5236\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u964d\u4f4e\u52a8\u6001\u521b\u4f5c\u7684\u6280\u672f\u95e8\u69db\u4e0e\u65f6\u95f4\u6210\u672c\uff0c\u8bd5\u56fe\u5c06\u4e13\u4e1a\u7ea7\u7684\u6444\u50cf\u673a\u8fd0\u52a8\u4e0e\u52a8\u753b\u903b\u8f91\u5c01\u88c5\u4e3a\u76f4\u89c2\u7684\u4ea4\u4e92\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u201c\u7279\u6548\u6ee4\u955c\u201d\uff0c\u800c\u662f\u5bf9\u52a8\u6001\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u89e3\u6784\u4e0e\u91cd\u7ec4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u201dAfter Effects\u6216DaVinci Resolve\u8fd9\u7c7b\u529f\u80fd\u5e9e\u6742\u7684\u5de8\u65e0\u9738\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u521b\u610f\u5de5\u4f5c\u6d41\u4e2d\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u8d77\u640f\u5668\u201d\u548c\u201c\u52a0\u901f\u5668\u201d\u3002\u5b83\u8ba9\u975e\u4e13\u4e1a\u7528\u6237\u80fd\u5feb\u901f\u4ea7\u51fa\u53ef\u7528\u52a8\u6001\u7d20\u6750\uff0c\u4e5f\u4e3a\u4e13\u4e1a\u8bbe\u8ba1\u5e08\u63d0\u4f9b\u4e86\u5feb\u901f\u6784\u601d\u548c\u539f\u578b\u5236\u4f5c\u7684\u5de5\u5177\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u4e00\u662f\u5982\u4f55\u754c\u5b9a\u201c\u4e13\u4e1a\u7ea7\u63a7\u5236\u201d\u7684\u6df1\u5ea6\uff0c\u8fc7\u4e8e\u9ed1\u76d2\u5316\u4f1a\u5931\u53bb\u4e13\u4e1a\u7528\u6237\uff0c\u8fc7\u4e8e\u590d\u6742\u5219\u8fdd\u80cc\u4e86\u964d\u4f4e\u95e8\u69db\u7684\u521d\u8877\uff1b\u4e8c\u662f\u5176\u8ba2\u9605\u5b9a\u4ef7\u7b56\u7565\u5f15\u53d1\u7684\u4e89\u8bae\uff0c\u63ed\u793a\u4e86\u5de5\u5177\u7c7b\u4ea7\u54c1\u5728\u201c\u666e\u60e0\u201d\u4e0e\u201c\u5546\u4e1a\u5316\u201d\u4e4b\u95f4\u7684\u6c38\u6052\u77db\u76fe\u3002\u82e5\u4e0d\u80fd\u6e05\u6670\u5b9a\u4e49\u6838\u5fc3\u7528\u6237\uff08\u662f\u5927\u4f17\u521b\u4f5c\u8005\u8fd8\u662f\u5bfb\u6c42\u589e\u6548\u7684\u4e13\u4e1a\u4eba\u58eb\uff09\u5e76\u636e\u6b64\u8bbe\u8ba1\u529f\u80fd\u4e0e\u4ef7\u683c\u9636\u68af\uff0c\u5f88\u53ef\u80fd\u9677\u5165\u4e24\u5934\u4e0d\u8ba8\u597d\u7684\u5883\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u957f\u671f\u7ade\u4e89\u529b\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5bf9\u201c\u8fd0\u52a8\u7f8e\u5b66\u201d\u7406\u89e3\u7684\u72ec\u5230\u6027\uff0c\u4ee5\u53ca\u201c\u753b\u5e03\u63a7\u5236\u201d\u6240\u80fd\u8fbe\u5230\u7684\u7cbe\u7ec6\u5ea6\u548c\u521b\u9020\u6027\u81ea\u7531\u5ea6\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u7ea2\u6d77\u4e2d\u3001\u4f9d\u9760\u7b97\u529b\u5806\u780c\u51fa\u77ed\u6682\u89c6\u89c9\u60ca\u8273\u7684\u5e73\u5eb8\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Higgsfield Vibe-Motion<\/span>\n <\/div>\n<div class=\"comment-content\">Create stunning AI-generated videos with Vibe Motion on Higgsfield. Transform your ideas into professional videos using advanced AI models with intuitive creative controls.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters \ud83d\udc4b<\/p>\n<\/p>\n<p>Hunting <strong>Higgsfield Vibe-Motion<\/strong> today \ud83d\ude80<\/p>\n<p>One prompt \u2192 instant motion \u2192 full real-time control on canvas. Super smooth, super powerful, and honestly makes motion design feel effortless.<\/p>\n<\/p>\n<p>Big congrats to the team on this launch and best wishes ahead \ud83d\ude4c<\/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\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> Very cool! Congrats on the launch. What sort of AI\/tools are used underneath the hood? I’ve seen tools like Davinci or After Effects. To what degree do you think this could replace professional designers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@saaswarrior vibemotion looks good<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> Congrats on the Higgsfield Vibe-Motion launch. Turning a single prompt into real-time motion with full control sounds like a huge step forward for motion design. Wishing the team a strong launch and lots of great feedback from the community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Higgsfield looks powerful. AI camera control built <em>by creators<\/em> is the right approach if it speeds up workflows without killing creative control, this could be huge for video makers \ud83c\udfac\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>not bad when it comes to content generation. but the subscription model feels limiting and somewhat confusing, with key features locked behind higher tiers. Overall, good potential and decent output, but the pricing and access structure could be more user-friendly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! \ud83c\udf89 Higgsfield\u2019s pro-level camera control and cinematic AI toolkit look insanely powerful for creators and brands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Wow the vid looks really slick<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/products\/higgsfield\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"higgsfield\" target=\"_blank\" rel=\"noopener\">@Higgsfield<\/a> i love higgsfiled so much, great startup with a great growth<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried Higgsfield and one thing that stood out is how quickly you can go from idea to usable visual without a complicated setup. The interface feels straightforward, which makes experimenting easier. Curious to see how it evolves with more use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Higgsfield\u2019s vibe motion recently. The standout for me was how smoothly it adds natural movement without making things feel over-animated. It\u2019s been useful for quickly bringing static visuals to life with minimal setup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the creator-first angle. AI-powered camera control feels like one of those tools that quietly unlocks way better output once it\u2019s dialed in. Curious what level of manual control creators still have alongside the AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/PB6SQEWZXZELHZ\" class=\"app-title\">Voxtral Transcribe 2 by Mistral<\/a><\/p>\n<div class=\"one-liner\">Real-time speech-to-text with speaker diarization<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">230<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voxtral Transcribe 2 \u662f\u4e00\u6b3e\u63d0\u4f9b\u8d85\u9ad8\u901f\u3001\u9ad8\u51c6\u786e\u7387\u5b9e\u65f6\u8bed\u97f3\u8f6c\u6587\u5b57\u53ca\u8bf4\u8bdd\u4eba\u5206\u79bb\u670d\u52a1\u7684API\uff0c\u4e13\u4e3a\u76f4\u64ad\u5e94\u7528\u3001\u8bed\u97f3\u52a9\u624b\u548c\u5728\u7ebf\u4f1a\u8bae\u573a\u666f\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u5b9e\u65f6\u4ea4\u4e92\u4e2d\u5bf9\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u7cbe\u5ea6\u8f6c\u5f55\u548c\u591a\u4eba\u5bf9\u8bdd\u533a\u5206\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0cb2bb3a-03b3-44b8-abfd-4eb02b65959c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=93ZAhW3bk8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=93ZAhW3bk8g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de496245-d219-4db6-ac1f-017ffbd66896.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84c66d5f-0a90-4d94-b029-c13b9e78e610.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f845f6d-b01e-4f40-a4c2-70c7b3ecdd53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bf4\u8bdd\u4eba\u5206\u79bb<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u97f3\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u666e\u904d\u5bf9\u4ea7\u54c1\u7684\u53d1\u5e03\u611f\u5230\u5174\u594b\uff0c\u8ba4\u53ef\u5176\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u51c6\u786e\u6027\u7684\u6280\u672f\u5b9e\u529b\uff0c\u8ba4\u4e3a\u5176\u5728\u5b9e\u65f6\u5e94\u7528\u548c\u8bed\u97f3\u667a\u80fd\u4f53\u9886\u57df\u6709\u5de8\u5927\u6f5c\u529b\u3002\u6709\u7528\u6237\u5e7d\u9ed8\u5730\u8d5e\u53f9\u5176\u901f\u5ea6\u3002\u672a\u53d1\u73b0\u5177\u4f53\u7684\u529f\u80fd\u6027\u8d28\u7591\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Voxtral Transcribe 2 \u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662fMistral\u5728\u8bed\u97f3\u8d5b\u9053\u7684\u4e00\u6b21\u6280\u672f\u5c55\u793a\uff0c\u66f4\u662f\u5bf9\u5f53\u524d\u5b9e\u65f6AI\u5e94\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u6b21\u7cbe\u51c6\u5361\u4f4d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e9a200\u6beb\u79d2\u5ef6\u8fdf\u201d\u548c\u201c\u8bf4\u8bdd\u4eba\u5206\u79bb\u201d\u76f4\u51fb\u4e86\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u7684\u4e24\u5927\u547d\u95e8\uff1a\u901f\u5ea6\u4e0e\u573a\u666f\u7406\u89e3\u3002\u5728\u89c6\u9891\u4f1a\u8bae\u3001\u76f4\u64ad\u5b57\u5e55\u3001\u5b9e\u65f6\u8bed\u97f3\u52a9\u624b\u4e43\u81f3AI\u9762\u8bd5\u7b49\u573a\u666f\u4e2d\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u201c\u542c\u5199\u201d\uff0c\u66f4\u662f\u4e3a\u673a\u5668\u63d0\u4f9b\u4e86\u7406\u89e3\u201c\u8c01\u5728\u8bf4\u3001\u8bf4\u4e86\u4ec0\u4e48\u201d\u7684\u5bf9\u8bdd\u8109\u7edc\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5728\u4e8e\u201c\u4ea7\u4e1a\u7ea7\u90e8\u7f72\u201d\u3002\u6807\u8bed\u4e2d\u5f3a\u8c03\u7684\u201c\u9690\u79c1\u4f18\u5148\u90e8\u7f72\u201d\u6697\u793a\u4e86\u5176\u53ef\u80fd\u63d0\u4f9b\u672c\u5730\u6216\u79c1\u6709\u4e91\u65b9\u6848\uff0c\u8fd9\u5bf9\u4e8e\u5904\u7406\u654f\u611f\u5546\u4e1a\u5bf9\u8bdd\u7684\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u5ba2\u6237\u6765\u8bf4\u662f\u5173\u952e\u5356\u70b9\uff0c\u4e5f\u662f\u5176\u4ece\u6d88\u8d39\u7ea7\u5de5\u5177\u8d70\u5411\u4f01\u4e1a\u7ea7\u670d\u52a1\u7684\u6865\u6881\u3002Mistral\u4f5c\u4e3a\u6a21\u578b\u5c42\u7684\u660e\u661f\u516c\u53f8\uff0c\u63a8\u51fa\u6b64\u4ea7\u54c1\u610f\u5728\u6784\u5efa\u4ece\u6587\u672c\u5230\u8bed\u97f3\u7684\u5b8c\u6574\u80fd\u529b\u6808\uff0c\u5c06\u6a21\u578b\u4f18\u52bf\u8f6c\u5316\u4e3a\u53ef\u88ab\u76f4\u63a5\u8c03\u7528\u7684\u670d\u52a1\uff0c\u4ece\u800c\u5728\u6fc0\u70c8\u7684API\u7ade\u4e89\u4e2d\uff08\u5982\u5bf9\u6297OpenAI Whisper\u7b49\uff09\u5efa\u7acb\u5dee\u5f02\u5316\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u51b7\u9759\u770b\u5f85\u7684\u662f\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u884c\u4e1a\u9886\u5148\u7684\u901f\u5ea6\u548c\u6210\u672c\u201d\u4ecd\u9700\u5927\u89c4\u6a21\u5b9e\u9645\u5e94\u7528\u9a8c\u8bc1\u3002\u7528\u6237\u8bc4\u8bba\u867d\u6b63\u9762\u5374\u6d41\u4e8e\u8868\u9762\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u4f7f\u7528\u53cd\u9988\u3002\u5728\u771f\u5b9e\u3001\u5608\u6742\u3001\u5145\u6ee1\u53e3\u97f3\u548c\u8de8\u8bed\u79cd\u6df7\u6742\u7684\u590d\u6742\u573a\u666f\u4e0b\uff0c\u5176\u51c6\u786e\u7387\u4e0e\u9c81\u68d2\u6027\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6280\u672f\u60ca\u8273\u201d\u8d70\u5411\u201c\u5546\u4e1a\u6210\u529f\u201d\u7684\u8bd5\u91d1\u77f3\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u529f\u80fd\uff0c\u800c\u662f\u65e8\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u5b9e\u65f6\u8bed\u97f3\u5e94\u7528\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u6c34\u7535\u7164\u201d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u662f\u5426\u613f\u610f\u4e3a\u6b64\u4ed8\u8d39\u5e76\u6784\u5efa\u51fa\u6740\u624b\u7ea7\u5e94\u7528\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Voxtral Transcribe 2 by Mistral<\/span>\n <\/div>\n<div class=\"comment-content\">Voxtral Transcribe 2 delivers ultra-fast, highly accurate speech-to-text with real-time transcription and speaker diarization. Built for live apps, voice agents, and meetings, it supports 13 languages, word-level timestamps, and privacy-first deployment All at industry-leading speed and cost.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<br \/>\nExcited to share Voxtral Transcribe 2! Ultra-fast speech-to-text with real-time transcription and speaker diarization. Built for voice agents, meetings, and live apps, with sub-200ms latency, high accuracy, and strong multilingual support.<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats on the Voxtral Transcribe 2 launch. Real-time transcription with that level of speed and accuracy is impressive, especially for live apps and voice agents. Excited to see how teams put this to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That moment when Mistral thinks faster than I speak. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It was definitely time for Mistral to launch something SOTA! Awesome. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QTWGRFJF6DLYEN\" class=\"app-title\">Webflow AI site builder<\/a><\/p>\n<div class=\"one-liner\">Turn a prompt into a production-ready site with Webflow<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">182<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Webflow AI\u7f51\u7ad9\u751f\u6210\u5668\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5feb\u901f\u751f\u6210\u6700\u591a5\u9875\u3001\u751f\u4ea7\u5c31\u7eea\u7684\u7f51\u7ad9\u53ca\u8bbe\u8ba1\u7cfb\u7edf\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u6216\u5c0f\u56e2\u961f\u4ece\u521b\u610f\u5230\u4e13\u4e1a\u7f51\u7ad9\u843d\u5730\u7684\u542f\u52a8\u95e8\u69db\u9ad8\u3001\u8017\u65f6\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/339f7777-2b81-4faf-b3cd-255bcc3fd83a.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\/1762c440-4fc4-4f16-8c72-658375d85c83.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\/6dbbb59e-d238-4acd-9430-9928e48400b4.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\/caa251fd-5dc4-4c7b-bdbd-395247304cc6.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\/9822bc1e-6307-4e0d-a7a7-a585f4b50c44.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\/f90b8cf6-8b96-43d6-8a14-38daedab4383.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\/c9d0fa3c-d4bb-4a19-b050-a3b410761ef3.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\/5d9ef830-6d62-4d17-ab9c-8cfde97cb026.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/677IU_NErto\"><source src=\"https:\/\/youtu.be\/677IU_NErto\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u9875\u9762\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Webflow\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u6846\u67b6<\/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\u964d\u4f4e\u4e86Webflow\u4e13\u4e1a\u5de5\u5177\u7684\u4f7f\u7528\u95e8\u69db\uff0c\u80fd\u5feb\u901f\u751f\u6210\u7ed3\u6784\u826f\u597d\u7684\u591a\u9875\u7f51\u7ad9\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8eAI\u751f\u6210\u4ee3\u7801\u7684\u6574\u6d01\u5ea6\u4e0e\u957f\u671f\u53ef\u7ef4\u62a4\u6027\uff0c\u4ee5\u53ca\u975e\u8bbe\u8ba1\u4eba\u5458\u80fd\u5426\u6709\u6548\u8fdb\u884c\u540e\u7eed\u4f18\u5316\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u5176\u57fa\u4e8e\u6a21\u5757\u5316\u6846\u67b6\uff0c\u4fdd\u8bc1\u4e86\u4ee3\u7801\u7ed3\u6784\u548c\u8bbe\u8ba1\u7cfb\u7edf\u7684\u6e05\u6670\u53ef\u6269\u5c55\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 Webflow\u6b64\u6b21AI\u66f4\u65b0\uff0c\u8fdc\u975e\u53c8\u4e00\u4e2a\u201c\u63d0\u793a\u8bcd\u51fa\u7f51\u9875\u201d\u7684\u5671\u5934\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6218\u7565\u5361\u4f4d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e13\u4e1a\u8bbe\u8ba1\uff0c\u800c\u5728\u4e8e**\u91cd\u6784\u4e86\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177\u7684\u201c\u4e0a\u8239\u201d\u8def\u5f84**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5de7\u5999\u5730\u5c06\u751f\u6210\u8fc7\u7a0b\u6846\u5b9a\u5728\u201c\u6700\u591a\u4e94\u9875\u201d\u548c\u56f4\u7ed5\u201cFlowkit\u6846\u67b6\u201d\u5185\uff0c\u8fd9\u770b\u4f3c\u662f\u9650\u5236\uff0c\u5b9e\u5219\u662f\u786e\u4fdd\u4ea7\u51fa\u7269\u5904\u4e8e\u201c\u53ef\u63a7\u4e13\u4e1a\u533a\u95f4\u201d\u7684\u7cbe\u660e\u7b56\u7565\u3002\u7528\u6237\u5f97\u5230\u7684\u4e0d\u662f\u4e00\u4e2a\u65e0\u6cd5\u9884\u6d4b\u7684AI\u9ed1\u7bb1\u4ea7\u7269\uff0c\u800c\u662f\u4e00\u4e2a\u7ee7\u627f\u4e86Webflow\u6210\u719f\u5de5\u7a0b\u5b9e\u8df5\uff08\u5982\u6a21\u5757\u5316CSS\u3001\u6e05\u6670\u7c7b\u547d\u540d\u3001\u5168\u5c40\u6837\u5f0f\u63a7\u5236\uff09\u7684\u3001\u53ef\u65e0\u7f1d\u63a5\u5165\u5176\u5e9e\u5927\u4e13\u4e1a\u751f\u6001\u7684\u201c\u534a\u6210\u54c1\u201d\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u5f53\u524dAI\u751f\u6210\u5185\u5bb9\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u6700\u5927\u7684\u75db\u70b9\uff1a\u5373\u5174\u521b\u4f5c\u4e0e\u5de5\u7a0b\u5316\u7ef4\u62a4\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ee3\u7801\u6574\u6d01\u5ea6\u201d\u548c\u201c\u957f\u671f\u7ef4\u62a4\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u884c\u4e1a\u547d\u95e8\u3002Webflow\u7684\u7b54\u6848\u5c55\u793a\u4e86\u5176\u6df1\u5c42\u903b\u8f91\uff1aAI\u5728\u6b64\u626e\u6f14\u7684\u4e0d\u662f\u98a0\u8986\u6027\u7684\u201c\u521b\u4f5c\u8005\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u7406\u89e3\u5185\u90e8\u89c4\u8303\u3001\u80fd\u81ea\u52a8\u6267\u884c\u6700\u4f73\u5b9e\u8df5\u7684\u201c\u8d85\u7ea7\u5165\u95e8\u52a9\u624b\u201d\u3002\u5b83\u964d\u4f4e\u7684\u662f\u542f\u52a8\u6210\u672c\uff0c\u800c\u975e\u5929\u82b1\u677f\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u4e0e\u9762\u5411\u4e00\u6b21\u6027\u539f\u578b\u7684\u8f7b\u91cf\u7ea7AI\u5de5\u5177\u4ea7\u751f\u4e86\u672c\u8d28\u533a\u522b\uff0c\u5b83\u670d\u52a1\u7684\u7ec8\u6781\u76ee\u6807\uff0c\u662f\u6210\u4e3a\u4f01\u4e1a\u7ea7\u7f51\u7ad9\u9879\u76ee\u53ef\u4fe1\u4efb\u7684\u8d77\u70b9\uff0c\u5e76\u5c06\u7528\u6237\u81ea\u7136\u5f15\u5bfc\u81f3\u5176\u5f3a\u5927\u7684\u53ef\u89c6\u5316\u7f16\u8f91\u4e0e\u4ee3\u7801\u5bfc\u51fa\u80fd\u529b\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u6df1\u5ea6\u7406\u89e3\u3001\u751f\u6210\u5185\u5bb9\u7684\u4e2a\u6027\u5316\u7a0b\u5ea6\u3001\u4ee5\u53ca\u5982\u4f55\u5e73\u8861\u201c\u5f15\u5bfc\u201d\u4e0e\u201c\u81ea\u7531\u201d\u7684\u5ea6\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u60ca\u8273\u7684\u5165\u95e8\u201d\u8d70\u5411\u201c\u6838\u5fc3\u7684\u751f\u4ea7\u529b\u201d\u7684\u5173\u952e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u517c\u5177\u4ea7\u54c1\u601d\u7ef4\u4e0e\u5546\u4e1a\u667a\u6167\u7684\u5347\u7ea7\uff0c\u65e8\u5728\u7528AI\u62d3\u5bbd\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u62c6\u6389\u5b83\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\">Webflow AI site builder<\/span>\n <\/div>\n<div class=\"comment-content\">Turn a simple prompt into a multi-page, production-ready website with Webflow\u2019s AI site builder. Start with structure, styles, and animations, then continue building seamlessly in Webflow. It\u2019s a faster start on a foundation built to scale.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>AI site builder is Webflow\u2019s updated and improved on-ramp. <\/strong><\/p>\n<\/p>\n<p>With natural language, you skip the intimidating blank page and describe what you want to build. Instead of dropping you straight into the deep end of implementation, it walks you through a site build-out of up to five pages around a theme, topic, or goal.<\/p>\n<\/p>\n<p>Webflow is an incredibly powerful tool for professionals; this lets you wade into that power through the shallow end, instead of diving straight into the depths of the full design experience in Webflow.<\/p>\n<\/p>\n<p><strong>What you can look forward to:<\/strong><\/p>\n<ul>\n<li>\n<p>Design up to five cohesive pages all together as a set \u2014 not piecemeal.<\/p>\n<\/li>\n<li>\n<p>Because you’re building on Webflow’s tried-and-tested <a href=\"https:\/\/developers.webflow.com\/flowkit\/getting-started\/intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Flowkit<\/a> framework (and establishing a design system simultaneously!), you’ll never end up slopped in an AI cul-de-sac.<\/p>\n<\/li>\n<li>\n<p>Make significant sitewide changes easily \u2014 and apply them consistently \u2014 via global theming controls.<\/p>\n<\/li>\n<li>\n<p>Great for founders, small teams, and partners who want to spin up professional-quality sites that can expand over time.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What I like most:<\/strong> it reduces back-and-forth prompting chaos and instead pushes you to ship multi-page, consistent sites that actually <em>look good<\/em>.<\/p>\n<\/p>\n<p>The Webflow crew ships with craft and pragmatism, and this launch has been <a href=\"https:\/\/webflow.com\/updates\/ai-site-builder?utm_source=product-hunt&utm_medium=direct&utm_campaign=fy27-ai-site-builder&utm_content=og-update-post\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">a year in the making<\/a>.<\/p>\n<\/p>\n<p>Excited to support this launch and see what you build with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks so much for advising us on our launch. Your deep insight into the Product Hunt community helped us fine-tune our approach and ensure we showed up in a way that truly highlighted the amazing work our team has been doing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<\/p>\n<p>At Webflow, our mission is to bring development superpowers to everyone. When we <a href=\"https:\/\/webflow.com\/updates\/ai-site-builder?utm_source=product-hunt&utm_medium=direct&utm_campaign=fy27-ai-site-builder&utm_content=og-update-post\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">first launched our AI site builder last year<\/a>, our goal was to help people move from idea to site faster, no matter their design or technical expertise.<\/p>\n<p>Since then, we’ve leveled it up: <strong>Now you can use Webflow\u2019s AI site builder to create a multi-page, production-ready site AND a foundational design system in minutes<\/strong>. And because it\u2019s generated right in Webflow, you can easily tap into the full power of our platform to take your new site even further.<\/p>\n<p>Here\u2019s how it works:<\/p>\n<ol>\n<li>\n<p>Describe your vision. Share what you\u2019re building and who it\u2019s for. Webflow AI creates a ready-to-edit site draft.<\/p>\n<\/li>\n<li>\n<p>Add some structure, Shape your site\u2019s structure by adding, removing, or reordering sections and pages.<\/p>\n<\/li>\n<li>\n<p>Make it your own. Customize styles, colors, typography, and other elements site-wide.<\/p>\n<\/li>\n<li>\n<p>Go further. Extend, refine, and optimize your new site using the full power of Webflow. <\/p>\n<\/li>\n<\/ol>\n<p>Check out <a href=\"https:\/\/webflow.com\/ai-site-builder?utm_source=product-hunt&utm_medium=direct&utm_campaign=fy27-ai-site-builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">webflow.com\/ai-site-builder<\/a> to try it for yourself! <\/p>\n<\/p>\n<p>Questions? Visit the <a href=\"https:\/\/help.webflow.com\/hc\/en-us\/articles\/38840145286035-Build-a-site-with-Webflow-s-AI-site-builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Webflow Help Center<\/a> for more details.<\/p>\n<p><strong>Show us what you’re building!<\/strong><\/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>26 launches! Josh and the team are really setting the gold standard for no-code. As someone who just speed-ran a build of <strong>Featmap.app<\/strong> on a 4-hour train ride today, I\u2019m obsessed with how you\u2019re lowering the on-ramp for complex sites.<\/p>\n<p>I\u2019m a big believer in the ‘Simplicity First’ movement\u2014while Webflow handles the heavy lifting of production sites, I\u2019m trying to make the feedback loop just as fast for founders.<\/p>\n<p>Question: With the new AI site builder, how do you ensure the design system stays ‘clean’ for devs who eventually want to export the code and customize it manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_dors_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_dors_dev<\/a> Glad you’re a fan of the vision! <\/p>\n<p>The AI site builder is designed to create a clean, production-ready foundation that you can build on with confidence.<\/p>\n<p>Every site generated uses Flowkit, Webflow\u2019s modular CSS framework. That means consistent class naming, reusable components, and a clear design system from the start. Styles are centralized and applied systematically, not scattered or hard-coded, so the structure stays organized as the site grows.<\/p>\n<p>When developers export the code, they\u2019re getting predictable, well-structured HTML and CSS that\u2019s easy to understand and customize manually. The result is a site that\u2019s fast to prototype, but still clean and maintainable for teams that want to take it further in code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the update! Generating both a multi-page site and a foundational design system directly inside Webflow is a big step toward faster production work. How do you think about balancing speed of generation with long-term maintainability, especially so the AI-created structure and styles scale cleanly as teams iterate and add complexity over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What if we need to prototype new course landing pages fast without waiting on dev resources? Does it work well for non-designers? I can describe what I want, but I’m not sure I’d know how to “refine and optimize” properly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Great question! That\u2019s exactly what the AI site builder is designed for.<\/p>\n<p>It helps you go from a natural language prompt to a structured page (or multiple pages of a site) in minutes, without waiting on dev. It creates the layout, page structure, and design foundation up front so you\u2019re not starting from scratch.<\/p>\n<p>It also works well for non-designers. You don\u2019t need Webflow expertise to get something usable. Refining and optimizing is about simple, visual tweaks like editing copy, rearranging sections, or adjusting styles, not redesigning the site. The structure stays in place.<\/p>\n<p>You can move fast early, get alignment, and bring in designers or developers later to build on the same foundation if 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<\/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\/J3BU2Y2Z66SG6E\" class=\"app-title\">GitHub Agent HQ<\/a><\/p>\n<div class=\"one-liner\">Run Claude, Codex & Copilot directly in GitHub & VS Code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitHub Agent HQ \u5141\u8bb8\u5f00\u53d1\u8005\u5728GitHub\u548cVS Code\u73af\u5883\u4e2d\u76f4\u63a5\u8c03\u7528Claude\u3001Codex\u53caCopilot\u7b49\u591a\u79cdAI\u7f16\u7801\u52a9\u624b\uff0c\u5e76\u80fd\u6839\u636e\u4efb\u52a1\u7075\u6d3b\u5207\u6362\u6216\u5bf9\u6bd4\u7ed3\u679c\uff0c\u89e3\u51b3\u4e86\u5728\u5355\u4e00\u5f00\u53d1\u73af\u5883\u4e2d\u9ad8\u6548\u5229\u7528\u548c\u5bf9\u6bd4\u4e0d\u540cAI\u4ee3\u7406\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c45f14b4-90ff-4928-9ac9-6ebbe5ceb6cb.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\/ac9bf77a-ca83-490f-9304-134e6fb5e5ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d25e0588-0543-469a-a5f2-95649f454e5e.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\/abcee6dc-775f-4e82-b7f8-c1f6764e2559.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GuTQDXKwdJQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=GuTQDXKwdJQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/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\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">VS Code\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">Copilot\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u4efb\u52a1\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>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5728\u4efb\u52a1\u95f4\u5207\u6362\u6216\u5bf9\u6bd4\u4e0d\u540cAI\u4ee3\u7406\u7684\u8f93\u51fa\u5f88\u6709\u4ef7\u503c\uff0c\u53ef\u5c06\u5176\u5206\u914d\u7ed9Issue\u6216PR\u8fdb\u884c\u5f02\u6b65\u5de5\u4f5c\u3002\u8bc4\u8bba\u8005\u89c2\u5bdf\u5230\u4e0d\u540cAI\u5bf9\u76f8\u540c\u4e0a\u4e0b\u6587\u5904\u7406\u65b9\u5f0f\u5404\u5f02\uff0c\u8fd9\u9887\u5177\u542f\u53d1\u6027\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u672a\u63d0\u53ca\u660e\u663e\u95ee\u9898\u6216\u5177\u4f53\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GitHub Agent HQ \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u201c\u805a\u5408\u201d\u5e73\u53f0\uff0c\u5c06Claude\u3001Codex\u548cCopilot\u585e\u8fdb\u4e86\u5f00\u53d1\u8005\u6700\u719f\u6089\u7684\u73af\u5883\u3002\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u65e0\u610f\u4e2d\u89e6\u53ca\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u751f\u6001\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u5d07\u62dc\u4e0e\u5b9e\u7528\u4e3b\u4e49\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5e02\u573a\u88ab\u201c\u54ea\u4e2a\u6a21\u578b\u66f4\u5f3a\u201d\u7684\u8206\u8bba\u88f9\u631f\uff0c\u4f46\u5f00\u53d1\u8005\u5728\u5b9e\u9645\u7f16\u7801\u4e2d\u9762\u4e34\u7684\u5f80\u5f80\u662f\u5177\u4f53\u573a\u666f\u4e0b\u7684\u9002\u914d\u95ee\u9898\uff1a\u4e00\u6bb5\u6666\u6da9\u7684\u65e7\u4ee3\u7801\u91cd\u6784\uff0cCopilot\u53ef\u80fd\u5faa\u89c4\u8e48\u77e9\uff0c\u800cClaude\u6216\u8bb8\u80fd\u7ed9\u51fa\u66f4\u5177\u89e3\u91ca\u6027\u7684\u65b9\u6848\uff1b\u4e00\u4e2a\u9700\u8981\u521b\u9020\u6027\u547d\u540d\u548c\u67b6\u6784\u8bbe\u8ba1\u7684\u4efb\u52a1\uff0cCodex\u53ef\u80fd\u7a0d\u900a\u4e00\u7b79\u3002Agent HQ \u6ca1\u6709\u8bd5\u56fe\u505a\u201c\u88c1\u5224\u201d\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u201c\u6b66\u5668\u67b6\u201d\u548c\u201c\u8bd5\u9a8c\u573a\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u5f15\u5165\u53e6\u4e00\u4e2a\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86**\u5373\u65f6\u6bd4\u8f83\u548c\u573a\u666f\u5316\u5207\u6362\u7684\u80fd\u529b**\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06AI\u6a21\u578b\u7684\u9009\u62e9\u4ece\u4e00\u79cd\u4fe1\u4ef0\u5f0f\u7684\u7ad9\u961f\uff0c\u964d\u7ef4\u6210\u4e00\u4e2a\u53ef\u9a8c\u8bc1\u3001\u53ef\u968f\u65f6\u8c03\u6574\u7684\u5de5\u7a0b\u51b3\u7b56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u5206\u914d\u4efb\u52a1\u7ed9\u4ee3\u7406\u5f02\u6b65\u5de5\u4f5c\u201d\u7684\u529f\u80fd\u70b9\uff0c\u66f4\u6697\u793a\u4e86\u4e00\u79cd\u6f14\u8fdb\u65b9\u5411\uff1aAI\u4ee3\u7406\u4e0d\u518d\u4ec5\u4ec5\u662f\u5373\u65f6\u54cd\u5e94\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u53ef\u80fd\u6210\u4e3a\u9879\u76ee\u4e2d\u7684\u201c\u5f02\u6b65\u534f\u4f5c\u8005\u201d\uff0c\u8d1f\u8d23\u5904\u7406\u90a3\u4e9b\u5b9a\u4e49\u660e\u786e\u4f46\u7e41\u7410\u7684\u4ee3\u7801\u4efb\u52a1\uff08\u5982\u6807\u51c6\u5316\u91cd\u6784\u3001\u6587\u6863\u751f\u6210\u3001\u57fa\u7840\u6d4b\u8bd5\u7f16\u5199\uff09\uff0c\u8fd9\u6216\u8bb8\u624d\u662f\u201c\u667a\u80fd\u7f16\u7a0b\u201d\u8d70\u5411\u6df1\u6c34\u533a\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u8fd9\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5e95\u5c42\u6a21\u578bAPI\u7684\u7a33\u5b9a\u6027\u3001\u6210\u672c\u4e0e\u54cd\u5e94\u901f\u5ea6\uff0c\u805a\u5408\u6a21\u5f0f\u653e\u5927\u4e86\u8fd9\u4e9b\u4f9d\u8d56\u98ce\u9669\u3002\u5176\u6b21\uff0c\u5728\u7f3a\u4e4f\u6df1\u5ea6\u5de5\u4f5c\u6d41\u96c6\u6210\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u60c5\u51b5\u4e0b\uff0c\u7b80\u5355\u5207\u6362\u53ef\u80fd\u5bfc\u81f4\u601d\u7ef4\u65ad\u5c42\u3002\u6700\u540e\uff0c\u5b83\u7684\u6838\u5fc3\u7528\u6237\u76ee\u524d\u53ef\u80fd\u662f\u5bf9AI\u654f\u611f\u7684\u6280\u672f\u63a2\u7d22\u8005\uff0c\u5982\u4f55\u8ba9\u66f4\u5e7f\u5927\u7684\u3001\u53ea\u6c42\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u5f00\u53d1\u8005\u611f\u77e5\u5230\u591a\u4ee3\u7406\u5207\u6362\u7684\u5fc5\u8981\u6027\u4e0e\u4fbf\u5229\u6027\uff0c\u662f\u5b83\u4ece\u70ab\u9177\u5de5\u5177\u8d70\u5411\u5fc5\u5907\u8bbe\u65bd\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cAgent HQ \u662f\u4e00\u6b3e\u5177\u6709\u6218\u7565\u524d\u77bb\u6027\u7684\u4ea7\u54c1\uff0c\u5b83\u6ca1\u6709\u5728\u6a21\u578b\u519b\u5907\u7ade\u8d5b\u4e2d\u786c\u78b0\u786c\uff0c\u800c\u662f\u673a\u667a\u5730\u9009\u62e9\u4e86\u6210\u4e3a\u201c\u6a21\u578b\u7ba1\u7406\u8005\u201d\u548c\u201c\u5de5\u4f5c\u6d41\u8d4b\u80fd\u8005\u201d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u6df1\u5316\u573a\u666f\u96c6\u6210\uff0c\u5e76\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u57fa\u4e8e\u591a\u4ee3\u7406\u534f\u4f5c\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u5b83\u6709\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u5f00\u53d1\u8005\u4e0eAI\u5de5\u5177\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5426\u5219\uff0c\u5b83\u4e5f\u53ef\u80fd\u4ec5\u4ec5\u6ca6\u4e3a\u9ad8\u7ea7\u73a9\u5bb6\u624b\u4e2d\u4e00\u4e2a\u53ef\u88ab\u66ff\u4ee3\u7684\u201c\u5207\u6362\u5668\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\">GitHub Agent HQ<\/span>\n <\/div>\n<div class=\"comment-content\">Claude by Anthropic and OpenAI Codex are now available in public preview on GitHub and VS Code with a Copilot Pro+ or Copilot Enterprise subscription.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Agent HQ lets you use Claude and Codex directly inside GitHub and VS Code, alongside Copilot. You can also <a href=\"https:\/\/docs.github.com\/en\/copilot\/how-tos\/manage-your-account\/manage-policies?utm_source=brand-twitter-blog-3p-agents-amp&utm_medium=social&utm_campaign=agent-3p-platform-feb-2026#enabling-or-disabling-third-party-coding-agents-in-your-repositories\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">add custom agents<\/a>. Being able to swap between agents depending on the task (or just comparing their outputs) is nice.<\/p>\n<p>Assign them to issues or PRs and let them work asynchronously. It is interesting to see how they handle the same context differently\ud83d\udc7e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3B4BRME4CVXEZ7\" class=\"app-title\">Kling 3.0<\/a><\/p>\n<div class=\"one-liner\">Native 4K output with extended video time with just a prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kling 3.0\u662f\u4e00\u6b3e\u901a\u8fc7\u6587\u672c\u63d0\u793a\u5373\u53ef\u751f\u6210\u957f\u65f6\u957f\u3001\u539f\u751f4K\u89c6\u9891\u7684\u4e00\u4f53\u5316\u521b\u610f\u5f15\u64ce\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u9ad8\u8d28\u91cf\u89c6\u9891\u5185\u5bb9\u5236\u4f5c\u4e2d\u9762\u4e34\u7684\u6280\u672f\u95e8\u69db\u9ad8\u3001\u8017\u65f6\u8017\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/decec8c1-bcd2-4c4d-9a5c-3d831474a176.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/563dddb9-af21-4cc1-b6e6-f79bc27e0157.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6473edf-584a-46b4-8076-2376f0808862.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd783ff2-7bad-4258-b524-6a46cf153978.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0189ce9-bba2-42c9-8f74-8e05cc419869.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\/8b7419ba-8e6d-40b8-9c1e-6a9b6fb0d60e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XD_7FNPhZQY\"><source src=\"https:\/\/www.youtube.com\/watch?v=XD_7FNPhZQY\" 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\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u751f\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">4K\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">AIGC<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5f15\u64ce<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\u671f\u5f85\u4f53\u9a8c\u5176\u5ba3\u79f0\u7684\u201c\u539f\u751f4K\u201d\u548c\u957f\u89c6\u9891\u751f\u6210\u80fd\u529b\uff0c\u5e76\u4e0eSora\u7b49\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\u3002\u4e3b\u8981\u95ee\u9898\u6d89\u53ca\u83b7\u53d6\u9014\u5f84\uff08\u7b49\u5f85\u540d\u5355\uff09\u3001\u5177\u4f53\u529f\u80fd\u7ec6\u8282\uff08\u5982\u201c\u539f\u751f\u201d\u7684\u786e\u5207\u542b\u4e49\uff09\u4ee5\u53ca\u5bf9\u4e0d\u540c\u6587\u5316\u5143\u7d20\uff08\u5982\u4e2d\u56fd\u4e3b\u9898\uff09\u751f\u6210\u6548\u679c\u7684\u5173\u6ce8\u3002\u5efa\u8bae\u660e\u786e\u4ea7\u54c1\u8bbf\u95ee\u65b9\u5f0f\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 Kling 3.0\u5c06\u7ade\u4e89\u7126\u70b9\u4ece\u201c\u80fd\u5426\u751f\u6210\u89c6\u9891\u201d\u7cbe\u51c6\u5730\u63a8\u5411\u201c\u80fd\u5426\u751f\u6210\u5546\u4e1a\u7ea7\u8d28\u91cf\u7684\u89c6\u9891\u201d\u3002\u201c\u539f\u751f4K\u8f93\u51fa\u201d\u548c\u201c\u6269\u5c55\u89c6\u9891\u65f6\u95f4\u201d\u662f\u5176\u523a\u5411\u5f53\u524dAI\u89c6\u9891\u751f\u6210\u9886\u57df\u8f6f\u808b\u7684\u4e24\u628a\u5c16\u5200\u3002\u5f53\u524d\u4e3b\u6d41AI\u89c6\u9891\u751f\u6210\u5728\u5206\u8fa8\u7387\u3001\u65f6\u957f\u548c\u4e00\u81f4\u6027\u4e0a\u4ecd\u663e\u7c97\u7cd9\uff0c\u96be\u4ee5\u76f4\u63a5\u7528\u4e8e\u4e13\u4e1a\u573a\u666f\u3002Kling 3.0\u82e5\u5982\u5176\u5ba3\u79f0\u822c\u53ef\u9760\uff0c\u5219\u610f\u5473\u7740AI\u751f\u6210\u5185\u5bb9\u4ece\u201c\u6982\u5ff5\u6f14\u793a\u201d\u8fc8\u5411\u201c\u53ef\u7528\u8d44\u4ea7\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u521b\u610f\u5f15\u64ce\u201d\u7684\u5b9a\u4f4d\u6697\u793a\u5176\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u89c6\u9891\u751f\u6210\uff0c\u53ef\u80fd\u6574\u5408\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u7f16\u8f91\uff0c\u8fd9\u8003\u9a8c\u5176\u6280\u672f\u6574\u5408\u4e0e\u7528\u6237\u4f53\u9a8c\u5e73\u8861\u7684\u80fd\u529b\u3002\u5176\u6b21\uff0c\u201c\u539f\u751f4K\u201d\u5728\u8425\u9500\u4e4b\u5916\uff0c\u9700\u7ecf\u53d7\u8272\u5f69\u6df1\u5ea6\u3001\u7801\u7387\u3001\u7ec6\u8282\u771f\u5b9e\u6027\u7b49\u4e13\u4e1a\u7ef4\u5ea6\u7684\u68c0\u9a8c\uff0c\u8fd9\u76f4\u63a5\u5173\u7cfb\u5230\u5176\u5728\u5f71\u89c6\u3001\u5e7f\u544a\u7b49\u5782\u76f4\u884c\u4e1a\u7684\u6e17\u900f\u6df1\u5ea6\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8bbf\u95ee\u6743\u9650\u7684\u7591\u95ee\uff0c\u4e5f\u6298\u5c04\u51fa\u5f53\u524dAI\u4ea7\u54c1\u5e38\u89c1\u7684\u201c\u9884\u544a\u5f0f\u53d1\u5e03\u201d\u7b56\u7565\uff0c\u70ed\u5ea6\u4e0e\u843d\u5730\u80fd\u529b\u4e4b\u95f4\u5b58\u5728\u6e29\u5dee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cKling 3.0\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u9879\u6280\u672f\u7684\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3a\u521b\u4f5c\u8005\u63d0\u4f9b\u4e00\u6761\u4ece\u7075\u611f\u5230\u6210\u54c1\u7684\u201c\u6700\u77ed\u5de5\u4f5c\u6d41\u201d\u3002\u5b83\u7684\u5bf9\u624b\u4e0d\u4ec5\u662fRunway\u3001Pika\u7b49AI\u89c6\u9891\u5de5\u5177\uff0c\u66f4\u662fAdobe\u3001Final Cut Pro\u7b49\u4f20\u7edf\u521b\u610f\u8f6f\u4ef6\u3002\u80fd\u5426\u4ee5AI\u4e3a\u6838\u5fc3\u91cd\u6784\u521b\u4f5c\u6d41\u7a0b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6dfb\u52a0\u4e00\u4e2a\u7279\u6548\u529f\u80fd\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u664b\u5347\u4e3a\u201c\u884c\u4e1a\u6807\u51c6\u201d\u7684\u5173\u952e\u3002\u6211\u4eec\u5e94\u8c28\u614e\u770b\u5f85\u5176\u5ba3\u4f20\u53c2\u6570\uff0c\u91cd\u70b9\u5173\u6ce8\u5176\u8f93\u51fa\u6210\u679c\u7684\u5b9e\u9645\u53ef\u7528\u6027\u3001\u5de5\u4f5c\u6d41\u7684\u6d41\u7545\u5ea6\u4ee5\u53ca\u5728\u771f\u5b9e\u521b\u4f5c\u573a\u666f\u4e2d\u66ff\u4ee3\u4f20\u7edf\u73af\u8282\u7684\u6bd4\u4f8b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kling 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">An all-in-one creative engine that enables truly native multimodal creation<\/div>\n<\/p><\/div>\n<p> <\/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\/MDS6HR5P327UUL\" class=\"app-title\">Miro MCP<\/a><\/p>\n<div class=\"one-liner\">Turn code into visual docs, board context into code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Miro MCP \u662f\u4e00\u6b3e\u8fde\u63a5AI\u7f16\u7a0b\u5de5\u5177\u4e0eMiro\u53ef\u89c6\u5316\u534f\u4f5c\u5e73\u53f0\u7684\u670d\u52a1\u5668\uff0c\u5b83\u5141\u8bb8AI\u76f4\u63a5\u8bfb\u53d6\u767d\u677f\u4e0a\u7684\u4ea7\u54c1\u9700\u6c42\u3001\u56fe\u8868\u7b49\u4fe1\u606f\u6765\u751f\u6210\u4ee3\u7801\uff0c\u6216\u5c06\u4ee3\u7801\u5e93\u81ea\u52a8\u8f6c\u5316\u4e3a\u67b6\u6784\u56fe\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u89c6\u89c9\u6587\u6863\u4e0e\u4ee3\u7801\u4e4b\u95f4\u624b\u52a8\u8f6c\u6362\u548c\u91cd\u590d\u89e3\u91ca\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79aba412-3428-4b1a-87d5-d61880ef9682.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9ab4728-9aa4-4024-afab-b2e80b8f5d3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c352285d-ead6-43c5-bd99-84e625b27a00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7e83a63-3913-4bdd-9f6a-ad467ffa33f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92308aa5-7c35-451c-ac4b-04edd1f96dcb.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\/73c4870c-6ed5-4c15-bea2-ef9d6b7f1af8.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/3bd549c0f755497a804aa52e13b3594e\"><source src=\"https:\/\/www.loom.com\/share\/3bd549c0f755497a804aa52e13b3594e\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u56fe<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9700\u6c42\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u65b9\u5411\uff0c\u8ba4\u4e3a\u5c06\u89c6\u89c9\u4e0a\u4e0b\u6587\u5f15\u5165AI\u7f16\u7a0b\u662f\u91cd\u5927\u7a81\u7834\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5927\u89c4\u6a21\/\u590d\u6742\u767d\u677f\u5185\u5bb9\u5904\u7406\u7684\u6027\u80fd\u4e0e\u51c6\u786e\u6027\uff1bAI\u5bf9\u767d\u677f\u7684\u8bfb\u5199\u6743\u9650\u7ba1\u7406\uff1b\u4ee5\u53ca\u5982\u4f55\u957f\u671f\u4fdd\u6301\u767d\u677f\u5185\u5bb9\u4e0e\u4ee3\u7801\u5e93\u7684\u540c\u6b65\u6027\u3002\u56e2\u961f\u56de\u5e94\u5df2\u5173\u6ce8\u5355\u677f\u6743\u9650\u548c\u5185\u5bb9\u6458\u8981\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Miro MCP \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u53c8\u4e00\u4e2aAI\u7f16\u7a0b\u526f\u9a7e\u9a76\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u201c\u60f3\u6cd5\u53ef\u89c6\u5316\u201d\u4e0e\u201c\u4ee3\u7801\u5b9e\u4f53\u5316\u201d\u4e24\u4e2a\u5173\u952e\u73af\u8282\u7684\u7f3a\u5931\u94fe\u8def\u3002\u5176\u771f\u6b63\u4ef7\u503c\u662f\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u5c06\u975e\u7ed3\u6784\u5316\u7684\u3001\u6563\u843d\u5728\u534f\u4f5c\u767d\u677f\u4e0a\u7684\u4ea7\u54c1\u610f\u56fe\u3001\u8bbe\u8ba1\u51b3\u7b56\u548c\u4e1a\u52a1\u903b\u8f91\uff0c\u53d8\u6210\u4e86AI\u53ef\u7406\u89e3\u3001\u53ef\u6267\u884c\u7684\u201c\u9ad8\u4fdd\u771f\u4e0a\u4e0b\u6587\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u7f16\u7a0b\u7684\u6838\u5fc3\u77db\u76fe\uff1aAI\u62e5\u6709\u5f3a\u5927\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u5374\u5bf9\u9879\u76ee\u6700\u6839\u672c\u7684\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u8981\u505a\u4ec0\u4e48\u201d\u8fd1\u4e4e\u76f2\u89c6\u3002\u5f00\u53d1\u8005\u88ab\u8feb\u6210\u4e3a\u4f4e\u6548\u7684\u201c\u7ffb\u8bd1\u5b98\u201d\uff0c\u5c06\u56fe\u8868\u3001\u6ce8\u91ca\u4eba\u5de5\u5582\u7ed9AI\u3002Miro MCP \u82e5\u8fd0\u884c\u826f\u597d\uff0c\u80fd\u5927\u5e45\u538b\u7f29\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u5230\u4ee3\u7801\u5b9e\u73b0\u7684\u201c\u8ba4\u77e5\u6469\u64e6\u201d\uff0c\u5176\u201c\u4ee3\u7801\u8f6c\u53ef\u89c6\u5316\u6587\u6863\u201d\u7684\u53cd\u5411\u529f\u80fd\uff0c\u5219\u53ef\u80fd\u6210\u4e3a\u5e94\u5bf9\u7cfb\u7edf\u590d\u6742\u6027\u548c\u77e5\u8bc6\u4f20\u627f\u7684\u5229\u5668\uff0c\u8ba9\u67b6\u6784\u56fe\u80fd\u968f\u4ee3\u7801\u81ea\u52a8\u66f4\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6df1\u523b\u3002\u9996\u5148\uff0c\u201c\u7406\u89e3\u201d\u89c6\u89c9\u4fe1\u606f\u662f\u5de8\u5927\u6280\u672f\u96be\u70b9\uff0c\u767d\u677f\u4e0a\u7684\u968f\u610f\u6d82\u9e26\u3001\u677e\u6563\u5173\u8054\u7684\u4fbf\u7b7e\uff0cAI\u80fd\u5426\u51c6\u786e\u63d0\u70bc\u6838\u5fc3\u903b\u8f91\u800c\u975e\u9677\u5165\u201c\u566a\u58f0\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u5b9e\u7528\u6027\u4e0a\u9650\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u6743\u9650\u4e0e\u540c\u6b65\u95ee\u9898\uff0c\u89e6\u53ca\u4e86\u534f\u4f5c\u7684\u672c\u8d28\uff1a\u767d\u677f\u662f\u52a8\u6001\u3001\u5145\u6ee1\u8ba8\u8bba\u751a\u81f3\u77db\u76fe\u7684\u201c\u601d\u8003\u8fc7\u7a0b\u201d\uff0c\u800c\u4ee3\u7801\u662f\u5fc5\u987b\u7cbe\u786e\u7684\u201c\u6267\u884c\u7ed3\u679c\u201d\u3002\u5982\u4f55\u7ba1\u7406\u4e0d\u540c\u89d2\u8272\u7684\u8bbf\u95ee\u8fb9\u754c\uff0c\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u53cc\u5411\u540c\u6b65\u4e0d\u81f3\u4e8e\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\u53d8\u6210\u53cc\u5411\u7684\u201c\u771f\u7406\u201d\u6c61\u67d3\uff0c\u662f\u4ea7\u54c1\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u8fc8\u5411\u201c\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u5b83\u4e0d\u662f\u5728\u89e3\u51b3\u4e00\u4e2a\u7b80\u5355\u7684\u529f\u80fd\u95ee\u9898\uff0c\u800c\u662f\u5728\u5c1d\u8bd5\u5b9a\u4e49\u4eba\u3001AI\u3001\u89c6\u89c9\u5316\u77e5\u8bc6\u3001\u53ef\u6267\u884c\u4ee3\u7801\u4e4b\u95f4\u65b0\u7684\u534f\u4f5c\u534f\u8bae\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\">Miro MCP<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI coding assistant can now read your Miro boards. \u2022 Code \u2192 Visual Docs: Open your AI tool in your repo, ask “Document this on Miro” – get architecture diagrams, flowcharts, data models. \u2022 Board Context \u2192 Code: AI reads your PRDs, specs, diagrams, flows, prototypes, decisions and generates code matching your plans. \u2022 Works with: Cursor, Claude Code, Windsurf, VSCode + Copilot, Replit. \u2022 2-min setup, OAuth. Public beta.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! I’m \u0141ukasz, Director of Engineering at Miro. Super excited to share what we’ve been building.<\/p>\n<p><strong>The backstory:<\/strong><br \/>As you can imagine, our engineering team lives in Miro – we have PRDs, diagrams, user flows, wireframes, technical specs, user insights… everything.<\/p>\n<p>But when we used AI coding tools like Cursor or Claude Code, they had zero context about any of this. We’d spend forever exporting, screenshoting and re-explaining everything that already existed on our boards.<\/p>\n<p>Frustrating!<br \/><strong><br \/>So we built Miro MCP Server<\/strong><\/p>\n<p>Now AI coding tools can read Miro boards directly. Point AI at your Miro board with PRDs, prototypes, notes and it can read everything and build exactly what you mean. <\/p>\n<p>But even better, you can use Miro visual capabilities to help you understand your codebase. Imagine this:<\/p>\n<p>You’re looking at an unfamiliar codebase. Instead of reading files for hours, you ask your AI tool: “Document this entire system on Miro.” Five minutes later, you have architecture diagrams showing how everything connects. People are using it for onboarding new engineers (visualize the codebase before diving in), for keeping documentation current (auto-generate diagrams), and for finally getting AI to stop hallucinating when building features.<\/p>\n<p><strong>What I’d love to hear:<\/strong><br \/>We’re in public beta specifically to learn what we’re missing.<\/p>\n<ul>\n<li>\n<p>What use cases matter to you?<\/p>\n<\/li>\n<li>\n<p>What’s broken?<\/p>\n<\/li>\n<li>\n<p>What should we build next?<\/p>\n<\/li>\n<\/ul>\n<p>I’m here all day to answer questions, help with setup, or just chat about where AI + visual context is heading. Let’s go!<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Board context \u2192 code is the direction I keep thinking about. But it raises a question I don’t have a good answer for: once an agent can read your PRD board, who decides if it can also edit it? Or read board A but not board B?<\/p>\n<\/p>\n<p>MCP is great for connectivity. The permissions side feels underspecified though. We’re working on this problem at keypost.ai – basically a policy layer for MCP servers.<\/p>\n<\/p>\n<p>Have you seen teams ask for this kind of control yet, or is everyone still in “let it read everything” mode?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kxbnb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kxbnb<\/a> hi! interesting issue \u2014 we are currently fairly restrictive in our MCP and focus on per-board per-use-case enablement.<\/p>\n<p>Because of limitation for board by board access, we haven’t seen customers ask for that yet, but it’s an interesting challenge for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Every time I’ve pointed an AI coding tool at a PRD, I end up copy-pasting sections into the prompt and losing the visual layout. Miro MCP pulling board context directly into Cursor or Claude Code skips that whole translation step. Biggest question is how it handles large boards with mixed content… rate limits plus noisy context could get tricky fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> we aim to summarize and generalize the board content first, search for the artefacts that are useful for the particular task you’re working with.<\/p>\n<p>But you can also refer to particular elements on a board \u2014 either by copying a direct link to them or by asking your agent.<\/p>\n<p>Give it a go and see if it works with your workflow \u2014 and give us a shout!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farbodsaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farbodsaraf<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Giving AI coding tools direct access to visual product context feels like a big unlock, especially for reducing re-explanation and hallucinations. How do you think about keeping Miro boards and the underlying codebase in sync over time, so the diagrams and PRDs stay a reliable source of truth as systems evolve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KEFKWXDGEFAD5Y\" class=\"app-title\">Sylvian AI Forms<\/a><\/p>\n<div class=\"one-liner\">Never fill a PDF by hand again<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sylvian AI Forms\u662f\u4e00\u6b3e\u901a\u8fc7AI\u81ea\u52a8\u8bc6\u522b\u5e76\u586b\u5199PDF\u8868\u5355\u7684\u5de5\u5177\uff0c\u80fd\u5904\u7406\u62a5\u9500\u5355\u3001\u5408\u89c4\u8868\u683c\u7b49\u590d\u6742\u6587\u6863\uff0c\u5c06\u7528\u6237\u4ece\u7e41\u7410\u3001\u6613\u9519\u7684\u624b\u52a8\u586b\u5199\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de89f45e-bbfa-4174-9952-537d7febc26c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/504b046b-294a-4ae6-88d3-777debb5547c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dee78db8-8252-4c89-8640-489fb3d096ac.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\/d1a9a9a6-0651-494b-94eb-a280ef46a438.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VWAa-LBkEl0\"><source src=\"https:\/\/www.youtube.com\/watch?v=VWAa-LBkEl0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8868\u5355\u5904\u7406<\/span><br \/>\n <span class=\"tag\">PDF\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u586b\u62a5<\/span><br \/>\n <span class=\"tag\">\u62a5\u9500\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">YC\u521b\u4e1a\u516c\u53f8<\/span><br \/>\n <span class=\"tag\">\u53ef\u9760AI<\/span><br \/>\n <span class=\"tag\">\u4e13\u7528\u667a\u80fd\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff08\u5982\u590d\u6742\u3001\u53d7\u76d1\u7ba1\u6d41\u7a0b\u4e2d\u7684PDF\u586b\u5199\uff09\uff0c\u5e76\u5173\u6ce8\u5176\u53ef\u9760\u6027\u3001\u9a8c\u8bc1\u7ea0\u9519\u673a\u5236\u53ca\u4e13\u4e1a\u4ee3\u7406\u6a21\u5f0f\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u76ee\u6807\u5ba2\u6237\u7fa4\u4f53\uff08\u533b\u7597\/\u5408\u89c4\u56e2\u961f\u8fd8\u662f\u4e2a\u4eba\uff09\u3001AI\u662f\u5426\u5177\u5907\u5b66\u4e60\u7ea0\u9519\u80fd\u529b\u3001\u5982\u4f55\u8bd5\u7528\u3001\u672a\u6765\u5e73\u53f0\u5f00\u653e\u7b56\u7565\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sylvian AI Forms\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u5374\u6781\u5177\u4ef7\u503c\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u975e\u7ed3\u6784\u5316\u6587\u6863\u6570\u636e\u7684\u7ed3\u6784\u5316\u63d0\u53d6\u4e0e\u586b\u5165\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6700\u5b8c\u6574\u7684PDF\u8868\u5355AI\u201d\u91ce\u5fc3\uff0c\u76f4\u6307\u4f20\u7edfRPA\u548c\u901a\u7528OCR\u5728\u5e94\u5bf9\u590d\u6742\u8868\u683c\u3001\u590d\u9009\u6846\u3001\u5355\u9009\u6309\u94ae\u65f6\u7684\u4e4f\u529b\u75db\u70b9\uff0c\u5c24\u5176\u662f\u5728\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u5bb9\u9519\u7387\u6781\u4f4e\u7684\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u53ef\u9760\u5730\u586b\u5145\u201d\u3002\u5728\u751f\u6210\u5f0fAI\u9677\u5165\u201c\u5e7b\u89c9\u201d\u56f0\u6270\u7684\u5f53\u4e0b\uff0c\u5176\u5b9a\u4f4d\u201c\u53ef\u9760\u7684\u4e13\u4e1aAI\u201d\u662f\u4e00\u79cd\u806a\u660e\u7684\u5dee\u5f02\u5316\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u5ea6\u5782\u76f4\u7684\u3001\u89c4\u5219\u4e0eAI\u7ed3\u5408\u7684\u4e13\u4e1a\u667a\u80fd\u4f53\uff0c\u5176\u6311\u6218\u5e76\u975e\u6280\u672f\u65b0\u9896\u6027\uff0c\u800c\u662f\u5bf9\u65e0\u6570\u975e\u6807\u51c6PDF\u8868\u5355\u7ed3\u6784\u7684\u7406\u89e3\u7cbe\u5ea6\u548c\u7a33\u5b9a\u6027\u3002\u4ece\u8bc4\u8bba\u56de\u590d\u770b\uff0c\u5176\u901a\u8fc7\u7528\u6237\u7ea0\u9519\u53cd\u9988\u6765\u4f18\u5316\u7279\u5b9a\u8868\u5355\u6a21\u677f\u7684\u903b\u8f91\uff0c\u662f\u6784\u5efa\u5b9e\u7528\u58c1\u5792\u7684\u5173\u952e\u2014\u2014\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u53ef\u8bad\u7ec3\u7684\u6a21\u677f\u5e93\u201d\uff0c\u800c\u975e\u901a\u624dAI\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u6e05\u6670\u62f7\u95ee\uff1a\u4f5c\u4e3a\u72ec\u7acb\u5e94\u7528\uff0c\u5b83\u9700\u8981\u5e94\u5bf9PDF\u8868\u5355\u7684\u65e0\u9650\u957f\u5c3e\uff0c\u7ef4\u62a4\u6210\u672c\u9ad8\u6602\uff1b\u82e5\u6df1\u8015\u5782\u76f4\u884c\u4e1a\uff08\u5982\u533b\u7597\u5408\u89c4\uff09\uff0c\u5219\u9700\u9762\u5bf9\u539a\u91cd\u7684\u884c\u4e1a\u77e5\u8bc6\u3001\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u8ba4\u8bc1\u58c1\u5792\u3002\u521b\u59cb\u4eba\u6697\u793a\u76ee\u524d\u81ea\u5efa\u4e13\u7528\u4ee3\u7406\uff0c\u800c\u975e\u5f00\u653e\u5e73\u53f0\uff0c\u8fd9\u867d\u80fd\u4fdd\u8bc1\u521d\u671f\u4f53\u9a8c\uff0c\u4f46\u53ef\u80fd\u9650\u5236\u5176\u6269\u5c55\u901f\u5ea6\u548c\u751f\u6001\u6784\u5efa\u3002\u5728\u201cAI+PDF\u201d\u8fd9\u4e2a\u62e5\u6324\u8d5b\u9053\uff0c\u80fd\u5426\u4ece\u4e00\u6b3e\u7cbe\u51c6\u7684\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u67d0\u4e2a\u5782\u76f4\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u3001\u53ef\u4fe1\u8d56\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u7528\u201d\u8d70\u5411\u201c\u6210\u529f\u201d\u7684\u5173\u952e\u4e00\u8dc3\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\">Sylvian AI Forms<\/span>\n <\/div>\n<div class=\"comment-content\">Upload a reimbursement form and 10 receipt images \u2014 Sylvian will fill in your form with all the info. Upload a compliance form and a spreadsheet with 10 rows of information \u2014 Sylvian will fill out 10 compliance forms for you. All of this in seconds. Sylvian AI Forms is the most complete PDF Form AI ever, made so you never have to fill a PDF by hand again.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>I’m Will, CEO of Sylvian (YC F25), and we’re setting out to create reliable, specialized AI. We’re releasing Sylvian AI Forms with the goal of saving you the time of filling out PDFs by hand. <\/p>\n<p>Sylvian can read spreadsheets, images, and PDFs alike, and can fill out as many forms as you need in seconds. Our AI handles even the most complex of forms, handling tables, checkboxes, and radio buttons from notoriously complicated forms from medicine, law, compliance, and more.<\/p>\n<p>Would love to hear your feedback! Feel free to reach out to <a href=\"mailto:hi@sylvian.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hi@sylvian.ai<\/a>.<\/div>\n<div class=\"comment-actions\">\n<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\">@williamhuang This is a very real problem to go after.<br \/>\nFilling complex PDFs is one of those tasks that\u2019s invisible until it eats hours, especially in regulated workflows where mistakes aren\u2019t an option. Handling tables, checkboxes, and radio logic reliably is where most automation breaks down, so it\u2019s interesting to see you leaning into the hardest cases first.<br \/>\nCurious who you\u2019re seeing the strongest pull from so far. Is it healthcare and compliance teams, or individuals dealing with recurring forms at scale?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Will! Solving the PDF ‘unstructured data’ nightmare is a huge win for productivity. As someone who just speed-ran a build of my own project, <strong>FeatMap<\/strong> (.<strong>app<\/strong>) on a 4-hour train ride today, I have massive respect for teams focusing on ‘Reliable AI’ over just ‘Generative AI.’<\/p>\n<\/p>\n<p>I\u2019m curious about the ‘specialized agent’ approach\u2014do the agents learn from the corrections a user makes to a filled form to improve accuracy for the next batch, or is the logic mostly based on the initial spreadsheet\/context provided?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michael_dors_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_dors_dev<\/a> Yes, users can make edits to our AI\u2019s understanding of a particular form!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 useful, I hate filling pdfs. How do I try this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on reliability-first workflows. PDF form filling is one of those painfully real tasks where a specialized agent can save hours if it\u2019s accurate and auditable. Curious what your validation and error-checking loop looks like.<\/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\/@nextgrid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nextgrid<\/a> Our platform allows users to edit our AI\u2019s understanding of a form if any mistakes are made, which allows the AI to fill the form correctly in future iterations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 nice. Are you planning to release multiple specialised agents yourself or open it to other builders release agents on your platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> Hi Gokul, we\u2019re building specialized agents ourselves as of now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/REC3PHPTSB2XOP\" class=\"app-title\">TalkToPost<\/a><\/p>\n<div class=\"one-liner\">Voice notes to LinkedIn and X viral content in seconds!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u6742\u4e71\u8bed\u97f3\u7b14\u8bb0\u5728\u6570\u79d2\u5185\u81ea\u52a8\u8f6c\u6362\u4e3a\u9002\u7528\u4e8eLinkedIn\u548cX\u5e73\u53f0\u7684\u75c5\u6bd2\u5f0f\u4f20\u64ad\u8f6e\u64ad\u56fe\u5185\u5bb9\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u7075\u611f\u7a0d\u7eb5\u5373\u901d\u53ca\u4e13\u4e1a\u8bbe\u8ba1\u8017\u65f6\u8d39\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/014b2bd3-934c-4657-b6fa-9ad7cd393423.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qZ7XB6jgFsw\"><source src=\"https:\/\/www.youtube.com\/watch?v=qZ7XB6jgFsw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a485aaf9-94cb-4821-9cd9-f2025e2b4605.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89778727-1a61-4900-ae54-905dd5f38273.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcf76a76-1f7f-4033-9fb4-2d7a7745c2d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a2e2b58-4419-41f5-b16e-af94ba131345.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u793e\u4ea4\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">LinkedIn\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u8f6e\u64ad\u56fe\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u514d\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u7684\u4ef7\u503c\u4e0e\u6d41\u7545\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u514d\u8d39\u8bd5\u7528\u6216\u989d\u5ea6\uff1b\u5e0c\u671b\u589e\u52a0\u8f6e\u64ad\u56fe\u80cc\u666f\u6a21\u677f\u591a\u6837\u6027\uff1b\u8be2\u95ee\u5355\u9875\u5b57\u6570\u9650\u5236\u53ca\u624b\u52a8\u6dfb\u52a0\u56fe\u7247\u529f\u80fd\uff1b\u597d\u5947AI\u5982\u4f55\u4ece\u975e\u7ebf\u6027\u8bed\u97f3\u4e2d\u63d0\u53d6\u6838\u5fc3\u94a9\u5b50\u4e0e\u7ed3\u6784\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 TalkToPost\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u589e\u957f\u4e14\u5145\u6ee1\u7126\u8651\u7684\u8d5b\u9053\u2014\u2014\u4e13\u4e1a\u4e2a\u4eba\u4e0eB2B\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u521b\u4f5c\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u8bed\u97f3\u8f6c\u6587\u5b57\uff0c\u800c\u662f\u201c\u7406\u89e3\u60f3\u6cd5\u201d\u5e76\u751f\u6210\u201c\u4e13\u4e1a\u8bbe\u8ba1\u201d\uff0c\u8fd9\u8bd5\u56fe\u5c06\u521b\u4f5c\u94fe\u4e2d\u6700\u8017\u65f6\u7684\u201c\u7ed3\u6784\u5316\u601d\u8003\u201d\u4e0e\u201c\u89c6\u89c9\u5316\u5448\u73b0\u201d\u73af\u8282\u4e00\u5e76\u81ea\u52a8\u5316\u3002\u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u201c\u7075\u611f\u6d41\u5931\u201d\u4e0e\u201c\u8bbe\u8ba1\u95e8\u69db\u201d\u4e24\u5927\u987d\u75be\uff0c\u9887\u5177\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8eAI\u7684\u201c\u7406\u89e3\u201d\u6df1\u5ea6\u4e0e\u8f93\u51fa\u7684\u201c\u4e13\u4e1a\u201d\u7a0b\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u4ece\u975e\u7ebf\u6027\u6f2b\u8c08\u4e2d\u63d0\u53d6\u6838\u5fc3\u201d\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u76ee\u524d\u5e02\u573a\u4e0a\u591a\u6570\u5de5\u5177\u4ec5\u80fd\u505a\u5230\u5173\u952e\u8bcd\u63d0\u53d6\u4e0e\u6a21\u677f\u586b\u5145\uff0c\u751f\u6210\u5185\u5bb9\u6d41\u4e8e\u8868\u9762\u683c\u5f0f\u7684\u201c\u4e13\u4e1a\u201d\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u6d1e\u5bdf\u6846\u67b6\u4e0e\u903b\u8f91\u5f20\u529b\u3002\u82e5TalkToPost\u4ec5\u6b62\u6b65\u4e8e\u6b64\uff0c\u5b83\u5c06\u5f88\u5feb\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u5185\u5bb9\u7f8e\u989c\u76f8\u673a\u201d\uff0c\u800c\u975e\u201c\u5185\u5bb9\u5927\u8111\u201d\u3002\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8eAI\u6a21\u578b\u5bf9\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u5546\u4e1a\u3001\u804c\u573a\uff09\u5185\u5bb9\u903b\u8f91\u7684\u638c\u63e1\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u751f\u6210\u5177\u5907\u72ec\u7279\u89c2\u70b9\u4e0e\u8bf4\u670d\u529b\u7684\u5185\u5bb9\u7ed3\u6784\uff0c\u800c\u975e\u5343\u7bc7\u4e00\u5f8b\u7684\u6e05\u5355\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5e02\u573a\u5b9a\u4f4d\u5b58\u5728\u9690\u5fe7\u3002\u9ad8\u5ea6\u4f9d\u8d56LinkedIn\u548cX\u7684\u5e73\u53f0\u751f\u6001\uff0c\u9700\u6301\u7eed\u5e94\u5bf9\u5176\u7b97\u6cd5\u53d8\u5316\u3002\u4ece\u201c\u5de5\u5177\u201d\u8d70\u5411\u201c\u5e73\u53f0\u201d\u662f\u81ea\u7136\u60f3\u8c61\uff0c\u4f46\u9700\u8b66\u60d5\u5728\u7528\u6237\u5efa\u8bae\u4e0b\u76f2\u76ee\u589e\u52a0\u529f\u80fd\uff08\u5982\u54c1\u724c\u5de5\u5177\u5305\uff09\uff0c\u5bfc\u81f4\u4ea7\u54c1\u5931\u7126\u3002\u5f53\u524d\u7684\u6838\u5fc3\u4efb\u52a1\u5e94\u662f\u6781\u81f4\u4f18\u5316\u4ece\u201c\u8bed\u97f3\u7075\u611f\u201d\u5230\u201c\u7206\u6b3e\u5185\u5bb9\u201d\u7684\u8f6c\u5316\u7387\u4e0e\u60ca\u559c\u611f\uff0c\u7528\u7ed3\u679c\u8bc1\u660e\u5176\u80fd\u771f\u6b63\u63d0\u5347\u7528\u6237\u7684\u201c\u5185\u5bb9\u5f71\u54cd\u529b\u201d\uff0c\u800c\u975e\u4ec5\u4ec5\u8282\u7701\u65f6\u95f4\u3002\u552f\u6709\u5982\u6b64\uff0c\u624d\u80fd\u4ece\u201c\u6709\u7528\u7684\u65b0\u5947\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u4e13\u4e1a\u88c5\u5907\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\">TalkToPost<\/span>\n <\/div>\n<div class=\"comment-content\">Turn messy voice notes into viral LinkedIn and X carousels in seconds. It understands your idea and generate professional social content instantly, eliminating manual typing and design work. No typing, no Canva or Figma<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b Agustin here from Buenos Aires, Argentina.<\/p>\n<p>I\u2019m a developer by trade, but I\u2019ve always struggled with the “Creator” part of being a founder. I would have great ideas while walking my dog or driving, but by the time I sat down at my laptop, the “spark” was gone.<\/p>\n<p>And even if I remembered the idea, I hated spending 2 hours in Canva or Figma just to make it look “professional.”<\/p>\n<p>So I built TalkToPost to fix my own workflow.<\/p>\n<p>The premise is simple:<\/p>\n<p>Press Record: Ramble about your topic (in English, Spanish, or 100+ languages !!).<\/p>\n<p>AI Formatting: The engine cleans your grammar, finds the “hook,” and structures the argument.<\/p>\n<p>The best part…It generates a stunning, customizable carousel instantly.<\/p>\n<p>I\u2019d love to hear what you think! Specifically about the “Voice-to-Design” quality!<\/p>\n<p>Let me know if you hit any bugs! I’ll be here all day fixing them. \ud83d\udc1b\ud83d\udd28<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agustinvrancic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agustinvrancic<\/a> This app feels super cool! Are you planning to release a trail version or limited credit anytime soon? Would love to take it for a try.<\/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 absolutely love tools (and it’s the reason I check products mainly on PH) – A tool that does one thing that simplifies a lot of things in a manner of seconds, has great UI\/UX, is very well thought of +++ has voice integration (I believe people are sick of typing). This is Beautiful and IT DESERVES MUCH MORE UPVOTES. Congrats, Augustin, you just created something beautiful and truly useful (and expandable down the line!) LOVE THIS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisisjad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisjad<\/a> thanks for your comment Jad and your support! Hope it helps lot’s of people out there, focusing on distribution because it solves a real problem for Linkedin users looking to scale their account<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely agree. There should be different variations of backgrounds I feel (without going grossly overboard) the way for example MICROSOFT always over-does everthing. Just minimal (unlike Canva too) but with new colors and pattern variations. A LinkedIn cover maker for professionals (or whole brand kit: profile picture helper & cover photo with text to be filled templates) would be very cool DOWN THE LINE of course… (and not all good ideas are good ideas!) <\/p>\n<p>Btw, is there a limitation on how many carousels can be generated? Manual adding of a photo (like carousel cover photo – the first\/last) possible? AND how much text (letters or words) can each image hold without being hard to read…<\/p>\n<p>Many questions, ideas :<br \/>Excellent product.<\/p>\n<p>Thanks,<br \/>Jad<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Turning raw voice into a finished, share-ready carousel is a really nice way to preserve that initial spark. How does TalkToPost decide which parts of a spoken ramble become the core hook and structure, especially when ideas are nonlinear or exploratory rather than already well-formed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Really like the focus on helping people create professional content from rough ideas. It feels especially useful if you want to share ideas quickly without getting stuck on design or formatting.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6Y7TWNU6AB6GLU\" class=\"app-title\">AutoBandStudio<\/a><\/p>\n<div class=\"one-liner\">AI that turns your melody into a full arrangement<\/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>\u4e00\u6b3eWindows\u684c\u9762\u5e94\u7528\uff0c\u5141\u8bb8\u7528\u6237\u7ed8\u5236\u4e3b\u65cb\u5f8b\u540e\uff0c\u7531AI\u81ea\u52a8\u751f\u6210\u548c\u5f26\u3001\u9f13\u70b9\u3001\u8d1d\u65af\u548c\u5409\u4ed6\u7b49\u4f34\u594f\u58f0\u90e8\uff0c\u89e3\u51b3\u4e86\u97f3\u4e50\u521b\u4f5c\u8005\u201c\u6709\u65cb\u5f8b\u4f46\u96be\u4ee5\u5feb\u901f\u5b8c\u6210\u5b8c\u6574\u7f16\u66f2\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4fb5e498-e41f-46b1-a351-6533d4269694.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/yZP0jf7w2Y8?si=NS_FIetsoQzREtvn\"><source src=\"https:\/\/youtube.com\/shorts\/yZP0jf7w2Y8?si=NS_FIetsoQzREtvn\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/199ff3ed-89ce-424e-9ff7-194e5bc4eba4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92dd9ea7-e7af-4b39-96cd-c9372b32c5c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94c93a10-07c0-4a2d-80b1-de39611fd78b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10bcbe47-d46e-4e32-bfe6-835ddc65a68c.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\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f16\u66f2\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65cb\u5f8b\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u4e50\u961f<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">MIDI\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">Windows\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5236\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u865a\u62df\u4e50\u961f\u4f19\u4f34\u201d\u7684\u5b9a\u4f4d\u53ca\u548c\u5f26\u751f\u6210\u7684\u81ea\u7136\u5ea6\u3002\u5f00\u53d1\u8005\u900f\u9732\u6a21\u578b\u57fa\u4e8ePop\/Ballad\u98ce\u683c\u8bad\u7ec3\uff0c\u5bf9\u6781\u7aef\u901f\u5ea6\u548c\u8de8\u98ce\u683c\u9002\u914d\u80fd\u529b\u6709\u9650\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u66f4\u591a\u97f3\u4e50\u98ce\u683c\u7684\u62d3\u5c55\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AutoBandStudio\u5728\u201c\u6587\u672c\u751f\u6210\u5b8c\u6574\u6b4c\u66f2\u201d\u7684AI\u97f3\u4e50\u7ea2\u6d77\u4e2d\uff0c\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u806a\u660e\u4e14\u66f4\u5c0a\u91cd\u521b\u4f5c\u4e3b\u4f53\u7684\u8def\u5f84\uff1a**\u201c\u65cb\u5f8b\u4e3b\u6743\u201d\u6a21\u5f0f**\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u66ff\u4ee3\u521b\u4f5c\u8005\u7684AI\uff0c\u800c\u662f\u4e00\u4e2a\u5c06\u521b\u4f5c\u8005\u4ece\u7e41\u7410\u3001\u9700\u8981\u5927\u91cf\u4e50\u7406\u77e5\u8bc6\u7684\u4f34\u594f\u7f16\u914d\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\u7684\u201c\u8d85\u7ea7\u6267\u884c\u5c42\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u4e86\u4ec0\u4e48\uff0c\u800c\u5728\u4e8e**\u5b83\u4e25\u683c\u754c\u5b9a\u4e86\u4eba\u4e0eAI\u7684\u534f\u4f5c\u8fb9\u754c**\uff1a\u4eba\u8d1f\u8d23\u6838\u5fc3\u521b\u610f\uff08\u65cb\u5f8b\uff09\uff0cAI\u8d1f\u8d23\u529f\u80fd\u6027\u3001\u6846\u67b6\u6027\u7684\u586b\u5145\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5de7\u5999\u5730\u89c4\u907f\u4e86\u5f53\u524dAIGC\u5728\u97f3\u4e50\u9886\u57df\u6700\u88ab\u8bdf\u75c5\u7684\u201c\u98ce\u683c\u540c\u8d28\u5316\u201d\u548c\u201c\u521b\u610f\u968f\u673a\u6027\u201d\u95ee\u9898\uff0c\u5c06\u8f93\u51fa\u8d28\u91cf\u7684\u4e0b\u9650\u7262\u7262\u951a\u5b9a\u5728\u7528\u6237\u8f93\u5165\u7684\u65cb\u5f8b\u8d28\u91cf\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u5b8c\u5168\u7cfb\u4e8e\u90a3\u4e2a\u201cTransformer Encoder\u201d\u548c\u5f26\u9884\u6d4b\u6a21\u578b\u3002\u4ece\u5f00\u53d1\u8005\u56de\u590d\u770b\uff0c\u5176\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u4e8e\u6d41\u884c\u548c\u6292\u60c5\u98ce\u683c\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u4ea7\u54c1\u7684\u5e94\u7528\u573a\u666f\u548c\u7528\u6237\u5e7f\u5ea6\u3002\u5728\u97f3\u4e50\u98ce\u683c\u6781\u5ea6\u5206\u5316\u7684\u4eca\u5929\uff0c\u4ec5\u652f\u6301\u4e3b\u6d41\u98ce\u683c\u662f\u4e00\u4e2a\u660e\u663e\u7684\u77ed\u677f\u3002\u5176\u6b21\uff0c\u201c\u514d\u8d39+\u8ba2\u9605\u201d\u7684\u6a21\u5f0f\u4e2d\uff0c\u5c06\u201c\u65e0\u9650\u5bfc\u51fa\u201d\u8bbe\u4e3aPro\u529f\u80fd\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u80fd\u523a\u6fc0\u8f6c\u5316\uff0c\u4f46\u4e5f\u53ef\u80fd\u963b\u788d\u521d\u671f\u7528\u6237\u6df1\u5ea6\u4f53\u9a8c\u548c\u4f20\u64ad\uff0c\u6bd5\u7adf\u65e0\u6cd5\u81ea\u7531\u5bfc\u51fa\u6210\u679c\u7684\u7f16\u66f2\u5de5\u5177\u5b9e\u7528\u6027\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7406\u5ff5\u9886\u5148\u4e8e\u5f53\u524d\u6280\u672f\u6210\u719f\u5ea6\u7684\u4ea7\u54c1\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u771f\u5b9e\u7684\u9700\u6c42\uff0c\u4e3a\u5177\u5907\u57fa\u7840\u65cb\u5f8b\u521b\u4f5c\u80fd\u529b\u4f46\u7f16\u66f2\u80fd\u529b\u4e0d\u8db3\u7684\u201c\u4e2d\u95f4\u5c42\u201d\u97f3\u4e50\u7231\u597d\u8005\u63d0\u4f9b\u4e86\u6781\u5177\u8bf1\u60d1\u529b\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u201c\u70ab\u6280\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6a21\u578b\u8fed\u4ee3\u7684\u901f\u5ea6\u2014\u2014\u80fd\u5426\u5feb\u901f\u8986\u76d6\u6447\u6eda\u3001\u7535\u5b50\u3001\u563b\u54c8\u7b49\u66f4\u591a\u5143\u98ce\u683c\uff0c\u4ee5\u53ca\u5176\u7f16\u8f91\u529f\u80fd\uff08\u5982\u9f13\u70b9\u3001\u5409\u4ed6\u58f0\u90e8\uff09\u80fd\u5426\u63d0\u4f9b\u8db3\u591f\u7cbe\u7ec6\u7684\u624b\u52a8\u8c03\u6574\u7a7a\u95f4\uff0c\u4ee5\u6ee1\u8db3\u7528\u6237\u4ece\u201c\u8f85\u52a9\u201d\u5230\u201c\u5171\u540c\u521b\u4f5c\u201d\u7684\u8fdb\u9636\u9700\u6c42\u3002\u5b83\u8bc1\u660e\u4e86\uff0c\u5728AI\u97f3\u4e50\u9886\u57df\uff0c\u201c\u5c11\u5373\u662f\u591a\u201d\u7684\u514b\u5236\u8bbe\u8ba1\uff0c\u53ef\u80fd\u6bd4\u8ffd\u6c42\u5168\u81ea\u52a8\u751f\u6210\uff0c\u66f4\u80fd\u8d62\u5f97\u521b\u4f5c\u8005\u7684\u957f\u671f\u9752\u7750\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\">AutoBandStudio<\/span>\n <\/div>\n<div class=\"comment-content\">Free Windows app that turns your melody into full arrangement with AI. Unlike tools generating songs from prompts, AutoBandStudio keeps your voice. You sketch the melody \u2014 AI fills in the rest. How it works: 1. Draw melody on piano roll 2. AI generates chords, drums, bass, guitar 3. Export as MIDI or audio Features: \ud83c\udfb9 AI chord prediction \ud83c\udfb8 Guitar generation (4 styles) \ud83e\udd41 Editable drums \u2702\ufe0f Regenerate sections \ud83d\udcbe Save\/load projects Free \u2014 Pro unlocks unlimited exports.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b I’m a solo developer working full-time as a C# desktop app developer. I built AutoBandStudio on nights and weekends over the past few months.<\/p>\n<\/p>\n<p>Why I made this: I’ve been playing in bands since college. I always had melodies in my head, but turning them into full songs was the hard part \u2014 especially the accompaniment. There are amazing AI music tools out there that generate entire songs from text prompts. I wanted something different: a tool where I create the melody, and AI just helps with the backing track. Think of it like sketching a drawing and having AI color it in.<\/p>\n<\/p>\n<p>Tech behind it: The chord prediction model is a Transformer Encoder built and trained in PyTorch. As a C# developer, diving into Python and deep learning for the first time was… an experience \ud83d\ude05<\/p>\n<\/p>\n<p>Where it stands now: 650+ downloads across 58 countries, 5.0 rating on Microsoft Store. v2.0 just launched with guitar generation, drum editing, and a Pro subscription.<\/p>\n<\/p>\n<p>I’d love to hear your thoughts \u2014 what would make this more useful? What’s missing? Thanks for checking it out! \ud83c\udfb5<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>The AI chord prediction flows naturally with the melody , no awkward harmonies at all<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rahul_manjhi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_manjhi1<\/a> Glad to hear that! The chord prediction model was the part I spent the most time on, so this means a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this approach. Preserving the original melody while letting AI handle arrangement feels way more creator-friendly than prompt-only generation. Curious how well it adapts across genres and tempos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nextgrid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nextgrid<\/a> Currently, the model is trained on a general dataset, so it works best with pop and ballad-style melodies. Tempo-wise, it handles a decent range, but extreme tempos may give less ideal results. Thanks for the question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels a lot like having a virtual bandmate: you throw out an idea and get a full, living arrangement in return<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misha___mavrin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misha___mavrin<\/a> That’s exactly the vibe I was going for. A virtual bandmate who fills in the rest. 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\/MITCKOD64LIJZN\" class=\"app-title\">Therapist AI<\/a><\/p>\n<div class=\"one-liner\">Built by Therapists, For Therapists<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7531\u6cbb\u7597\u5e08\u6784\u5efa\u7684AI\u8f85\u52a9\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6587\u4e66\u3001\u7ba1\u7406\u4f1a\u8bdd\u548c\u8ffd\u8e2a\u8fdb\u5ea6\uff0c\u5728\u4e34\u5e8a\u8bca\u7597\u573a\u666f\u4e2d\u4e3a\u6cbb\u7597\u5e08\u8282\u7701\u884c\u653f\u65f6\u95f4\uff0c\u4f7f\u5176\u80fd\u66f4\u4e13\u6ce8\u4e8e\u5ba2\u6237\u5173\u6000\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/967faa5e-5a51-463d-9827-956a76090b5c.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\/ae72ccad-0437-4a48-96c5-c7b6ee828459.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\/781adedf-b111-4e3a-8b8f-efceab7488a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c423b85-211f-4da6-86de-c9f1d11fad5b.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\/5113efb3-4d4a-4005-b863-37d222f3bda3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/S-JweNgCPjg\"><source src=\"https:\/\/youtu.be\/S-JweNgCPjg\" 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\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u533b\u7597SaaS<\/span><br \/>\n <span class=\"tag\">\u884c\u653f\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6cbb\u7597\u5e08\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8fdb\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">SOAP\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">B2B\u533b\u7597<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u7531\u6cbb\u7597\u5e08\u3001\u4e3a\u6cbb\u7597\u5e08\u201d\u7684\u5b9a\u4f4d\u53ca\u8282\u7701\u884c\u653f\u65f6\u95f4\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u671f\u5f85\u540e\u7eed\u529f\u80fd\u3002\u4e3b\u8981\u8be2\u95ee\u96c6\u4e2d\u4e8e\u6848\u4f8b\u7b14\u8bb0\u52a9\u624b\u662f\u5426\u652f\u6301\u591a\u79cd\u6cbb\u7597\u6846\u67b6\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u76ee\u524d\u57fa\u4e8eSOAP\u6846\u67b6\uff0c\u5e76\u8ba1\u5212\u589e\u52a0\u5176\u4ed6\u6a21\u677f\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 Therapist AI \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u4ef7\u503c\u4e14\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5fc3\u7406\u5065\u5eb7\u4e13\u4e1a\u4eba\u58eb\u7684\u884c\u653f\u8d1f\u62c5\u4e0e\u804c\u4e1a\u8017\u7aed\u3002\u5176\u5ba3\u79f0\u7684\u201cBuilt by Therapists, For Therapists\u201d\u5e76\u975e\u7a7a\u6d1e\u53e3\u53f7\uff0c\u800c\u662f\u5176\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u6765\u6e90\u2014\u2014\u8fd9\u786e\u4fdd\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u6e90\u4e8e\u771f\u5b9e\u7684\u4e34\u5e8a\u5de5\u4f5c\u6d41\u4e0e\u4f26\u7406\u8003\u91cf\uff0c\u800c\u975e\u7c97\u66b4\u7684\u6280\u672f\u5957\u7528\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u521d\u671f\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u4f20\u9012\u4e86\u201c\u8d4b\u80fd\u800c\u975e\u66ff\u4ee3\u201d\u7684\u660e\u786e\u4fe1\u606f\uff0c\u7f13\u89e3\u4e86\u884c\u4e1a\u5bf9AI\u7684\u62b5\u89e6\u60c5\u7eea\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8003\u9a8c\u624d\u521a\u521a\u5f00\u59cb\u3002\u9996\u5148\uff0c**\u4ea7\u54c1\u5dee\u5f02\u5316\u58c1\u5792\u4e0d\u9ad8**\uff1a\u81ea\u52a8\u5316\u6587\u4e66\u3001\u8fdb\u5ea6\u8ffd\u8e2a\u7b49\u529f\u80fd\u5df2\u662f\u4f17\u591a\u5b9e\u8df5\u7ba1\u7406\u8f6f\u4ef6\u7684\u6807\u914d\uff0c\u5176AI\u201c\u52a9\u7406\u201d\u7684\u5177\u4f53\u6548\u80fd\u3001\u51c6\u786e\u6027\u4e0e\u4e13\u4e1a\u6027\uff08\u5982\u57fa\u4e8eSOAP\u6846\u67b6\u7684\u7b14\u8bb0\u751f\u6210\uff09\u9700\u7ecf\u53d7\u4e25\u683c\u4e34\u5e8a\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c**\u5546\u4e1a\u5316\u4e0e\u6570\u636e\u9690\u79c1\u7684\u5e73\u8861**\uff1a\u5904\u7406\u6781\u5ea6\u654f\u611f\u7684\u5fc3\u7406\u5065\u5eb7\u6570\u636e\uff0c\u5176\u5b89\u5168\u67b6\u6784\u3001\u5408\u89c4\u6027\uff08\u5982HIPAA\/GDPR\uff09\u53ca\u6570\u636e\u4f7f\u7528\u653f\u7b56\u5fc5\u987b\u662f\u94c1\u677f\u4e00\u5757\uff0c\u4efb\u4f55\u542b\u7cca\u90fd\u53ef\u80fd\u6467\u6bc1\u4fe1\u4efb\u3002\u6700\u540e\uff0c**\u4ece\u201c\u5de5\u5177\u201d\u5230\u201c\u751f\u6001\u201d\u7684\u8de8\u8d8a**\uff1a\u80fd\u5426\u4ece\u8282\u7701\u65f6\u95f4\u7684\u6548\u7387\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u80fd\u63d0\u4f9b\u4e34\u5e8a\u51b3\u7b56\u652f\u6301\uff08\u5982\u98ce\u9669\u9884\u8b66\u3001\u5e72\u9884\u63aa\u65bd\u5efa\u8bae\uff09\u7684\u667a\u80fd\u4f19\u4f34\uff0c\u5c06\u51b3\u5b9a\u5176\u957f\u671f\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u6b62\u75db\u836f\u201d\uff0c\u5e02\u573a\u53cd\u54cd\u8bc1\u660e\u4e86\u75db\u611f\u4e4b\u5f3a\u70c8\u3002\u4f46\u82e5\u8981\u6210\u4e3a\u884c\u4e1a\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u662f\u884c\u653f\u7684\u201c\u51cf\u6cd5\u5668\u201d\uff0c\u66f4\u80fd\u6210\u4e3a\u4e34\u5e8a\u7597\u6548\u4e0e\u6cbb\u7597\u5e08\u53ef\u6301\u7eed\u53d1\u5c55\u7684\u201c\u653e\u5927\u5668\u201d\u3002\u4e0b\u4e00\u6b65\uff0c\u770b\u5b83\u5982\u4f55\u5c06\u6cbb\u7597\u5e08\u7684\u6df1\u5ea6\u53cd\u9988\u8f6c\u5316\u4e3a\u4e0d\u53ef\u8f7b\u6613\u590d\u5236\u7684\u3001\u4e0e\u4e34\u5e8a\u5de5\u4f5c\u6df1\u5ea6\u7ed1\u5b9a\u7684\u667a\u80fd\u4f53\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Therapist AI<\/span>\n <\/div>\n<div class=\"comment-content\">Get help from a team of AI therapy assistants and digital tools to manage therapy sessions, track client progress, and streamline administrative tasks. Avoid losing your most valuable resource – time. With Therapist AI, you’ll find everything in one place 24\/7. For professionals, you can focus more on care and less on paperwork.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">As therapists, we don\u2019t choose this work because it\u2019s easy \u2014 we choose it because we believe in transformation. But the reality? Endless admin steals precious time from the work that matters: being present with clients, guiding change, and holding space with compassion.<br \/>\nTherapist AI was created by therapists, for therapists \u2014 to give back time, energy, and headspace. So you can stay connected to your passion, spend more minutes in meaningful work, and less buried in paperwork.<br \/>\nWe built this to support the future of therapy \u2014 grounded in humanity, strengthened by technology, and fuelled by the belief that your time is sacred and your work changes lives. Let\u2019s give therapists back their hours, and give the world more healing.<\/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\/@nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> well done! This will be a game changer four so many businesses, but ultimately the clients that really need the help and support will be getting our full attention without being derailed from processes that should be automated. <\/p>\n<p>Amazing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> Finally! This is what the industry needs. Therapists should focus more on the patients and let AI do the admin work. Very cool. Congrats on the launch!! Cant wait for this to fly along with V2 – especially the case note assistant every therapist carries with them. <\/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\/@suraj_naik1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suraj_naik1<\/a> thanks for all your help with bringing my vision to life and helping to support me along this journey. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Working on this project has been such a fulfilling experience for me. There was something incredibly meaningful about helping build an app focused on supporting therapists, the individuals who spend their careers helping others, but whose own challenges are rarely spoken about. Every stage of this app\u2019s development has been guided by empathy, user feedback, and a deep commitment to creating something that genuinely helps people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I really appreciate about TherapistAI is that it\u2019s built around real therapist needs \u2014 not just technology. By reducing the admin burden, it helps therapists save time, protect their energy, and stay focused on meaningful client work. It feels like a product designed to support human care, not replace it, and I\u2019m excited to see how it grows with feedback from the therapist community.<\/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\/@eris_tran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eris_tran<\/a> Thank you for your support! Your excellent team work skills and excitement to be part of this project as an intern was great to see. You stepped up to the challenge and I loved seeing you develop new skills and confidence in areas you did not have before. <\/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, that launch video is… <em>something. <\/em>\ud83d\ude05<\/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> Thank you for watching our launch video. We really appreciate you taking the time. It means a lot to us and the journey behind building this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As an aspiring therapist, being part of building Therapist AI has been incredibly meaningful. I\u2019ve seen firsthand how much time, emotional labour, and energy therapists pour into their work, often at the cost of their own wellbeing.<\/p>\n<p>This product was shaped by real conversations with clinicians, real admin pain points, and a shared belief that therapists deserve better tools. We didn\u2019t want to \u201cadd another platform\u201d ,we wanted to reduce friction, cognitive load, and after-hours work.<\/p>\n<p>Excited (and grateful) to finally share this with the community \ud83d\udc9b<\/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\/@wai_zhen_chok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wai_zhen_chok<\/a> Although you were very nervous to start your internship, you excelled in your leadership abilities. I loved the fun we all had making the video (it’s almost a movie) and your vision for what you wanted the video to convey. So dedicated!<\/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\">Looks great! Therapists are hero\u2019s of society so seeing a platform to help them out is always great to see.<\/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\/@peterdasilva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterdasilva<\/a> Thank you so much, Peter. That truly means a lot. We completely agree, therapists do incredibly important work, and we\u2019re grateful to build something that supports them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> Congrats on the launch! I’m curious about the case note assistant mentioned in the comments: does it help structure the notes based on specific therapeutic frameworks, or is it more of a general summary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Hi Valeriia! The Case Note Assistant helps to structure notes based of the SOAP framework: <strong>Subjective (S), Objective (O),Assessment (A) ,Plan (P). <\/strong><\/p>\n<p>It will be structured into a summarised table format with what you input into the chatbox! You can voice record or type your case notes. We are working on version 2 which will provide options for other case noting styles and templates soon \ud83d\ude42<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> feel free to elaborate further, but we would love to offer you a free trial of 1 month for you to try Version one out 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Love the \u201cbuilt by therapists, for therapists\u201d positioning and the focus on saving clinicians time by reducing admin overhead.<\/p>\n<p>The real value here is helping therapists stay present with clients while the tooling handles summaries, progress tracking, and follow-ups. Wishing you a strong launch day. <a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4YEAHU7FDN656Q\" class=\"app-title\">Votap<\/a><\/p>\n<div class=\"one-liner\">A platform for the world to vote on political leaders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Votap\u662f\u4e00\u6b3e\u8ba9\u6c11\u4f17\u50cf\u7ed9\u5546\u54c1\u5199\u8bc4\u4ef7\u4e00\u6837\uff0c\u968f\u65f6\u4e3a\u653f\u6cbb\u4eba\u7269\u8fdb\u884c\u5b9e\u65f6\u70b9\u8d5e\u6216\u70b9\u8e29\u6295\u7968\u7684\u5e73\u53f0\uff0c\u65e8\u5728\u586b\u8865\u9009\u4e3e\u95f4\u9699\u671f\u516c\u4f17\u8868\u8fbe\u6e20\u9053\u7684\u7a7a\u767d\uff0c\u8bd5\u56fe\u89e3\u51b3\u6c11\u4f17\u65e5\u5e38\u653f\u6cbb\u53c2\u4e0e\u611f\u5f31\u3001\u5bf9\u653f\u5ba2\u7f3a\u4e4f\u6301\u7eed\u76d1\u7763\u6e20\u9053\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9fbe6e9-5705-4b46-9b2f-931eb3e10542.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3d88cd2-8b12-4739-8a5a-2ed5085f97c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b457908-d4a2-403c-b2af-9838fe33aee4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23f961f1-5273-44d3-ab2e-1728fa704fc6.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\/b0ac942b-7aac-445a-a3ff-77dee2094c79.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6-D1-mAx47U?si=b38XdY46IaKhA6Pf\"><source src=\"https:\/\/youtu.be\/6-D1-mAx47U?si=b38XdY46IaKhA6Pf\" 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\">Politics<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Political news<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u653f\u6cbb\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u516c\u4f17\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">\u653f\u5ba2\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6295\u7968<\/span><br \/>\n <span class=\"tag\">\u793e\u4f1a\u76d1\u7763<\/span><br \/>\n <span class=\"tag\">\u516c\u6c11\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8206\u8bba\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u653f\u6cbb\u95ee\u8d23<\/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\u6982\u5ff5\u521b\u65b0\uff0c\u4f46\u62c5\u5fe7\u653f\u5ba2\u63a5\u53d7\u5ea6\u4e0e\u6570\u636e\u771f\u5b9e\u6027\uff08\u5982\u673a\u5668\u4eba\u5237\u7968\uff09\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5bf9\u5177\u4f53\u6cd5\u6848\/\u8bae\u9898\u7684\u6295\u7968\u529f\u80fd\uff1b\u6574\u5408\u65b0\u95fb\u4e8b\u4ef6\u4ee5\u89e3\u8bfb\u60c5\u7eea\u6ce2\u52a8\uff1b\u601d\u8003\u5982\u4f55\u5e94\u5bf9\u7528\u6237\u5bf9\u653f\u5ba2\u8bc4\u4ef7\u7684\u590d\u6742\u6027\uff08\u652f\u6301\u90e8\u5206\u653f\u7b56\u4f46\u53cd\u5bf9\u5176\u4ed6\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Votap\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06\u91d1\u878d\u5e02\u573a\u822c\u7684\u5b9e\u65f6\u53cd\u9988\u673a\u5236\u690d\u5165\u653f\u6cbb\u9886\u57df\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u9884\u6d4b\u9009\u4e3e\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u6301\u7eed\u6027\u7684\u201c\u793e\u4f1a\u538b\u529b\u4eea\u8868\u76d8\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u6a21\u7cca\u7684\u6c11\u610f\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u7684\u3001\u53ef\u8ffd\u8e2a\u7684\u6570\u636e\u66f2\u7ebf\uff0c\u8fd9\u5728\u7406\u8bba\u4e0a\u662f\u516c\u6c11\u76d1\u7763\u5de5\u5177\u7684\u4e00\u6b21\u6fc0\u8fdb\u5b9e\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u8fdc\u5927\u4e8e\u6280\u672f\u5b9e\u73b0\u3002\u9996\u5148\uff0c**\u6570\u636e\u4ef7\u503c\u4e0e\u566a\u97f3\u7684\u6096\u8bba**\uff1a\u7b80\u5355\u4e8c\u5143\u6295\u7968\u80fd\u5426\u627f\u8f7d\u590d\u6742\u7684\u653f\u6cbb\u8bc4\u4ef7\uff1f\u7528\u6237\u8bc4\u8bba\u5df2\u6307\u51fa\uff0c\u652f\u6301\u653f\u5ba2A\u7684\u653f\u7b56X\u4f46\u53cd\u5bf9\u5176\u653f\u7b56Y\u7684\u56f0\u5883\uff0c\u5c06\u88ab\u6df9\u6ca1\u5728\u4e00\u4e2a\u7b3c\u7edf\u7684\u5206\u6570\u91cc\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u7ed3\u679c\u80a4\u6d45\u5316\uff0c\u53cd\u800c\u524a\u5f31\u4e86\u8ba8\u8bba\u6df1\u5ea6\u3002\u5176\u6b21\uff0c**\u4ee3\u8868\u6027\u5e7b\u89c9\u7684\u9677\u9631**\uff1a\u5e73\u53f0\u7528\u6237\u5fc5\u7136\u662f\u81ea\u6211\u7b5b\u9009\u7684\u3001\u975e\u4ee3\u8868\u6027\u7684\u7fa4\u4f53\uff0c\u5176\u4ea7\u751f\u7684\u201c\u6c11\u610f\u201d\u6781\u6613\u88ab\u8bef\u8bfb\u4e3a\u666e\u904d\u6c11\u610f\uff0c\u53ef\u80fd\u52a0\u5267\u653f\u6cbb\u6781\u5316\uff0c\u6216\u6210\u4e3a\u64cd\u7eb5\u8206\u8bba\u7684\u5de5\u5177\u3002\u521b\u59cb\u4eba\u63d0\u53ca\u9632\u673a\u5668\u4eba\u673a\u5236\uff0c\u4f46\u66f4\u6839\u672c\u7684\u662f\u5982\u4f55\u9632\u6b62\u6709\u7ec4\u7ec7\u7684\u7fa4\u4f53\u5237\u7968\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u519b\u5907\u7ade\u8d5b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u7834\u5c40\u70b9\uff0c\u6216\u8bb8\u5728\u4e8e\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5bf9\u6cd5\u6848\u6295\u7968\u201d\u7684\u5ef6\u4f38\u65b9\u5411\u3002\u5982\u679c\u5b83\u80fd\u4ece\u201c\u8bc4\u4eba\u201d\u8f6c\u5411\u201c\u8bae\u653f\u201d\uff0c\u805a\u5408\u5bf9\u5177\u4f53\u8bae\u9898\u7684\u6c11\u610f\uff0c\u5e76\u5c55\u73b0\u4e0d\u540c\u9009\u533a\u3001\u4eba\u7fa4\u7684\u7ec6\u5206\u6570\u636e\uff0c\u5219\u53ef\u80fd\u4ece\u4e00\u6b3e\u60c5\u7eea\u5ba3\u6cc4\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u66f4\u5177\u5efa\u8bbe\u6027\u7684\u653f\u7b56\u6d1e\u5bdf\u5e73\u53f0\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u653f\u6cbb\u7c89\u4e1d\u7684\u5e94\u63f4\u699c\u6216\u53cd\u5bf9\u8005\u7684\u6cc4\u6124\u5899\uff0c\u65e0\u6cd5\u5b9e\u73b0\u5176\u201c\u6539\u5584\u884c\u4e3a\u3001\u6539\u5584\u793e\u4f1a\u201d\u7684\u5b8f\u5927\u521d\u8877\u3002\u521b\u59cb\u56e2\u961f\u9700\u8981\u56de\u7b54\uff1aVotap\u662f\u65e8\u5728\u771f\u5b9e\u5ea6\u91cf\u6c11\u610f\uff0c\u8fd8\u662f\u4ec5\u4ec5\u63d0\u4f9b\u4e00\u79cd\u60c5\u7eea\u8868\u8fbe\u7684\u573a\u6240\uff1f\u8fd9\u4e24\u8005\u7684\u4ea7\u54c1\u8bbe\u8ba1\u5c06\u622a\u7136\u4e0d\u540c\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\">Votap<\/span>\n <\/div>\n<div class=\"comment-content\">Votap is like Google Reviews, but for politicians. Tap to upvote or downvote\u2014and see thousands of votes move the chart live.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunt \ud83d\udc4b<\/strong><br \/>I\u2019m Alex, co-founder of Votap.<\/p>\n<\/p>\n<p>Votap started from a frustration my co-founder <a href=\"https:\/\/www.producthunt.com\/@zahoor_ali\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zahoor_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zahoor_ali<\/a> and I kept coming back to. Politics has a <strong>huge influence on our lives<\/strong>, yet most people have <strong>almost zero impact on politics<\/strong> day to day. We thought, if investors can react to companies in real-time on the stock market, why can\u2019t \u2018we the people\u2019 do the same with politicians? <\/p>\n<\/p>\n<p><strong>So we started building Votap:<\/strong><\/p>\n<ul>\n<li>\n<p>It\u2019s completely free to use<\/p>\n<\/li>\n<li>\n<p>Vote on politicians anytime, not just during elections<\/p>\n<\/li>\n<li>\n<p>Results update live as people vote<\/p>\n<\/li>\n<\/ul>\n<p>The aim is to hold<strong> politicians accountable between elections<\/strong>. Our belief is simple. When feedback is constant and transparent, behaviour improves. And when behaviour improves, society improves.<\/p>\n<\/p>\n<p>We\u2019ll be here in the comments all day \u2014 <strong>we\u2019d love your honest feedback!<\/strong> Ask anything, challenge the idea, or tell us why this is a good (or terrible) concept. We\u2019re here for it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Truly love this concept, but do you think politicians are actually ready for a real-time performance review or should we expect some angry calls when their stock starts crashing? \ud83d\ude00 <\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Haha, appreciate the love \ud83d\ude04<\/p>\n<p>Honestly, probably a bit of both. Real-time feedback isn\u2019t always comfortable, but that discomfort is kind of the point. CEOs deal with live market sentiment every day, and politics has a huge impact on people\u2019s lives, yet feedback is slow and indirect.<\/p>\n<p>We\u2019re not expecting politicians to love it on day one, but over time we think normalising transparent public sentiment could lead to better accountability and better conversations.<br \/>Curious, would you actually use something like this to track politicians you care about, or would you mostly check it when big news breaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Zahoor, one of the founders of Votap.<\/p>\n<p>Like most startups, Votap started pretty scrappy. A lot of late nights, second-guessing, building things that break, fixing them, and slowly figuring out what actually matters to users. This isn\u2019t a polished \u201cbig company\u201d launch. It\u2019s very much a real product built by a small team trying to learn fast and build something useful.<\/p>\n<p>We built Votap because politics affects almost every part of our lives: cost of living, housing, work, safety, opportunity. Yet for most of us, our actual influence feels close to zero outside of elections every few years. That disconnect never sat right with us.<\/p>\n<p>Votap is our attempt to close that gap. It\u2019s a simple way to express how you feel about politicians in real time and see how public sentiment shifts live through charts. No waiting years between elections. Just ongoing feedback.<\/p>\n<p>Launching on Product Hunt matters a lot to us because early adopters here don\u2019t just click and disappear. You ask tough questions. You spot flaws. You suggest features we didn\u2019t think of. That feedback is genuinely how early products get better, and we\u2019re here to learn.<\/p>\n<p>If you try Votap, I\u2019d love to hear:<\/p>\n<ul>\n<li>\n<p>What feels confusing?<\/p>\n<\/li>\n<li>\n<p>What feels useful?<\/p>\n<\/li>\n<li>\n<p>What would make you come back?<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for checking it out, and appreciate any feedback (good or brutal). This is just the start for us \ud83d\ude4f<\/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\/@zahoor_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zahoor_ali<\/a> If You had live votes on laws and legislation, especially for nationwide changes that would make me come back every time some bill is going through parliament!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is genuinely great haha! So is it just users signing up and voting at the moment or do you also take into consideration live news, trends of social media (X, Instagram etc) that also effect a politicians popularity \/ ranking within the app? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mustassim Thank you. The app also has a news feed for major media outlets which mention the politicians. You can vote on the articles too.<\/div>\n<div class=\"comment-actions\">\n<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\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a> Good question! Right now the rankings are driven purely by live user voting inside the app. We do show relevant news in the Media tab, and users can vote on articles there too, so you can see how sentiment shifts around real-world events. Longer term, we\u2019ll also use news and trends as context around voting signals.<br \/>Do you think seeing sentiment change alongside news would make you check the app more often, or would you mostly dip in when there is breaking news in politics?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 caught my eye because I’ve long considered a similar idea. The idea being to propose real world questions based on real legal decisions\/controversies or a suggestion being made and have people vote on it. For example, if insurance cost to you is the same or cheaper and you wouldn’t have to change medical providers, would you be in favor of universal health care? Yes or No. Which i understand is just a poll, but if you have enough people leaning one way or another in a particular district, then your local politician could use that as information to guide them in a direction of how their constituents prefer they go. Of course this assumes you have enough participants. But then there could also be concerns of how reliable the data is if bots figure out a way to lean it in one direction or another… have you considered simple, topical questions?<\/p>\n<\/p>\n<p>Having said all that, I like the idea. A concern to me about voting on how a particular politician is doing, is someone may like certain things they are doing, but not others so it may not be as cut and dry. I think how they go on issues is what is important and easier for people to follow. Maybe combination of the idea above and your existing product: Trump wants to do X. I agree or don’t agree on this particular issue. Then maybe have it aggregate up for an overall score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OXETZFSGHXABRM\" class=\"app-title\">Agent Sandbox<\/a><\/p>\n<div class=\"one-liner\">Your agent’s personal remote computer and drive<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u4e00\u4e2a\u5b89\u5168\u7684\u672c\u5730\u6c99\u76d2\u8ba1\u7b97\u4e0e\u5b58\u50a8\u73af\u5883\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efaAI\u5e94\u7528\u65f6\uff0c\u65e2\u8981\u8d4b\u4e88\u4ee3\u7801\u6267\u884c\u80fd\u529b\u53c8\u9700\u89c4\u907f\u5b89\u5168\u98ce\u9669\u4e0e\u590d\u6742\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af6bf8ad-3b2b-4039-b337-d50bbede4f5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/124b2852-c7d2-492d-98fe-a8eb6e420fa8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/054cd24f-aa98-4ea5-894d-6b13b8408e97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fa96f22-71b3-417d-b57c-1c0dd3c6a644.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\/5a4a3691-faf7-4abb-96e2-40cc722bb697.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/CvdTZSsH_n4\"><source src=\"https:\/\/youtu.be\/CvdTZSsH_n4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b89\u5168\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">Agent\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4ea7\u54c1\u6e90\u4e8e\u89e3\u51b3AI\u4ee3\u7406\u8fd0\u884c\u4ee3\u7801\u65f6\u7684\u5b89\u5168\u4e0e\u90e8\u7f72\u96be\u9898\u3002\u7528\u6237\u80af\u5b9a\u4e86\u5176API\u8bbe\u8ba1\u7684\u7b80\u6d01\u6027\uff0c\u5e76\u8be2\u95ee\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u6587\u4ef6\u7cfb\u7edf\u652f\u6301\uff0c\u5f97\u5230\u80af\u5b9a\u7b54\u590d\u3002\u8be5\u529f\u80fd\u88ab\u8bc1\u5b9e\u5bf9\u9700\u8981\u72b6\u6001\u4fdd\u6301\u7684\u5de5\u4f5c\u6d41\uff08\u5982\u6570\u636e\u5206\u6790\uff09\u81f3\u5173\u91cd\u8981\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Sandbox\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1aAI\u667a\u80fd\u4f53\u7684\u201c\u8eab\u4f53\u201d\u6216\u201c\u64cd\u4f5c\u73af\u5883\u201d\u3002\u5f53\u524dAI\u6d6a\u6f6e\u4e2d\uff0c\u5927\u6a21\u578b\u4f5c\u4e3a\u201c\u5927\u8111\u201d\u7684\u80fd\u529b\u88ab\u65e0\u9650\u8ffd\u6367\uff0c\u4f46\u5176\u4e0e\u7269\u7406\u4e16\u754c\uff08\u6216\u6570\u5b57\u4e16\u754c\uff09\u4ea4\u4e92\u7684\u201c\u624b\u811a\u201d\u5374\u4e25\u91cd\u7f3a\u5931\u3002\u8be5\u4ea7\u54c1\u6ca1\u6709\u9009\u62e9\u5728\u6a21\u578b\u667a\u80fd\u5c42\u9762\u5185\u5377\uff0c\u800c\u662f\u8f6c\u5411\u63d0\u4f9b\u5b89\u5168\u3001\u53ef\u63a7\u4e14\u96c6\u6210\u7684\u6267\u884c\u5c42\uff0c\u8fd9\u662f\u4e00\u79cd\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u57fa\u7840\u8bbe\u65bd\u601d\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u53d7\u63a7\u7684\u80fd\u529b\u8d4b\u4e88\u201d\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5730\u63d0\u4f9b\u4e00\u4e2a\u865a\u62df\u673a\uff0c\u800c\u662f\u901a\u8fc7\u201c\u5b58\u50a8\u6876\u201d\u4e0e\u201c\u4f1a\u8bdd\u201d\u5206\u79bb\u7684\u67b6\u6784\uff0c\u5de7\u5999\u5730\u5e73\u8861\u4e86\u5b89\u5168\u9694\u79bb\u4e0e\u72b6\u6001\u6301\u4e45\u5316\u7684\u77db\u76fe\u3002\u8fd9\u76f4\u63a5\u547d\u4e2d\u4e86AI\u667a\u80fd\u4f53\u4ece\u5355\u6b21\u5bf9\u8bdd\u73a9\u5177\u8fc8\u5411\u590d\u6742\u3001\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u5de5\u5177\u7684\u5173\u952e\u74f6\u9888\u3002\u5f00\u53d1\u8005\u65e0\u9700\u518d\u5728\u201c\u5168\u76d8\u4fe1\u4efb\u201d\u4e0e\u201c\u4ece\u96f6\u642d\u5efa\u590d\u6742\u57fa\u7840\u8bbe\u65bd\u201d\u4e4b\u95f4\u505a\u75db\u82e6\u6289\u62e9\uff0c\u4e00\u4e2aAPI\u8c03\u7528\u5373\u89e3\u51b3\u4e86\u6587\u4ef6\u4e0a\u4f20\u3001\u4ee3\u7801\u6267\u884c\u548c\u4ea7\u7269\u83b7\u53d6\u7684\u5b8c\u6574\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u672c\u5730\u8fd0\u884c\u7684\u5de5\u5177\uff0c\u5176\u6027\u80fd\u4e0e\u8d44\u6e90\u8fb9\u754c\u5c06\u53d7\u7528\u6237\u672c\u5730\u786c\u4ef6\u5236\u7ea6\uff0c\u590d\u6742\u4efb\u52a1\u53ef\u80fd\u906d\u9047\u74f6\u9888\u3002\u5176\u6b21\uff0c\u5728\u5b89\u5168\u5c42\u9762\uff0c\u5b83\u867d\u7136\u9694\u79bb\u4e86\u4e3b\u673a\uff0c\u4f46\u6c99\u76d2\u672c\u8eab\u7684\u5b89\u5168\u6027\u3001\u5bf9\u7f51\u7edc\u8bbf\u95ee\u7b49\u654f\u611f\u884c\u4e3a\u7684\u7ba1\u63a7\u6df1\u5ea6\uff0c\u5c06\u662f\u4f01\u4e1a\u7ea7\u7528\u6237\u8003\u91cf\u7684\u91cd\u70b9\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u4e0e\u4e91\u7aefAgent\u5e73\u53f0\uff08\u5982LangChain Cloud\u3001Cline\u7b49\uff09\u7684\u7ade\u5408\u5173\u7cfb\u503c\u5f97\u89c2\u5bdf\u3002\u5b83\u76ee\u524d\u662f\u672c\u5730\u5316\u7684\u8d4b\u80fd\u5de5\u5177\uff0c\u4f46\u82e5\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u672c\u8eab\u5411\u4e91\u7aef\u8fc1\u79fb\uff0c\u5b83\u7684\u5b9a\u4f4d\u53ef\u80fd\u9700\u8981\u8c03\u6574\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u52a1\u5b9e\u3001\u89e3\u51b3\u771f\u95ee\u9898\u7684\u4ea7\u54c1\uff0c\u4e3aAI\u667a\u80fd\u4f53\u7684\u80fd\u529b\u843d\u5730\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u201c\u57fa\u5ea7\u201d\uff0c\u4f46\u5176\u957f\u671f\u53d1\u5c55\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u5355\u70b9\u5de5\u5177\u6f14\u8fdb\u4e3a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u6807\u51c6\u6267\u884c\u5c42\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Sandbox<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Sandbox gives AI agents what they’ve been missing: a real computer. While other tools focus on making AI smarter, we focus on making AI capable, with sandboxed compute, cloud storage, and artifact retrieval in a single tool. Agents can now upload files, run Python\/Bash, install packages, and return real deliverables like charts, PDFs, and datasets all while running locally on your machine.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>Eishan here, building this with my co-founder Akshay Khepla.<\/p>\n<p>We started Agent Sandbox after one too many “oh no” moments. You know the<br \/>\nfeeling\u2014you’re building an AI agent, it needs to run code, and your options are: (1)<br \/>\nlet it loose on your local machine and pray it doesn’t pip install something sketchy or<br \/>\nnuke a folder, or (2) spend weeks setting up sandboxed containers, cloud storage,<br \/>\nnetworking, permissions… all before you’ve written a single line of your actual product.<\/p>\n<p>Neither felt right. So we built the thing we wanted: one API to upload files, execute<br \/>\ncode safely, and get artifacts back. No local risk, no infra rabbit holes.<\/p>\n<p>You can get up and running with just a single onboarding prompt to your local coding agent!<\/p>\n<p>Anyway, we’re stoked to share it. Let us know what you think, ask us anything!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Single API for upload, execute, artifacts back is the right surface area. Most sandbox tools either give you too much infra to manage or too little control over the runtime. Does Agent Sandbox support persistent file systems across sessions? That’s where stateful agent workflows get tricky fast.<\/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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Yes it does! Think of it like agent’s personal S3 bucket. Sessions are like their personal VM machines. Any file from their storage can be injected into any session. It’s been super useful having my clawbot analyze market data for insights using Agent Sandbox \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<\/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\/RI5XDCF7G527GJ\" class=\"app-title\">PopAir<\/a><\/p>\n<div class=\"one-liner\">Your All-in-one AI Copilot for MacOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PopAir\u662f\u4e00\u6b3e\u539f\u751fmacOS AI\u52a9\u624b\uff0c\u901a\u8fc7\u5168\u5c40\u5feb\u6377\u952e\u548c\u7edf\u4e00\u6a21\u578b\u67a2\u7ebd\uff0c\u5728\u5199\u4f5c\u3001\u4f1a\u8bae\u3001\u56fe\u50cf\u5904\u7406\u7b49\u65e5\u5e38\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u9700\u5728\u591a\u5e73\u53f0\u3001\u9ad8\u5185\u5b58\u5360\u7528\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u7684\u788e\u7247\u5316\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9f1133c-5594-4962-90fb-0efd72cdfa61.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\/307b962e-9a1c-4c62-ad0e-d3471bb623e1.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\/618fc0de-4925-4aef-96d5-fc9fbb8a1f70.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\/4bc64bde-95c4-4695-b74c-ade6416ea0b4.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\/d078ef1a-6cc2-4a10-a280-b024b2c235cd.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\/7ec7042a-bb4a-41be-86b4-e5a2f65f01d8.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\/a3355ecd-7d50-4e9a-a3cb-5ef72bf24037.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=SnsExFUuyUM\"><source src=\"https:\/\/www.youtube.com\/watch?v=SnsExFUuyUM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">macOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u539f\u751f\u5f00\u53d1\u5e26\u6765\u7684\u6027\u80fd\u4f18\u52bf\u4e0e\u201cMagic Panel\u201d\u7684\u65e0\u7f1d\u4ea4\u4e92\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u7ade\u54c1\u5bfc\u81f4\u5de5\u4f5c\u6d41\u4e2d\u65ad\u7684\u95ee\u9898\u3002\u540c\u65f6\u6709\u7528\u6237\u6df1\u5165\u8be2\u95ee\u4e86\u5176\u201c\u4e0a\u4e0b\u6587\u8fb9\u754c\u201d\u7684\u7ba1\u7406\u903b\u8f91\uff0c\u5173\u6ce8\u5176\u7cbe\u51c6\u7406\u89e3\u4e0e\u9690\u79c1\u5e73\u8861\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 PopAir\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u524d\u7aef\uff0c\u800c\u65e8\u5728\u6210\u4e3amacOS\u7684\u201cAI\u7cfb\u7edf\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u805a\u5408GPT\u3001Claude\u7b49\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u901a\u8fc7SwiftUI\u539f\u751f\u5f00\u53d1\u5b9e\u73b0\u7684\u201c\u65e0\u611f\u5316\u201d\u7cfb\u7edf\u7ea7\u6e17\u900f\u2014\u2014\u65e0\u8bba\u662f\u5168\u5c40\u5feb\u6377\u952e\u89e6\u53d1\uff08\u2325\u2325\uff09\uff0c\u8fd8\u662f\u201c\u8be2\u95ee\u7a97\u53e3\u201d\u7684\u5c4f\u5e55\u611f\u77e5\u80fd\u529b\uff0c\u90fd\u8bd5\u56fe\u5c06AI\u4ece\u9700\u8981\u4e3b\u52a8\u8bbf\u95ee\u7684\u201c\u5e94\u7528\u201d\u964d\u7ef4\u6210\u968f\u624b\u53ef\u7528\u7684\u201c\u7cfb\u7edf\u80fd\u529b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524d\u684c\u9762AI\u5de5\u5177\u7684\u4e24\u5927\u75fc\u75be\uff1a\u5176\u4e00\u662f\u4ee5Electron\u4e3a\u4ee3\u8868\u7684Web\u5957\u58f3\u5e94\u7528\u5e26\u6765\u7684\u8d44\u6e90\u6d6a\u8d39\uff0c\u8fd9\u5728AI\u672c\u5c31\u4e89\u62a2\u7b97\u529b\u7684\u73af\u5883\u4e0b\u5c24\u4e3a\u81f4\u547d\uff1b\u5176\u4e8c\u662f\u4ea4\u4e92\u4e0a\u7684\u201c\u4e0a\u4e0b\u6587\u65ad\u88c2\u201d\uff0c\u7528\u6237\u4ecd\u9700\u590d\u5236\u7c98\u8d34\u6216\u5207\u6362\u7a97\u53e3\u3002PopAir\u7684\u201cMagic Panel\u201d\u5728\u9009\u4e2d\u6587\u672c\u4e0a\u76f4\u63a5\u64cd\u4f5c\uff0c\u662f\u5bf9\u201c\u6d41\u5f0f\u5de5\u4f5c\u201d\u7684\u5c0a\u91cd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201cWhat Apple Intelligence should have been\u201d\u4e5f\u66b4\u9732\u4e86\u6700\u5927\u98ce\u9669\uff1a\u5bf9\u7cfb\u7edf\u7ea7\u96c6\u6210\u7684\u91cd\u5ea6\u4f9d\u8d56\uff0c\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u547d\u95e8\u3002\u4e00\u65e6\u82f9\u679c\u5728\u7cfb\u7edf\u5c42\u9762\u63a8\u51fa\u6df1\u5ea6AI\u529f\u80fd\uff0c\u6b64\u7c7b\u7b2c\u4e09\u65b9\u5de5\u5177\u6781\u6613\u88ab\u964d\u7ea7\u6216\u66ff\u4ee3\u3002\u6b64\u5916\uff0c\u201c\u770b\u89c1\u5c4f\u5e55\u201d\u5e26\u6765\u7684\u9690\u79c1\u7591\u8651\u3001\u591a\u6a21\u578b\u5728\u7edf\u4e00\u754c\u9762\u4e0b\u7684\u4f53\u9a8c\u8c03\u548c\u3001\u4ee5\u53ca\u201c\u4e00\u7ad9\u5f0f\u8ba2\u9605\u201d\u80cc\u540e\u7684\u5546\u4e1a\u53ef\u6301\u7eed\u6027\uff0c\u90fd\u662f\u5176\u4ece\u201c\u7280\u5229\u5de5\u5177\u201d\u8fc8\u5411\u201c\u53ef\u9760\u5e73\u53f0\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u7cfb\u7edf\u96c6\u6210\u6df1\u5ea6\u201d\u4e0e\u201c\u72ec\u7acb\u5e94\u7528\u4ef7\u503c\u201d\u4e4b\u95f4\u627e\u5230\u4e0d\u53ef\u52a8\u6447\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PopAir<\/span>\n <\/div>\n<div class=\"comment-content\">PopAir is the native macOS AI powerhouse built for speed and seamless integration. Using SwiftUI for 5x less RAM, it brings the world\u2019s best models into one experience. \u2022 Unified Hub: GPT, Claude, Gemini & DeepSeek in one place. \u2022 Image Studio: Generate, edit, and upscale instantly. \u2022 Smart Meetings: One-click recording, transcription, and AI summaries. \u2022 System-wide: Instant OCR, translation, and rewriting via the Magic Panel (\u2325\u2325). One subscription. The AI superpower your Mac.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Hasan, the creator of PopAir.<\/p>\n<p>As a engineer and designer, I\u2019ve always been obsessed with the bridge between technical power and seamless experience. I built PopAir because using AI on macOS felt broken. Fragmented between dozens of browser tabs, heavy Electron apps, and expensive, overlapping subscriptions.<\/p>\n<p>The Vision: What Apple Intelligence should have been.<br \/>\nWe didn’t just build another AI chat window; we built a native powerhouse. PopAir is designed to be the “missing layer” of macOS. Multi-model, context-aware, and deeply integrated into your system.<\/p>\n<p>Why PopAir?<br \/>\n\u26a1 Native Speed: Built with SwiftUI for ~5x less RAM usage than Electron alternatives. It\u2019s ultra-light and instant.<\/p>\n<p>\ud83c\udfaf Magic Panel (\u2325\u2325): Double-tap Option on any text, in any app, to trigger AI actions without breaking your flow.<\/p>\n<p>\ud83e\udd16 Multi-Model Freedom: Access GPT, Claude, Gemini, and DeepSeek in one place. One subscription, zero “subscription fatigue.”<\/p>\n<p>\ud83c\udf99\ufe0f Smart Meetings: Record, transcribe, and summarize meetings with one click.<\/p>\n<p>\ud83d\udc41\ufe0f Context-Aware: Use “Ask with Window” to let PopAir “see” your active screen or analyze YouTube videos instantly.<\/p>\n<p>AI shouldn’t be another tab you manage; it should be a superpower built into your Mac.<\/p>\n<p>I\u2019d love to hear your feedback! What features would make PopAir the ultimate tool for your daily workflow? \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hasanaydins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hasanaydins<\/a> SwiftUI over Electron matters more now than two years ago. AI tools already compete for RAM and GPU, so a menu bar assistant shipping Chromium is fighting your actual workload for resources. The double-option-key trigger on selected text is where PopAir pulls ahead of Raycast AI and BoltAI. Those tools are solid but they context-switch you into a separate panel. Acting on text in-place without leaving your app is a bigger deal than it sounds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An AI assistant for my entire Mac workflow? I’m sold. Want to dive in immediately!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misha___mavrin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misha___mavrin<\/a> Thank you Misha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Treating AI as a native system layer instead of a separate app feels like the right direction for macOS. How do you think about managing context boundaries, especially when PopAir can see active windows, so actions stay helpful and precise without pulling in too much or the wrong context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/ULHCKMEDWGWOLX\" class=\"app-title\">Modaal<\/a><\/p>\n<div class=\"one-liner\">Business-grade iOS apps, end-to-end<\/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>Modaal\u662f\u4e00\u6b3e\u9762\u5411iOS\u539f\u751f\u5e94\u7528\u5f00\u53d1\u7684\u7aef\u5230\u7aefAI\u667a\u80fd\u4f53\uff0c\u5b83\u901a\u8fc7\u89c4\u8303\u5316\u7684\u4ea7\u54c1\u9700\u6c42\u3001\u67b6\u6784\u8bbe\u8ba1\u548c\u4ee3\u7801\u751f\u6210\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5229\u7528AI\u52a9\u624b\u5feb\u901f\u6784\u5efa\u5e94\u7528\u65f6\uff0c\u968f\u7740\u9879\u76ee\u89c4\u6a21\u6269\u5927\u800c\u51fa\u73b0\u7684\u4ee3\u7801\u6df7\u4e71\u3001\u67b6\u6784\u5931\u63a7\u548c\u96be\u4ee5\u7ef4\u62a4\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bd64ce5-9354-4710-b6ac-2b97c0c0eee7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a709017f-dd20-4dda-9ff9-17fadcf33caf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25d3af04-080c-4e0d-97b7-0df34fd0c1df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d392b679-8b4f-439d-98c3-ce7e5b3b41a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bf5b973-f4a5-45b8-bbad-9fafad24955f.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\/bbed8c5f-753b-4898-8aca-96fdf9b27160.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cQHYKTA08uk\"><source src=\"https:\/\/youtu.be\/cQHYKTA08uk\" 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\">iOS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">iOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Swift\/SwiftUI<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u5316\u5b9e\u8df5<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6280\u672fPM\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u7ef4\u62a4\u6027<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3AI\u7f16\u7801\u9879\u76ee\u201c\u89c4\u6a21\u6269\u5927\u540e\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u5c0f\u6539\u52a8\u5f15\u53d1\u5927\u95ee\u9898\u201d\u7684\u75db\u70b9\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u4ea7\u54c1\u878d\u5408\u4e86\u9ad8\u6548\u5de5\u7a0b\u56e2\u961f\u7684\u5b9e\u8df5\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u751f\u6210\u4ee3\u7801\u540e\u662f\u5426\u9700\u8981\u5927\u91cf\u624b\u52a8\u6253\u78e8\uff0c\u4ee5\u53ca\u4ea7\u54c1\u7ecf\u7406\u7b49\u975e\u7eaf\u5f00\u53d1\u8005\u7684\u4f7f\u7528\u4f53\u9a8c\u3002\u793e\u533a\u5efa\u8bbe\u610f\u613f\u5f3a\u70c8\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 Modaal\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u65b0\u7684AI\u4ee3\u7801\u751f\u6210\u5668\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u201c\u63d0\u793a\u8bcd\u5373\u4ee3\u7801\u201d\u72c2\u70ed\u6d6a\u6f6e\u7684\u51b7\u9759\u7ea0\u504f\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86AIGC\u7f16\u7a0b\u5de5\u5177\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\uff1a\u5728\u9879\u76ee\u4ece\u539f\u578b\u8fc8\u5411\u4ea7\u54c1\u7684\u5173\u952e\u8dc3\u8fc1\u4e2d\uff0c\u7f3a\u4e4f\u5de5\u7a0b\u5316\u7eaa\u5f8b\u6240\u5bfc\u81f4\u7684\u67b6\u6784\u71b5\u589e\u4e0e\u7ef4\u62a4\u707e\u96be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u66f4\u591a\u7684\u4ee3\u7801\u884c\uff0c\u800c\u5728\u4e8e\u751f\u6210\u201c\u5bf9\u201d\u7684\u4ee3\u7801\u7ed3\u6784\u3002\u5b83\u5c06\u4ea7\u54c1\u7ecf\u7406\u7684\u601d\u7ef4\u8bed\u8a00\uff08PRD\u3001\u7528\u6237\u6d41\u7a0b\uff09\u76f4\u63a5\u7ffb\u8bd1\u4e3a\u5de5\u7a0b\u5e08\u7684\u5951\u7ea6\uff08\u67b6\u6784\u3001\u6a21\u5757\u8fb9\u754c\uff09\uff0c\u5145\u5f53\u4e86\u4ea7\u54c1\u601d\u7ef4\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u4e4b\u95f4\u7684\u201c\u7f16\u8bd1\u5c42\u201d\u3002\u8fd9\u79cd\u201c\u89c4\u5212\u5148\u884c\u201d\u7684\u5f3a\u5236\u7ea6\u675f\uff0c\u8bd5\u56fe\u5c06\u7845\u8c37\u7cbe\u82f1\u56e2\u961f\u6570\u5341\u5e74\u79ef\u7d2f\u7684\u5de5\u7a0b\u5b9e\u8df5\uff08\u5982\u6e05\u6670\u89c4\u8303\u3001\u53ef\u7ef4\u62a4\u67b6\u6784\u3001\u4ee3\u7801\u5ba1\u67e5\u6587\u5316\uff09\u5c01\u88c5\u4e3aAI\u53ef\u6267\u884c\u7684\u6d41\u7a0b\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u5bf9\u6297AI\u81ea\u8eab\u5e26\u6765\u7684\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5b9a\u4f4d\u6697\u542b\u6311\u6218\u3002\u5176\u4e00\uff0c\u5b83\u5b9a\u4f4d\u201c\u5df2\u5728\u4f7f\u7528Cursor\/Claude Code\u7684\u5f00\u53d1\u8005\u201d\uff0c\u8fd9\u610f\u5473\u7740\u5176\u7528\u6237\u662f\u73b0\u6709AI\u7f16\u7a0b\u5de5\u5177\u7684\u201c\u9ad8\u7ea7\u7528\u6237\u201d\u6216\u201c\u53d7\u632b\u7528\u6237\u201d\uff0c\u5e02\u573a\u57fa\u6570\u9700\u8981\u9a8c\u8bc1\u3002\u5176\u4e8c\uff0c\u5b83\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u7f16\u6392\u8005\u201d\uff0c\u6210\u672c\u4f9d\u8d56\u4e8e\u5e95\u5c42AI\u6a21\u578b\uff0c\u8fd9\u5728\u5e26\u6765\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u4f7f\u5176\u4ef7\u503c\u88ab\u6a21\u578b\u63d0\u4f9b\u65b9\u7684\u66f4\u65b0\u6240\u7a00\u91ca\u3002\u5176\u4e09\uff0c\u6700\u5927\u7684\u8003\u9a8c\u5728\u4e8e\u5176\u201c\u89c4\u8303\u201d\u7684\u666e\u9002\u6027\u4e0e\u7075\u6d3b\u6027\u5e73\u8861\u3002\u5b83\u9884\u8bbe\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u80fd\u5426\u8986\u76d6\u4e0d\u540c\u9886\u57df\u3001\u4e0d\u540c\u98ce\u683c\u5e94\u7528\u7684\u72ec\u7279\u9700\u6c42\uff1f\u8fc7\u4e8e\u4e25\u683c\u7684\u6846\u67b6\u53ef\u80fd\u627c\u6740\u521b\u65b0\uff0c\u800c\u8fc7\u4e8e\u7075\u6d3b\u53c8\u53ef\u80fd\u91cd\u8e48\u8986\u8f99\u3002\n <\/p>\n<p class=\"ai-content\">\n Modaal\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3aAI\u65f6\u4ee3\u8f6f\u4ef6\u5de5\u7a0b\u7684\u201c\u811a\u624b\u67b6\u201d\u4e0e\u201c\u76d1\u7406\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5199\u51fa\u60ca\u8273\u7684\u7b97\u6cd5\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8ba9\u4e00\u4e2a\u7531AI\u751f\u6210\u7684\u9879\u76ee\uff0c\u5728\u516d\u4e2a\u6708\u540e\u4f9d\u7136\u80fd\u88ab\u4eba\u7c7b\u987a\u7545\u5730\u7406\u89e3\u548c\u8fed\u4ee3\u3002\u8fd9\u662f\u5bf9\u5de5\u7a0b\u667a\u6167\u80fd\u5426\u88ab\u6709\u6548\u7b97\u6cd5\u5316\u7684\u7ec8\u6781\u6d4b\u8bd5\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\">Modaal<\/span>\n <\/div>\n<div class=\"comment-content\">Modaal is an end-to-end AI agent for native iOS in Swift. It turns your idea into the artifacts serious apps require: PRD, MVP scope, user\/data flows, navigation, and growth-ready architecture\u2014then drives implementation as vertical slices so you ship safely, step by step. Modaal prioritizes maintainability: consistent structure across screens, clean module boundaries, and small SwiftUI diffs you can review. Connect the repo, and keep building with your team as the product scales.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt! Ivan here – Founder of <strong>Modaal<\/strong>.<\/p>\n<p>I\u2019ve spent the last 17 years building mobile products. I shipped hundreds of apps, led development teams, and worked as an engineer at Uber and Meta – building native apps at every scale, from scrappy prototypes to systems used by millions.<\/p>\n<p>I believe in the benefits of building fully native mobile apps – this gives you the most flexibility, control, and native performance, the fullest possible access to native OS features, and the most powerful and expressive development languages and tools.<\/p>\n<p>Today, with AI coding agents, anybody can start building a fully native mobile app – in minutes. However, as the projects scale, AI agents lose the context, the code bloats and stops doing what it was supposed to, small changes start taking hours and break something unexpected. These problems aren’t new, and are solved in high-performing engineering teams with the help of proper planning – to gather the context before building, architecture – to keep the project scalable and maintainable over time, code review – to keep the code consistent, and testing – to make sure changing one screen doesn’t break another.<\/p>\n<p>Modaal brings the best <strong>engineering practices<\/strong> from high-performing teams. It is an <strong>orchestrator<\/strong> between you, your favorite AI coding agent, and Xcode, allowing you to create projects that stay <strong>maintainable<\/strong> as they scale.<\/p>\n<p>As a true senior engineering team, Modaal:<\/p>\n<ul>\n<li>\n<p><strong>Gathers context<\/strong> and creates <strong>comprehensive specifications.<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Plans ahead<\/strong>: incorporates app architecture, and verifies every decision with you.<\/p>\n<\/li>\n<li>\n<p><strong>Maintains architecture<\/strong> – so what it builds stays consistent.<\/p>\n<\/li>\n<li>\n<p><strong>Automatically<\/strong> <strong>builds<\/strong> and <strong>fixes errors<\/strong> after every step.<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re keeping pricing <strong>as transparent as possible<\/strong>:<\/p>\n<ul>\n<li>\n<p>You pay a <strong>small platform fee<\/strong> for Modaal.<\/p>\n<\/li>\n<li>\n<p>You use the <strong>agent you already pay for<\/strong> (Cursor, Claude Code, etc.).<\/p>\n<\/li>\n<li>\n<p>If you don\u2019t pay for an agent yet, the combined cost (<strong>Modaal + agent<\/strong>) is still <strong>far lower<\/strong> than vibecoding tools that charge per credits.<\/p>\n<\/li>\n<li>\n<p>Result: <strong>predictable monthly cost<\/strong> for building apps – no “surprise credit burn” when you’re debugging.<\/p>\n<\/li>\n<\/ul>\n<p>Who it’s for<\/p>\n<ul>\n<li>\n<p><strong>Developers<\/strong> who are already using Cursor \/ Claude Code (or similar).<\/p>\n<\/li>\n<li>\n<p><strong>Technical PMs<\/strong> and <strong>designers<\/strong> who can write clear specs and want true native output.<\/p>\n<\/li>\n<li>\n<p><strong>or Just Builders<\/strong> who want to ship their own product and aren’t afraid to install Xcode and plug in an agent.<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re early, shipping fast, and we want your <strong>brutal feedback <\/strong>– drop a comment, I\u2019ll be happy to get back! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivan_misuno\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_misuno<\/a> exciting to see it live!<\/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\">@ivan_misuno Finally! A solution for iOS developers \ud83d\udcaa<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Launches are very personal for me. It\u2019s like delivering a baby \u2014 you spend months building, then one intense day and it <em>feels<\/em> like success\u2026 but in reality it\u2019s just the beginning of the whole journey.<\/p>\n<p><strong>Modaal<\/strong> is a special tool for me. I wish it existed 15 years ago, when I shipped my first native apps in my agency in Ukraine. I\u2019m a builder at heart \u2014 I\u2019ve never written a single line of code, but I\u2019ve always had ideas.<\/p>\n<p>Modaal helps builders (PMs, designers, founders) turn a clear idea into a <strong>high-quality, truly native Swift\/SwiftUI iOS app<\/strong> \u2014 not a demo, not \u201cweb in a wrapper\u201d.<\/p>\n<p>If you\u2019ve tried AI coding and hit the point where projects grow, context drifts, and \u201csmall changes\u201d break everything \u2014 that\u2019s exactly what we\u2019re solving.<\/p>\n<p>Our goal today: get your honest feedback and make this MVP to a product that you tell is “10\/10”. <br \/>Drop a comment \u2014 and join our community – <a href=\"https:\/\/discord.gg\/KyQzDXxgU3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/KyQzDXxgU3<\/a>. <br \/>Let\u2019s build together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how Modaal slots into the ecosystem instead of trying to replace it. Excited to see how fast teams can ship once architecture and consistency stop being bottlenecks for AI. <\/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\/@quser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quser<\/a> Exactly, hope to stay laser-focused on this approach! Thanks for 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@quser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quser<\/a> yes, you said this soo nicely!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Question for a PM: once the agent does its thing, how much manual polishing of the UI or code is typically needed, or is it truly a 100% hand-off?<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> That’s a very good question. For this we’re asking for as much feedback as possible, and are open to work with builders in a 1-1 setup.<br \/>Please join our community in Discord: <a href=\"https:\/\/discord.gg\/TTDRgUQg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/TTDRgUQg<\/a><br \/>From my experience, it becomes possible to build finished products while staying in the AI-only workflow.<br \/>I’m curious of your 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Can’t wait to see what the community will built with it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farbodsaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farbodsaraf<\/a> yes! thank you for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farbodsaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farbodsaraf<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, you\u2019re crushing it \ud83d\udd25 Wishing you a fast takeoff and big wins, can\u2019t wait to use Modaal!<\/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\/@anna_chernysh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_chernysh<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anna_chernysh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_chernysh<\/a> thank you! doing our best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Glad to see Modaal launch today.<br \/>Looking forward to seeing how it\u2019s used to turn product ideas into structured, native mobile apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikakurchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikakurchenko<\/a> Thank you for your work and imagination!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>All builders, please feel free to join the builders community:<br \/><a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lenaavramenko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lenaavramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lenaavramenko<\/a> congrats on the launch. Community from the day one is a great approach!<\/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\/@nick_nikolaiev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_nikolaiev<\/a> Thank you for 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_nikolaiev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_nikolaiev<\/a> yes, I do much believe in community leg growth! we have a simple goal to make our product absolutely lovable by 100 people and from this number we can scale as we wish!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 excited to see Modaal live! Can\u2019t wait to build some cool widgets for IOS with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeniab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeniab<\/a> yaw! we also can’t wait to see what comes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Solid app!! Congrats on your launch!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tetianai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetianai<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! Excited to see what cools apps are built thanks to <strong>Modaal<\/strong>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthonyroux_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthonyroux_<\/a> Thanks!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! This is an amazing solution!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nuo_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuo_li<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this \u2764\ufe0f It\u2019s a real problem getting 90% done with an app, then hitting a wall. So I love seeing an experienced team that\u2019s willing to focus on the final tweaks that make ALL the difference between another abandoned project, and a smash success. Eager to start building! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@scott_kennedy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_kennedy<\/a> \ud83d\ude80\ud83d\ude80\ud83d\ude80 Thanks! And will be happy to connect\/help you build. Please join our makers community: <a href=\"https:\/\/discord.gg\/TTDRgUQg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/TTDRgUQg<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a product person, what caught my eye here is the spec-first approach. Most AI coding tools want you to describe a feature and then generate code. Modaal starts where I actually work: PRDs, user flows, architecture decisions. That means one stays grounded in the product thinking layer, while the tool handles implementation. The big advantage for me here is that what comes out isn’t a throwaway demo but a real native codebase with proper structure that a dev team could actually pick up and build on. This changes prototyping from “validate and rebuild” to “validate and keep 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sanderyermakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanderyermakov<\/a> Exactly! Thanks for your feedback! Please also join our community on Discord: <a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I\u2019m rooting for this one \u2014 the \u201cend-to-end product development\u201d angle is exactly what\u2019s been missing for me in most AI coding tools. Upvoted and can\u2019t wait to try it properly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mlinne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mlinne<\/a> Thanks! \ud83d\ude80\ud83d\ude80\ud83d\ude80 Please join our makers community too! <a href=\"https:\/\/discord.gg\/4FcT4ktV\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/4FcT4ktV<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@lenaavramenko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lenaavramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lenaavramenko<\/a> and the team! \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\/@kate_syuma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_syuma<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks nice, can’t wait to try it on some pet projects <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karabeen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karabeen<\/a> Thanks! Looking forward to see what people are building!<br \/>Please feel free to join our Discord!<br \/><a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karabeen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karabeen<\/a> wow, yes!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been waiting for Modaal release for so long. Very happy day!!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@catherine_madden\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catherine_madden<\/a> Thank you! Please also join our Discord community: <a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><br \/>We help builders use Modaal, and we’re very open for feedback)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lenaavramenko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lenaavramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lenaavramenko<\/a> this looks fantastic – congrats and best of luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@plgeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@plgeek<\/a> Thank you!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Saw you guys launched on LinkedIn, good luck! With the integration of Claude in to XCode I wonder what the additional value is of a tool like this? even less technical? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kasje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kasje<\/a> Hi Kas! Good question. What we bring to the table right now: an app template (architecture, module organization, knowledge base for the agent) that scales from very simple projects to apps that have hundreds of screens and complex internal logic. And this is only the first step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats with launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love Modaal\u2019s direction. Feels much closer to how real teams build and review iOS apps. Excited to see how this evolves for larger codebases \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the team. Good luck to find your first user \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Ivan <a href=\"https:\/\/www.producthunt.com\/@ivan_misuno\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ivan_misuno\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_misuno<\/a> ,<\/p>\n<p>Congrats on the launch of Modaal! <\/p>\n<p>It sounds like an incredibly powerful tool for developers, especially with its focus on scalability and maintainability.<\/p>\n<p>How’s the response been so far? What kind of marketing goals or strategies are you focusing on to get the word out? Would love to hear how you’re planning to promote it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! \ud83c\udf89 I\u2019ve been building apps for 6 years now and this looks seriously impressive! Love the clarity of the workflow p.s. the visual is \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wish you all the luck with the launch! <\/p>\n<p>Taking into account you joint expertize, Modaal has no way than to become a true gem of highest quality<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/B3MVDDLTVCSCJY\" class=\"app-title\">SessionCast<\/a><\/p>\n<div class=\"one-liner\">CLI control to monitor and work with Claude Code remotely<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">73<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SessionCast \u662f\u4e00\u6b3e\u901a\u8fc7\u6d4f\u89c8\u5668\u8fdc\u7a0b\u8bbf\u95ee\u548c\u63a7\u5236\u672c\u5730 Claude Code \u4f1a\u8bdd\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5916\u51fa\u65f6\u65e0\u6cd5\u4fbf\u6377\u3001\u7a33\u5b9a\u5730\u7ee7\u7eed\u5bb6\u4e2d\u6216\u529e\u516c\u5ba4AI\u7f16\u7a0b\u5de5\u4f5c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5044f2ac-6bd7-4608-b1b8-6b46fc9cebd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ac92e65-b095-4b6f-93e3-50603d211657.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d66ba230-508d-4bf2-bbb9-57b436124135.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\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u65e0VPN<\/span><br \/>\n <span class=\"tag\">\u65e0SSH<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u534f\u4f5c<\/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\u8d4f\u5176\u8f7b\u91cf\u5316\u548c\u514d\u590d\u6742\u914d\u7f6e\u7684\u7406\u5ff5\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u8fdc\u7a0b\u8bbf\u95ee\uff08VPN\/SSH\/tmux\uff09\u7684\u7e41\u7410\u548c\u5b57\u7b26\u517c\u5bb9\u6027\u95ee\u9898\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\u672a\u6765\u529f\u80fd\u4e0a\uff0c\u4f8b\u5982\u652f\u6301\u5e76\u884c\u591a\u4f1a\u8bdd\u7ba1\u7406\u548c\u76d1\u63a7\u4eea\u8868\u677f\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 SessionCast \u8868\u9762\u4e0a\u662f\u89e3\u51b3\u201c\u8fdc\u7a0b\u8bbf\u95eeClaude Code\u201d\u8fd9\u4e00\u5177\u4f53\u573a\u666f\u7684\u5de5\u5177\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u5bf9\u201c\u8fdc\u7a0b\u5f00\u53d1\u8bbf\u95ee\u201d\u8303\u5f0f\u7684\u7b80\u5316\u4e0e\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u4e91\u539f\u751f\u65f6\u4ee3\uff0cAI\u8f85\u52a9\u7f16\u7a0b\u7b49\u91cd\u578b\u5de5\u5177\u4ecd\u5e38\u9a7b\u672c\u5730\uff0c\u800c\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u6d41\u5374\u9700\u8981\u79fb\u52a8\u5316\u3002\u4f20\u7edf\u89e3\u51b3\u65b9\u6848\uff08VPN\/SSH\uff09\u662f\u901a\u7528\u4f46\u6c89\u91cd\u7684\u201c\u6838\u6b66\u5668\u201d\uff0c\u4e3a\u5b89\u5168\u4e0e\u666e\u9002\u6027\u727a\u7272\u4e86\u4fbf\u6377\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u51cf\u6cd5\u201d\u54f2\u5b66\uff1a\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2a\u8fdc\u7a0b\u684c\u9762\u6216\u5b8c\u6574\u7684\u5f00\u53d1\u73af\u5883\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u5145\u5f53\u4e00\u4e2a\u201c\u4f1a\u8bdd\u7ba1\u9053\u201d\u3002\u901a\u8fc7\u727a\u7272\u90e8\u5206\u901a\u7528\u6027\uff08\u4e13\u6ce8\u7279\u5b9a\u5e94\u7528\uff09\uff0c\u5b83\u6362\u6765\u4e86\u6781\u81f4\u7684\u6613\u7528\u6027\u2014\u2014\u4ee3\u7406+\u6d4f\u89c8\u5668\u7684\u4e24\u6b65\u64cd\u4f5c\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u9762\u5411\u7279\u5b9a\u573a\u666f\u7684\u201c\u7626\u5ba2\u6237\u7aef\u201d\u601d\u60f3\u590d\u5174\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u6df1\u5ea6\u7ed1\u5b9aClaude Code\u65e2\u662f\u5176\u65e9\u671f\u7acb\u8db3\u70b9\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u5929\u82b1\u677f\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5176\u201c\u4e2d\u7ee7\u96c6\u6210\u5e93\u201d\u7684\u5f00\u653e\u7a0b\u5ea6\u548c\u751f\u6001\u6784\u5efa\u80fd\u529b\uff0c\u5982\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684ThreadCast\u6848\u4f8b\u3002\u672a\u6765\uff0c\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u4f18\u79c0\u7684\u529f\u80fd\u6027\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u4e00\u4e2a\u652f\u6301\u591a\u79cdAI\u7f16\u7801\u52a9\u624b\u4e43\u81f3\u81ea\u5b9a\u4e49\u5e94\u7528\u7684\u8f7b\u91cf\u7ea7\u8fdc\u7a0b\u8bbf\u95ee\u534f\u8bae\u5e73\u53f0\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u9ad8\u5ea6\u3002\u5b89\u5168\u6027\u4f5c\u4e3a\u6b64\u7c7b\u5de5\u5177\u7684\u547d\u95e8\uff0c\u5728\u5ba3\u4f20\u4e2d\u201c\u65e0VPN\/SSH\u201d\u7684\u4fbf\u6377\u80cc\u540e\uff0c\u5176\u5177\u4f53\u7684\u5b89\u5168\u6a21\u578b\u548c\u52a0\u5bc6\u4f20\u8f93\u7ec6\u8282\uff0c\u5c06\u662f\u4e13\u4e1a\u7528\u6237\u548c\u6280\u672f\u51b3\u7b56\u8005\u4e0b\u4e00\u6b65\u5fc5\u7136\u5ba1\u89c6\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SessionCast<\/span>\n <\/div>\n<div class=\"comment-content\">SessionCast lets you remotely access Claude Code running on your local machine from any device. Working with Claude Code on your home PC but need to step out? Traditional remote access requires VPN setup, SSH configuration, tmux, port forwarding… and after all that, non-ASCII characters still break. Run our lightweight agent on your PC, then access your Claude Code session from any web browser \u2014 phone, tablet, or another computer. No VPN. No SSH keys. No complex setup. Just works.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built SessionCast because I was frustrated with the complex setup needed to access Claude Code remotely.<\/p>\n<p>Every guide says: install Tailscale, configure SSH, set up tmux, manage keys, forward ports…<\/p>\n<p>After hours of setup, I finally connected from my phone \u2014 and Korean characters were broken \ud83d\ude05<\/p>\n<p>So I built something simpler:<br \/>\n1. Run the agent<br \/>\n2. Open browser<\/p>\n<p>Now I start Claude Code tasks at home, then continue from my phone at a caf\u00e9.<\/p>\n<p>Would love to hear what features you’d want to see next!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m the maker of <strong>SessionCast<\/strong>.<\/p>\n<p>Here\u2019s the moment that triggered it:<\/p>\n<p>I pulled an all-nighter at the office, shipped a bunch of work, then walked into a customer meeting the next day and thought\u2026<\/p>\n<blockquote>\n<p>\u201cUh\u2026 I didn\u2019t write the docs.\u201d<br \/>\u201cNo worries, I\u2019ll just ask Claude Code to summarize yesterday\u2019s changes.\u201d<\/p>\n<\/blockquote>\n<p>So I opened my laptop.<\/p>\n<p>\u2026and realized my Claude Code is on my <strong>office PC<\/strong>, far, far away.<\/p>\n<p>VPN? Not set up.<br \/>SSH? Ports closed.<br \/>Keys? Configs? tmux? \ud83e\udee0<\/p>\n<p>All I wanted was simple:<\/p>\n<p>From my phone:<br \/><strong>\u201cHey office PC, ask Claude: summarize the API spec I worked on yesterday.\u201d<\/strong><\/p>\n<p>But doing that the \u201cnormal way\u201d is a whole side quest:<br \/>VPN, SSH configs, keys, tmux, apps, connection issues\u2026 and then you still babysit the VPN.<\/p>\n<p>So I built <strong>SessionCast<\/strong>.<\/p>\n<h3>How it works<\/h3>\n<ul>\n<li>\n<p>Run the agent<\/p>\n<\/li>\n<li>\n<p>Open a browser<\/p>\n<\/li>\n<li>\n<p>That\u2019s it<\/p>\n<\/li>\n<\/ul>\n<p>– No VPN<br \/>– No SSH port opening<br \/>– No app install (browser-only)<\/p>\n<p>Also: SessionCast isn\u2019t just a standalone tool.<br \/>It includes a <strong>relay integration library<\/strong>, so you can build your own stuff on top of it.<\/p>\n<p>A real example: <strong>ThreadCast<\/strong> (AI agent collaboration tool) is built on SessionCast relay.<\/p>\n<p>You could use it for:<\/p>\n<ul>\n<li>\n<p>internal AI coding assistant dashboards<\/p>\n<\/li>\n<li>\n<p>multi-machine agent monitoring<\/p>\n<\/li>\n<li>\n<p>AI pair programming platforms<\/p>\n<\/li>\n<li>\n<p>basically anything where \u201cI want access to my dev box from anywhere\u201d should be easy<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s SessionCast.<br \/>Less setup, more shipping <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love this lightweight approach \u2014 VPN + SSH + tmux setup is always a friction point for remote Claude Code sessions. The browser-based access is exactly what mobile-first workflows need.<\/p>\n<\/p>\n<p>I’m curious about multi-session support: when running multiple Claude Code instances in parallel (e.g., different worktrees), can you switch between sessions or monitor them simultaneously from the same dashboard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6NIZNBKPOPVRFM\" class=\"app-title\">AI Bulk Analysis<\/a><\/p>\n<div class=\"one-liner\">Turn contracts into instant, actionable intelligence<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">70<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528\u667a\u80fd\u4f53AI\u6279\u91cf\u5206\u6790\u6d77\u91cf\u5408\u540c\u6587\u4ef6\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u5e76\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u529f\u80fd\u7684\u4ea7\u54c1\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u5408\u540c\u7ba1\u7406\u4e2d\u957f\u671f\u5b58\u5728\u7684\u4fe1\u606f\u5206\u6563\u3001\u7248\u672c\u6df7\u4e71\u3001\u5173\u952e\u6761\u6b3e\uff08\u5982\u7eed\u7ea6\u3001\u4ed8\u6b3e\u8282\u70b9\uff09\u96be\u4ee5\u8ffd\u8e2a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c027143-467d-4ae4-82e5-b2eb1484a8f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/651d0647-2dfa-49b8-a6b4-5a32aa9c36bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d143b07-ea4a-4a97-b373-72db302f644a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53823e1f-70a7-4f3f-9b58-955bb05af3a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d35c0a5-0b09-4255-8e9f-93e9d4158b29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a07598e7-ed0a-4045-8104-e79f53dbe282.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\/d02b449b-db22-4acc-90a1-2a8b6ad597f6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Sal7sfQEPEc\"><source src=\"https:\/\/youtu.be\/Sal7sfQEPEc\" 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\">Legal<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5408\u540c\u667a\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u63ed\u793a\u4e86\u5408\u540c\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5408\u540c\u6563\u843d\u5404\u5904\u3001\u7248\u672c\u6df7\u4e71\u3001\u5173\u952e\u65e5\u671f\u6613\u9057\u6f0f\u3001\u4eba\u5de5\u5ba1\u67e5\u8017\u65f6\u3002\u6709\u6548\u8bc4\u8bba\u6307\u51fa\uff0c\u4ea7\u54c1\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u5168\u5c40\u89c6\u89d2\u548c\u53ef\u8ffd\u6eaf\u7684\u6d1e\u5bdf\uff0c\u800c\u975e\u4ec5\u662f\u6587\u6863\u5b58\u50a8\u3002\u5f00\u53d1\u8005\u56de\u5e94\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3\u201c\u89c4\u6a21\u5316\u7406\u89e3\u5408\u540c\u201d\u95ee\u9898\u7684\u8bbe\u8ba1\u521d\u8877\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 AI Bulk Analysis \u770b\u4f3c\u662f\u53c8\u4e00\u4e2a\u5408\u540c\u7ba1\u7406\u5de5\u5177\uff0c\u5b9e\u5219\u8bd5\u56fe\u64ac\u52a8\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u8f6c\u53d8\uff1a\u5c06\u9759\u6001\u7684\u3001\u9632\u5fa1\u6027\u7684\u6cd5\u5f8b\u6587\u4ef6\uff0c\u8f6c\u53d8\u4e3a\u52a8\u6001\u7684\u3001\u53ef\u4e3b\u52a8\u6316\u6398\u7684\u5546\u4e1a\u8d44\u4ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5206\u6790\u201d\u8fd9\u4e2a\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u5c06\u975e\u7ed3\u6784\u5316\u7684\u5408\u540c\u8bed\u8a00\u201c\u7ffb\u8bd1\u201d\u6210\u673a\u5668\u53ef\u8bfb\u3001\u53ef\u67e5\u8be2\u3001\u53ef\u5173\u8054\u7684\u7ed3\u6784\u5316\u6570\u636e\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u6b65\u201c\u7ffb\u8bd1\u201d\u662f\u5173\u952e\u3002\u4f20\u7edfCLM\uff08\u5408\u540c\u751f\u547d\u5468\u671f\u7ba1\u7406\uff09\u7cfb\u7edf\u4fa7\u91cd\u4e8e\u6d41\u7a0b\u7ba1\u63a7\uff0c\u800c\u6b64\u4ea7\u54c1\u901a\u8fc7\u201c\u667a\u80fd\u4f53AI\u201d\u8fdb\u884c\u6279\u91cf\u89e3\u6790\uff0c\u65e8\u5728\u76f4\u63a5\u751f\u6210\u6570\u636e\u4ed3\u5e93\u3002\u8fd9\u4f7f\u5f97\u201c\u4e0e\u6574\u4e2a\u5408\u540c\u5e93\u5bf9\u8bdd\u201d\u6210\u4e3a\u53ef\u80fd\uff0c\u5176\u672c\u8d28\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9762\u5411\u590d\u6742\u5408\u540c\u6570\u636e\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u63a5\u53e3\u3002\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u6cd5\u52a1\u3001\u8d22\u52a1\u3001\u8fd0\u8425\u56e2\u961f\u4f9d\u8d56\u4eba\u5de5\u8bb0\u5fc6\u3001\u788e\u7247\u5316\u68c0\u7d22\u548c\u5468\u671f\u6027\u62a5\u544a\u7684\u4f20\u7edf\u5de5\u4f5c\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u51c6\u786e\u6027\u4e0e\u53ef\u4fe1\u5ea6\u662f\u751f\u547d\u7ebf\uff0c\u5c24\u5176\u5728\u6cd5\u5f8b\u8bed\u5883\u4e0b\u3002\u201c\u6bcf\u4e2a\u6d1e\u5bdf\u5747\u53ef\u8ffd\u6eaf\u81f3\u539f\u5408\u540c\u201d\u7684\u627f\u8bfa\u81f3\u5173\u91cd\u8981\uff0c\u4f46AI\u5728\u7406\u89e3\u590d\u6742\u957f\u53e5\u3001\u9690\u542b\u6761\u4ef6\u548c\u884c\u4e1a\u672f\u8bed\u65f6\u7684\u9519\u8bef\u7387\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7ecf\u53d7\u4e25\u683c\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6570\u636e\u8f93\u5165\u7684\u89c4\u6a21\u548c\u8d28\u91cf\uff0c\u5bf9\u4e8e\u5408\u540c\u7ba1\u7406\u5c1a\u672a\u6570\u5b57\u5316\u7684\u4f01\u4e1a\uff0c\u4e0a\u624b\u7684\u95e8\u69db\u4f9d\u7136\u5b58\u5728\u3002\u6700\u540e\uff0c\u5b83\u89e6\u53ca\u4e86\u4f01\u4e1a\u5185\u90e8\u7684\u6570\u636e\u5b64\u5c9b\u548c\u6743\u8d23\u8fb9\u754c\uff0c\u5982\u4f55\u4e0e\u73b0\u6709OA\u3001ERP\u3001CRM\u7cfb\u7edf\u6253\u901a\uff0c\u5e76\u8ba9\u4e0d\u540c\u90e8\u95e8\u4fe1\u4efb\u5e76\u4f9d\u8d56\u8fd9\u4e00\u201c\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u201d\uff0c\u662f\u6bd4\u6280\u672f\u66f4\u96be\u7684 organizational challenge\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5177\u6709\u524d\u77bb\u6027\u7684\u4ea7\u54c1\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u8ba9\u5408\u540c\u7ba1\u7406\u201c\u66f4\u9ad8\u6548\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u8ba9\u5176\u201c\u66f4\u667a\u80fd\u201d\uff0c\u5c06\u5408\u540c\u4ece\u6210\u672c\u4e2d\u5fc3\u8f6c\u5316\u4e3a\u6d1e\u5bdf\u4e2d\u5fc3\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u5f15\u64ce\u5728\u6cd5\u5f8b\u6587\u672c\u6781\u7aef\u590d\u6742\u6027\u9762\u524d\u7684\u9c81\u68d2\u6027\uff0c\u4ee5\u53ca\u5176\u80fd\u5426\u878d\u5165\u5e76\u91cd\u5851\u4f01\u4e1a\u73b0\u6709\u7684\u51b3\u7b56\u6d41\u7a0b\uff0c\u800c\u975e\u4ec5\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u5916\u6302\u7684\u201c\u4eea\u8868\u76d8\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\">AI Bulk Analysis<\/span>\n <\/div>\n<div class=\"comment-content\">Tool analyzes your entire contract repository – extracting structured data like dates, values, jurisdictions, milestones, renewals. you get: A complete portfolio-level snapshot (active, expired, expiring soon) Structured views across parties, values, timelines, and regions Visual dashboards for renewals, payments, and milestones Customizable parameters based on what matters to your business The ability to chat with your entire contract repository using natural language.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Unlock the insights in your contracts with Legitt AI’s Repo Analyzer. Interact with your contract repository using natural language, analyze on custom dashboards, and schedule reports. Streamline contract management, save time, and enhance oversight with ease.<\/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<pre><code>When we spoke to legal, finance, and operations teams, the problem wasn't drafting contracts, it was understanding them at scale.\n\nContracts lived everywhere: shared drives, inboxes, legacy systems. Teams tracked different versions. Renewals were missed. Obligations went unnoticed. And getting a simple answer often meant weeks of manual work.\n\nWe built Bulk Analysis to solve this exact problem.\n\nOur goal wasn't to build another document storage system. It was to create a way for teams to understand their entire contract portfolio instantly.\n\nBulk Analysis uses agentic AI to analyze thousands of contracts in one pass, turn them into structured data, and surface insights that were previously hidden. Every insight is traceable back to the original contract, so teams can trust and verify what they see.\n\nWe believe contracts are one of the most underutilized sources of business intelligence. Bulk Analysis is our step toward changing that.\n\nWe'd love your feedback and your support.\n\n- Team Legitt AI<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/F5BFJGEOHN4SUV\" class=\"app-title\">GitScrum Studio for IDE<\/a><\/p>\n<div class=\"one-liner\">Full project management inside VS Code, Cursor & Windsurf<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">66<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u5b8c\u6574\u9879\u76ee\u7ba1\u7406\u5e73\u53f0\uff08\u770b\u677f\u3001\u804a\u5929\u3001\u6587\u6863\u7b49\uff09\u5d4c\u5165VS Code\u7b49IDE\u5185\u90e8\u7684\u6269\u5c55\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u56e0\u9891\u7e41\u5207\u6362\u6d4f\u89c8\u5668\u4e0eIDE\u800c\u5bfc\u81f4\u5de5\u4f5c\u6d41\u4e2d\u65ad\u3001\u4e13\u6ce8\u529b\u4e0b\u964d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69b2f05e-a343-444a-ad76-2c85d224a409.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d65b2a8c-e65f-477f-9cd9-d727def24d3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de01859d-8e0a-4aba-9a39-06efb3d2dd6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5410c9d7-c5f6-4e9f-919a-d098b9832914.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0334ec6-cd5e-4206-add4-b3a3a6ed3d50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55f7c3ee-f488-4c7f-bfa0-4ccb9812399b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">IDE\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">VS Code\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4eb2\u81ea\u4ecb\u7ecd\u4ea7\u54c1\u7406\u5ff5\uff0c\u83b7\u5f97\u7528\u6237\u5bf9\u6838\u5fc3\u521b\u610f\u7684\u8ba4\u53ef\u3002\u4e3b\u8981\u53cd\u9988\u4e3a\u79ef\u6781\u5c1d\u8bd5\u610f\u613f\uff0c\u4f46\u5c1a\u672a\u51fa\u73b0\u5177\u4f53\u529f\u80fd\u53cd\u9988\u6216\u6df1\u5ea6\u5efa\u8bae\u3002\u6709\u6548\u8bc4\u8bba\u7a00\u7f3a\uff0c\u8ba8\u8bba\u6709\u5f85\u6df1\u5165\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 GitScrum Studio\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201cZero context switching\u201d\u2014\u2014\u7cbe\u51c6\u523a\u4e2d\u4e86\u73b0\u4ee3\u5f00\u53d1\u8005\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u4f7f\u7528AI\u7f16\u7a0b\u52a9\u624b\uff08\u5982Cursor\u3001Windsurf\uff09\u8005\u7684\u9ad8\u7ea7\u75db\u70b9\u3002\u5b83\u5e76\u975e\u7b80\u5355\u529f\u80fd\u8fc1\u79fb\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u201c\u7f16\u7801\u201d\u8fd9\u4e2a\u5355\u4e00\u7269\u7406\u754c\u9762\u5185\uff0c\u91cd\u6784\u201c\u5f00\u53d1-\u534f\u4f5c-\u7ba1\u7406\u201d\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u95ed\u73af\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3aIDE\u5185\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u201d\u534f\u4f5c\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u98ce\u9669\u5e76\u5b58\u3002\u5176\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u9879\u76ee\u7ba1\u7406\u4ece\u201c\u9700\u8981\u4e3b\u52a8\u8bbf\u95ee\u7684\u5916\u90e8\u7cfb\u7edf\u201d\u8f6c\u53d8\u4e3a\u201c\u4ee3\u7801\u73af\u5883\u7684\u88ab\u52a8\u6c89\u6d78\u5f0f\u80cc\u666f\u201d\uff0c\u8fd9\u7b26\u5408\u5de5\u5177\u201c\u9690\u5f62\u5316\u201d\u7684\u9ad8\u9636\u8d8b\u52bf\u3002\u82e5\u6210\u529f\uff0c\u80fd\u6781\u5927\u4fdd\u62a4\u5f00\u53d1\u8005\u7684\u5fc3\u6d41\u72b6\u6001\uff0c\u7406\u8bba\u4e0a\u63d0\u5347\u6df1\u5ea6\u5de5\u4f5c\u6548\u7387\u3002\u7136\u800c\uff0c\u5176\u98ce\u9669\u540c\u6837\u663e\u8457\uff1a\u9996\u5148\uff0cIDE\u754c\u9762\u672c\u5c31\u62e5\u6324\uff0c\u5d4c\u5165\u590d\u6742\u7ba1\u7406\u529f\u80fd\u53ef\u80fd\u5f15\u53d1\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u89c6\u89c9\u5e72\u6270\uff0c\u8fdd\u80cc\u201c\u4e13\u6ce8\u201d\u521d\u8877\uff1b\u5176\u6b21\uff0c\u5b83\u6311\u6218\u4e86\u7528\u6237\u5bf9\u201c\u91cd\u578b\u201d\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff08\u5982Jira\uff09\u7684\u4f9d\u8d56\uff0c\u5176\u529f\u80fd\u6df1\u5ea6\u4e0e\u5b9a\u5236\u6027\u80fd\u5426\u6ee1\u8db3\u590d\u6742\u56e2\u961f\u9700\u6c42\u5b58\u7591\uff1b\u6700\u540e\uff0c\u5176\u6210\u529f\u6781\u5ea6\u4f9d\u8d56\u751f\u6001\u6574\u5408\uff0c\u4e0eGit\u3001\u4ee3\u7801\u8bc4\u5ba1\u3001CI\/CD\u7b49\u5de5\u5177\u7684\u6df1\u5ea6\u8054\u52a8\u5c06\u662f\u5173\u952e\uff0c\u76ee\u524d\u4ecb\u7ecd\u5bf9\u6b64\u7740\u58a8\u4e0d\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d66\u7968\u7684\u5173\u6ce8\u5ea6\u8868\u660e\u5176\u6982\u5ff5\u5438\u5f15\u4eba\uff0c\u4f46\u8bc4\u8bba\u533a\u7684\u51b7\u6e05\u4e5f\u53cd\u6620\u51fa\uff0c\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\u201d\u4e4b\u95f4\uff0c\u5c1a\u6709\u5de8\u5927\u9e3f\u6c9f\u3002\u5b83\u9700\u8981\u8bc1\u660e\u7684\u4e0d\u4ec5\u662f\u529f\u80fd\u7684\u5b58\u5728\uff0c\u66f4\u662f\u5176\u5d4c\u5165\u540e\u80fd\u5e26\u6765\u8d85\u8d8a\u72ec\u7acb\u4e13\u4e1a\u5de5\u5177\u4e0e\u6d4f\u89c8\u5668\u5206\u5c4f\u5de5\u4f5c\u6a21\u5f0f\u7684**\u51c0\u4f53\u9a8c\u589e\u76ca**\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u6807\u7b7e\u9875\u5207\u6362\u201d\u7684\u75db\u82e6\uff0c\u8f6c\u5316\u6210\u4e86\u201cIDE\u9762\u677f\u5207\u6362\u201d\u7684\u53e6\u4e00\u79cd\u8d1f\u62c5\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\">GitScrum Studio for IDE<\/span>\n <\/div>\n<div class=\"comment-content\">GitScrum Studio isn’t just another task list extension. It’s the entire project management platform embedded inside your IDE. Stop alt-tabbing to browser. Manage Kanban boards, sprints, chat with your team, track time, access files, discussions & wiki – all without leaving VS Code, Cursor, or Windsurf. Zero browser tabs. Zero context switching. Maximum focus. Built with Laravel backend, optimized for real-time performance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey! \ud83d\udc4b<\/p>\n<p>I’m Renato, founder of GitScrum. Super excited to share GitScrum Studio for IDE with you today!<\/p>\n<p>The Problem:<br \/>\nI was tired of the constant context switching. You’re in the zone, AI is helping you code faster than ever, then you need to check what’s next on your sprint. Tab. Browser. Jira. Wait. Login. Load. Find the task. Copy the ID. Go back to code. Flow destroyed. 23 minutes to get back in the zone.<\/p>\n<p>The Solution:<br \/>\nGitScrum Studio brings the ENTIRE project management platform inside your IDE. Not a simplified task list \u2013 the full suite:<br \/>\n\u2022 Real Kanban boards with drag & drop<br \/>\n\u2022 Time tracking in your status bar<br \/>\n\u2022 Sprint planning & burndown charts<br \/>\n\u2022 Team chat & discussions<br \/>\n\u2022 Wiki & documentation<br \/>\n\u2022 And everything else you’d expect<\/p>\n<p>What I’d love feedback on:<br \/>\n– What features would make this indispensable for your workflow?<br \/>\n– What integrations would you want to see?<br \/>\n– How do you currently handle project management while coding?<\/p>\n<p>Thanks for checking it out! Happy to answer any questions \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@renatomarinho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@renatomarinho<\/a> I really like the core idea behind the product. Would definitely give it a try. \ud83d\ude07<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S43YN6H3V77Y4F\" class=\"app-title\">WebTerm<\/a><\/p>\n<div class=\"one-liner\">Safely run even rm -rf \/ \u2014 all in your browser.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">61<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WebTerm\u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u5b89\u5168\u8fd0\u884c\u5371\u9669Linux\u547d\u4ee4\u7684\u7ec8\u7aef\u6a21\u62df\u5668\uff0c\u89e3\u51b3\u4e86\u521d\u5b66\u8005\u5b66\u4e60\u547d\u4ee4\u884c\u65f6\u56e0\u62c5\u5fc3\u8bef\u64cd\u4f5c\u635f\u574f\u7cfb\u7edf\u800c\u4e0d\u6562\u5b9e\u8df5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fabdcc9d-7586-4a71-8c44-eef909ae4a1c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J1JTZQAg2Xs\"><source src=\"https:\/\/youtu.be\/J1JTZQAg2Xs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07c169ba-00f0-4737-92be-a1314c8662c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/430cb2b9-48d3-4bda-a185-1ab1232c700b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1919e8e-ece7-4b55-a1da-870825e236dd.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\">Linux<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u547d\u4ee4\u884c\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u6a21\u62df\u5668<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u96f6\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">Linux\u547d\u4ee4\u7ec3\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\u7684\u4ea7\u54c1\u66f4\u65b0\u4ecb\u7ecd\uff0c\u6682\u65e0\u6765\u81ea\u771f\u5b9e\u7528\u6237\u7684\u76f4\u63a5\u53cd\u9988\u3001\u95ee\u9898\u6216\u5efa\u8bae\u3002\u6709\u6548\u7528\u6237\u8bc4\u8bba\u7f3a\u5931\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 WebTerm\u6807\u699c\u7684\u201c\u5b89\u5168\u8fd0\u884c`rm -rf \/`\u201d\u662f\u4e00\u4e2a\u6781\u5177\u4f20\u64ad\u529b\u7684\u8425\u9500\u5671\u5934\uff0c\u5b83\u7cbe\u51c6\u5730\u6293\u4f4f\u4e86\u547d\u4ee4\u884c\u521d\u5b66\u8005\u7684\u666e\u904d\u6050\u60e7\u5fc3\u7406\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u4ea7\u54c1\u7684\u6838\u5fc3\u5356\u70b9\u3002\u8fd9\u66b4\u9732\u4e86\u5f53\u524d\u547d\u4ee4\u884c\u5b66\u4e60\u5de5\u5177\u7684\u666e\u904d\u77ed\u677f\uff1a\u8981\u4e48\u662f\u8fc7\u4e8e\u7b80\u5316\u7684\u73a9\u5177\uff0c\u8981\u4e48\u662f\u76f4\u63a5\u4f7f\u7528\u771f\u673a\u7ec8\u7aef\u5e26\u6765\u7684\u9ad8\u98ce\u9669\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u8fd9\u4e2a\u201c\u5671\u5934\u201d\u547d\u4ee4\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u96f6\u6469\u64e6\u3001\u96f6\u98ce\u9669\u201d\u7684\u903c\u771fCLI\u6c99\u76d2\u73af\u5883\u3002\u901a\u8fc7\u63d0\u4f9b\u63a5\u8fd1\u771f\u5b9e\u7684\u547d\u4ee4\u8986\u76d6\u3001\u901a\u914d\u7b26\u652f\u6301\uff0c\u5b83\u65e8\u5728\u5f25\u5408\u201c\u7406\u8bba\u5b66\u4e60\u201d\u4e0e\u201c\u5371\u9669\u5b9e\u8df5\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u4ea7\u54c1\u5b9a\u4f4d\u6e05\u6670\u2014\u2014\u4e0d\u662f\u7ed9\u5f00\u53d1\u8005\u7684\u751f\u4ea7\u5de5\u5177\uff0c\u800c\u662f\u9762\u5411\u521d\u5b66\u8005\u7684\u5b89\u5168\u7ec3\u4e60\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6df1\u5c42\u95ee\u9898\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u9996\u5148\uff0c\u201c\u5b89\u5168\u201d\u7684\u4ee3\u4ef7\u53ef\u80fd\u662f\u73af\u5883\u7684\u201c\u5931\u771f\u201d\u3002\u5f53\u7528\u6237\u77e5\u6653\u6240\u6709\u64cd\u4f5c\u90fd\u662f\u865a\u62df\u4e14\u65e0\u540e\u679c\u65f6\uff0c\u5176\u5b66\u4e60\u65f6\u7684\u5fc3\u6001\u3001\u8b66\u60d5\u6027\u548c\u6700\u7ec8\u5f62\u6210\u7684\u64cd\u4f5c\u4e60\u60ef\uff0c\u4e0e\u9762\u5bf9\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u65f6\u662f\u5426\u5b58\u5728\u8ba4\u77e5\u504f\u5dee\uff1f\u8fd9\u53ef\u80fd\u5bfc\u81f4\u4e00\u79cd\u865a\u5047\u7684\u719f\u7ec3\u5ea6\u3002\u5176\u6b21\uff0c\u76ee\u524d\u7f3a\u4e4f\u793e\u533a\u771f\u5b9e\u53cd\u9988\uff0c\u5176\u201c\u66f4\u6e05\u6670\u7684\u4ea4\u4e92\u201d\u662f\u5426\u771f\u6b63\u7b26\u5408\u521d\u5b66\u8005\u8ba4\u77e5\u6a21\u578b\uff0c\u6709\u5f85\u9a8c\u8bc1\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u7eaf\u524d\u7aef\u5e94\u7528\uff0c\u5176\u547d\u4ee4\u7684\u8986\u76d6\u6df1\u5ea6\u548c\u6269\u5c55\u6027\u53ef\u80fd\u9047\u5230\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cWebTerm\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4e14\u521a\u9700\u7684\u5e02\u573a\uff0c\u5176\u201c\u65e0\u98ce\u9669\u8bd5\u9519\u201d\u7684\u7406\u5ff5\u5177\u6709\u6559\u80b2\u4ef7\u503c\u3002\u4f46\u5b83\u7684\u6210\u529f\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8e\u5176\u6a21\u62df\u73af\u5883\u7684\u771f\u5b9e\u5ea6\u3001\u6559\u5b66\u5f15\u5bfc\u7684\u8bbe\u8ba1\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5c06\u7528\u6237\u4ece\u201c\u5b89\u5168\u6c99\u76d2\u201d\u5e73\u7a33\u8fc7\u6e21\u5230\u201c\u771f\u5b9e\u7ec8\u7aef\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u8ba9\u7528\u6237\u8fc7\u628a\u201c\u5371\u9669\u547d\u4ee4\u201d\u763e\u7684\u8da3\u5473\u7f51\u7ad9\uff0c\u800c\u975e\u4e25\u8083\u7684\u5b66\u4e60\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">WebTerm<\/span>\n <\/div>\n<div class=\"comment-content\">WebTerm now lets you safely run even the most dangerous Linux commands like `rm -rf \/`, right in your browser \u2014 no setup needed. I\u2019ve added wildcard (glob) support, expanded command and option coverage, and made interactions clearer for beginners. Unlike other terminal emulators or learning tools, WebTerm offers a realistic CLI experience instantly, without risk! It\u2019s the most frictionless way to explore and learn the command line.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m back with a big update to WebTerm, a browser-based terminal for learning the CLI with no setup.<\/p>\n<p>This version adds support for `rm -rf \/` (safely!), wildcards like `*`, better interactions for beginners, and more real commands and options.<\/p>\n<p>If you\u2019re curious about the command line \u2014 or just want to try `rm -rf \/` without killing your machine \u2014 give it a spin\ud83d\ude04<br \/>\nWould love your feedback, thoughts, or even bug reports.<\/p>\n<p>Thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n 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function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ 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{"id":125,"date":"2026-02-06T11:17:24","date_gmt":"2026-02-06T03:17:24","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/06\/2026-02-05\/"},"modified":"2026-02-06T11:17:24","modified_gmt":"2026-02-06T03:17:24","slug":"2026-02-05","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/06\/2026-02-05\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-05"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-05<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-05<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OK5L44UWHUZNV7\" class=\"app-title\">Supaboard<\/a><\/p>\n<div class=\"one-liner\">Ask in plain English. Get accurate answers from your data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">473<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Supaboard\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5546\u4e1a\u667a\u80fd\u5e73\u53f0\uff0c\u5141\u8bb8\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u4ece\u8fde\u63a5\u7684600\u591a\u4e2a\u6570\u636e\u6e90\u4e2d\u83b7\u53d6\u51c6\u786e\u3001\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u4eba\u5458\u83b7\u53d6\u6570\u636e\u6d1e\u5bdf\u95e8\u69db\u9ad8\u3001\u901f\u5ea6\u6162\u4e14\u7f3a\u4e4f\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7406\u89e3\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0fd7d97-edc6-4371-853b-fddb8f748f1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89311167-c2f2-453b-912f-3c39076bdbcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30abaf18-2778-4f44-b0e4-a48e7ff2f25a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/984cc52e-df67-4fd4-8fb0-fd6a27d2d728.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c1a8b01-6e4e-4620-b4e5-21c6d179fa8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b69c725-1b32-478c-8047-c94d98c17ea5.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\/613d7993-c365-4d54-8551-a1609cdf9473.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WcGCfdlR2fg\"><source src=\"https:\/\/youtu.be\/WcGCfdlR2fg\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u805a\u5408\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4eea\u8868\u677f<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u7528\u81ea\u7136\u82f1\u8bed\u63d0\u95ee\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u53ca\u8fde\u63a5\u591a\u6570\u636e\u6e90\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5177\u4f53\u96c6\u6210\u5e73\u53f0\u3001\u6570\u636e\u5b89\u5168\u63aa\u65bd\u3001\u4e0e\u901a\u7528AI\u5de5\u5177\u5dee\u5f02\u3001\u662f\u5426\u63d0\u4f9b\u9884\u8bbe\u6a21\u677f\u4ee5\u53caSlack\u901a\u77e5\u7b49\u534f\u4f5c\u529f\u80fd\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u4f53\u73b0\u4e86\u5bf9\u5b89\u5168\u6027\u4e0e\u5b9e\u7528\u6027\u7684\u5173\u6ce8\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Supaboard 2.0\u5ba3\u79f0\u7684\u201cAgentic, AI-native BI\u201d\u8bd5\u56fe\u5728\u62e5\u6324\u7684AI\u6570\u636e\u67e5\u8be2\u8d5b\u9053\u5212\u51fa\u65b0\u8fb9\u754c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u201d\u8fd9\u4e00\u5df2\u4e0d\u65b0\u9c9c\u7684\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u4e24\u70b9\u6838\u5fc3\u4e3b\u5f20\uff1a\u4e00\u662f\u901a\u8fc7\u201c\u5b9a\u5236\u667a\u80fd\u4f53\u201d\u704c\u8f93\u4e1a\u52a1\u903b\u8f91\uff0c\u8ffd\u6c42\u201c100%\u51c6\u786e\u201d\u800c\u4e0d\u4ec5\u662f\u201c\u5feb\u901f\u56de\u7b54\u201d\uff0c\u8fd9\u76f4\u51fb\u5f53\u524dAI\u6570\u636e\u5206\u6790\u5de5\u5177\u201c\u80e1\u8a00\u4e71\u8bed\u201d\u548c\u8131\u79bb\u4e1a\u52a1\u80cc\u666f\u7684\u6838\u5fc3\u75db\u70b9\uff1b\u4e8c\u662f\u6784\u5efa\u201c\u96f6\u6570\u636e\u5b58\u50a8\u201d\u7684\u5b9e\u65f6\u67e5\u8be2\u67b6\u6784\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u5b89\u5168\u5408\u89c4\u7684\u67e5\u8be2\u5c42\u800c\u975e\u6570\u636e\u4ed3\u5e93\uff0c\u4ee5\u7f13\u89e3\u4f01\u4e1a\u6700\u654f\u611f\u7684\u6570\u636e\u6cc4\u9732\u5fe7\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e1a\u52a1\u903b\u8f91\u201d\u7684\u704c\u8f93\u9ad8\u5ea6\u4f9d\u8d56\u5ba2\u6237\u81ea\u8eab\u7684\u6e05\u6670\u5b9a\u4e49\u4e0e\u914d\u7f6e\uff0c\u8fd9\u8fc7\u7a0b\u53ef\u80fd\u91cd\u65b0\u5f15\u5165\u5b83\u8bd5\u56fe\u6d88\u9664\u7684\u590d\u6742\u6027\u548c\u5b9e\u65bd\u5468\u671f\u3002\u5176\u6b21\uff0c\u8fde\u63a5600+\u6570\u636e\u6e90\u867d\u5e7f\uff0c\u4f46\u6570\u636e\u53e3\u5f84\u7edf\u4e00\u3001\u8bed\u4e49\u5c42\u6784\u5efa\u7b49\u810f\u6d3b\u7d2f\u6d3b\u662f\u5426\u771f\u80fd\u201c\u96f6\u914d\u7f6e\u201d\u89e3\u51b3\uff0c\u4ecd\u9700\u5927\u89c4\u6a21\u4f01\u4e1a\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9884\u5236\u6a21\u677f\u548c\u57f9\u8bad\u6d41\u7a0b\u7684\u63d0\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u597d\u7528\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSupaboard\u662f\u4e00\u573a\u8d4c\u6ce8\uff1a\u8d4c\u4f01\u4e1a\u613f\u610f\u4e3a\u201c\u51c6\u786e\u4e14\u5b89\u5168\u201d\u7684AI\u6d1e\u5bdf\u652f\u4ed8\u6ea2\u4ef7\uff0c\u5e76\u76f8\u4fe1\u5176\u667a\u80fd\u4f53\u80fd\u771f\u6b63\u7406\u89e3\u4e1a\u52a1\u8bed\u5883\u3002\u5b83\u4e0d\u518d\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3aChatGPT for Data\u7684\u73a9\u5177\uff0c\u800c\u662f\u7784\u51c6\u4e86\u4e25\u8083\u7684\u5546\u4e1a\u51b3\u7b56\u573a\u666f\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u667a\u80fd\u4f53\u5728\u590d\u6742\u3001\u6a21\u7cca\u4e1a\u52a1\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u63a8\u7406\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u6613\u7528\u6027\u4e0e\u63a7\u5236\u529b\u4e4b\u95f4\u627e\u5230\u5b8c\u7f8e\u5e73\u8861\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u4e13\u4e1a\u56e2\u961f\u7ef4\u62a4\u7684\u201c\u667a\u80fd\u201dBI\u524d\u7aef\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\">Supaboard<\/span>\n <\/div>\n<div class=\"comment-content\">Ask questions in plain English. Get accurate, actionable answers from all your business data, no SQL, no waiting. Supaboard connects to 600+ data sources and gives your team the power to analyze, decide, and act instantly. Our built-in agents apply your business logic, so the answers you get are not just smart, but right. Fully governed. No data leaks. No technical skills required. Business intelligence, finally for everyone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! We\u2019re the team behind <a href=\"https:\/\/supaboard.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Supaboard<\/strong><\/a><\/p>\n<\/p>\n<p>Over the last year, we spoke to hundreds of data teams and business operators. The same problems kept coming up:<\/p>\n<ul>\n<li>\n<p>Data scattered across tools<\/p>\n<\/li>\n<li>\n<p>Weeks of waiting for insights<\/p>\n<\/li>\n<li>\n<p>AI tools that give answers without understanding the business<\/p>\n<\/li>\n<\/ul>\n<p>So we rebuilt Supaboard from the ground up.<\/p>\n<\/p>\n<p><strong>Supaboard 2.0<\/strong> is an <strong>agentic, AI-native Business Intelligence tool<\/strong> where anyone can ask questions in plain English and get <strong>accurate, actionable answers<\/strong> from their data.<\/p>\n<p>It connects to 600+ sources and uses custom agents that follow your business logic, so the insights aren\u2019t just fast, they\u2019re right.<\/p>\n<\/p>\n<p>As a thank-you to the PH community, we\u2019re offering an<strong> additional 30 days on top of our 14-day trial<\/strong> for all new signups in the next 24 hours<\/p>\n<\/p>\n<p>We\u2019d love your feedback:<\/p>\n<p><strong>What\u2019s the hardest part about getting answers from your data today?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> congrats on the launch. Do you have pre-made templates\/prompts for different use cases? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rishika_sharma9 congrats on this! Love looking through stuff I already have and figuring it out<\/div>\n<div class=\"comment-actions\">\n<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\/@rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> Love the focus on business context \u2014 how do teams usually get started training their first agent?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to 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>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\/@manjunath_m1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manjunath_m1<\/a> Do check out the product and would love to hear your thoughts & feedback on the same. <\/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>Sounds amazing. Context is the most important factor. Can you share what platforms do you connect with?<\/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\/@roypovar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roypovar<\/a> We connect to 700+ connectors(powered by Fivetran), here’s the list: <a href=\"https:\/\/supaboard.ai\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/supaboard.ai\/integrations<\/a><\/p>\n<p>Let me know if you need any help exploring the product.<\/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\">This looks great, as a PM getting data from different sources is tough<\/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\/@superaibek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@superaibek<\/a> Omg, I can\u2019t relate more. We\u2019ve heard this a lot from our users, and we\u2019ve faced it ourselves, too.<\/p>\n<\/p>\n<p>That\u2019s exactly the problem Supaboard is trying to solve: connecting different sources (DBs, spreadsheets, product\/marketing tools) into a single source of truth, so anyone can chat with their data in plain English<\/p>\n<\/p>\n<p>I\u2019m also curious – what\u2019s the messiest combo you\u2019re dealing with right now (e.g., spreadsheets + SQL + amplitude\/mixpanel\/CRM)?<\/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\">this was missing from my current AI stack \ud83d\udd25<\/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\/@ranjanrishikesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjanrishikesh<\/a>, glad we could fill that gap in your AI stack! We built this product to make <strong>data-backed decisions<\/strong> accessible to everyone through plain English<\/p>\n<\/p>\n<p>We\u2019d love to hear which feature stands out most to you and how you\u2019re planning to use it to level up your data decisions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjanrishikesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjanrishikesh<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really solid product. Have used it extensively for my own business analytics decisions and really on-point insights. <\/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\/@rohan_singhvi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohan_singhvi1<\/a> Always great to hear such words. To help us continue to evolve, could you share which feature you find most valuable and one area where we could improve?<\/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>sounds great! Do we have to integrate it into our tool? Or how does it work? <\/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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Loved your question. Here\u2019s how it works in Supaboard:<\/p>\n<ol>\n<li>\n<p>Connect your data sources \u2192 everything stays in one place as a <strong>single source of truth<\/strong><\/p>\n<\/li>\n<li>\n<p>Use our default Agent or train a custom Agent with your business logic<\/p>\n<\/li>\n<li>\n<p>Ask questions in plain English \u2192 Supaboard answers and can generate <strong>widgets<\/strong> for your dashboard from the same chat<\/p>\n<\/li>\n<li>\n<p>You can also embed those widgets directly into your tool, and they\u2019ll stay updated as your data changes<\/p>\n<\/li>\n<\/ol>\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>What about data and safety? How do you operate with information and its storage? <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> , thanks for asking. Here are a few things we do to make sure your data is safe.<\/p>\n<ul>\n<li>\n<p><strong>SOC 2 & HIPAA compliant<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Zero data storage<\/strong>: We analyze your schema (e.g., table headers) to build context and mapping, then query your DBs\/DWs in real-time<\/p>\n<\/li>\n<li>\n<p><strong>Read-only access only<\/strong>: You’re in full control disconnect anytime<\/p>\n<\/li>\n<li>\n<p><strong>Metadata storage<\/strong>: Schema can be stored in USA, Germany (EU), or India (Asia); delete anytime<\/p>\n<\/li>\n<li>\n<p><strong>Encrypted credentials<\/strong>: DB credentials & SSH keys use AES-256 encryption<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>The integrations list is solid. \u0410re there any plans for Slack notifications? It would be huge to get real-time alerts in team channels when a key metric drops.<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Yes! Just open the Agent page and click “Connect to Slack” to link your agent to a Slack channel. Then, query your data right from Slack and get instant answers, charts, or tables delivered directly in chat.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/449470fa-370f-4a52-bb50-08e2336a2a69.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\">Wow! Sounds solid<br \/>\nCould you tell me what’s the difference between supaboard and creating such ai knowledge base in manus ai or chat gpt for example?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> thanks for asking.<\/p>\n<p><strong>We deliver what ChatGPT and Manus can’t: guaranteed accuracy from your actual data sources.<\/strong><\/p>\n<p>We’ve proven this at scale with enterprise customers querying 150M+ row tables delivering precise answers in under a minute by intelligently navigating massive datasets.<\/p>\n<p><strong>Zero-configuration intelligence.<\/strong> Our infrastructure automatically extracts knowledge from your database or data warehouse connections. No manual schema mapping, no documentation uploads just connect and start querying. Fine-tuning tools are available when you need them, but most customers don’t.<\/p>\n<p><strong>Beyond Q&A, a complete BI platform:<\/strong><\/p>\n<ul>\n<li>\n<p>Real-time dashboards with dynamic filtering and deep customization<\/p>\n<\/li>\n<li>\n<p>Scheduled reports (daily, weekly, monthly, quarterly) delivered directly to your inbox<\/p>\n<\/li>\n<li>\n<p>All the capabilities of enterprise BI tools with automation that eliminates the busywork<\/p>\n<\/li>\n<\/ul>\n<p>BTW I have been using Snippets AI from sometime, love your product. Would love to collab if possible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! What have been some exciting customer insights baked into this new launch?<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <br \/>Hi KP, thanks for the comment! <\/p>\n<\/p>\n<p>We’ve learned a lot from our last launch, and the biggest takeaway from the community was this: <\/p>\n<ul>\n<li>\n<p>In the data business, you’re either right every time or you don’t have a product. <\/p>\n<\/li>\n<li>\n<p>That’s become the core of our product philosophy, and you can actually achieve 100% accuracy by tuning the agent. <\/p>\n<\/li>\n<li>\n<p>We’ve also built features that help users share what they build on Supaboard with their teams, including a Slack bot for faster answers where people actually work. <\/p>\n<\/li>\n<\/ul>\n<p>Beyond that, we’ve matured significantly as a product <a href=\"https:\/\/www.producthunt.com\/products\/posthog\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"posthog\" target=\"_blank\" rel=\"noopener\">@PostHog<\/a> has been a game changer for us with accurate user data. <\/p>\n<\/p>\n<p>On a personal note, thanks for always being there for us and helping us out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Loved the experience. <\/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\/@kalpesh_bhalekar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalpesh_bhalekar1<\/a> Thank you for your kind words. It means a lot to our whole team. Do let us know which feature you loved the most, and how we can improve from here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is called gold mate!<\/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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you for your kind words. We\u2019d love to hear what your favorite feature is, and any suggestions you have on how we can improve.<\/p>\n<\/p>\n<p>Quick tip (in case it\u2019s useful): You can create widgets by simply writing prompts. Use embed to share dashboards with your team, so they stay updated in real time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on ‘context’ rather than just raw data queries! The idea of having specialised AI agents that actually understand business logic is a huge time-saver. Congrats on the launch!<\/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\/@mssulthan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mssulthan<\/a> Thank you so much for the kind words. Yes, we really focused on accuracy in this latest version. You can now create agents that you can train on your domain by feeding them your business logic, and that\u2019s been a game-changer for delivering more accurate insights.<\/p>\n<\/p>\n<p>If you get a chance to try the product, I\u2019d love to hear your feedback.<\/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>Congrats on the launch! Supaboard\u2019s agentic BI and 600+ data sources look game-changing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Loved your comment, thank you for the good wishes. And yes, you\u2019re absolutely right: Agents help businesses get accurate insights, and with Supaboard, you can connect your stack from 600+ data sources to build a single source of truth.<\/p>\n<\/p>\n<p>We\u2019d love to hear your feedback on the product. What do you think we should improve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How do you address hallucinations and protect users from plausible but incorrect data? Do you use guardrails?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@maxim_krivobok\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_krivobok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_krivobok<\/a> , thanks for the comment!<\/p>\n<p>Our Agents are fully customizable with:<\/p>\n<ul>\n<li>\n<p><strong>Knowledge<\/strong>: upload your PDFs, docs & company data<\/p>\n<\/li>\n<li>\n<p><strong>Rulesets<\/strong>: enforce business rules & guidelines on every reply<\/p>\n<\/li>\n<li>\n<p><strong>Evals<\/strong>: auto-score answers & only show high-quality ones<\/p>\n<\/li>\n<\/ul>\n<p>Quick to set up and very effective for on-brand, reliable responses.<\/p>\n<p>Would love if you give it a try and share your thoughts! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>600+ connectors is table stakes now. Custom agents that encode business logic before generating answers… that’s the part most NL-to-SQL tools skip entirely. They give you fast, confident, wrong results because there’s no governance layer. Supaboard baking that in by default is the right call.<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a>, this is exactly what we realized when we launched last time. That’s why we rebuilt the product with one target to make really accurate answers possible.<\/p>\n<p>Our guardrails are baked into the core agents so when you set up a rule or a eval our answers will have to pass them in order to be a valid response. <\/p>\n<p>That being said I love to hear your feedback on how this works for you and if there is anything we can do to make Supaboard more valuable for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Big day for the team, this feels like a thoughtful evolution of BI \ud83e\udd73<\/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\/@inderpreet_singh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inderpreet_singh1<\/a> Indeed, it is. With progress happening in every other category, it\u2019s high time business intelligence gets the development it has long deserved. <\/p>\n<\/p>\n<p>We\u2019ll keep working day and night to make that happen \ud83d\udcaa<\/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 compelling. BI usually breaks down at the context layer, not the data layer. A trusted business logic layer that agents can reason over could finally make self-serve analytics actually reliable. Curious how Supaboard handles metric governance as teams scale.<\/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>Thrilled to see how Supaboard could handle all those diff data from various sources for AI uses… how does it manage the meta data layer then? <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> , thanks for your comment.<\/p>\n<p>We have built our infra that picks up accurate database context and instructs the AI how to construct the SQL or Python code to get error free and correct data answer.<\/p>\n<p>Would love to hear your feedback, do try Supaboard and let me know if it works for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats team! What do you mean by no waiting? What time is needed still to provide a result?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>@kate_ramakaieva<\/strong><\/a>,<\/p>\n<p>Supaboard offers two modes to fit your needs:<\/p>\n<ul>\n<li>\n<p><strong>Concise Mode<\/strong>: Quick answers to “what” questions in 5-30 seconds.<\/p>\n<\/li>\n<li>\n<p><strong>Deep Dive Mode<\/strong>: In-depth analysis of your data to uncover the “why” and “how”, typically 1-3 minutes.<\/p>\n<\/li>\n<\/ul>\n<p>Hope this clears things up! Give Supaboard a spin and share your feedback, I’d love to hear 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 the focus on actionable insights over charts<\/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\/@arun_prasad06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_prasad06<\/a> Well, you picked a good one. <\/p>\n<\/p>\n<p>Absolutely, we made sure everyone can understand the charts, which is why we built AI directly into them. You can also use the AI chat to generate written insights along with relevant widgets and charts.<\/p>\n<\/p>\n<p>Thanks for sharing what you liked. If you have any suggestions on how we can improve the product further, we\u2019d love to hear them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! I signed up to test. It’s solving an important problem that I often see in small teams: they want analytics and actionable insights but lack the resources to hire a BI engineer or skills to build a solid data stack themselves. I think your platform could be really helpful.<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> First of all, thanks a lot for signing up. I love how clearly you described the problem statement. You’re absolutely right: small teams often don\u2019t have the budget to hire a BI engineer, and as they grow quickly, they can\u2019t afford delayed insights. Kudos for bringing that up. <\/p>\n<\/p>\n<p>Our tool is built to help businesses solve these challenges. Even mid-to-large companies deal with scattered data, delayed insights, and the reality that not everyone has the technical skills to use traditional BI tools. Our goal is to make it easy for every team member to get answers and take action. Almost everyone in your team becomes a data analyst.<\/p>\n<\/p>\n<p>Alina, thank you again for taking the time to share this in such detail. Please keep the feedback coming, we\u2019re always looking for ways to improve the product.<\/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 how AI should assist humans <\/p>\n<p>Congrats on the launch team! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> Indeed, you\u2019re 100% correct. When we started working on it, we had the same mission in mind, and I\u2019m really glad it resonated with you.<\/p>\n<\/p>\n<p>If you can spare some time, we\u2019d love to hear your feedback on the product and how we can improve. We\u2019d be truly grateful \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, congrats on your launch! My questions:<br \/>1) How do you ensure there is no hallucination?<\/p>\n<p>2) Is there any specific business type or model you want to serve or you’re addressing all types of businesses?<\/p>\n<p>3) In wchich use cases Suporboard will help best? And where can we expect issues when using your tool?<\/p>\n<\/p>\n<p>Fingers crossed!<\/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\/@mike_wycislik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_wycislik<\/a> Thank you for taking the time to share this – my team and I really appreciate it.<\/p>\n<p>Let me address your questions one by one:<\/p>\n<\/p>\n<ol>\n<li>\n<p>How do you ensure there is no hallucination?<\/p>\n<\/li>\n<\/ol>\n<p>Every business is different, so we\u2019ve built agents that can be trained. Businesses can provide evals (business logic) and a master ruleset to ensure the AI stays grounded in their data and delivers accurate insights consistently.<\/p>\n<\/p>\n<ol>\n<li>\n<p>Is there a specific business type or model you\u2019re focusing on, or are you serving all businesses?<\/p>\n<\/li>\n<\/ol>\n<p>Right now, we\u2019re primarily focused on SMEs with $10M+ in annual revenue, addressing common challenges like scattered data, delayed insights, and the technical complexity of traditional BI tools.<\/p>\n<\/p>\n<ol>\n<li>\n<p>Which use cases does Supaboard handle best? Where might users face issues?<\/p>\n<\/li>\n<\/ol>\n<p>Supaboard works best for unifying multiple data sources, enabling cross-channel analysis, generating quick insights, and creating charts and tables through prompts that update in real time.<\/p>\n<p>Potential issues typically come up when the underlying data is incomplete, inconsistent, or poorly structured. In those cases, some cleanup or clearer business rules may be needed for the most reliable results.<\/p>\n<\/p>\n<p>I hope this helps. You can reach out to me directly at <a href=\"mailto:rishika@supaboard.cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rishika@supaboard.cloud<\/a> if you need any help<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>really nice tool! looking forward to test it out properly<\/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\/@respira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@respira<\/a> Glad you like the tool! Please test it out and<strong> let us know <\/strong>what you like and how we can improve it further. Your feedback is our <strong>most important asset<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@rishika_sharma9\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> ! \ud83d\ude4c<\/p>\n<\/p>\n<p>Love the idea of just asking questions in plain English and getting actual answers from your data. No SQL, no waiting around, just insights. Really cool stuff, excited to try it out!<\/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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Thank you so much for trying it out. I\u2019m glad you liked the idea. <\/p>\n<\/p>\n<p>We\u2019ve seen many businesses face this problem firsthand, and each of us on the team has, at some point, struggled with not getting insights on time, getting the wrong insights, or finding BI tools hard to understand. That\u2019s why providing insights in plain english felt like a no-brainer for us. <\/p>\n<\/p>\n<p>Thanks again for the appreciation; it means a lot to our whole team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thank you, Shubham. Please let me know which feature is most useful for you, or if you think we can improve something, once you are done exploring the product.<\/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 is good stuff! When you say the agents follow our business logic, does this mean that the AI learns from the company data that is uploaded or do I have to configure rules\/prompts? <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>@mustassim<\/strong><\/a>, thanks for your comment!<\/p>\n<p>It can be a mix of both. If you have a website, SOPs, or perhaps a launch strategy, simply upload them to Knowledge, our agents will proactively query them when relevant to your question.<\/p>\n<p>Add Rules or Evals (with finetuning), and Supaboard ensures agents always follow them, we won’t deliver a response unless they pass.<\/p>\n<p>Think of Knowledge as <strong>proactive<\/strong> context and Rules\/Evals as <strong>reactive<\/strong> safeguards.<\/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\">Really like the concept! Would love to see more integrations and templates in future updates<\/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\/@ayush_pratap_singh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayush_pratap_singh2<\/a>. Glad you liked it! Yes, absolutely – we\u2019re planning to add even more integrations over time.<\/p>\n<\/p>\n<p>Right now, we support 700+ data sources, and we\u2019ll be launching more templates and ready-to-use reports soon( so many exciting features are coming up ) that will help teams make data-driven decisions even faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GFNOV6CZ6RYBDI\" class=\"app-title\">The new v0<\/a><\/p>\n<div class=\"one-liner\">Full stack vibe coding platform. Created by Vercel.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">318<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vercel\u63a8\u51fa\u7684AI\u534f\u4f5c\u7f16\u7a0b\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\uff0c\u5e2e\u52a9\u4ea7\u54c1\u3001\u8bbe\u8ba1\u3001\u5f00\u53d1\u7b49\u89d2\u8272\u5feb\u901f\u5c06\u9700\u6c42\u3001\u539f\u578b\u8f6c\u5316\u4e3a\u53ef\u90e8\u7f72\u7684\u5168\u6808\u5e94\u7528\uff0c\u89e3\u51b3\u4ece\u60f3\u6cd5\u5230\u4ea7\u54c1\u4ea4\u4ed8\u6d41\u7a0b\u7e41\u7410\u3001\u56e2\u961f\u534f\u4f5c\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a76bdf03-6d7e-4bdc-a6b7-ca9305b1cae9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/146d7b3d-0f06-434c-bd35-e74800e7a4b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/035fb0b4-aa5e-4c19-8d3b-a58d93e24005.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f587680-0305-4194-87ee-01b66de9bc5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1ffd0f9-3003-433f-9210-849ab8d5afca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Vercel\u751f\u6001<\/span><br \/>\n <span class=\"tag\">Web\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">UI\u7ec4\u4ef6\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u6846\u67b6\u652f\u6301<\/span><br \/>\n <span class=\"tag\">PRD\u8f6cPR<\/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\u671f\u5f85\u65b0\u7248\u529f\u80fd\uff0c\u8be2\u95ee\u5177\u4f53\u66f4\u65b0\u5185\u5bb9\u3002\u5b98\u65b9\u56de\u590d\u6838\u5fc3\u66f4\u65b0\uff1a\u652f\u6301\u5bfc\u5165\u73b0\u6709GitHub\/Vercel\u4ee3\u7801\u5e93\u3001\u652f\u6301\u591a\u6846\u67b6\u3001\u53ef\u6784\u5efa\u5168\u6808\u5e94\u7528\u548c\u667a\u80fd\u4f53\u3002\u7528\u6237\u5173\u6ce8\u5176\u76ee\u6807\u7528\u6237\u662f\u5f00\u53d1\u8005\u8fd8\u662f\u65e0\u7ecf\u9a8c\u8005\uff0c\u5b98\u65b9\u5f3a\u8c03\u5176\u670d\u52a1\u4e8e\u4ea7\u54c1\u3001\u8bbe\u8ba1\u3001\u5e02\u573a\u3001\u5de5\u7a0b\u3001\u6570\u636e\u3001GTM\u7b49\u591a\u89d2\u8272\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3a\u53d1\u5e03\u4fe1\u606f\u4e0d\u591f\u6e05\u6670\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 \u201cThe new 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<\/p>\n<p class=\"ai-content\">\n 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<\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u4ecd\u662f\u5b9e\u7528\u6027\u95ee\u9898\uff1a\u5982\u4f55\u4e0e\u73b0\u6709\u9879\u76ee\u96c6\u6210\u3001\u8fed\u4ee3\u901f\u5ea6\u3001\u591a\u89d2\u8272\u4ea4\u63a5\u3002\u8fd9\u53cd\u6620\u51fa\u5e02\u573a\u4e0d\u53ea\u9700\u8981\u6982\u5ff5\uff0c\u66f4\u9700\u8981\u53ef\u9760\u3001\u65e0\u7f1d\u7684\u5de5\u7a0b\u5316\u96c6\u6210\u3002v0\u82e5\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u201c\u521b\u610f\u73a9\u5177\u201d\uff0c\u4ef7\u503c\u6709\u9650\uff1b\u82e5\u80fd\u771f\u6b63\u6210\u4e3a\u56e2\u961f\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u66ff\u4ee3\u7684\u534f\u4f5c\u67a2\u7ebd\uff0c\u5e76\u5f62\u6210\u4eceVercel\u9879\u76ee\u521d\u59cb\u5316\u5230\u7ebf\u4e0a\u90e8\u7f72\u7684\u95ed\u73af\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u624d\u771f\u6b63\u6253\u5f00\u3002\u6b64\u6b21\u66f4\u65b0\u662f\u5411\u8be5\u613f\u666f\u8fc8\u51fa\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u4ea7\u54c1\u6210\u719f\u5ea6\u4e0e\u751f\u6001\u63a5\u53d7\u5ea6\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u7684\u590d\u6742\u9879\u76ee\u6dec\u70bc\u4e2d\u8bc1\u660e\u81ea\u5df1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">The new v0<\/span>\n <\/div>\n<div class=\"comment-content\">Your collaborative AI assistant to design, iterate, and scale full-stack applications for the web.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looking forward to seeing what you launch with the new <a href=\"https:\/\/www.producthunt.com\/products\/v0\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"v0\" target=\"_blank\" rel=\"noopener\">@v0 by Vercel<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian love the v0 ability to generate beautiful production ready components!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is new?<\/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\/@kaansoral\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaansoral<\/a> good q. with this update, you can now:<\/p>\n<ul>\n<li>\n<p>Work on existing codebases: import any <a href=\"https:\/\/www.producthunt.com\/products\/github\" target=\"_blank\" rel=\"noopener\">@GitHub<\/a> repo or <a href=\"https:\/\/www.producthunt.com\/products\/vercel\" target=\"_blank\" rel=\"noopener\">@Vercel<\/a> project, create branches with new chats, and open pull requests all from inside v0<\/p>\n<\/li>\n<li>\n<p>Use any framework: <a href=\"https:\/\/www.producthunt.com\/products\/svelte\" target=\"_blank\" rel=\"noopener\">@Svelte<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/astro-build-faster-websites\" target=\"_blank\" rel=\"noopener\">@Astro<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/vite-2\" target=\"_blank\" rel=\"noopener\">@Vite<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/nuxt-js\" target=\"_blank\" rel=\"noopener\">@Nuxt<\/a>, etc.<\/p>\n<\/li>\n<li>\n<p>Build full-stack applications and agents<\/p>\n<\/li>\n<\/ul>\n<p>Full details in <a href=\"https:\/\/x.com\/v0\/status\/2017383486282416169?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">this thread<\/a> (edited)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Is it for developers specifically or for anyone with even little experience? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>anyone can built with <a href=\"https:\/\/www.producthunt.com\/products\/v0\" target=\"_blank\" rel=\"noopener\">@v0 by Vercel<\/a><\/p>\n<\/p>\n<p>from the blog announcement (<a href=\"https:\/\/vercel.com\/blog\/introducing-the-new-v0#how-our-customers-use-the-new-v0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">source<\/a>):<\/p>\n<blockquote>\n<ul>\n<li>\n<p><strong>Product leaders<\/strong> turn PRDs into prototypes, and prototypes into PRs, shipping the right features, fast. They go from “tell sales there’s another delay” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Designers<\/strong> work against real code, refining layouts, tweaking components, and previewing production with each update. They go from “another ticket for frontend” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Marketers<\/strong> turn ideas into site updates immediately, edit landing pages, changing images, fixing copy, and publishing, all without opening a ticket. They go from “please, it’s a quick change” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Engineers<\/strong> unblock stakeholders without breaking prod, making quick fixes, importing repos, and letting business users open PRs, all in a single tab. They go from “I can’t keep up with the backlog” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>Data teams<\/strong> ship dashboards the business actually uses, building custom reports and analytics on top of real data with just a few prompts. They go from “that’s buried in a notebook” to “it’s shipped.”<\/p>\n<\/li>\n<li>\n<p><strong>GTM teams<\/strong> close deals with the demo customers actually asked for, create live previews, mock data, and branded experiences in minutes. They go from “let’s show the standard deck” to “it’s shipped.”<\/p>\n<\/li>\n<\/ul>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">That’s nice! Been a fan of Vercel v0. Will definitely try this one too.<\/div>\n<div class=\"comment-actions\">\n<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>Let’s go!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 v0 and found it helpful for quickly generating UI ideas from simple prompts. It\u2019s a convenient way to explore layouts without starting from scratch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice positioning. Framing it as a collaborative assistant for design through scale feels much closer to how teams actually build. Curious how it handles handoffs between design, frontend, and backend as projects grow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressive update! I’m curious – how does the new version handle integrating with existing codebases? Can you import your current Next.js project and build on top of it, or is it mainly for starting fresh? Also interested in how it compares to running locally in terms of iteration 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The launch is strange. It does not explain: what is new?<br \/>And it was asked about what is new, and the answer mentions a few things, but provides links to other ones.<\/p>\n<p>Probably, I don’t understand, and that is a tricky strategy to make me look for what is actually new?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>FYI you can read what’s new in this <a href=\"https:\/\/vercel.com\/blog\/introducing-the-new-v0#from-0-to-shipped:-what's-new\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blog announcement<\/a> and ICYMI you can also find the latest product updates in <a href=\"https:\/\/www.producthunt.com\/p\/v0?order=new\" target=\"_blank\" rel=\"noopener\">\/p\/v0<\/a> – hope it clarifies!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been a long time user of v0, and find it the best tool when it comes to creating UI components and even websites in most cases. I was looking forward to working with new frameworks. The new preview window is also good, with the mini chat window which saves time and lets you iterate faster! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G6M6ZFPSFTET7T\" class=\"app-title\">Higgsfield Vibe-Motion<\/a><\/p>\n<div class=\"one-liner\">Create motion images in a single prompt in an editing canvas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">254<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Higgsfield Vibe-Motion\u662f\u4e00\u6b3e\u901a\u8fc7\u5355\u4e00\u63d0\u793a\u8bcd\u751f\u6210\u52a8\u6001\u56fe\u50cf\u5e76\u5728\u753b\u5e03\u4e0a\u5b9e\u65f6\u7f16\u8f91\u7684AI\u5de5\u5177\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u8425\u9500\u4eba\u5458\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u4e13\u4e1a\u7ea7\u52a8\u6001\u89c6\u9891\u5236\u4f5c\u6d41\u7a0b\u7e41\u7410\u3001\u95e8\u69db\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f9db45a-d256-4aeb-886c-f446e73576e3.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\/1943e9bf-f881-4672-b3a4-5e9940f2e741.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b25d09dc-3ba6-4199-b62c-25b990fbc336.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\/3d36cecf-1cd2-4661-b2b3-13c758f3dc01.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mI5hpg48C2M\"><source src=\"https:\/\/www.youtube.com\/watch?v=mI5hpg48C2M\" 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\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u6587\u751f\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u76f8\u673a\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u751f\u6210\u6548\u679c\u6d41\u7545\u81ea\u7136\u3001\u754c\u9762\u76f4\u89c2\u3001\u80fd\u5feb\u901f\u5c06\u60f3\u6cd5\u53ef\u89c6\u5316\u3002\u4e3b\u8981\u8d28\u7591\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1\uff09\u8ba2\u9605\u6a21\u5f0f\u590d\u6742\uff0c\u5173\u952e\u529f\u80fd\u88ab\u9ad8\u4ef7\u4f4d\u9501\u5b9a\uff1b2\uff09\u597d\u5947\u5176\u5e95\u5c42\u6280\u672f\u4e0e\u4e13\u4e1a\u8f6f\u4ef6\uff08\u5982DaVinci\uff09\u7684\u5bf9\u6bd4\u53ca\u5bf9\u8bbe\u8ba1\u5e08\u804c\u4e1a\u7684\u6f5c\u5728\u5f71\u54cd\uff1b3\uff09\u671f\u5f85\u66f4\u660e\u786e\u7684\u4eba\u5de5\u63a7\u5236\u4e0eAI\u8f85\u52a9\u7684\u5e73\u8861\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Higgsfield Vibe-Motion\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5165\u4e86\u5f53\u524dAIGC\u9886\u57df\u4ece\u201c\u9759\u6001\u751f\u56fe\u201d\u5411\u201c\u52a8\u6001\u751f\u6210\u201d\u6f14\u8fdb\u7684\u5173\u952e\u8d5b\u9053\u3002\u5176\u6807\u699c\u7684\u201c\u5355\u4e00\u63d0\u793a\u8bcd\u751f\u6210+\u753b\u5e03\u5b9e\u65f6\u63a7\u5236\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u964d\u4f4e\u52a8\u6001\u521b\u4f5c\u7684\u6280\u672f\u95e8\u69db\u4e0e\u65f6\u95f4\u6210\u672c\uff0c\u8bd5\u56fe\u5c06\u4e13\u4e1a\u7ea7\u7684\u6444\u50cf\u673a\u8fd0\u52a8\u4e0e\u52a8\u753b\u903b\u8f91\u5c01\u88c5\u4e3a\u76f4\u89c2\u7684\u4ea4\u4e92\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u201c\u7279\u6548\u6ee4\u955c\u201d\uff0c\u800c\u662f\u5bf9\u52a8\u6001\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u89e3\u6784\u4e0e\u91cd\u7ec4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u201dAfter Effects\u6216DaVinci Resolve\u8fd9\u7c7b\u529f\u80fd\u5e9e\u6742\u7684\u5de8\u65e0\u9738\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u521b\u610f\u5de5\u4f5c\u6d41\u4e2d\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u8d77\u640f\u5668\u201d\u548c\u201c\u52a0\u901f\u5668\u201d\u3002\u5b83\u8ba9\u975e\u4e13\u4e1a\u7528\u6237\u80fd\u5feb\u901f\u4ea7\u51fa\u53ef\u7528\u52a8\u6001\u7d20\u6750\uff0c\u4e5f\u4e3a\u4e13\u4e1a\u8bbe\u8ba1\u5e08\u63d0\u4f9b\u4e86\u5feb\u901f\u6784\u601d\u548c\u539f\u578b\u5236\u4f5c\u7684\u5de5\u5177\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u4e00\u662f\u5982\u4f55\u754c\u5b9a\u201c\u4e13\u4e1a\u7ea7\u63a7\u5236\u201d\u7684\u6df1\u5ea6\uff0c\u8fc7\u4e8e\u9ed1\u76d2\u5316\u4f1a\u5931\u53bb\u4e13\u4e1a\u7528\u6237\uff0c\u8fc7\u4e8e\u590d\u6742\u5219\u8fdd\u80cc\u4e86\u964d\u4f4e\u95e8\u69db\u7684\u521d\u8877\uff1b\u4e8c\u662f\u5176\u8ba2\u9605\u5b9a\u4ef7\u7b56\u7565\u5f15\u53d1\u7684\u4e89\u8bae\uff0c\u63ed\u793a\u4e86\u5de5\u5177\u7c7b\u4ea7\u54c1\u5728\u201c\u666e\u60e0\u201d\u4e0e\u201c\u5546\u4e1a\u5316\u201d\u4e4b\u95f4\u7684\u6c38\u6052\u77db\u76fe\u3002\u82e5\u4e0d\u80fd\u6e05\u6670\u5b9a\u4e49\u6838\u5fc3\u7528\u6237\uff08\u662f\u5927\u4f17\u521b\u4f5c\u8005\u8fd8\u662f\u5bfb\u6c42\u589e\u6548\u7684\u4e13\u4e1a\u4eba\u58eb\uff09\u5e76\u636e\u6b64\u8bbe\u8ba1\u529f\u80fd\u4e0e\u4ef7\u683c\u9636\u68af\uff0c\u5f88\u53ef\u80fd\u9677\u5165\u4e24\u5934\u4e0d\u8ba8\u597d\u7684\u5883\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u957f\u671f\u7ade\u4e89\u529b\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5bf9\u201c\u8fd0\u52a8\u7f8e\u5b66\u201d\u7406\u89e3\u7684\u72ec\u5230\u6027\uff0c\u4ee5\u53ca\u201c\u753b\u5e03\u63a7\u5236\u201d\u6240\u80fd\u8fbe\u5230\u7684\u7cbe\u7ec6\u5ea6\u548c\u521b\u9020\u6027\u81ea\u7531\u5ea6\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u7ea2\u6d77\u4e2d\u3001\u4f9d\u9760\u7b97\u529b\u5806\u780c\u51fa\u77ed\u6682\u89c6\u89c9\u60ca\u8273\u7684\u5e73\u5eb8\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Higgsfield Vibe-Motion<\/span>\n <\/div>\n<div class=\"comment-content\">Create stunning AI-generated videos with Vibe Motion on Higgsfield. Transform your ideas into professional videos using advanced AI models with intuitive creative controls.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters \ud83d\udc4b<\/p>\n<\/p>\n<p>Hunting <strong>Higgsfield Vibe-Motion<\/strong> today \ud83d\ude80<\/p>\n<p>One prompt \u2192 instant motion \u2192 full real-time control on canvas. Super smooth, super powerful, and honestly makes motion design feel effortless.<\/p>\n<\/p>\n<p>Big congrats to the team on this launch and best wishes ahead \ud83d\ude4c<\/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\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> Very cool! Congrats on the launch. What sort of AI\/tools are used underneath the hood? I’ve seen tools like Davinci or After Effects. To what degree do you think this could replace professional designers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@saaswarrior vibemotion looks good<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> Congrats on the Higgsfield Vibe-Motion launch. Turning a single prompt into real-time motion with full control sounds like a huge step forward for motion design. Wishing the team a strong launch and lots of great feedback from the community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Higgsfield looks powerful. AI camera control built <em>by creators<\/em> is the right approach if it speeds up workflows without killing creative control, this could be huge for video makers \ud83c\udfac\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>not bad when it comes to content generation. but the subscription model feels limiting and somewhat confusing, with key features locked behind higher tiers. Overall, good potential and decent output, but the pricing and access structure could be more user-friendly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! \ud83c\udf89 Higgsfield\u2019s pro-level camera control and cinematic AI toolkit look insanely powerful for creators and brands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Wow the vid looks really slick<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/products\/higgsfield\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"higgsfield\" target=\"_blank\" rel=\"noopener\">@Higgsfield<\/a> i love higgsfiled so much, great startup with a great growth<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried Higgsfield and one thing that stood out is how quickly you can go from idea to usable visual without a complicated setup. The interface feels straightforward, which makes experimenting easier. Curious to see how it evolves with more use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Higgsfield\u2019s vibe motion recently. The standout for me was how smoothly it adds natural movement without making things feel over-animated. It\u2019s been useful for quickly bringing static visuals to life with minimal setup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the creator-first angle. AI-powered camera control feels like one of those tools that quietly unlocks way better output once it\u2019s dialed in. Curious what level of manual control creators still have alongside the AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/PB6SQEWZXZELHZ\" class=\"app-title\">Voxtral Transcribe 2 by Mistral<\/a><\/p>\n<div class=\"one-liner\">Real-time speech-to-text with speaker diarization<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">230<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voxtral Transcribe 2 \u662f\u4e00\u6b3e\u63d0\u4f9b\u8d85\u9ad8\u901f\u3001\u9ad8\u51c6\u786e\u7387\u5b9e\u65f6\u8bed\u97f3\u8f6c\u6587\u5b57\u53ca\u8bf4\u8bdd\u4eba\u5206\u79bb\u670d\u52a1\u7684API\uff0c\u4e13\u4e3a\u76f4\u64ad\u5e94\u7528\u3001\u8bed\u97f3\u52a9\u624b\u548c\u5728\u7ebf\u4f1a\u8bae\u573a\u666f\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u5b9e\u65f6\u4ea4\u4e92\u4e2d\u5bf9\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u7cbe\u5ea6\u8f6c\u5f55\u548c\u591a\u4eba\u5bf9\u8bdd\u533a\u5206\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0cb2bb3a-03b3-44b8-abfd-4eb02b65959c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=93ZAhW3bk8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=93ZAhW3bk8g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de496245-d219-4db6-ac1f-017ffbd66896.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84c66d5f-0a90-4d94-b029-c13b9e78e610.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f845f6d-b01e-4f40-a4c2-70c7b3ecdd53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bf4\u8bdd\u4eba\u5206\u79bb<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u97f3\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u666e\u904d\u5bf9\u4ea7\u54c1\u7684\u53d1\u5e03\u611f\u5230\u5174\u594b\uff0c\u8ba4\u53ef\u5176\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u51c6\u786e\u6027\u7684\u6280\u672f\u5b9e\u529b\uff0c\u8ba4\u4e3a\u5176\u5728\u5b9e\u65f6\u5e94\u7528\u548c\u8bed\u97f3\u667a\u80fd\u4f53\u9886\u57df\u6709\u5de8\u5927\u6f5c\u529b\u3002\u6709\u7528\u6237\u5e7d\u9ed8\u5730\u8d5e\u53f9\u5176\u901f\u5ea6\u3002\u672a\u53d1\u73b0\u5177\u4f53\u7684\u529f\u80fd\u6027\u8d28\u7591\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Voxtral Transcribe 2 \u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662fMistral\u5728\u8bed\u97f3\u8d5b\u9053\u7684\u4e00\u6b21\u6280\u672f\u5c55\u793a\uff0c\u66f4\u662f\u5bf9\u5f53\u524d\u5b9e\u65f6AI\u5e94\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u6b21\u7cbe\u51c6\u5361\u4f4d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e9a200\u6beb\u79d2\u5ef6\u8fdf\u201d\u548c\u201c\u8bf4\u8bdd\u4eba\u5206\u79bb\u201d\u76f4\u51fb\u4e86\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u7684\u4e24\u5927\u547d\u95e8\uff1a\u901f\u5ea6\u4e0e\u573a\u666f\u7406\u89e3\u3002\u5728\u89c6\u9891\u4f1a\u8bae\u3001\u76f4\u64ad\u5b57\u5e55\u3001\u5b9e\u65f6\u8bed\u97f3\u52a9\u624b\u4e43\u81f3AI\u9762\u8bd5\u7b49\u573a\u666f\u4e2d\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u201c\u542c\u5199\u201d\uff0c\u66f4\u662f\u4e3a\u673a\u5668\u63d0\u4f9b\u4e86\u7406\u89e3\u201c\u8c01\u5728\u8bf4\u3001\u8bf4\u4e86\u4ec0\u4e48\u201d\u7684\u5bf9\u8bdd\u8109\u7edc\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5728\u4e8e\u201c\u4ea7\u4e1a\u7ea7\u90e8\u7f72\u201d\u3002\u6807\u8bed\u4e2d\u5f3a\u8c03\u7684\u201c\u9690\u79c1\u4f18\u5148\u90e8\u7f72\u201d\u6697\u793a\u4e86\u5176\u53ef\u80fd\u63d0\u4f9b\u672c\u5730\u6216\u79c1\u6709\u4e91\u65b9\u6848\uff0c\u8fd9\u5bf9\u4e8e\u5904\u7406\u654f\u611f\u5546\u4e1a\u5bf9\u8bdd\u7684\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u5ba2\u6237\u6765\u8bf4\u662f\u5173\u952e\u5356\u70b9\uff0c\u4e5f\u662f\u5176\u4ece\u6d88\u8d39\u7ea7\u5de5\u5177\u8d70\u5411\u4f01\u4e1a\u7ea7\u670d\u52a1\u7684\u6865\u6881\u3002Mistral\u4f5c\u4e3a\u6a21\u578b\u5c42\u7684\u660e\u661f\u516c\u53f8\uff0c\u63a8\u51fa\u6b64\u4ea7\u54c1\u610f\u5728\u6784\u5efa\u4ece\u6587\u672c\u5230\u8bed\u97f3\u7684\u5b8c\u6574\u80fd\u529b\u6808\uff0c\u5c06\u6a21\u578b\u4f18\u52bf\u8f6c\u5316\u4e3a\u53ef\u88ab\u76f4\u63a5\u8c03\u7528\u7684\u670d\u52a1\uff0c\u4ece\u800c\u5728\u6fc0\u70c8\u7684API\u7ade\u4e89\u4e2d\uff08\u5982\u5bf9\u6297OpenAI Whisper\u7b49\uff09\u5efa\u7acb\u5dee\u5f02\u5316\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u51b7\u9759\u770b\u5f85\u7684\u662f\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u884c\u4e1a\u9886\u5148\u7684\u901f\u5ea6\u548c\u6210\u672c\u201d\u4ecd\u9700\u5927\u89c4\u6a21\u5b9e\u9645\u5e94\u7528\u9a8c\u8bc1\u3002\u7528\u6237\u8bc4\u8bba\u867d\u6b63\u9762\u5374\u6d41\u4e8e\u8868\u9762\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u4f7f\u7528\u53cd\u9988\u3002\u5728\u771f\u5b9e\u3001\u5608\u6742\u3001\u5145\u6ee1\u53e3\u97f3\u548c\u8de8\u8bed\u79cd\u6df7\u6742\u7684\u590d\u6742\u573a\u666f\u4e0b\uff0c\u5176\u51c6\u786e\u7387\u4e0e\u9c81\u68d2\u6027\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6280\u672f\u60ca\u8273\u201d\u8d70\u5411\u201c\u5546\u4e1a\u6210\u529f\u201d\u7684\u8bd5\u91d1\u77f3\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u529f\u80fd\uff0c\u800c\u662f\u65e8\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u5b9e\u65f6\u8bed\u97f3\u5e94\u7528\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u6c34\u7535\u7164\u201d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u662f\u5426\u613f\u610f\u4e3a\u6b64\u4ed8\u8d39\u5e76\u6784\u5efa\u51fa\u6740\u624b\u7ea7\u5e94\u7528\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Voxtral Transcribe 2 by Mistral<\/span>\n <\/div>\n<div class=\"comment-content\">Voxtral Transcribe 2 delivers ultra-fast, highly accurate speech-to-text with real-time transcription and speaker diarization. Built for live apps, voice agents, and meetings, it supports 13 languages, word-level timestamps, and privacy-first deployment All at industry-leading speed and cost.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<br \/>\nExcited to share Voxtral Transcribe 2! Ultra-fast speech-to-text with real-time transcription and speaker diarization. Built for voice agents, meetings, and live apps, with sub-200ms latency, high accuracy, and strong multilingual support.<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats on the Voxtral Transcribe 2 launch. Real-time transcription with that level of speed and accuracy is impressive, especially for live apps and voice agents. Excited to see how teams put this to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That moment when Mistral thinks faster than I speak. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It was definitely time for Mistral to launch something SOTA! Awesome. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QTWGRFJF6DLYEN\" class=\"app-title\">Webflow AI site builder<\/a><\/p>\n<div class=\"one-liner\">Turn a prompt into a production-ready site with Webflow<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">182<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Webflow AI\u7f51\u7ad9\u751f\u6210\u5668\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5feb\u901f\u751f\u6210\u6700\u591a5\u9875\u3001\u751f\u4ea7\u5c31\u7eea\u7684\u7f51\u7ad9\u53ca\u8bbe\u8ba1\u7cfb\u7edf\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u6216\u5c0f\u56e2\u961f\u4ece\u521b\u610f\u5230\u4e13\u4e1a\u7f51\u7ad9\u843d\u5730\u7684\u542f\u52a8\u95e8\u69db\u9ad8\u3001\u8017\u65f6\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/339f7777-2b81-4faf-b3cd-255bcc3fd83a.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\/1762c440-4fc4-4f16-8c72-658375d85c83.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\/6dbbb59e-d238-4acd-9430-9928e48400b4.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\/caa251fd-5dc4-4c7b-bdbd-395247304cc6.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\/9822bc1e-6307-4e0d-a7a7-a585f4b50c44.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\/f90b8cf6-8b96-43d6-8a14-38daedab4383.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\/c9d0fa3c-d4bb-4a19-b050-a3b410761ef3.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\/5d9ef830-6d62-4d17-ab9c-8cfde97cb026.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/677IU_NErto\"><source src=\"https:\/\/youtu.be\/677IU_NErto\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u9875\u9762\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Webflow\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u6846\u67b6<\/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\u964d\u4f4e\u4e86Webflow\u4e13\u4e1a\u5de5\u5177\u7684\u4f7f\u7528\u95e8\u69db\uff0c\u80fd\u5feb\u901f\u751f\u6210\u7ed3\u6784\u826f\u597d\u7684\u591a\u9875\u7f51\u7ad9\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8eAI\u751f\u6210\u4ee3\u7801\u7684\u6574\u6d01\u5ea6\u4e0e\u957f\u671f\u53ef\u7ef4\u62a4\u6027\uff0c\u4ee5\u53ca\u975e\u8bbe\u8ba1\u4eba\u5458\u80fd\u5426\u6709\u6548\u8fdb\u884c\u540e\u7eed\u4f18\u5316\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u5176\u57fa\u4e8e\u6a21\u5757\u5316\u6846\u67b6\uff0c\u4fdd\u8bc1\u4e86\u4ee3\u7801\u7ed3\u6784\u548c\u8bbe\u8ba1\u7cfb\u7edf\u7684\u6e05\u6670\u53ef\u6269\u5c55\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 Webflow\u6b64\u6b21AI\u66f4\u65b0\uff0c\u8fdc\u975e\u53c8\u4e00\u4e2a\u201c\u63d0\u793a\u8bcd\u51fa\u7f51\u9875\u201d\u7684\u5671\u5934\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6218\u7565\u5361\u4f4d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e13\u4e1a\u8bbe\u8ba1\uff0c\u800c\u5728\u4e8e**\u91cd\u6784\u4e86\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177\u7684\u201c\u4e0a\u8239\u201d\u8def\u5f84**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5de7\u5999\u5730\u5c06\u751f\u6210\u8fc7\u7a0b\u6846\u5b9a\u5728\u201c\u6700\u591a\u4e94\u9875\u201d\u548c\u56f4\u7ed5\u201cFlowkit\u6846\u67b6\u201d\u5185\uff0c\u8fd9\u770b\u4f3c\u662f\u9650\u5236\uff0c\u5b9e\u5219\u662f\u786e\u4fdd\u4ea7\u51fa\u7269\u5904\u4e8e\u201c\u53ef\u63a7\u4e13\u4e1a\u533a\u95f4\u201d\u7684\u7cbe\u660e\u7b56\u7565\u3002\u7528\u6237\u5f97\u5230\u7684\u4e0d\u662f\u4e00\u4e2a\u65e0\u6cd5\u9884\u6d4b\u7684AI\u9ed1\u7bb1\u4ea7\u7269\uff0c\u800c\u662f\u4e00\u4e2a\u7ee7\u627f\u4e86Webflow\u6210\u719f\u5de5\u7a0b\u5b9e\u8df5\uff08\u5982\u6a21\u5757\u5316CSS\u3001\u6e05\u6670\u7c7b\u547d\u540d\u3001\u5168\u5c40\u6837\u5f0f\u63a7\u5236\uff09\u7684\u3001\u53ef\u65e0\u7f1d\u63a5\u5165\u5176\u5e9e\u5927\u4e13\u4e1a\u751f\u6001\u7684\u201c\u534a\u6210\u54c1\u201d\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u5f53\u524dAI\u751f\u6210\u5185\u5bb9\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u6700\u5927\u7684\u75db\u70b9\uff1a\u5373\u5174\u521b\u4f5c\u4e0e\u5de5\u7a0b\u5316\u7ef4\u62a4\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ee3\u7801\u6574\u6d01\u5ea6\u201d\u548c\u201c\u957f\u671f\u7ef4\u62a4\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u884c\u4e1a\u547d\u95e8\u3002Webflow\u7684\u7b54\u6848\u5c55\u793a\u4e86\u5176\u6df1\u5c42\u903b\u8f91\uff1aAI\u5728\u6b64\u626e\u6f14\u7684\u4e0d\u662f\u98a0\u8986\u6027\u7684\u201c\u521b\u4f5c\u8005\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u7406\u89e3\u5185\u90e8\u89c4\u8303\u3001\u80fd\u81ea\u52a8\u6267\u884c\u6700\u4f73\u5b9e\u8df5\u7684\u201c\u8d85\u7ea7\u5165\u95e8\u52a9\u624b\u201d\u3002\u5b83\u964d\u4f4e\u7684\u662f\u542f\u52a8\u6210\u672c\uff0c\u800c\u975e\u5929\u82b1\u677f\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u4e0e\u9762\u5411\u4e00\u6b21\u6027\u539f\u578b\u7684\u8f7b\u91cf\u7ea7AI\u5de5\u5177\u4ea7\u751f\u4e86\u672c\u8d28\u533a\u522b\uff0c\u5b83\u670d\u52a1\u7684\u7ec8\u6781\u76ee\u6807\uff0c\u662f\u6210\u4e3a\u4f01\u4e1a\u7ea7\u7f51\u7ad9\u9879\u76ee\u53ef\u4fe1\u4efb\u7684\u8d77\u70b9\uff0c\u5e76\u5c06\u7528\u6237\u81ea\u7136\u5f15\u5bfc\u81f3\u5176\u5f3a\u5927\u7684\u53ef\u89c6\u5316\u7f16\u8f91\u4e0e\u4ee3\u7801\u5bfc\u51fa\u80fd\u529b\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u6df1\u5ea6\u7406\u89e3\u3001\u751f\u6210\u5185\u5bb9\u7684\u4e2a\u6027\u5316\u7a0b\u5ea6\u3001\u4ee5\u53ca\u5982\u4f55\u5e73\u8861\u201c\u5f15\u5bfc\u201d\u4e0e\u201c\u81ea\u7531\u201d\u7684\u5ea6\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u60ca\u8273\u7684\u5165\u95e8\u201d\u8d70\u5411\u201c\u6838\u5fc3\u7684\u751f\u4ea7\u529b\u201d\u7684\u5173\u952e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u517c\u5177\u4ea7\u54c1\u601d\u7ef4\u4e0e\u5546\u4e1a\u667a\u6167\u7684\u5347\u7ea7\uff0c\u65e8\u5728\u7528AI\u62d3\u5bbd\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u62c6\u6389\u5b83\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\">Webflow AI site builder<\/span>\n <\/div>\n<div class=\"comment-content\">Turn a simple prompt into a multi-page, production-ready website with Webflow\u2019s AI site builder. Start with structure, styles, and animations, then continue building seamlessly in Webflow. It\u2019s a faster start on a foundation built to scale.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>AI site builder is Webflow\u2019s updated and improved on-ramp. <\/strong><\/p>\n<\/p>\n<p>With natural language, you skip the intimidating blank page and describe what you want to build. Instead of dropping you straight into the deep end of implementation, it walks you through a site build-out of up to five pages around a theme, topic, or goal.<\/p>\n<\/p>\n<p>Webflow is an incredibly powerful tool for professionals; this lets you wade into that power through the shallow end, instead of diving straight into the depths of the full design experience in Webflow.<\/p>\n<\/p>\n<p><strong>What you can look forward to:<\/strong><\/p>\n<ul>\n<li>\n<p>Design up to five cohesive pages all together as a set \u2014 not piecemeal.<\/p>\n<\/li>\n<li>\n<p>Because you’re building on Webflow’s tried-and-tested <a href=\"https:\/\/developers.webflow.com\/flowkit\/getting-started\/intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Flowkit<\/a> framework (and establishing a design system simultaneously!), you’ll never end up slopped in an AI cul-de-sac.<\/p>\n<\/li>\n<li>\n<p>Make significant sitewide changes easily \u2014 and apply them consistently \u2014 via global theming controls.<\/p>\n<\/li>\n<li>\n<p>Great for founders, small teams, and partners who want to spin up professional-quality sites that can expand over time.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What I like most:<\/strong> it reduces back-and-forth prompting chaos and instead pushes you to ship multi-page, consistent sites that actually <em>look good<\/em>.<\/p>\n<\/p>\n<p>The Webflow crew ships with craft and pragmatism, and this launch has been <a href=\"https:\/\/webflow.com\/updates\/ai-site-builder?utm_source=product-hunt&utm_medium=direct&utm_campaign=fy27-ai-site-builder&utm_content=og-update-post\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">a year in the making<\/a>.<\/p>\n<\/p>\n<p>Excited to support this launch and see what you build with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks so much for advising us on our launch. Your deep insight into the Product Hunt community helped us fine-tune our approach and ensure we showed up in a way that truly highlighted the amazing work our team has been doing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<\/p>\n<p>At Webflow, our mission is to bring development superpowers to everyone. When we <a href=\"https:\/\/webflow.com\/updates\/ai-site-builder?utm_source=product-hunt&utm_medium=direct&utm_campaign=fy27-ai-site-builder&utm_content=og-update-post\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">first launched our AI site builder last year<\/a>, our goal was to help people move from idea to site faster, no matter their design or technical expertise.<\/p>\n<p>Since then, we’ve leveled it up: <strong>Now you can use Webflow\u2019s AI site builder to create a multi-page, production-ready site AND a foundational design system in minutes<\/strong>. And because it\u2019s generated right in Webflow, you can easily tap into the full power of our platform to take your new site even further.<\/p>\n<p>Here\u2019s how it works:<\/p>\n<ol>\n<li>\n<p>Describe your vision. Share what you\u2019re building and who it\u2019s for. Webflow AI creates a ready-to-edit site draft.<\/p>\n<\/li>\n<li>\n<p>Add some structure, Shape your site\u2019s structure by adding, removing, or reordering sections and pages.<\/p>\n<\/li>\n<li>\n<p>Make it your own. Customize styles, colors, typography, and other elements site-wide.<\/p>\n<\/li>\n<li>\n<p>Go further. Extend, refine, and optimize your new site using the full power of Webflow. <\/p>\n<\/li>\n<\/ol>\n<p>Check out <a href=\"https:\/\/webflow.com\/ai-site-builder?utm_source=product-hunt&utm_medium=direct&utm_campaign=fy27-ai-site-builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">webflow.com\/ai-site-builder<\/a> to try it for yourself! <\/p>\n<\/p>\n<p>Questions? Visit the <a href=\"https:\/\/help.webflow.com\/hc\/en-us\/articles\/38840145286035-Build-a-site-with-Webflow-s-AI-site-builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Webflow Help Center<\/a> for more details.<\/p>\n<p><strong>Show us what you’re building!<\/strong><\/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>26 launches! Josh and the team are really setting the gold standard for no-code. As someone who just speed-ran a build of <strong>Featmap.app<\/strong> on a 4-hour train ride today, I\u2019m obsessed with how you\u2019re lowering the on-ramp for complex sites.<\/p>\n<p>I\u2019m a big believer in the ‘Simplicity First’ movement\u2014while Webflow handles the heavy lifting of production sites, I\u2019m trying to make the feedback loop just as fast for founders.<\/p>\n<p>Question: With the new AI site builder, how do you ensure the design system stays ‘clean’ for devs who eventually want to export the code and customize it manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_dors_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_dors_dev<\/a> Glad you’re a fan of the vision! <\/p>\n<p>The AI site builder is designed to create a clean, production-ready foundation that you can build on with confidence.<\/p>\n<p>Every site generated uses Flowkit, Webflow\u2019s modular CSS framework. That means consistent class naming, reusable components, and a clear design system from the start. Styles are centralized and applied systematically, not scattered or hard-coded, so the structure stays organized as the site grows.<\/p>\n<p>When developers export the code, they\u2019re getting predictable, well-structured HTML and CSS that\u2019s easy to understand and customize manually. The result is a site that\u2019s fast to prototype, but still clean and maintainable for teams that want to take it further in code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the update! Generating both a multi-page site and a foundational design system directly inside Webflow is a big step toward faster production work. How do you think about balancing speed of generation with long-term maintainability, especially so the AI-created structure and styles scale cleanly as teams iterate and add complexity over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What if we need to prototype new course landing pages fast without waiting on dev resources? Does it work well for non-designers? I can describe what I want, but I’m not sure I’d know how to “refine and optimize” properly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Great question! That\u2019s exactly what the AI site builder is designed for.<\/p>\n<p>It helps you go from a natural language prompt to a structured page (or multiple pages of a site) in minutes, without waiting on dev. It creates the layout, page structure, and design foundation up front so you\u2019re not starting from scratch.<\/p>\n<p>It also works well for non-designers. You don\u2019t need Webflow expertise to get something usable. Refining and optimizing is about simple, visual tweaks like editing copy, rearranging sections, or adjusting styles, not redesigning the site. The structure stays in place.<\/p>\n<p>You can move fast early, get alignment, and bring in designers or developers later to build on the same foundation if 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<\/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\/J3BU2Y2Z66SG6E\" class=\"app-title\">GitHub Agent HQ<\/a><\/p>\n<div class=\"one-liner\">Run Claude, Codex & Copilot directly in GitHub & VS Code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitHub Agent HQ \u5141\u8bb8\u5f00\u53d1\u8005\u5728GitHub\u548cVS Code\u73af\u5883\u4e2d\u76f4\u63a5\u8c03\u7528Claude\u3001Codex\u53caCopilot\u7b49\u591a\u79cdAI\u7f16\u7801\u52a9\u624b\uff0c\u5e76\u80fd\u6839\u636e\u4efb\u52a1\u7075\u6d3b\u5207\u6362\u6216\u5bf9\u6bd4\u7ed3\u679c\uff0c\u89e3\u51b3\u4e86\u5728\u5355\u4e00\u5f00\u53d1\u73af\u5883\u4e2d\u9ad8\u6548\u5229\u7528\u548c\u5bf9\u6bd4\u4e0d\u540cAI\u4ee3\u7406\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c45f14b4-90ff-4928-9ac9-6ebbe5ceb6cb.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\/ac9bf77a-ca83-490f-9304-134e6fb5e5ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d25e0588-0543-469a-a5f2-95649f454e5e.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\/abcee6dc-775f-4e82-b7f8-c1f6764e2559.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GuTQDXKwdJQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=GuTQDXKwdJQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/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\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">VS Code\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">Copilot\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u4efb\u52a1\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>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5728\u4efb\u52a1\u95f4\u5207\u6362\u6216\u5bf9\u6bd4\u4e0d\u540cAI\u4ee3\u7406\u7684\u8f93\u51fa\u5f88\u6709\u4ef7\u503c\uff0c\u53ef\u5c06\u5176\u5206\u914d\u7ed9Issue\u6216PR\u8fdb\u884c\u5f02\u6b65\u5de5\u4f5c\u3002\u8bc4\u8bba\u8005\u89c2\u5bdf\u5230\u4e0d\u540cAI\u5bf9\u76f8\u540c\u4e0a\u4e0b\u6587\u5904\u7406\u65b9\u5f0f\u5404\u5f02\uff0c\u8fd9\u9887\u5177\u542f\u53d1\u6027\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u672a\u63d0\u53ca\u660e\u663e\u95ee\u9898\u6216\u5177\u4f53\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GitHub Agent HQ \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u201c\u805a\u5408\u201d\u5e73\u53f0\uff0c\u5c06Claude\u3001Codex\u548cCopilot\u585e\u8fdb\u4e86\u5f00\u53d1\u8005\u6700\u719f\u6089\u7684\u73af\u5883\u3002\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u65e0\u610f\u4e2d\u89e6\u53ca\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u751f\u6001\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u5d07\u62dc\u4e0e\u5b9e\u7528\u4e3b\u4e49\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5e02\u573a\u88ab\u201c\u54ea\u4e2a\u6a21\u578b\u66f4\u5f3a\u201d\u7684\u8206\u8bba\u88f9\u631f\uff0c\u4f46\u5f00\u53d1\u8005\u5728\u5b9e\u9645\u7f16\u7801\u4e2d\u9762\u4e34\u7684\u5f80\u5f80\u662f\u5177\u4f53\u573a\u666f\u4e0b\u7684\u9002\u914d\u95ee\u9898\uff1a\u4e00\u6bb5\u6666\u6da9\u7684\u65e7\u4ee3\u7801\u91cd\u6784\uff0cCopilot\u53ef\u80fd\u5faa\u89c4\u8e48\u77e9\uff0c\u800cClaude\u6216\u8bb8\u80fd\u7ed9\u51fa\u66f4\u5177\u89e3\u91ca\u6027\u7684\u65b9\u6848\uff1b\u4e00\u4e2a\u9700\u8981\u521b\u9020\u6027\u547d\u540d\u548c\u67b6\u6784\u8bbe\u8ba1\u7684\u4efb\u52a1\uff0cCodex\u53ef\u80fd\u7a0d\u900a\u4e00\u7b79\u3002Agent HQ \u6ca1\u6709\u8bd5\u56fe\u505a\u201c\u88c1\u5224\u201d\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u201c\u6b66\u5668\u67b6\u201d\u548c\u201c\u8bd5\u9a8c\u573a\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u5f15\u5165\u53e6\u4e00\u4e2a\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86**\u5373\u65f6\u6bd4\u8f83\u548c\u573a\u666f\u5316\u5207\u6362\u7684\u80fd\u529b**\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06AI\u6a21\u578b\u7684\u9009\u62e9\u4ece\u4e00\u79cd\u4fe1\u4ef0\u5f0f\u7684\u7ad9\u961f\uff0c\u964d\u7ef4\u6210\u4e00\u4e2a\u53ef\u9a8c\u8bc1\u3001\u53ef\u968f\u65f6\u8c03\u6574\u7684\u5de5\u7a0b\u51b3\u7b56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u5206\u914d\u4efb\u52a1\u7ed9\u4ee3\u7406\u5f02\u6b65\u5de5\u4f5c\u201d\u7684\u529f\u80fd\u70b9\uff0c\u66f4\u6697\u793a\u4e86\u4e00\u79cd\u6f14\u8fdb\u65b9\u5411\uff1aAI\u4ee3\u7406\u4e0d\u518d\u4ec5\u4ec5\u662f\u5373\u65f6\u54cd\u5e94\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u53ef\u80fd\u6210\u4e3a\u9879\u76ee\u4e2d\u7684\u201c\u5f02\u6b65\u534f\u4f5c\u8005\u201d\uff0c\u8d1f\u8d23\u5904\u7406\u90a3\u4e9b\u5b9a\u4e49\u660e\u786e\u4f46\u7e41\u7410\u7684\u4ee3\u7801\u4efb\u52a1\uff08\u5982\u6807\u51c6\u5316\u91cd\u6784\u3001\u6587\u6863\u751f\u6210\u3001\u57fa\u7840\u6d4b\u8bd5\u7f16\u5199\uff09\uff0c\u8fd9\u6216\u8bb8\u624d\u662f\u201c\u667a\u80fd\u7f16\u7a0b\u201d\u8d70\u5411\u6df1\u6c34\u533a\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u8fd9\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5e95\u5c42\u6a21\u578bAPI\u7684\u7a33\u5b9a\u6027\u3001\u6210\u672c\u4e0e\u54cd\u5e94\u901f\u5ea6\uff0c\u805a\u5408\u6a21\u5f0f\u653e\u5927\u4e86\u8fd9\u4e9b\u4f9d\u8d56\u98ce\u9669\u3002\u5176\u6b21\uff0c\u5728\u7f3a\u4e4f\u6df1\u5ea6\u5de5\u4f5c\u6d41\u96c6\u6210\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u60c5\u51b5\u4e0b\uff0c\u7b80\u5355\u5207\u6362\u53ef\u80fd\u5bfc\u81f4\u601d\u7ef4\u65ad\u5c42\u3002\u6700\u540e\uff0c\u5b83\u7684\u6838\u5fc3\u7528\u6237\u76ee\u524d\u53ef\u80fd\u662f\u5bf9AI\u654f\u611f\u7684\u6280\u672f\u63a2\u7d22\u8005\uff0c\u5982\u4f55\u8ba9\u66f4\u5e7f\u5927\u7684\u3001\u53ea\u6c42\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u5f00\u53d1\u8005\u611f\u77e5\u5230\u591a\u4ee3\u7406\u5207\u6362\u7684\u5fc5\u8981\u6027\u4e0e\u4fbf\u5229\u6027\uff0c\u662f\u5b83\u4ece\u70ab\u9177\u5de5\u5177\u8d70\u5411\u5fc5\u5907\u8bbe\u65bd\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cAgent HQ \u662f\u4e00\u6b3e\u5177\u6709\u6218\u7565\u524d\u77bb\u6027\u7684\u4ea7\u54c1\uff0c\u5b83\u6ca1\u6709\u5728\u6a21\u578b\u519b\u5907\u7ade\u8d5b\u4e2d\u786c\u78b0\u786c\uff0c\u800c\u662f\u673a\u667a\u5730\u9009\u62e9\u4e86\u6210\u4e3a\u201c\u6a21\u578b\u7ba1\u7406\u8005\u201d\u548c\u201c\u5de5\u4f5c\u6d41\u8d4b\u80fd\u8005\u201d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u6df1\u5316\u573a\u666f\u96c6\u6210\uff0c\u5e76\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u57fa\u4e8e\u591a\u4ee3\u7406\u534f\u4f5c\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u5b83\u6709\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u5f00\u53d1\u8005\u4e0eAI\u5de5\u5177\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5426\u5219\uff0c\u5b83\u4e5f\u53ef\u80fd\u4ec5\u4ec5\u6ca6\u4e3a\u9ad8\u7ea7\u73a9\u5bb6\u624b\u4e2d\u4e00\u4e2a\u53ef\u88ab\u66ff\u4ee3\u7684\u201c\u5207\u6362\u5668\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\">GitHub Agent HQ<\/span>\n <\/div>\n<div class=\"comment-content\">Claude by Anthropic and OpenAI Codex are now available in public preview on GitHub and VS Code with a Copilot Pro+ or Copilot Enterprise subscription.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Agent HQ lets you use Claude and Codex directly inside GitHub and VS Code, alongside Copilot. You can also <a href=\"https:\/\/docs.github.com\/en\/copilot\/how-tos\/manage-your-account\/manage-policies?utm_source=brand-twitter-blog-3p-agents-amp&utm_medium=social&utm_campaign=agent-3p-platform-feb-2026#enabling-or-disabling-third-party-coding-agents-in-your-repositories\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">add custom agents<\/a>. Being able to swap between agents depending on the task (or just comparing their outputs) is nice.<\/p>\n<p>Assign them to issues or PRs and let them work asynchronously. It is interesting to see how they handle the same context differently\ud83d\udc7e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3B4BRME4CVXEZ7\" class=\"app-title\">Kling 3.0<\/a><\/p>\n<div class=\"one-liner\">Native 4K output with extended video time with just a prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kling 3.0\u662f\u4e00\u6b3e\u901a\u8fc7\u6587\u672c\u63d0\u793a\u5373\u53ef\u751f\u6210\u957f\u65f6\u957f\u3001\u539f\u751f4K\u89c6\u9891\u7684\u4e00\u4f53\u5316\u521b\u610f\u5f15\u64ce\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u9ad8\u8d28\u91cf\u89c6\u9891\u5185\u5bb9\u5236\u4f5c\u4e2d\u9762\u4e34\u7684\u6280\u672f\u95e8\u69db\u9ad8\u3001\u8017\u65f6\u8017\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/decec8c1-bcd2-4c4d-9a5c-3d831474a176.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/563dddb9-af21-4cc1-b6e6-f79bc27e0157.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6473edf-584a-46b4-8076-2376f0808862.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd783ff2-7bad-4258-b524-6a46cf153978.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0189ce9-bba2-42c9-8f74-8e05cc419869.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\/8b7419ba-8e6d-40b8-9c1e-6a9b6fb0d60e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XD_7FNPhZQY\"><source src=\"https:\/\/www.youtube.com\/watch?v=XD_7FNPhZQY\" 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\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u751f\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">4K\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">AIGC<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5f15\u64ce<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\u671f\u5f85\u4f53\u9a8c\u5176\u5ba3\u79f0\u7684\u201c\u539f\u751f4K\u201d\u548c\u957f\u89c6\u9891\u751f\u6210\u80fd\u529b\uff0c\u5e76\u4e0eSora\u7b49\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\u3002\u4e3b\u8981\u95ee\u9898\u6d89\u53ca\u83b7\u53d6\u9014\u5f84\uff08\u7b49\u5f85\u540d\u5355\uff09\u3001\u5177\u4f53\u529f\u80fd\u7ec6\u8282\uff08\u5982\u201c\u539f\u751f\u201d\u7684\u786e\u5207\u542b\u4e49\uff09\u4ee5\u53ca\u5bf9\u4e0d\u540c\u6587\u5316\u5143\u7d20\uff08\u5982\u4e2d\u56fd\u4e3b\u9898\uff09\u751f\u6210\u6548\u679c\u7684\u5173\u6ce8\u3002\u5efa\u8bae\u660e\u786e\u4ea7\u54c1\u8bbf\u95ee\u65b9\u5f0f\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 Kling 3.0\u5c06\u7ade\u4e89\u7126\u70b9\u4ece\u201c\u80fd\u5426\u751f\u6210\u89c6\u9891\u201d\u7cbe\u51c6\u5730\u63a8\u5411\u201c\u80fd\u5426\u751f\u6210\u5546\u4e1a\u7ea7\u8d28\u91cf\u7684\u89c6\u9891\u201d\u3002\u201c\u539f\u751f4K\u8f93\u51fa\u201d\u548c\u201c\u6269\u5c55\u89c6\u9891\u65f6\u95f4\u201d\u662f\u5176\u523a\u5411\u5f53\u524dAI\u89c6\u9891\u751f\u6210\u9886\u57df\u8f6f\u808b\u7684\u4e24\u628a\u5c16\u5200\u3002\u5f53\u524d\u4e3b\u6d41AI\u89c6\u9891\u751f\u6210\u5728\u5206\u8fa8\u7387\u3001\u65f6\u957f\u548c\u4e00\u81f4\u6027\u4e0a\u4ecd\u663e\u7c97\u7cd9\uff0c\u96be\u4ee5\u76f4\u63a5\u7528\u4e8e\u4e13\u4e1a\u573a\u666f\u3002Kling 3.0\u82e5\u5982\u5176\u5ba3\u79f0\u822c\u53ef\u9760\uff0c\u5219\u610f\u5473\u7740AI\u751f\u6210\u5185\u5bb9\u4ece\u201c\u6982\u5ff5\u6f14\u793a\u201d\u8fc8\u5411\u201c\u53ef\u7528\u8d44\u4ea7\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u521b\u610f\u5f15\u64ce\u201d\u7684\u5b9a\u4f4d\u6697\u793a\u5176\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u89c6\u9891\u751f\u6210\uff0c\u53ef\u80fd\u6574\u5408\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u7f16\u8f91\uff0c\u8fd9\u8003\u9a8c\u5176\u6280\u672f\u6574\u5408\u4e0e\u7528\u6237\u4f53\u9a8c\u5e73\u8861\u7684\u80fd\u529b\u3002\u5176\u6b21\uff0c\u201c\u539f\u751f4K\u201d\u5728\u8425\u9500\u4e4b\u5916\uff0c\u9700\u7ecf\u53d7\u8272\u5f69\u6df1\u5ea6\u3001\u7801\u7387\u3001\u7ec6\u8282\u771f\u5b9e\u6027\u7b49\u4e13\u4e1a\u7ef4\u5ea6\u7684\u68c0\u9a8c\uff0c\u8fd9\u76f4\u63a5\u5173\u7cfb\u5230\u5176\u5728\u5f71\u89c6\u3001\u5e7f\u544a\u7b49\u5782\u76f4\u884c\u4e1a\u7684\u6e17\u900f\u6df1\u5ea6\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8bbf\u95ee\u6743\u9650\u7684\u7591\u95ee\uff0c\u4e5f\u6298\u5c04\u51fa\u5f53\u524dAI\u4ea7\u54c1\u5e38\u89c1\u7684\u201c\u9884\u544a\u5f0f\u53d1\u5e03\u201d\u7b56\u7565\uff0c\u70ed\u5ea6\u4e0e\u843d\u5730\u80fd\u529b\u4e4b\u95f4\u5b58\u5728\u6e29\u5dee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cKling 3.0\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u9879\u6280\u672f\u7684\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3a\u521b\u4f5c\u8005\u63d0\u4f9b\u4e00\u6761\u4ece\u7075\u611f\u5230\u6210\u54c1\u7684\u201c\u6700\u77ed\u5de5\u4f5c\u6d41\u201d\u3002\u5b83\u7684\u5bf9\u624b\u4e0d\u4ec5\u662fRunway\u3001Pika\u7b49AI\u89c6\u9891\u5de5\u5177\uff0c\u66f4\u662fAdobe\u3001Final Cut Pro\u7b49\u4f20\u7edf\u521b\u610f\u8f6f\u4ef6\u3002\u80fd\u5426\u4ee5AI\u4e3a\u6838\u5fc3\u91cd\u6784\u521b\u4f5c\u6d41\u7a0b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6dfb\u52a0\u4e00\u4e2a\u7279\u6548\u529f\u80fd\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u664b\u5347\u4e3a\u201c\u884c\u4e1a\u6807\u51c6\u201d\u7684\u5173\u952e\u3002\u6211\u4eec\u5e94\u8c28\u614e\u770b\u5f85\u5176\u5ba3\u4f20\u53c2\u6570\uff0c\u91cd\u70b9\u5173\u6ce8\u5176\u8f93\u51fa\u6210\u679c\u7684\u5b9e\u9645\u53ef\u7528\u6027\u3001\u5de5\u4f5c\u6d41\u7684\u6d41\u7545\u5ea6\u4ee5\u53ca\u5728\u771f\u5b9e\u521b\u4f5c\u573a\u666f\u4e2d\u66ff\u4ee3\u4f20\u7edf\u73af\u8282\u7684\u6bd4\u4f8b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kling 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">An all-in-one creative engine that enables truly native multimodal creation<\/div>\n<\/p><\/div>\n<p> <\/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\/MDS6HR5P327UUL\" class=\"app-title\">Miro MCP<\/a><\/p>\n<div class=\"one-liner\">Turn code into visual docs, board context into code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Miro MCP \u662f\u4e00\u6b3e\u8fde\u63a5AI\u7f16\u7a0b\u5de5\u5177\u4e0eMiro\u53ef\u89c6\u5316\u534f\u4f5c\u5e73\u53f0\u7684\u670d\u52a1\u5668\uff0c\u5b83\u5141\u8bb8AI\u76f4\u63a5\u8bfb\u53d6\u767d\u677f\u4e0a\u7684\u4ea7\u54c1\u9700\u6c42\u3001\u56fe\u8868\u7b49\u4fe1\u606f\u6765\u751f\u6210\u4ee3\u7801\uff0c\u6216\u5c06\u4ee3\u7801\u5e93\u81ea\u52a8\u8f6c\u5316\u4e3a\u67b6\u6784\u56fe\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u89c6\u89c9\u6587\u6863\u4e0e\u4ee3\u7801\u4e4b\u95f4\u624b\u52a8\u8f6c\u6362\u548c\u91cd\u590d\u89e3\u91ca\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79aba412-3428-4b1a-87d5-d61880ef9682.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9ab4728-9aa4-4024-afab-b2e80b8f5d3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c352285d-ead6-43c5-bd99-84e625b27a00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7e83a63-3913-4bdd-9f6a-ad467ffa33f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92308aa5-7c35-451c-ac4b-04edd1f96dcb.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\/73c4870c-6ed5-4c15-bea2-ef9d6b7f1af8.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/3bd549c0f755497a804aa52e13b3594e\"><source src=\"https:\/\/www.loom.com\/share\/3bd549c0f755497a804aa52e13b3594e\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u56fe<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9700\u6c42\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u65b9\u5411\uff0c\u8ba4\u4e3a\u5c06\u89c6\u89c9\u4e0a\u4e0b\u6587\u5f15\u5165AI\u7f16\u7a0b\u662f\u91cd\u5927\u7a81\u7834\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5927\u89c4\u6a21\/\u590d\u6742\u767d\u677f\u5185\u5bb9\u5904\u7406\u7684\u6027\u80fd\u4e0e\u51c6\u786e\u6027\uff1bAI\u5bf9\u767d\u677f\u7684\u8bfb\u5199\u6743\u9650\u7ba1\u7406\uff1b\u4ee5\u53ca\u5982\u4f55\u957f\u671f\u4fdd\u6301\u767d\u677f\u5185\u5bb9\u4e0e\u4ee3\u7801\u5e93\u7684\u540c\u6b65\u6027\u3002\u56e2\u961f\u56de\u5e94\u5df2\u5173\u6ce8\u5355\u677f\u6743\u9650\u548c\u5185\u5bb9\u6458\u8981\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Miro MCP \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u53c8\u4e00\u4e2aAI\u7f16\u7a0b\u526f\u9a7e\u9a76\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u201c\u60f3\u6cd5\u53ef\u89c6\u5316\u201d\u4e0e\u201c\u4ee3\u7801\u5b9e\u4f53\u5316\u201d\u4e24\u4e2a\u5173\u952e\u73af\u8282\u7684\u7f3a\u5931\u94fe\u8def\u3002\u5176\u771f\u6b63\u4ef7\u503c\u662f\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u5c06\u975e\u7ed3\u6784\u5316\u7684\u3001\u6563\u843d\u5728\u534f\u4f5c\u767d\u677f\u4e0a\u7684\u4ea7\u54c1\u610f\u56fe\u3001\u8bbe\u8ba1\u51b3\u7b56\u548c\u4e1a\u52a1\u903b\u8f91\uff0c\u53d8\u6210\u4e86AI\u53ef\u7406\u89e3\u3001\u53ef\u6267\u884c\u7684\u201c\u9ad8\u4fdd\u771f\u4e0a\u4e0b\u6587\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u7f16\u7a0b\u7684\u6838\u5fc3\u77db\u76fe\uff1aAI\u62e5\u6709\u5f3a\u5927\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u5374\u5bf9\u9879\u76ee\u6700\u6839\u672c\u7684\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u8981\u505a\u4ec0\u4e48\u201d\u8fd1\u4e4e\u76f2\u89c6\u3002\u5f00\u53d1\u8005\u88ab\u8feb\u6210\u4e3a\u4f4e\u6548\u7684\u201c\u7ffb\u8bd1\u5b98\u201d\uff0c\u5c06\u56fe\u8868\u3001\u6ce8\u91ca\u4eba\u5de5\u5582\u7ed9AI\u3002Miro MCP \u82e5\u8fd0\u884c\u826f\u597d\uff0c\u80fd\u5927\u5e45\u538b\u7f29\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u5230\u4ee3\u7801\u5b9e\u73b0\u7684\u201c\u8ba4\u77e5\u6469\u64e6\u201d\uff0c\u5176\u201c\u4ee3\u7801\u8f6c\u53ef\u89c6\u5316\u6587\u6863\u201d\u7684\u53cd\u5411\u529f\u80fd\uff0c\u5219\u53ef\u80fd\u6210\u4e3a\u5e94\u5bf9\u7cfb\u7edf\u590d\u6742\u6027\u548c\u77e5\u8bc6\u4f20\u627f\u7684\u5229\u5668\uff0c\u8ba9\u67b6\u6784\u56fe\u80fd\u968f\u4ee3\u7801\u81ea\u52a8\u66f4\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6df1\u523b\u3002\u9996\u5148\uff0c\u201c\u7406\u89e3\u201d\u89c6\u89c9\u4fe1\u606f\u662f\u5de8\u5927\u6280\u672f\u96be\u70b9\uff0c\u767d\u677f\u4e0a\u7684\u968f\u610f\u6d82\u9e26\u3001\u677e\u6563\u5173\u8054\u7684\u4fbf\u7b7e\uff0cAI\u80fd\u5426\u51c6\u786e\u63d0\u70bc\u6838\u5fc3\u903b\u8f91\u800c\u975e\u9677\u5165\u201c\u566a\u58f0\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u5b9e\u7528\u6027\u4e0a\u9650\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u6743\u9650\u4e0e\u540c\u6b65\u95ee\u9898\uff0c\u89e6\u53ca\u4e86\u534f\u4f5c\u7684\u672c\u8d28\uff1a\u767d\u677f\u662f\u52a8\u6001\u3001\u5145\u6ee1\u8ba8\u8bba\u751a\u81f3\u77db\u76fe\u7684\u201c\u601d\u8003\u8fc7\u7a0b\u201d\uff0c\u800c\u4ee3\u7801\u662f\u5fc5\u987b\u7cbe\u786e\u7684\u201c\u6267\u884c\u7ed3\u679c\u201d\u3002\u5982\u4f55\u7ba1\u7406\u4e0d\u540c\u89d2\u8272\u7684\u8bbf\u95ee\u8fb9\u754c\uff0c\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u53cc\u5411\u540c\u6b65\u4e0d\u81f3\u4e8e\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\u53d8\u6210\u53cc\u5411\u7684\u201c\u771f\u7406\u201d\u6c61\u67d3\uff0c\u662f\u4ea7\u54c1\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u8fc8\u5411\u201c\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u5b83\u4e0d\u662f\u5728\u89e3\u51b3\u4e00\u4e2a\u7b80\u5355\u7684\u529f\u80fd\u95ee\u9898\uff0c\u800c\u662f\u5728\u5c1d\u8bd5\u5b9a\u4e49\u4eba\u3001AI\u3001\u89c6\u89c9\u5316\u77e5\u8bc6\u3001\u53ef\u6267\u884c\u4ee3\u7801\u4e4b\u95f4\u65b0\u7684\u534f\u4f5c\u534f\u8bae\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\">Miro MCP<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI coding assistant can now read your Miro boards. \u2022 Code \u2192 Visual Docs: Open your AI tool in your repo, ask “Document this on Miro” – get architecture diagrams, flowcharts, data models. \u2022 Board Context \u2192 Code: AI reads your PRDs, specs, diagrams, flows, prototypes, decisions and generates code matching your plans. \u2022 Works with: Cursor, Claude Code, Windsurf, VSCode + Copilot, Replit. \u2022 2-min setup, OAuth. Public beta.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! I’m \u0141ukasz, Director of Engineering at Miro. Super excited to share what we’ve been building.<\/p>\n<p><strong>The backstory:<\/strong><br \/>As you can imagine, our engineering team lives in Miro – we have PRDs, diagrams, user flows, wireframes, technical specs, user insights… everything.<\/p>\n<p>But when we used AI coding tools like Cursor or Claude Code, they had zero context about any of this. We’d spend forever exporting, screenshoting and re-explaining everything that already existed on our boards.<\/p>\n<p>Frustrating!<br \/><strong><br \/>So we built Miro MCP Server<\/strong><\/p>\n<p>Now AI coding tools can read Miro boards directly. Point AI at your Miro board with PRDs, prototypes, notes and it can read everything and build exactly what you mean. <\/p>\n<p>But even better, you can use Miro visual capabilities to help you understand your codebase. Imagine this:<\/p>\n<p>You’re looking at an unfamiliar codebase. Instead of reading files for hours, you ask your AI tool: “Document this entire system on Miro.” Five minutes later, you have architecture diagrams showing how everything connects. People are using it for onboarding new engineers (visualize the codebase before diving in), for keeping documentation current (auto-generate diagrams), and for finally getting AI to stop hallucinating when building features.<\/p>\n<p><strong>What I’d love to hear:<\/strong><br \/>We’re in public beta specifically to learn what we’re missing.<\/p>\n<ul>\n<li>\n<p>What use cases matter to you?<\/p>\n<\/li>\n<li>\n<p>What’s broken?<\/p>\n<\/li>\n<li>\n<p>What should we build next?<\/p>\n<\/li>\n<\/ul>\n<p>I’m here all day to answer questions, help with setup, or just chat about where AI + visual context is heading. Let’s go!<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Board context \u2192 code is the direction I keep thinking about. But it raises a question I don’t have a good answer for: once an agent can read your PRD board, who decides if it can also edit it? Or read board A but not board B?<\/p>\n<\/p>\n<p>MCP is great for connectivity. The permissions side feels underspecified though. We’re working on this problem at keypost.ai – basically a policy layer for MCP servers.<\/p>\n<\/p>\n<p>Have you seen teams ask for this kind of control yet, or is everyone still in “let it read everything” mode?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kxbnb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kxbnb<\/a> hi! interesting issue \u2014 we are currently fairly restrictive in our MCP and focus on per-board per-use-case enablement.<\/p>\n<p>Because of limitation for board by board access, we haven’t seen customers ask for that yet, but it’s an interesting challenge for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Every time I’ve pointed an AI coding tool at a PRD, I end up copy-pasting sections into the prompt and losing the visual layout. Miro MCP pulling board context directly into Cursor or Claude Code skips that whole translation step. Biggest question is how it handles large boards with mixed content… rate limits plus noisy context could get tricky fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> we aim to summarize and generalize the board content first, search for the artefacts that are useful for the particular task you’re working with.<\/p>\n<p>But you can also refer to particular elements on a board \u2014 either by copying a direct link to them or by asking your agent.<\/p>\n<p>Give it a go and see if it works with your workflow \u2014 and give us a shout!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farbodsaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farbodsaraf<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Giving AI coding tools direct access to visual product context feels like a big unlock, especially for reducing re-explanation and hallucinations. How do you think about keeping Miro boards and the underlying codebase in sync over time, so the diagrams and PRDs stay a reliable source of truth as systems evolve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KEFKWXDGEFAD5Y\" class=\"app-title\">Sylvian AI Forms<\/a><\/p>\n<div class=\"one-liner\">Never fill a PDF by hand again<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sylvian AI Forms\u662f\u4e00\u6b3e\u901a\u8fc7AI\u81ea\u52a8\u8bc6\u522b\u5e76\u586b\u5199PDF\u8868\u5355\u7684\u5de5\u5177\uff0c\u80fd\u5904\u7406\u62a5\u9500\u5355\u3001\u5408\u89c4\u8868\u683c\u7b49\u590d\u6742\u6587\u6863\uff0c\u5c06\u7528\u6237\u4ece\u7e41\u7410\u3001\u6613\u9519\u7684\u624b\u52a8\u586b\u5199\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de89f45e-bbfa-4174-9952-537d7febc26c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/504b046b-294a-4ae6-88d3-777debb5547c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dee78db8-8252-4c89-8640-489fb3d096ac.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\/d1a9a9a6-0651-494b-94eb-a280ef46a438.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VWAa-LBkEl0\"><source src=\"https:\/\/www.youtube.com\/watch?v=VWAa-LBkEl0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8868\u5355\u5904\u7406<\/span><br \/>\n <span class=\"tag\">PDF\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u586b\u62a5<\/span><br \/>\n <span class=\"tag\">\u62a5\u9500\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">YC\u521b\u4e1a\u516c\u53f8<\/span><br \/>\n <span class=\"tag\">\u53ef\u9760AI<\/span><br \/>\n <span class=\"tag\">\u4e13\u7528\u667a\u80fd\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff08\u5982\u590d\u6742\u3001\u53d7\u76d1\u7ba1\u6d41\u7a0b\u4e2d\u7684PDF\u586b\u5199\uff09\uff0c\u5e76\u5173\u6ce8\u5176\u53ef\u9760\u6027\u3001\u9a8c\u8bc1\u7ea0\u9519\u673a\u5236\u53ca\u4e13\u4e1a\u4ee3\u7406\u6a21\u5f0f\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u76ee\u6807\u5ba2\u6237\u7fa4\u4f53\uff08\u533b\u7597\/\u5408\u89c4\u56e2\u961f\u8fd8\u662f\u4e2a\u4eba\uff09\u3001AI\u662f\u5426\u5177\u5907\u5b66\u4e60\u7ea0\u9519\u80fd\u529b\u3001\u5982\u4f55\u8bd5\u7528\u3001\u672a\u6765\u5e73\u53f0\u5f00\u653e\u7b56\u7565\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sylvian AI Forms\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u5374\u6781\u5177\u4ef7\u503c\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u975e\u7ed3\u6784\u5316\u6587\u6863\u6570\u636e\u7684\u7ed3\u6784\u5316\u63d0\u53d6\u4e0e\u586b\u5165\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6700\u5b8c\u6574\u7684PDF\u8868\u5355AI\u201d\u91ce\u5fc3\uff0c\u76f4\u6307\u4f20\u7edfRPA\u548c\u901a\u7528OCR\u5728\u5e94\u5bf9\u590d\u6742\u8868\u683c\u3001\u590d\u9009\u6846\u3001\u5355\u9009\u6309\u94ae\u65f6\u7684\u4e4f\u529b\u75db\u70b9\uff0c\u5c24\u5176\u662f\u5728\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u5bb9\u9519\u7387\u6781\u4f4e\u7684\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u53ef\u9760\u5730\u586b\u5145\u201d\u3002\u5728\u751f\u6210\u5f0fAI\u9677\u5165\u201c\u5e7b\u89c9\u201d\u56f0\u6270\u7684\u5f53\u4e0b\uff0c\u5176\u5b9a\u4f4d\u201c\u53ef\u9760\u7684\u4e13\u4e1aAI\u201d\u662f\u4e00\u79cd\u806a\u660e\u7684\u5dee\u5f02\u5316\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u5ea6\u5782\u76f4\u7684\u3001\u89c4\u5219\u4e0eAI\u7ed3\u5408\u7684\u4e13\u4e1a\u667a\u80fd\u4f53\uff0c\u5176\u6311\u6218\u5e76\u975e\u6280\u672f\u65b0\u9896\u6027\uff0c\u800c\u662f\u5bf9\u65e0\u6570\u975e\u6807\u51c6PDF\u8868\u5355\u7ed3\u6784\u7684\u7406\u89e3\u7cbe\u5ea6\u548c\u7a33\u5b9a\u6027\u3002\u4ece\u8bc4\u8bba\u56de\u590d\u770b\uff0c\u5176\u901a\u8fc7\u7528\u6237\u7ea0\u9519\u53cd\u9988\u6765\u4f18\u5316\u7279\u5b9a\u8868\u5355\u6a21\u677f\u7684\u903b\u8f91\uff0c\u662f\u6784\u5efa\u5b9e\u7528\u58c1\u5792\u7684\u5173\u952e\u2014\u2014\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u53ef\u8bad\u7ec3\u7684\u6a21\u677f\u5e93\u201d\uff0c\u800c\u975e\u901a\u624dAI\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u6e05\u6670\u62f7\u95ee\uff1a\u4f5c\u4e3a\u72ec\u7acb\u5e94\u7528\uff0c\u5b83\u9700\u8981\u5e94\u5bf9PDF\u8868\u5355\u7684\u65e0\u9650\u957f\u5c3e\uff0c\u7ef4\u62a4\u6210\u672c\u9ad8\u6602\uff1b\u82e5\u6df1\u8015\u5782\u76f4\u884c\u4e1a\uff08\u5982\u533b\u7597\u5408\u89c4\uff09\uff0c\u5219\u9700\u9762\u5bf9\u539a\u91cd\u7684\u884c\u4e1a\u77e5\u8bc6\u3001\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u8ba4\u8bc1\u58c1\u5792\u3002\u521b\u59cb\u4eba\u6697\u793a\u76ee\u524d\u81ea\u5efa\u4e13\u7528\u4ee3\u7406\uff0c\u800c\u975e\u5f00\u653e\u5e73\u53f0\uff0c\u8fd9\u867d\u80fd\u4fdd\u8bc1\u521d\u671f\u4f53\u9a8c\uff0c\u4f46\u53ef\u80fd\u9650\u5236\u5176\u6269\u5c55\u901f\u5ea6\u548c\u751f\u6001\u6784\u5efa\u3002\u5728\u201cAI+PDF\u201d\u8fd9\u4e2a\u62e5\u6324\u8d5b\u9053\uff0c\u80fd\u5426\u4ece\u4e00\u6b3e\u7cbe\u51c6\u7684\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u67d0\u4e2a\u5782\u76f4\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u3001\u53ef\u4fe1\u8d56\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u7528\u201d\u8d70\u5411\u201c\u6210\u529f\u201d\u7684\u5173\u952e\u4e00\u8dc3\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\">Sylvian AI Forms<\/span>\n <\/div>\n<div class=\"comment-content\">Upload a reimbursement form and 10 receipt images \u2014 Sylvian will fill in your form with all the info. Upload a compliance form and a spreadsheet with 10 rows of information \u2014 Sylvian will fill out 10 compliance forms for you. All of this in seconds. Sylvian AI Forms is the most complete PDF Form AI ever, made so you never have to fill a PDF by hand again.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>I’m Will, CEO of Sylvian (YC F25), and we’re setting out to create reliable, specialized AI. We’re releasing Sylvian AI Forms with the goal of saving you the time of filling out PDFs by hand. <\/p>\n<p>Sylvian can read spreadsheets, images, and PDFs alike, and can fill out as many forms as you need in seconds. Our AI handles even the most complex of forms, handling tables, checkboxes, and radio buttons from notoriously complicated forms from medicine, law, compliance, and more.<\/p>\n<p>Would love to hear your feedback! Feel free to reach out to <a href=\"mailto:hi@sylvian.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hi@sylvian.ai<\/a>.<\/div>\n<div class=\"comment-actions\">\n<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\">@williamhuang This is a very real problem to go after.<br \/>\nFilling complex PDFs is one of those tasks that\u2019s invisible until it eats hours, especially in regulated workflows where mistakes aren\u2019t an option. Handling tables, checkboxes, and radio logic reliably is where most automation breaks down, so it\u2019s interesting to see you leaning into the hardest cases first.<br \/>\nCurious who you\u2019re seeing the strongest pull from so far. Is it healthcare and compliance teams, or individuals dealing with recurring forms at scale?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Will! Solving the PDF ‘unstructured data’ nightmare is a huge win for productivity. As someone who just speed-ran a build of my own project, <strong>FeatMap<\/strong> (.<strong>app<\/strong>) on a 4-hour train ride today, I have massive respect for teams focusing on ‘Reliable AI’ over just ‘Generative AI.’<\/p>\n<\/p>\n<p>I\u2019m curious about the ‘specialized agent’ approach\u2014do the agents learn from the corrections a user makes to a filled form to improve accuracy for the next batch, or is the logic mostly based on the initial spreadsheet\/context provided?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michael_dors_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_dors_dev<\/a> Yes, users can make edits to our AI\u2019s understanding of a particular form!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 useful, I hate filling pdfs. How do I try this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on reliability-first workflows. PDF form filling is one of those painfully real tasks where a specialized agent can save hours if it\u2019s accurate and auditable. Curious what your validation and error-checking loop looks like.<\/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\/@nextgrid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nextgrid<\/a> Our platform allows users to edit our AI\u2019s understanding of a form if any mistakes are made, which allows the AI to fill the form correctly in future iterations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 nice. Are you planning to release multiple specialised agents yourself or open it to other builders release agents on your platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> Hi Gokul, we\u2019re building specialized agents ourselves as of now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/REC3PHPTSB2XOP\" class=\"app-title\">TalkToPost<\/a><\/p>\n<div class=\"one-liner\">Voice notes to LinkedIn and X viral content in seconds!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u6742\u4e71\u8bed\u97f3\u7b14\u8bb0\u5728\u6570\u79d2\u5185\u81ea\u52a8\u8f6c\u6362\u4e3a\u9002\u7528\u4e8eLinkedIn\u548cX\u5e73\u53f0\u7684\u75c5\u6bd2\u5f0f\u4f20\u64ad\u8f6e\u64ad\u56fe\u5185\u5bb9\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u7075\u611f\u7a0d\u7eb5\u5373\u901d\u53ca\u4e13\u4e1a\u8bbe\u8ba1\u8017\u65f6\u8d39\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/014b2bd3-934c-4657-b6fa-9ad7cd393423.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qZ7XB6jgFsw\"><source src=\"https:\/\/www.youtube.com\/watch?v=qZ7XB6jgFsw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a485aaf9-94cb-4821-9cd9-f2025e2b4605.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89778727-1a61-4900-ae54-905dd5f38273.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcf76a76-1f7f-4033-9fb4-2d7a7745c2d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a2e2b58-4419-41f5-b16e-af94ba131345.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u793e\u4ea4\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">LinkedIn\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u8f6e\u64ad\u56fe\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u514d\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u7684\u4ef7\u503c\u4e0e\u6d41\u7545\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u514d\u8d39\u8bd5\u7528\u6216\u989d\u5ea6\uff1b\u5e0c\u671b\u589e\u52a0\u8f6e\u64ad\u56fe\u80cc\u666f\u6a21\u677f\u591a\u6837\u6027\uff1b\u8be2\u95ee\u5355\u9875\u5b57\u6570\u9650\u5236\u53ca\u624b\u52a8\u6dfb\u52a0\u56fe\u7247\u529f\u80fd\uff1b\u597d\u5947AI\u5982\u4f55\u4ece\u975e\u7ebf\u6027\u8bed\u97f3\u4e2d\u63d0\u53d6\u6838\u5fc3\u94a9\u5b50\u4e0e\u7ed3\u6784\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 TalkToPost\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u589e\u957f\u4e14\u5145\u6ee1\u7126\u8651\u7684\u8d5b\u9053\u2014\u2014\u4e13\u4e1a\u4e2a\u4eba\u4e0eB2B\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u521b\u4f5c\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u8bed\u97f3\u8f6c\u6587\u5b57\uff0c\u800c\u662f\u201c\u7406\u89e3\u60f3\u6cd5\u201d\u5e76\u751f\u6210\u201c\u4e13\u4e1a\u8bbe\u8ba1\u201d\uff0c\u8fd9\u8bd5\u56fe\u5c06\u521b\u4f5c\u94fe\u4e2d\u6700\u8017\u65f6\u7684\u201c\u7ed3\u6784\u5316\u601d\u8003\u201d\u4e0e\u201c\u89c6\u89c9\u5316\u5448\u73b0\u201d\u73af\u8282\u4e00\u5e76\u81ea\u52a8\u5316\u3002\u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u201c\u7075\u611f\u6d41\u5931\u201d\u4e0e\u201c\u8bbe\u8ba1\u95e8\u69db\u201d\u4e24\u5927\u987d\u75be\uff0c\u9887\u5177\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8eAI\u7684\u201c\u7406\u89e3\u201d\u6df1\u5ea6\u4e0e\u8f93\u51fa\u7684\u201c\u4e13\u4e1a\u201d\u7a0b\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u4ece\u975e\u7ebf\u6027\u6f2b\u8c08\u4e2d\u63d0\u53d6\u6838\u5fc3\u201d\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u76ee\u524d\u5e02\u573a\u4e0a\u591a\u6570\u5de5\u5177\u4ec5\u80fd\u505a\u5230\u5173\u952e\u8bcd\u63d0\u53d6\u4e0e\u6a21\u677f\u586b\u5145\uff0c\u751f\u6210\u5185\u5bb9\u6d41\u4e8e\u8868\u9762\u683c\u5f0f\u7684\u201c\u4e13\u4e1a\u201d\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u6d1e\u5bdf\u6846\u67b6\u4e0e\u903b\u8f91\u5f20\u529b\u3002\u82e5TalkToPost\u4ec5\u6b62\u6b65\u4e8e\u6b64\uff0c\u5b83\u5c06\u5f88\u5feb\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u5185\u5bb9\u7f8e\u989c\u76f8\u673a\u201d\uff0c\u800c\u975e\u201c\u5185\u5bb9\u5927\u8111\u201d\u3002\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8eAI\u6a21\u578b\u5bf9\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u5546\u4e1a\u3001\u804c\u573a\uff09\u5185\u5bb9\u903b\u8f91\u7684\u638c\u63e1\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u751f\u6210\u5177\u5907\u72ec\u7279\u89c2\u70b9\u4e0e\u8bf4\u670d\u529b\u7684\u5185\u5bb9\u7ed3\u6784\uff0c\u800c\u975e\u5343\u7bc7\u4e00\u5f8b\u7684\u6e05\u5355\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5e02\u573a\u5b9a\u4f4d\u5b58\u5728\u9690\u5fe7\u3002\u9ad8\u5ea6\u4f9d\u8d56LinkedIn\u548cX\u7684\u5e73\u53f0\u751f\u6001\uff0c\u9700\u6301\u7eed\u5e94\u5bf9\u5176\u7b97\u6cd5\u53d8\u5316\u3002\u4ece\u201c\u5de5\u5177\u201d\u8d70\u5411\u201c\u5e73\u53f0\u201d\u662f\u81ea\u7136\u60f3\u8c61\uff0c\u4f46\u9700\u8b66\u60d5\u5728\u7528\u6237\u5efa\u8bae\u4e0b\u76f2\u76ee\u589e\u52a0\u529f\u80fd\uff08\u5982\u54c1\u724c\u5de5\u5177\u5305\uff09\uff0c\u5bfc\u81f4\u4ea7\u54c1\u5931\u7126\u3002\u5f53\u524d\u7684\u6838\u5fc3\u4efb\u52a1\u5e94\u662f\u6781\u81f4\u4f18\u5316\u4ece\u201c\u8bed\u97f3\u7075\u611f\u201d\u5230\u201c\u7206\u6b3e\u5185\u5bb9\u201d\u7684\u8f6c\u5316\u7387\u4e0e\u60ca\u559c\u611f\uff0c\u7528\u7ed3\u679c\u8bc1\u660e\u5176\u80fd\u771f\u6b63\u63d0\u5347\u7528\u6237\u7684\u201c\u5185\u5bb9\u5f71\u54cd\u529b\u201d\uff0c\u800c\u975e\u4ec5\u4ec5\u8282\u7701\u65f6\u95f4\u3002\u552f\u6709\u5982\u6b64\uff0c\u624d\u80fd\u4ece\u201c\u6709\u7528\u7684\u65b0\u5947\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u4e13\u4e1a\u88c5\u5907\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\">TalkToPost<\/span>\n <\/div>\n<div class=\"comment-content\">Turn messy voice notes into viral LinkedIn and X carousels in seconds. It understands your idea and generate professional social content instantly, eliminating manual typing and design work. No typing, no Canva or Figma<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b Agustin here from Buenos Aires, Argentina.<\/p>\n<p>I\u2019m a developer by trade, but I\u2019ve always struggled with the “Creator” part of being a founder. I would have great ideas while walking my dog or driving, but by the time I sat down at my laptop, the “spark” was gone.<\/p>\n<p>And even if I remembered the idea, I hated spending 2 hours in Canva or Figma just to make it look “professional.”<\/p>\n<p>So I built TalkToPost to fix my own workflow.<\/p>\n<p>The premise is simple:<\/p>\n<p>Press Record: Ramble about your topic (in English, Spanish, or 100+ languages !!).<\/p>\n<p>AI Formatting: The engine cleans your grammar, finds the “hook,” and structures the argument.<\/p>\n<p>The best part…It generates a stunning, customizable carousel instantly.<\/p>\n<p>I\u2019d love to hear what you think! Specifically about the “Voice-to-Design” quality!<\/p>\n<p>Let me know if you hit any bugs! I’ll be here all day fixing them. \ud83d\udc1b\ud83d\udd28<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agustinvrancic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agustinvrancic<\/a> This app feels super cool! Are you planning to release a trail version or limited credit anytime soon? Would love to take it for a try.<\/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 absolutely love tools (and it’s the reason I check products mainly on PH) – A tool that does one thing that simplifies a lot of things in a manner of seconds, has great UI\/UX, is very well thought of +++ has voice integration (I believe people are sick of typing). This is Beautiful and IT DESERVES MUCH MORE UPVOTES. Congrats, Augustin, you just created something beautiful and truly useful (and expandable down the line!) LOVE THIS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisisjad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisjad<\/a> thanks for your comment Jad and your support! Hope it helps lot’s of people out there, focusing on distribution because it solves a real problem for Linkedin users looking to scale their account<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely agree. There should be different variations of backgrounds I feel (without going grossly overboard) the way for example MICROSOFT always over-does everthing. Just minimal (unlike Canva too) but with new colors and pattern variations. A LinkedIn cover maker for professionals (or whole brand kit: profile picture helper & cover photo with text to be filled templates) would be very cool DOWN THE LINE of course… (and not all good ideas are good ideas!) <\/p>\n<p>Btw, is there a limitation on how many carousels can be generated? Manual adding of a photo (like carousel cover photo – the first\/last) possible? AND how much text (letters or words) can each image hold without being hard to read…<\/p>\n<p>Many questions, ideas :<br \/>Excellent product.<\/p>\n<p>Thanks,<br \/>Jad<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Turning raw voice into a finished, share-ready carousel is a really nice way to preserve that initial spark. How does TalkToPost decide which parts of a spoken ramble become the core hook and structure, especially when ideas are nonlinear or exploratory rather than already well-formed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Really like the focus on helping people create professional content from rough ideas. It feels especially useful if you want to share ideas quickly without getting stuck on design or formatting.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6Y7TWNU6AB6GLU\" class=\"app-title\">AutoBandStudio<\/a><\/p>\n<div class=\"one-liner\">AI that turns your melody into a full arrangement<\/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>\u4e00\u6b3eWindows\u684c\u9762\u5e94\u7528\uff0c\u5141\u8bb8\u7528\u6237\u7ed8\u5236\u4e3b\u65cb\u5f8b\u540e\uff0c\u7531AI\u81ea\u52a8\u751f\u6210\u548c\u5f26\u3001\u9f13\u70b9\u3001\u8d1d\u65af\u548c\u5409\u4ed6\u7b49\u4f34\u594f\u58f0\u90e8\uff0c\u89e3\u51b3\u4e86\u97f3\u4e50\u521b\u4f5c\u8005\u201c\u6709\u65cb\u5f8b\u4f46\u96be\u4ee5\u5feb\u901f\u5b8c\u6210\u5b8c\u6574\u7f16\u66f2\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4fb5e498-e41f-46b1-a351-6533d4269694.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/yZP0jf7w2Y8?si=NS_FIetsoQzREtvn\"><source src=\"https:\/\/youtube.com\/shorts\/yZP0jf7w2Y8?si=NS_FIetsoQzREtvn\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/199ff3ed-89ce-424e-9ff7-194e5bc4eba4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92dd9ea7-e7af-4b39-96cd-c9372b32c5c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94c93a10-07c0-4a2d-80b1-de39611fd78b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10bcbe47-d46e-4e32-bfe6-835ddc65a68c.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\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f16\u66f2\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65cb\u5f8b\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u4e50\u961f<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">MIDI\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">Windows\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5236\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u865a\u62df\u4e50\u961f\u4f19\u4f34\u201d\u7684\u5b9a\u4f4d\u53ca\u548c\u5f26\u751f\u6210\u7684\u81ea\u7136\u5ea6\u3002\u5f00\u53d1\u8005\u900f\u9732\u6a21\u578b\u57fa\u4e8ePop\/Ballad\u98ce\u683c\u8bad\u7ec3\uff0c\u5bf9\u6781\u7aef\u901f\u5ea6\u548c\u8de8\u98ce\u683c\u9002\u914d\u80fd\u529b\u6709\u9650\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u66f4\u591a\u97f3\u4e50\u98ce\u683c\u7684\u62d3\u5c55\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AutoBandStudio\u5728\u201c\u6587\u672c\u751f\u6210\u5b8c\u6574\u6b4c\u66f2\u201d\u7684AI\u97f3\u4e50\u7ea2\u6d77\u4e2d\uff0c\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u806a\u660e\u4e14\u66f4\u5c0a\u91cd\u521b\u4f5c\u4e3b\u4f53\u7684\u8def\u5f84\uff1a**\u201c\u65cb\u5f8b\u4e3b\u6743\u201d\u6a21\u5f0f**\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u66ff\u4ee3\u521b\u4f5c\u8005\u7684AI\uff0c\u800c\u662f\u4e00\u4e2a\u5c06\u521b\u4f5c\u8005\u4ece\u7e41\u7410\u3001\u9700\u8981\u5927\u91cf\u4e50\u7406\u77e5\u8bc6\u7684\u4f34\u594f\u7f16\u914d\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\u7684\u201c\u8d85\u7ea7\u6267\u884c\u5c42\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u4e86\u4ec0\u4e48\uff0c\u800c\u5728\u4e8e**\u5b83\u4e25\u683c\u754c\u5b9a\u4e86\u4eba\u4e0eAI\u7684\u534f\u4f5c\u8fb9\u754c**\uff1a\u4eba\u8d1f\u8d23\u6838\u5fc3\u521b\u610f\uff08\u65cb\u5f8b\uff09\uff0cAI\u8d1f\u8d23\u529f\u80fd\u6027\u3001\u6846\u67b6\u6027\u7684\u586b\u5145\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5de7\u5999\u5730\u89c4\u907f\u4e86\u5f53\u524dAIGC\u5728\u97f3\u4e50\u9886\u57df\u6700\u88ab\u8bdf\u75c5\u7684\u201c\u98ce\u683c\u540c\u8d28\u5316\u201d\u548c\u201c\u521b\u610f\u968f\u673a\u6027\u201d\u95ee\u9898\uff0c\u5c06\u8f93\u51fa\u8d28\u91cf\u7684\u4e0b\u9650\u7262\u7262\u951a\u5b9a\u5728\u7528\u6237\u8f93\u5165\u7684\u65cb\u5f8b\u8d28\u91cf\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u5b8c\u5168\u7cfb\u4e8e\u90a3\u4e2a\u201cTransformer Encoder\u201d\u548c\u5f26\u9884\u6d4b\u6a21\u578b\u3002\u4ece\u5f00\u53d1\u8005\u56de\u590d\u770b\uff0c\u5176\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u4e8e\u6d41\u884c\u548c\u6292\u60c5\u98ce\u683c\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u4ea7\u54c1\u7684\u5e94\u7528\u573a\u666f\u548c\u7528\u6237\u5e7f\u5ea6\u3002\u5728\u97f3\u4e50\u98ce\u683c\u6781\u5ea6\u5206\u5316\u7684\u4eca\u5929\uff0c\u4ec5\u652f\u6301\u4e3b\u6d41\u98ce\u683c\u662f\u4e00\u4e2a\u660e\u663e\u7684\u77ed\u677f\u3002\u5176\u6b21\uff0c\u201c\u514d\u8d39+\u8ba2\u9605\u201d\u7684\u6a21\u5f0f\u4e2d\uff0c\u5c06\u201c\u65e0\u9650\u5bfc\u51fa\u201d\u8bbe\u4e3aPro\u529f\u80fd\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u80fd\u523a\u6fc0\u8f6c\u5316\uff0c\u4f46\u4e5f\u53ef\u80fd\u963b\u788d\u521d\u671f\u7528\u6237\u6df1\u5ea6\u4f53\u9a8c\u548c\u4f20\u64ad\uff0c\u6bd5\u7adf\u65e0\u6cd5\u81ea\u7531\u5bfc\u51fa\u6210\u679c\u7684\u7f16\u66f2\u5de5\u5177\u5b9e\u7528\u6027\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7406\u5ff5\u9886\u5148\u4e8e\u5f53\u524d\u6280\u672f\u6210\u719f\u5ea6\u7684\u4ea7\u54c1\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u771f\u5b9e\u7684\u9700\u6c42\uff0c\u4e3a\u5177\u5907\u57fa\u7840\u65cb\u5f8b\u521b\u4f5c\u80fd\u529b\u4f46\u7f16\u66f2\u80fd\u529b\u4e0d\u8db3\u7684\u201c\u4e2d\u95f4\u5c42\u201d\u97f3\u4e50\u7231\u597d\u8005\u63d0\u4f9b\u4e86\u6781\u5177\u8bf1\u60d1\u529b\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u201c\u70ab\u6280\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6a21\u578b\u8fed\u4ee3\u7684\u901f\u5ea6\u2014\u2014\u80fd\u5426\u5feb\u901f\u8986\u76d6\u6447\u6eda\u3001\u7535\u5b50\u3001\u563b\u54c8\u7b49\u66f4\u591a\u5143\u98ce\u683c\uff0c\u4ee5\u53ca\u5176\u7f16\u8f91\u529f\u80fd\uff08\u5982\u9f13\u70b9\u3001\u5409\u4ed6\u58f0\u90e8\uff09\u80fd\u5426\u63d0\u4f9b\u8db3\u591f\u7cbe\u7ec6\u7684\u624b\u52a8\u8c03\u6574\u7a7a\u95f4\uff0c\u4ee5\u6ee1\u8db3\u7528\u6237\u4ece\u201c\u8f85\u52a9\u201d\u5230\u201c\u5171\u540c\u521b\u4f5c\u201d\u7684\u8fdb\u9636\u9700\u6c42\u3002\u5b83\u8bc1\u660e\u4e86\uff0c\u5728AI\u97f3\u4e50\u9886\u57df\uff0c\u201c\u5c11\u5373\u662f\u591a\u201d\u7684\u514b\u5236\u8bbe\u8ba1\uff0c\u53ef\u80fd\u6bd4\u8ffd\u6c42\u5168\u81ea\u52a8\u751f\u6210\uff0c\u66f4\u80fd\u8d62\u5f97\u521b\u4f5c\u8005\u7684\u957f\u671f\u9752\u7750\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\">AutoBandStudio<\/span>\n <\/div>\n<div class=\"comment-content\">Free Windows app that turns your melody into full arrangement with AI. Unlike tools generating songs from prompts, AutoBandStudio keeps your voice. You sketch the melody \u2014 AI fills in the rest. How it works: 1. Draw melody on piano roll 2. AI generates chords, drums, bass, guitar 3. Export as MIDI or audio Features: \ud83c\udfb9 AI chord prediction \ud83c\udfb8 Guitar generation (4 styles) \ud83e\udd41 Editable drums \u2702\ufe0f Regenerate sections \ud83d\udcbe Save\/load projects Free \u2014 Pro unlocks unlimited exports.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b I’m a solo developer working full-time as a C# desktop app developer. I built AutoBandStudio on nights and weekends over the past few months.<\/p>\n<\/p>\n<p>Why I made this: I’ve been playing in bands since college. I always had melodies in my head, but turning them into full songs was the hard part \u2014 especially the accompaniment. There are amazing AI music tools out there that generate entire songs from text prompts. I wanted something different: a tool where I create the melody, and AI just helps with the backing track. Think of it like sketching a drawing and having AI color it in.<\/p>\n<\/p>\n<p>Tech behind it: The chord prediction model is a Transformer Encoder built and trained in PyTorch. As a C# developer, diving into Python and deep learning for the first time was… an experience \ud83d\ude05<\/p>\n<\/p>\n<p>Where it stands now: 650+ downloads across 58 countries, 5.0 rating on Microsoft Store. v2.0 just launched with guitar generation, drum editing, and a Pro subscription.<\/p>\n<\/p>\n<p>I’d love to hear your thoughts \u2014 what would make this more useful? What’s missing? Thanks for checking it out! \ud83c\udfb5<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>The AI chord prediction flows naturally with the melody , no awkward harmonies at all<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rahul_manjhi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_manjhi1<\/a> Glad to hear that! The chord prediction model was the part I spent the most time on, so this means a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this approach. Preserving the original melody while letting AI handle arrangement feels way more creator-friendly than prompt-only generation. Curious how well it adapts across genres and tempos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nextgrid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nextgrid<\/a> Currently, the model is trained on a general dataset, so it works best with pop and ballad-style melodies. Tempo-wise, it handles a decent range, but extreme tempos may give less ideal results. Thanks for the question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels a lot like having a virtual bandmate: you throw out an idea and get a full, living arrangement in return<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misha___mavrin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misha___mavrin<\/a> That’s exactly the vibe I was going for. A virtual bandmate who fills in the rest. 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\/MITCKOD64LIJZN\" class=\"app-title\">Therapist AI<\/a><\/p>\n<div class=\"one-liner\">Built by Therapists, For Therapists<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7531\u6cbb\u7597\u5e08\u6784\u5efa\u7684AI\u8f85\u52a9\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6587\u4e66\u3001\u7ba1\u7406\u4f1a\u8bdd\u548c\u8ffd\u8e2a\u8fdb\u5ea6\uff0c\u5728\u4e34\u5e8a\u8bca\u7597\u573a\u666f\u4e2d\u4e3a\u6cbb\u7597\u5e08\u8282\u7701\u884c\u653f\u65f6\u95f4\uff0c\u4f7f\u5176\u80fd\u66f4\u4e13\u6ce8\u4e8e\u5ba2\u6237\u5173\u6000\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/967faa5e-5a51-463d-9827-956a76090b5c.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\/ae72ccad-0437-4a48-96c5-c7b6ee828459.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\/781adedf-b111-4e3a-8b8f-efceab7488a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c423b85-211f-4da6-86de-c9f1d11fad5b.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\/5113efb3-4d4a-4005-b863-37d222f3bda3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/S-JweNgCPjg\"><source src=\"https:\/\/youtu.be\/S-JweNgCPjg\" 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\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u533b\u7597SaaS<\/span><br \/>\n <span class=\"tag\">\u884c\u653f\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6cbb\u7597\u5e08\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8fdb\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">SOAP\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">B2B\u533b\u7597<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u7531\u6cbb\u7597\u5e08\u3001\u4e3a\u6cbb\u7597\u5e08\u201d\u7684\u5b9a\u4f4d\u53ca\u8282\u7701\u884c\u653f\u65f6\u95f4\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u671f\u5f85\u540e\u7eed\u529f\u80fd\u3002\u4e3b\u8981\u8be2\u95ee\u96c6\u4e2d\u4e8e\u6848\u4f8b\u7b14\u8bb0\u52a9\u624b\u662f\u5426\u652f\u6301\u591a\u79cd\u6cbb\u7597\u6846\u67b6\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u76ee\u524d\u57fa\u4e8eSOAP\u6846\u67b6\uff0c\u5e76\u8ba1\u5212\u589e\u52a0\u5176\u4ed6\u6a21\u677f\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 Therapist AI \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u4ef7\u503c\u4e14\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5fc3\u7406\u5065\u5eb7\u4e13\u4e1a\u4eba\u58eb\u7684\u884c\u653f\u8d1f\u62c5\u4e0e\u804c\u4e1a\u8017\u7aed\u3002\u5176\u5ba3\u79f0\u7684\u201cBuilt by Therapists, For Therapists\u201d\u5e76\u975e\u7a7a\u6d1e\u53e3\u53f7\uff0c\u800c\u662f\u5176\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u6765\u6e90\u2014\u2014\u8fd9\u786e\u4fdd\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u6e90\u4e8e\u771f\u5b9e\u7684\u4e34\u5e8a\u5de5\u4f5c\u6d41\u4e0e\u4f26\u7406\u8003\u91cf\uff0c\u800c\u975e\u7c97\u66b4\u7684\u6280\u672f\u5957\u7528\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u521d\u671f\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u4f20\u9012\u4e86\u201c\u8d4b\u80fd\u800c\u975e\u66ff\u4ee3\u201d\u7684\u660e\u786e\u4fe1\u606f\uff0c\u7f13\u89e3\u4e86\u884c\u4e1a\u5bf9AI\u7684\u62b5\u89e6\u60c5\u7eea\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8003\u9a8c\u624d\u521a\u521a\u5f00\u59cb\u3002\u9996\u5148\uff0c**\u4ea7\u54c1\u5dee\u5f02\u5316\u58c1\u5792\u4e0d\u9ad8**\uff1a\u81ea\u52a8\u5316\u6587\u4e66\u3001\u8fdb\u5ea6\u8ffd\u8e2a\u7b49\u529f\u80fd\u5df2\u662f\u4f17\u591a\u5b9e\u8df5\u7ba1\u7406\u8f6f\u4ef6\u7684\u6807\u914d\uff0c\u5176AI\u201c\u52a9\u7406\u201d\u7684\u5177\u4f53\u6548\u80fd\u3001\u51c6\u786e\u6027\u4e0e\u4e13\u4e1a\u6027\uff08\u5982\u57fa\u4e8eSOAP\u6846\u67b6\u7684\u7b14\u8bb0\u751f\u6210\uff09\u9700\u7ecf\u53d7\u4e25\u683c\u4e34\u5e8a\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c**\u5546\u4e1a\u5316\u4e0e\u6570\u636e\u9690\u79c1\u7684\u5e73\u8861**\uff1a\u5904\u7406\u6781\u5ea6\u654f\u611f\u7684\u5fc3\u7406\u5065\u5eb7\u6570\u636e\uff0c\u5176\u5b89\u5168\u67b6\u6784\u3001\u5408\u89c4\u6027\uff08\u5982HIPAA\/GDPR\uff09\u53ca\u6570\u636e\u4f7f\u7528\u653f\u7b56\u5fc5\u987b\u662f\u94c1\u677f\u4e00\u5757\uff0c\u4efb\u4f55\u542b\u7cca\u90fd\u53ef\u80fd\u6467\u6bc1\u4fe1\u4efb\u3002\u6700\u540e\uff0c**\u4ece\u201c\u5de5\u5177\u201d\u5230\u201c\u751f\u6001\u201d\u7684\u8de8\u8d8a**\uff1a\u80fd\u5426\u4ece\u8282\u7701\u65f6\u95f4\u7684\u6548\u7387\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u80fd\u63d0\u4f9b\u4e34\u5e8a\u51b3\u7b56\u652f\u6301\uff08\u5982\u98ce\u9669\u9884\u8b66\u3001\u5e72\u9884\u63aa\u65bd\u5efa\u8bae\uff09\u7684\u667a\u80fd\u4f19\u4f34\uff0c\u5c06\u51b3\u5b9a\u5176\u957f\u671f\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u6b62\u75db\u836f\u201d\uff0c\u5e02\u573a\u53cd\u54cd\u8bc1\u660e\u4e86\u75db\u611f\u4e4b\u5f3a\u70c8\u3002\u4f46\u82e5\u8981\u6210\u4e3a\u884c\u4e1a\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u662f\u884c\u653f\u7684\u201c\u51cf\u6cd5\u5668\u201d\uff0c\u66f4\u80fd\u6210\u4e3a\u4e34\u5e8a\u7597\u6548\u4e0e\u6cbb\u7597\u5e08\u53ef\u6301\u7eed\u53d1\u5c55\u7684\u201c\u653e\u5927\u5668\u201d\u3002\u4e0b\u4e00\u6b65\uff0c\u770b\u5b83\u5982\u4f55\u5c06\u6cbb\u7597\u5e08\u7684\u6df1\u5ea6\u53cd\u9988\u8f6c\u5316\u4e3a\u4e0d\u53ef\u8f7b\u6613\u590d\u5236\u7684\u3001\u4e0e\u4e34\u5e8a\u5de5\u4f5c\u6df1\u5ea6\u7ed1\u5b9a\u7684\u667a\u80fd\u4f53\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Therapist AI<\/span>\n <\/div>\n<div class=\"comment-content\">Get help from a team of AI therapy assistants and digital tools to manage therapy sessions, track client progress, and streamline administrative tasks. Avoid losing your most valuable resource – time. With Therapist AI, you’ll find everything in one place 24\/7. For professionals, you can focus more on care and less on paperwork.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">As therapists, we don\u2019t choose this work because it\u2019s easy \u2014 we choose it because we believe in transformation. But the reality? Endless admin steals precious time from the work that matters: being present with clients, guiding change, and holding space with compassion.<br \/>\nTherapist AI was created by therapists, for therapists \u2014 to give back time, energy, and headspace. So you can stay connected to your passion, spend more minutes in meaningful work, and less buried in paperwork.<br \/>\nWe built this to support the future of therapy \u2014 grounded in humanity, strengthened by technology, and fuelled by the belief that your time is sacred and your work changes lives. Let\u2019s give therapists back their hours, and give the world more healing.<\/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\/@nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> well done! This will be a game changer four so many businesses, but ultimately the clients that really need the help and support will be getting our full attention without being derailed from processes that should be automated. <\/p>\n<p>Amazing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> Finally! This is what the industry needs. Therapists should focus more on the patients and let AI do the admin work. Very cool. Congrats on the launch!! Cant wait for this to fly along with V2 – especially the case note assistant every therapist carries with them. <\/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\/@suraj_naik1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suraj_naik1<\/a> thanks for all your help with bringing my vision to life and helping to support me along this journey. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Working on this project has been such a fulfilling experience for me. There was something incredibly meaningful about helping build an app focused on supporting therapists, the individuals who spend their careers helping others, but whose own challenges are rarely spoken about. Every stage of this app\u2019s development has been guided by empathy, user feedback, and a deep commitment to creating something that genuinely helps people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I really appreciate about TherapistAI is that it\u2019s built around real therapist needs \u2014 not just technology. By reducing the admin burden, it helps therapists save time, protect their energy, and stay focused on meaningful client work. It feels like a product designed to support human care, not replace it, and I\u2019m excited to see how it grows with feedback from the therapist community.<\/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\/@eris_tran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eris_tran<\/a> Thank you for your support! Your excellent team work skills and excitement to be part of this project as an intern was great to see. You stepped up to the challenge and I loved seeing you develop new skills and confidence in areas you did not have before. <\/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, that launch video is… <em>something. <\/em>\ud83d\ude05<\/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> Thank you for watching our launch video. We really appreciate you taking the time. It means a lot to us and the journey behind building this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As an aspiring therapist, being part of building Therapist AI has been incredibly meaningful. I\u2019ve seen firsthand how much time, emotional labour, and energy therapists pour into their work, often at the cost of their own wellbeing.<\/p>\n<p>This product was shaped by real conversations with clinicians, real admin pain points, and a shared belief that therapists deserve better tools. We didn\u2019t want to \u201cadd another platform\u201d ,we wanted to reduce friction, cognitive load, and after-hours work.<\/p>\n<p>Excited (and grateful) to finally share this with the community \ud83d\udc9b<\/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\/@wai_zhen_chok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wai_zhen_chok<\/a> Although you were very nervous to start your internship, you excelled in your leadership abilities. I loved the fun we all had making the video (it’s almost a movie) and your vision for what you wanted the video to convey. So dedicated!<\/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\">Looks great! Therapists are hero\u2019s of society so seeing a platform to help them out is always great to see.<\/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\/@peterdasilva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterdasilva<\/a> Thank you so much, Peter. That truly means a lot. We completely agree, therapists do incredibly important work, and we\u2019re grateful to build something that supports them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> Congrats on the launch! I’m curious about the case note assistant mentioned in the comments: does it help structure the notes based on specific therapeutic frameworks, or is it more of a general summary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Hi Valeriia! The Case Note Assistant helps to structure notes based of the SOAP framework: <strong>Subjective (S), Objective (O),Assessment (A) ,Plan (P). <\/strong><\/p>\n<p>It will be structured into a summarised table format with what you input into the chatbox! You can voice record or type your case notes. We are working on version 2 which will provide options for other case noting styles and templates soon \ud83d\ude42<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> feel free to elaborate further, but we would love to offer you a free trial of 1 month for you to try Version one out 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Love the \u201cbuilt by therapists, for therapists\u201d positioning and the focus on saving clinicians time by reducing admin overhead.<\/p>\n<p>The real value here is helping therapists stay present with clients while the tooling handles summaries, progress tracking, and follow-ups. Wishing you a strong launch day. <a href=\"https:\/\/www.producthunt.com\/@nyrelle_bade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nyrelle_bade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyrelle_bade<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4YEAHU7FDN656Q\" class=\"app-title\">Votap<\/a><\/p>\n<div class=\"one-liner\">A platform for the world to vote on political leaders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Votap\u662f\u4e00\u6b3e\u8ba9\u6c11\u4f17\u50cf\u7ed9\u5546\u54c1\u5199\u8bc4\u4ef7\u4e00\u6837\uff0c\u968f\u65f6\u4e3a\u653f\u6cbb\u4eba\u7269\u8fdb\u884c\u5b9e\u65f6\u70b9\u8d5e\u6216\u70b9\u8e29\u6295\u7968\u7684\u5e73\u53f0\uff0c\u65e8\u5728\u586b\u8865\u9009\u4e3e\u95f4\u9699\u671f\u516c\u4f17\u8868\u8fbe\u6e20\u9053\u7684\u7a7a\u767d\uff0c\u8bd5\u56fe\u89e3\u51b3\u6c11\u4f17\u65e5\u5e38\u653f\u6cbb\u53c2\u4e0e\u611f\u5f31\u3001\u5bf9\u653f\u5ba2\u7f3a\u4e4f\u6301\u7eed\u76d1\u7763\u6e20\u9053\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9fbe6e9-5705-4b46-9b2f-931eb3e10542.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3d88cd2-8b12-4739-8a5a-2ed5085f97c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b457908-d4a2-403c-b2af-9838fe33aee4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23f961f1-5273-44d3-ab2e-1728fa704fc6.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\/b0ac942b-7aac-445a-a3ff-77dee2094c79.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6-D1-mAx47U?si=b38XdY46IaKhA6Pf\"><source src=\"https:\/\/youtu.be\/6-D1-mAx47U?si=b38XdY46IaKhA6Pf\" 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\">Politics<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Political news<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u653f\u6cbb\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u516c\u4f17\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">\u653f\u5ba2\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6295\u7968<\/span><br \/>\n <span class=\"tag\">\u793e\u4f1a\u76d1\u7763<\/span><br \/>\n <span class=\"tag\">\u516c\u6c11\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8206\u8bba\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u653f\u6cbb\u95ee\u8d23<\/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\u6982\u5ff5\u521b\u65b0\uff0c\u4f46\u62c5\u5fe7\u653f\u5ba2\u63a5\u53d7\u5ea6\u4e0e\u6570\u636e\u771f\u5b9e\u6027\uff08\u5982\u673a\u5668\u4eba\u5237\u7968\uff09\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5bf9\u5177\u4f53\u6cd5\u6848\/\u8bae\u9898\u7684\u6295\u7968\u529f\u80fd\uff1b\u6574\u5408\u65b0\u95fb\u4e8b\u4ef6\u4ee5\u89e3\u8bfb\u60c5\u7eea\u6ce2\u52a8\uff1b\u601d\u8003\u5982\u4f55\u5e94\u5bf9\u7528\u6237\u5bf9\u653f\u5ba2\u8bc4\u4ef7\u7684\u590d\u6742\u6027\uff08\u652f\u6301\u90e8\u5206\u653f\u7b56\u4f46\u53cd\u5bf9\u5176\u4ed6\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Votap\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06\u91d1\u878d\u5e02\u573a\u822c\u7684\u5b9e\u65f6\u53cd\u9988\u673a\u5236\u690d\u5165\u653f\u6cbb\u9886\u57df\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u9884\u6d4b\u9009\u4e3e\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u6301\u7eed\u6027\u7684\u201c\u793e\u4f1a\u538b\u529b\u4eea\u8868\u76d8\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u6a21\u7cca\u7684\u6c11\u610f\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u7684\u3001\u53ef\u8ffd\u8e2a\u7684\u6570\u636e\u66f2\u7ebf\uff0c\u8fd9\u5728\u7406\u8bba\u4e0a\u662f\u516c\u6c11\u76d1\u7763\u5de5\u5177\u7684\u4e00\u6b21\u6fc0\u8fdb\u5b9e\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u8fdc\u5927\u4e8e\u6280\u672f\u5b9e\u73b0\u3002\u9996\u5148\uff0c**\u6570\u636e\u4ef7\u503c\u4e0e\u566a\u97f3\u7684\u6096\u8bba**\uff1a\u7b80\u5355\u4e8c\u5143\u6295\u7968\u80fd\u5426\u627f\u8f7d\u590d\u6742\u7684\u653f\u6cbb\u8bc4\u4ef7\uff1f\u7528\u6237\u8bc4\u8bba\u5df2\u6307\u51fa\uff0c\u652f\u6301\u653f\u5ba2A\u7684\u653f\u7b56X\u4f46\u53cd\u5bf9\u5176\u653f\u7b56Y\u7684\u56f0\u5883\uff0c\u5c06\u88ab\u6df9\u6ca1\u5728\u4e00\u4e2a\u7b3c\u7edf\u7684\u5206\u6570\u91cc\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u7ed3\u679c\u80a4\u6d45\u5316\uff0c\u53cd\u800c\u524a\u5f31\u4e86\u8ba8\u8bba\u6df1\u5ea6\u3002\u5176\u6b21\uff0c**\u4ee3\u8868\u6027\u5e7b\u89c9\u7684\u9677\u9631**\uff1a\u5e73\u53f0\u7528\u6237\u5fc5\u7136\u662f\u81ea\u6211\u7b5b\u9009\u7684\u3001\u975e\u4ee3\u8868\u6027\u7684\u7fa4\u4f53\uff0c\u5176\u4ea7\u751f\u7684\u201c\u6c11\u610f\u201d\u6781\u6613\u88ab\u8bef\u8bfb\u4e3a\u666e\u904d\u6c11\u610f\uff0c\u53ef\u80fd\u52a0\u5267\u653f\u6cbb\u6781\u5316\uff0c\u6216\u6210\u4e3a\u64cd\u7eb5\u8206\u8bba\u7684\u5de5\u5177\u3002\u521b\u59cb\u4eba\u63d0\u53ca\u9632\u673a\u5668\u4eba\u673a\u5236\uff0c\u4f46\u66f4\u6839\u672c\u7684\u662f\u5982\u4f55\u9632\u6b62\u6709\u7ec4\u7ec7\u7684\u7fa4\u4f53\u5237\u7968\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u519b\u5907\u7ade\u8d5b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u7834\u5c40\u70b9\uff0c\u6216\u8bb8\u5728\u4e8e\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5bf9\u6cd5\u6848\u6295\u7968\u201d\u7684\u5ef6\u4f38\u65b9\u5411\u3002\u5982\u679c\u5b83\u80fd\u4ece\u201c\u8bc4\u4eba\u201d\u8f6c\u5411\u201c\u8bae\u653f\u201d\uff0c\u805a\u5408\u5bf9\u5177\u4f53\u8bae\u9898\u7684\u6c11\u610f\uff0c\u5e76\u5c55\u73b0\u4e0d\u540c\u9009\u533a\u3001\u4eba\u7fa4\u7684\u7ec6\u5206\u6570\u636e\uff0c\u5219\u53ef\u80fd\u4ece\u4e00\u6b3e\u60c5\u7eea\u5ba3\u6cc4\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u66f4\u5177\u5efa\u8bbe\u6027\u7684\u653f\u7b56\u6d1e\u5bdf\u5e73\u53f0\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u653f\u6cbb\u7c89\u4e1d\u7684\u5e94\u63f4\u699c\u6216\u53cd\u5bf9\u8005\u7684\u6cc4\u6124\u5899\uff0c\u65e0\u6cd5\u5b9e\u73b0\u5176\u201c\u6539\u5584\u884c\u4e3a\u3001\u6539\u5584\u793e\u4f1a\u201d\u7684\u5b8f\u5927\u521d\u8877\u3002\u521b\u59cb\u56e2\u961f\u9700\u8981\u56de\u7b54\uff1aVotap\u662f\u65e8\u5728\u771f\u5b9e\u5ea6\u91cf\u6c11\u610f\uff0c\u8fd8\u662f\u4ec5\u4ec5\u63d0\u4f9b\u4e00\u79cd\u60c5\u7eea\u8868\u8fbe\u7684\u573a\u6240\uff1f\u8fd9\u4e24\u8005\u7684\u4ea7\u54c1\u8bbe\u8ba1\u5c06\u622a\u7136\u4e0d\u540c\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\">Votap<\/span>\n <\/div>\n<div class=\"comment-content\">Votap is like Google Reviews, but for politicians. Tap to upvote or downvote\u2014and see thousands of votes move the chart live.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunt \ud83d\udc4b<\/strong><br \/>I\u2019m Alex, co-founder of Votap.<\/p>\n<\/p>\n<p>Votap started from a frustration my co-founder <a href=\"https:\/\/www.producthunt.com\/@zahoor_ali\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zahoor_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zahoor_ali<\/a> and I kept coming back to. Politics has a <strong>huge influence on our lives<\/strong>, yet most people have <strong>almost zero impact on politics<\/strong> day to day. We thought, if investors can react to companies in real-time on the stock market, why can\u2019t \u2018we the people\u2019 do the same with politicians? <\/p>\n<\/p>\n<p><strong>So we started building Votap:<\/strong><\/p>\n<ul>\n<li>\n<p>It\u2019s completely free to use<\/p>\n<\/li>\n<li>\n<p>Vote on politicians anytime, not just during elections<\/p>\n<\/li>\n<li>\n<p>Results update live as people vote<\/p>\n<\/li>\n<\/ul>\n<p>The aim is to hold<strong> politicians accountable between elections<\/strong>. Our belief is simple. When feedback is constant and transparent, behaviour improves. And when behaviour improves, society improves.<\/p>\n<\/p>\n<p>We\u2019ll be here in the comments all day \u2014 <strong>we\u2019d love your honest feedback!<\/strong> Ask anything, challenge the idea, or tell us why this is a good (or terrible) concept. We\u2019re here for it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Truly love this concept, but do you think politicians are actually ready for a real-time performance review or should we expect some angry calls when their stock starts crashing? \ud83d\ude00 <\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Haha, appreciate the love \ud83d\ude04<\/p>\n<p>Honestly, probably a bit of both. Real-time feedback isn\u2019t always comfortable, but that discomfort is kind of the point. CEOs deal with live market sentiment every day, and politics has a huge impact on people\u2019s lives, yet feedback is slow and indirect.<\/p>\n<p>We\u2019re not expecting politicians to love it on day one, but over time we think normalising transparent public sentiment could lead to better accountability and better conversations.<br \/>Curious, would you actually use something like this to track politicians you care about, or would you mostly check it when big news breaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Zahoor, one of the founders of Votap.<\/p>\n<p>Like most startups, Votap started pretty scrappy. A lot of late nights, second-guessing, building things that break, fixing them, and slowly figuring out what actually matters to users. This isn\u2019t a polished \u201cbig company\u201d launch. It\u2019s very much a real product built by a small team trying to learn fast and build something useful.<\/p>\n<p>We built Votap because politics affects almost every part of our lives: cost of living, housing, work, safety, opportunity. Yet for most of us, our actual influence feels close to zero outside of elections every few years. That disconnect never sat right with us.<\/p>\n<p>Votap is our attempt to close that gap. It\u2019s a simple way to express how you feel about politicians in real time and see how public sentiment shifts live through charts. No waiting years between elections. Just ongoing feedback.<\/p>\n<p>Launching on Product Hunt matters a lot to us because early adopters here don\u2019t just click and disappear. You ask tough questions. You spot flaws. You suggest features we didn\u2019t think of. That feedback is genuinely how early products get better, and we\u2019re here to learn.<\/p>\n<p>If you try Votap, I\u2019d love to hear:<\/p>\n<ul>\n<li>\n<p>What feels confusing?<\/p>\n<\/li>\n<li>\n<p>What feels useful?<\/p>\n<\/li>\n<li>\n<p>What would make you come back?<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for checking it out, and appreciate any feedback (good or brutal). This is just the start for us \ud83d\ude4f<\/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\/@zahoor_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zahoor_ali<\/a> If You had live votes on laws and legislation, especially for nationwide changes that would make me come back every time some bill is going through parliament!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is genuinely great haha! So is it just users signing up and voting at the moment or do you also take into consideration live news, trends of social media (X, Instagram etc) that also effect a politicians popularity \/ ranking within the app? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mustassim Thank you. The app also has a news feed for major media outlets which mention the politicians. You can vote on the articles too.<\/div>\n<div class=\"comment-actions\">\n<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\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a> Good question! Right now the rankings are driven purely by live user voting inside the app. We do show relevant news in the Media tab, and users can vote on articles there too, so you can see how sentiment shifts around real-world events. Longer term, we\u2019ll also use news and trends as context around voting signals.<br \/>Do you think seeing sentiment change alongside news would make you check the app more often, or would you mostly dip in when there is breaking news in politics?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 caught my eye because I’ve long considered a similar idea. The idea being to propose real world questions based on real legal decisions\/controversies or a suggestion being made and have people vote on it. For example, if insurance cost to you is the same or cheaper and you wouldn’t have to change medical providers, would you be in favor of universal health care? Yes or No. Which i understand is just a poll, but if you have enough people leaning one way or another in a particular district, then your local politician could use that as information to guide them in a direction of how their constituents prefer they go. Of course this assumes you have enough participants. But then there could also be concerns of how reliable the data is if bots figure out a way to lean it in one direction or another… have you considered simple, topical questions?<\/p>\n<\/p>\n<p>Having said all that, I like the idea. A concern to me about voting on how a particular politician is doing, is someone may like certain things they are doing, but not others so it may not be as cut and dry. I think how they go on issues is what is important and easier for people to follow. Maybe combination of the idea above and your existing product: Trump wants to do X. I agree or don’t agree on this particular issue. Then maybe have it aggregate up for an overall score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OXETZFSGHXABRM\" class=\"app-title\">Agent Sandbox<\/a><\/p>\n<div class=\"one-liner\">Your agent’s personal remote computer and drive<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u4e00\u4e2a\u5b89\u5168\u7684\u672c\u5730\u6c99\u76d2\u8ba1\u7b97\u4e0e\u5b58\u50a8\u73af\u5883\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efaAI\u5e94\u7528\u65f6\uff0c\u65e2\u8981\u8d4b\u4e88\u4ee3\u7801\u6267\u884c\u80fd\u529b\u53c8\u9700\u89c4\u907f\u5b89\u5168\u98ce\u9669\u4e0e\u590d\u6742\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af6bf8ad-3b2b-4039-b337-d50bbede4f5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/124b2852-c7d2-492d-98fe-a8eb6e420fa8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/054cd24f-aa98-4ea5-894d-6b13b8408e97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fa96f22-71b3-417d-b57c-1c0dd3c6a644.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\/5a4a3691-faf7-4abb-96e2-40cc722bb697.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/CvdTZSsH_n4\"><source src=\"https:\/\/youtu.be\/CvdTZSsH_n4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b89\u5168\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">Agent\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4ea7\u54c1\u6e90\u4e8e\u89e3\u51b3AI\u4ee3\u7406\u8fd0\u884c\u4ee3\u7801\u65f6\u7684\u5b89\u5168\u4e0e\u90e8\u7f72\u96be\u9898\u3002\u7528\u6237\u80af\u5b9a\u4e86\u5176API\u8bbe\u8ba1\u7684\u7b80\u6d01\u6027\uff0c\u5e76\u8be2\u95ee\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u6587\u4ef6\u7cfb\u7edf\u652f\u6301\uff0c\u5f97\u5230\u80af\u5b9a\u7b54\u590d\u3002\u8be5\u529f\u80fd\u88ab\u8bc1\u5b9e\u5bf9\u9700\u8981\u72b6\u6001\u4fdd\u6301\u7684\u5de5\u4f5c\u6d41\uff08\u5982\u6570\u636e\u5206\u6790\uff09\u81f3\u5173\u91cd\u8981\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Sandbox\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1aAI\u667a\u80fd\u4f53\u7684\u201c\u8eab\u4f53\u201d\u6216\u201c\u64cd\u4f5c\u73af\u5883\u201d\u3002\u5f53\u524dAI\u6d6a\u6f6e\u4e2d\uff0c\u5927\u6a21\u578b\u4f5c\u4e3a\u201c\u5927\u8111\u201d\u7684\u80fd\u529b\u88ab\u65e0\u9650\u8ffd\u6367\uff0c\u4f46\u5176\u4e0e\u7269\u7406\u4e16\u754c\uff08\u6216\u6570\u5b57\u4e16\u754c\uff09\u4ea4\u4e92\u7684\u201c\u624b\u811a\u201d\u5374\u4e25\u91cd\u7f3a\u5931\u3002\u8be5\u4ea7\u54c1\u6ca1\u6709\u9009\u62e9\u5728\u6a21\u578b\u667a\u80fd\u5c42\u9762\u5185\u5377\uff0c\u800c\u662f\u8f6c\u5411\u63d0\u4f9b\u5b89\u5168\u3001\u53ef\u63a7\u4e14\u96c6\u6210\u7684\u6267\u884c\u5c42\uff0c\u8fd9\u662f\u4e00\u79cd\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u57fa\u7840\u8bbe\u65bd\u601d\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u53d7\u63a7\u7684\u80fd\u529b\u8d4b\u4e88\u201d\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5730\u63d0\u4f9b\u4e00\u4e2a\u865a\u62df\u673a\uff0c\u800c\u662f\u901a\u8fc7\u201c\u5b58\u50a8\u6876\u201d\u4e0e\u201c\u4f1a\u8bdd\u201d\u5206\u79bb\u7684\u67b6\u6784\uff0c\u5de7\u5999\u5730\u5e73\u8861\u4e86\u5b89\u5168\u9694\u79bb\u4e0e\u72b6\u6001\u6301\u4e45\u5316\u7684\u77db\u76fe\u3002\u8fd9\u76f4\u63a5\u547d\u4e2d\u4e86AI\u667a\u80fd\u4f53\u4ece\u5355\u6b21\u5bf9\u8bdd\u73a9\u5177\u8fc8\u5411\u590d\u6742\u3001\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u5de5\u5177\u7684\u5173\u952e\u74f6\u9888\u3002\u5f00\u53d1\u8005\u65e0\u9700\u518d\u5728\u201c\u5168\u76d8\u4fe1\u4efb\u201d\u4e0e\u201c\u4ece\u96f6\u642d\u5efa\u590d\u6742\u57fa\u7840\u8bbe\u65bd\u201d\u4e4b\u95f4\u505a\u75db\u82e6\u6289\u62e9\uff0c\u4e00\u4e2aAPI\u8c03\u7528\u5373\u89e3\u51b3\u4e86\u6587\u4ef6\u4e0a\u4f20\u3001\u4ee3\u7801\u6267\u884c\u548c\u4ea7\u7269\u83b7\u53d6\u7684\u5b8c\u6574\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u672c\u5730\u8fd0\u884c\u7684\u5de5\u5177\uff0c\u5176\u6027\u80fd\u4e0e\u8d44\u6e90\u8fb9\u754c\u5c06\u53d7\u7528\u6237\u672c\u5730\u786c\u4ef6\u5236\u7ea6\uff0c\u590d\u6742\u4efb\u52a1\u53ef\u80fd\u906d\u9047\u74f6\u9888\u3002\u5176\u6b21\uff0c\u5728\u5b89\u5168\u5c42\u9762\uff0c\u5b83\u867d\u7136\u9694\u79bb\u4e86\u4e3b\u673a\uff0c\u4f46\u6c99\u76d2\u672c\u8eab\u7684\u5b89\u5168\u6027\u3001\u5bf9\u7f51\u7edc\u8bbf\u95ee\u7b49\u654f\u611f\u884c\u4e3a\u7684\u7ba1\u63a7\u6df1\u5ea6\uff0c\u5c06\u662f\u4f01\u4e1a\u7ea7\u7528\u6237\u8003\u91cf\u7684\u91cd\u70b9\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u4e0e\u4e91\u7aefAgent\u5e73\u53f0\uff08\u5982LangChain Cloud\u3001Cline\u7b49\uff09\u7684\u7ade\u5408\u5173\u7cfb\u503c\u5f97\u89c2\u5bdf\u3002\u5b83\u76ee\u524d\u662f\u672c\u5730\u5316\u7684\u8d4b\u80fd\u5de5\u5177\uff0c\u4f46\u82e5\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u672c\u8eab\u5411\u4e91\u7aef\u8fc1\u79fb\uff0c\u5b83\u7684\u5b9a\u4f4d\u53ef\u80fd\u9700\u8981\u8c03\u6574\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u52a1\u5b9e\u3001\u89e3\u51b3\u771f\u95ee\u9898\u7684\u4ea7\u54c1\uff0c\u4e3aAI\u667a\u80fd\u4f53\u7684\u80fd\u529b\u843d\u5730\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u201c\u57fa\u5ea7\u201d\uff0c\u4f46\u5176\u957f\u671f\u53d1\u5c55\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u5355\u70b9\u5de5\u5177\u6f14\u8fdb\u4e3a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u6807\u51c6\u6267\u884c\u5c42\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Sandbox<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Sandbox gives AI agents what they’ve been missing: a real computer. While other tools focus on making AI smarter, we focus on making AI capable, with sandboxed compute, cloud storage, and artifact retrieval in a single tool. Agents can now upload files, run Python\/Bash, install packages, and return real deliverables like charts, PDFs, and datasets all while running locally on your machine.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>Eishan here, building this with my co-founder Akshay Khepla.<\/p>\n<p>We started Agent Sandbox after one too many “oh no” moments. You know the<br \/>\nfeeling\u2014you’re building an AI agent, it needs to run code, and your options are: (1)<br \/>\nlet it loose on your local machine and pray it doesn’t pip install something sketchy or<br \/>\nnuke a folder, or (2) spend weeks setting up sandboxed containers, cloud storage,<br \/>\nnetworking, permissions… all before you’ve written a single line of your actual product.<\/p>\n<p>Neither felt right. So we built the thing we wanted: one API to upload files, execute<br \/>\ncode safely, and get artifacts back. No local risk, no infra rabbit holes.<\/p>\n<p>You can get up and running with just a single onboarding prompt to your local coding agent!<\/p>\n<p>Anyway, we’re stoked to share it. Let us know what you think, ask us anything!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Single API for upload, execute, artifacts back is the right surface area. Most sandbox tools either give you too much infra to manage or too little control over the runtime. Does Agent Sandbox support persistent file systems across sessions? That’s where stateful agent workflows get tricky fast.<\/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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Yes it does! Think of it like agent’s personal S3 bucket. Sessions are like their personal VM machines. Any file from their storage can be injected into any session. It’s been super useful having my clawbot analyze market data for insights using Agent Sandbox \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<\/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\/RI5XDCF7G527GJ\" class=\"app-title\">PopAir<\/a><\/p>\n<div class=\"one-liner\">Your All-in-one AI Copilot for MacOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PopAir\u662f\u4e00\u6b3e\u539f\u751fmacOS AI\u52a9\u624b\uff0c\u901a\u8fc7\u5168\u5c40\u5feb\u6377\u952e\u548c\u7edf\u4e00\u6a21\u578b\u67a2\u7ebd\uff0c\u5728\u5199\u4f5c\u3001\u4f1a\u8bae\u3001\u56fe\u50cf\u5904\u7406\u7b49\u65e5\u5e38\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u9700\u5728\u591a\u5e73\u53f0\u3001\u9ad8\u5185\u5b58\u5360\u7528\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u7684\u788e\u7247\u5316\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9f1133c-5594-4962-90fb-0efd72cdfa61.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\/307b962e-9a1c-4c62-ad0e-d3471bb623e1.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\/618fc0de-4925-4aef-96d5-fc9fbb8a1f70.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\/4bc64bde-95c4-4695-b74c-ade6416ea0b4.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\/d078ef1a-6cc2-4a10-a280-b024b2c235cd.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\/7ec7042a-bb4a-41be-86b4-e5a2f65f01d8.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\/a3355ecd-7d50-4e9a-a3cb-5ef72bf24037.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=SnsExFUuyUM\"><source src=\"https:\/\/www.youtube.com\/watch?v=SnsExFUuyUM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">macOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u539f\u751f\u5f00\u53d1\u5e26\u6765\u7684\u6027\u80fd\u4f18\u52bf\u4e0e\u201cMagic Panel\u201d\u7684\u65e0\u7f1d\u4ea4\u4e92\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u7ade\u54c1\u5bfc\u81f4\u5de5\u4f5c\u6d41\u4e2d\u65ad\u7684\u95ee\u9898\u3002\u540c\u65f6\u6709\u7528\u6237\u6df1\u5165\u8be2\u95ee\u4e86\u5176\u201c\u4e0a\u4e0b\u6587\u8fb9\u754c\u201d\u7684\u7ba1\u7406\u903b\u8f91\uff0c\u5173\u6ce8\u5176\u7cbe\u51c6\u7406\u89e3\u4e0e\u9690\u79c1\u5e73\u8861\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 PopAir\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u524d\u7aef\uff0c\u800c\u65e8\u5728\u6210\u4e3amacOS\u7684\u201cAI\u7cfb\u7edf\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u805a\u5408GPT\u3001Claude\u7b49\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u901a\u8fc7SwiftUI\u539f\u751f\u5f00\u53d1\u5b9e\u73b0\u7684\u201c\u65e0\u611f\u5316\u201d\u7cfb\u7edf\u7ea7\u6e17\u900f\u2014\u2014\u65e0\u8bba\u662f\u5168\u5c40\u5feb\u6377\u952e\u89e6\u53d1\uff08\u2325\u2325\uff09\uff0c\u8fd8\u662f\u201c\u8be2\u95ee\u7a97\u53e3\u201d\u7684\u5c4f\u5e55\u611f\u77e5\u80fd\u529b\uff0c\u90fd\u8bd5\u56fe\u5c06AI\u4ece\u9700\u8981\u4e3b\u52a8\u8bbf\u95ee\u7684\u201c\u5e94\u7528\u201d\u964d\u7ef4\u6210\u968f\u624b\u53ef\u7528\u7684\u201c\u7cfb\u7edf\u80fd\u529b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524d\u684c\u9762AI\u5de5\u5177\u7684\u4e24\u5927\u75fc\u75be\uff1a\u5176\u4e00\u662f\u4ee5Electron\u4e3a\u4ee3\u8868\u7684Web\u5957\u58f3\u5e94\u7528\u5e26\u6765\u7684\u8d44\u6e90\u6d6a\u8d39\uff0c\u8fd9\u5728AI\u672c\u5c31\u4e89\u62a2\u7b97\u529b\u7684\u73af\u5883\u4e0b\u5c24\u4e3a\u81f4\u547d\uff1b\u5176\u4e8c\u662f\u4ea4\u4e92\u4e0a\u7684\u201c\u4e0a\u4e0b\u6587\u65ad\u88c2\u201d\uff0c\u7528\u6237\u4ecd\u9700\u590d\u5236\u7c98\u8d34\u6216\u5207\u6362\u7a97\u53e3\u3002PopAir\u7684\u201cMagic Panel\u201d\u5728\u9009\u4e2d\u6587\u672c\u4e0a\u76f4\u63a5\u64cd\u4f5c\uff0c\u662f\u5bf9\u201c\u6d41\u5f0f\u5de5\u4f5c\u201d\u7684\u5c0a\u91cd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201cWhat Apple Intelligence should have been\u201d\u4e5f\u66b4\u9732\u4e86\u6700\u5927\u98ce\u9669\uff1a\u5bf9\u7cfb\u7edf\u7ea7\u96c6\u6210\u7684\u91cd\u5ea6\u4f9d\u8d56\uff0c\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u547d\u95e8\u3002\u4e00\u65e6\u82f9\u679c\u5728\u7cfb\u7edf\u5c42\u9762\u63a8\u51fa\u6df1\u5ea6AI\u529f\u80fd\uff0c\u6b64\u7c7b\u7b2c\u4e09\u65b9\u5de5\u5177\u6781\u6613\u88ab\u964d\u7ea7\u6216\u66ff\u4ee3\u3002\u6b64\u5916\uff0c\u201c\u770b\u89c1\u5c4f\u5e55\u201d\u5e26\u6765\u7684\u9690\u79c1\u7591\u8651\u3001\u591a\u6a21\u578b\u5728\u7edf\u4e00\u754c\u9762\u4e0b\u7684\u4f53\u9a8c\u8c03\u548c\u3001\u4ee5\u53ca\u201c\u4e00\u7ad9\u5f0f\u8ba2\u9605\u201d\u80cc\u540e\u7684\u5546\u4e1a\u53ef\u6301\u7eed\u6027\uff0c\u90fd\u662f\u5176\u4ece\u201c\u7280\u5229\u5de5\u5177\u201d\u8fc8\u5411\u201c\u53ef\u9760\u5e73\u53f0\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u7cfb\u7edf\u96c6\u6210\u6df1\u5ea6\u201d\u4e0e\u201c\u72ec\u7acb\u5e94\u7528\u4ef7\u503c\u201d\u4e4b\u95f4\u627e\u5230\u4e0d\u53ef\u52a8\u6447\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PopAir<\/span>\n <\/div>\n<div class=\"comment-content\">PopAir is the native macOS AI powerhouse built for speed and seamless integration. Using SwiftUI for 5x less RAM, it brings the world\u2019s best models into one experience. \u2022 Unified Hub: GPT, Claude, Gemini & DeepSeek in one place. \u2022 Image Studio: Generate, edit, and upscale instantly. \u2022 Smart Meetings: One-click recording, transcription, and AI summaries. \u2022 System-wide: Instant OCR, translation, and rewriting via the Magic Panel (\u2325\u2325). One subscription. The AI superpower your Mac.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Hasan, the creator of PopAir.<\/p>\n<p>As a engineer and designer, I\u2019ve always been obsessed with the bridge between technical power and seamless experience. I built PopAir because using AI on macOS felt broken. Fragmented between dozens of browser tabs, heavy Electron apps, and expensive, overlapping subscriptions.<\/p>\n<p>The Vision: What Apple Intelligence should have been.<br \/>\nWe didn’t just build another AI chat window; we built a native powerhouse. PopAir is designed to be the “missing layer” of macOS. Multi-model, context-aware, and deeply integrated into your system.<\/p>\n<p>Why PopAir?<br \/>\n\u26a1 Native Speed: Built with SwiftUI for ~5x less RAM usage than Electron alternatives. It\u2019s ultra-light and instant.<\/p>\n<p>\ud83c\udfaf Magic Panel (\u2325\u2325): Double-tap Option on any text, in any app, to trigger AI actions without breaking your flow.<\/p>\n<p>\ud83e\udd16 Multi-Model Freedom: Access GPT, Claude, Gemini, and DeepSeek in one place. One subscription, zero “subscription fatigue.”<\/p>\n<p>\ud83c\udf99\ufe0f Smart Meetings: Record, transcribe, and summarize meetings with one click.<\/p>\n<p>\ud83d\udc41\ufe0f Context-Aware: Use “Ask with Window” to let PopAir “see” your active screen or analyze YouTube videos instantly.<\/p>\n<p>AI shouldn’t be another tab you manage; it should be a superpower built into your Mac.<\/p>\n<p>I\u2019d love to hear your feedback! What features would make PopAir the ultimate tool for your daily workflow? \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hasanaydins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hasanaydins<\/a> SwiftUI over Electron matters more now than two years ago. AI tools already compete for RAM and GPU, so a menu bar assistant shipping Chromium is fighting your actual workload for resources. The double-option-key trigger on selected text is where PopAir pulls ahead of Raycast AI and BoltAI. Those tools are solid but they context-switch you into a separate panel. Acting on text in-place without leaving your app is a bigger deal than it sounds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An AI assistant for my entire Mac workflow? I’m sold. Want to dive in immediately!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misha___mavrin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misha___mavrin<\/a> Thank you Misha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Treating AI as a native system layer instead of a separate app feels like the right direction for macOS. How do you think about managing context boundaries, especially when PopAir can see active windows, so actions stay helpful and precise without pulling in too much or the wrong context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/ULHCKMEDWGWOLX\" class=\"app-title\">Modaal<\/a><\/p>\n<div class=\"one-liner\">Business-grade iOS apps, end-to-end<\/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>Modaal\u662f\u4e00\u6b3e\u9762\u5411iOS\u539f\u751f\u5e94\u7528\u5f00\u53d1\u7684\u7aef\u5230\u7aefAI\u667a\u80fd\u4f53\uff0c\u5b83\u901a\u8fc7\u89c4\u8303\u5316\u7684\u4ea7\u54c1\u9700\u6c42\u3001\u67b6\u6784\u8bbe\u8ba1\u548c\u4ee3\u7801\u751f\u6210\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5229\u7528AI\u52a9\u624b\u5feb\u901f\u6784\u5efa\u5e94\u7528\u65f6\uff0c\u968f\u7740\u9879\u76ee\u89c4\u6a21\u6269\u5927\u800c\u51fa\u73b0\u7684\u4ee3\u7801\u6df7\u4e71\u3001\u67b6\u6784\u5931\u63a7\u548c\u96be\u4ee5\u7ef4\u62a4\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bd64ce5-9354-4710-b6ac-2b97c0c0eee7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a709017f-dd20-4dda-9ff9-17fadcf33caf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25d3af04-080c-4e0d-97b7-0df34fd0c1df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d392b679-8b4f-439d-98c3-ce7e5b3b41a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bf5b973-f4a5-45b8-bbad-9fafad24955f.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\/bbed8c5f-753b-4898-8aca-96fdf9b27160.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cQHYKTA08uk\"><source src=\"https:\/\/youtu.be\/cQHYKTA08uk\" 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\">iOS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">iOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Swift\/SwiftUI<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u5316\u5b9e\u8df5<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6280\u672fPM\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u7ef4\u62a4\u6027<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3AI\u7f16\u7801\u9879\u76ee\u201c\u89c4\u6a21\u6269\u5927\u540e\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u5c0f\u6539\u52a8\u5f15\u53d1\u5927\u95ee\u9898\u201d\u7684\u75db\u70b9\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u4ea7\u54c1\u878d\u5408\u4e86\u9ad8\u6548\u5de5\u7a0b\u56e2\u961f\u7684\u5b9e\u8df5\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u751f\u6210\u4ee3\u7801\u540e\u662f\u5426\u9700\u8981\u5927\u91cf\u624b\u52a8\u6253\u78e8\uff0c\u4ee5\u53ca\u4ea7\u54c1\u7ecf\u7406\u7b49\u975e\u7eaf\u5f00\u53d1\u8005\u7684\u4f7f\u7528\u4f53\u9a8c\u3002\u793e\u533a\u5efa\u8bbe\u610f\u613f\u5f3a\u70c8\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 Modaal\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u65b0\u7684AI\u4ee3\u7801\u751f\u6210\u5668\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u201c\u63d0\u793a\u8bcd\u5373\u4ee3\u7801\u201d\u72c2\u70ed\u6d6a\u6f6e\u7684\u51b7\u9759\u7ea0\u504f\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86AIGC\u7f16\u7a0b\u5de5\u5177\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\uff1a\u5728\u9879\u76ee\u4ece\u539f\u578b\u8fc8\u5411\u4ea7\u54c1\u7684\u5173\u952e\u8dc3\u8fc1\u4e2d\uff0c\u7f3a\u4e4f\u5de5\u7a0b\u5316\u7eaa\u5f8b\u6240\u5bfc\u81f4\u7684\u67b6\u6784\u71b5\u589e\u4e0e\u7ef4\u62a4\u707e\u96be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u66f4\u591a\u7684\u4ee3\u7801\u884c\uff0c\u800c\u5728\u4e8e\u751f\u6210\u201c\u5bf9\u201d\u7684\u4ee3\u7801\u7ed3\u6784\u3002\u5b83\u5c06\u4ea7\u54c1\u7ecf\u7406\u7684\u601d\u7ef4\u8bed\u8a00\uff08PRD\u3001\u7528\u6237\u6d41\u7a0b\uff09\u76f4\u63a5\u7ffb\u8bd1\u4e3a\u5de5\u7a0b\u5e08\u7684\u5951\u7ea6\uff08\u67b6\u6784\u3001\u6a21\u5757\u8fb9\u754c\uff09\uff0c\u5145\u5f53\u4e86\u4ea7\u54c1\u601d\u7ef4\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u4e4b\u95f4\u7684\u201c\u7f16\u8bd1\u5c42\u201d\u3002\u8fd9\u79cd\u201c\u89c4\u5212\u5148\u884c\u201d\u7684\u5f3a\u5236\u7ea6\u675f\uff0c\u8bd5\u56fe\u5c06\u7845\u8c37\u7cbe\u82f1\u56e2\u961f\u6570\u5341\u5e74\u79ef\u7d2f\u7684\u5de5\u7a0b\u5b9e\u8df5\uff08\u5982\u6e05\u6670\u89c4\u8303\u3001\u53ef\u7ef4\u62a4\u67b6\u6784\u3001\u4ee3\u7801\u5ba1\u67e5\u6587\u5316\uff09\u5c01\u88c5\u4e3aAI\u53ef\u6267\u884c\u7684\u6d41\u7a0b\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u5bf9\u6297AI\u81ea\u8eab\u5e26\u6765\u7684\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5b9a\u4f4d\u6697\u542b\u6311\u6218\u3002\u5176\u4e00\uff0c\u5b83\u5b9a\u4f4d\u201c\u5df2\u5728\u4f7f\u7528Cursor\/Claude Code\u7684\u5f00\u53d1\u8005\u201d\uff0c\u8fd9\u610f\u5473\u7740\u5176\u7528\u6237\u662f\u73b0\u6709AI\u7f16\u7a0b\u5de5\u5177\u7684\u201c\u9ad8\u7ea7\u7528\u6237\u201d\u6216\u201c\u53d7\u632b\u7528\u6237\u201d\uff0c\u5e02\u573a\u57fa\u6570\u9700\u8981\u9a8c\u8bc1\u3002\u5176\u4e8c\uff0c\u5b83\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u7f16\u6392\u8005\u201d\uff0c\u6210\u672c\u4f9d\u8d56\u4e8e\u5e95\u5c42AI\u6a21\u578b\uff0c\u8fd9\u5728\u5e26\u6765\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u4f7f\u5176\u4ef7\u503c\u88ab\u6a21\u578b\u63d0\u4f9b\u65b9\u7684\u66f4\u65b0\u6240\u7a00\u91ca\u3002\u5176\u4e09\uff0c\u6700\u5927\u7684\u8003\u9a8c\u5728\u4e8e\u5176\u201c\u89c4\u8303\u201d\u7684\u666e\u9002\u6027\u4e0e\u7075\u6d3b\u6027\u5e73\u8861\u3002\u5b83\u9884\u8bbe\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u80fd\u5426\u8986\u76d6\u4e0d\u540c\u9886\u57df\u3001\u4e0d\u540c\u98ce\u683c\u5e94\u7528\u7684\u72ec\u7279\u9700\u6c42\uff1f\u8fc7\u4e8e\u4e25\u683c\u7684\u6846\u67b6\u53ef\u80fd\u627c\u6740\u521b\u65b0\uff0c\u800c\u8fc7\u4e8e\u7075\u6d3b\u53c8\u53ef\u80fd\u91cd\u8e48\u8986\u8f99\u3002\n <\/p>\n<p class=\"ai-content\">\n Modaal\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3aAI\u65f6\u4ee3\u8f6f\u4ef6\u5de5\u7a0b\u7684\u201c\u811a\u624b\u67b6\u201d\u4e0e\u201c\u76d1\u7406\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5199\u51fa\u60ca\u8273\u7684\u7b97\u6cd5\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8ba9\u4e00\u4e2a\u7531AI\u751f\u6210\u7684\u9879\u76ee\uff0c\u5728\u516d\u4e2a\u6708\u540e\u4f9d\u7136\u80fd\u88ab\u4eba\u7c7b\u987a\u7545\u5730\u7406\u89e3\u548c\u8fed\u4ee3\u3002\u8fd9\u662f\u5bf9\u5de5\u7a0b\u667a\u6167\u80fd\u5426\u88ab\u6709\u6548\u7b97\u6cd5\u5316\u7684\u7ec8\u6781\u6d4b\u8bd5\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\">Modaal<\/span>\n <\/div>\n<div class=\"comment-content\">Modaal is an end-to-end AI agent for native iOS in Swift. It turns your idea into the artifacts serious apps require: PRD, MVP scope, user\/data flows, navigation, and growth-ready architecture\u2014then drives implementation as vertical slices so you ship safely, step by step. Modaal prioritizes maintainability: consistent structure across screens, clean module boundaries, and small SwiftUI diffs you can review. Connect the repo, and keep building with your team as the product scales.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt! Ivan here – Founder of <strong>Modaal<\/strong>.<\/p>\n<p>I\u2019ve spent the last 17 years building mobile products. I shipped hundreds of apps, led development teams, and worked as an engineer at Uber and Meta – building native apps at every scale, from scrappy prototypes to systems used by millions.<\/p>\n<p>I believe in the benefits of building fully native mobile apps – this gives you the most flexibility, control, and native performance, the fullest possible access to native OS features, and the most powerful and expressive development languages and tools.<\/p>\n<p>Today, with AI coding agents, anybody can start building a fully native mobile app – in minutes. However, as the projects scale, AI agents lose the context, the code bloats and stops doing what it was supposed to, small changes start taking hours and break something unexpected. These problems aren’t new, and are solved in high-performing engineering teams with the help of proper planning – to gather the context before building, architecture – to keep the project scalable and maintainable over time, code review – to keep the code consistent, and testing – to make sure changing one screen doesn’t break another.<\/p>\n<p>Modaal brings the best <strong>engineering practices<\/strong> from high-performing teams. It is an <strong>orchestrator<\/strong> between you, your favorite AI coding agent, and Xcode, allowing you to create projects that stay <strong>maintainable<\/strong> as they scale.<\/p>\n<p>As a true senior engineering team, Modaal:<\/p>\n<ul>\n<li>\n<p><strong>Gathers context<\/strong> and creates <strong>comprehensive specifications.<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Plans ahead<\/strong>: incorporates app architecture, and verifies every decision with you.<\/p>\n<\/li>\n<li>\n<p><strong>Maintains architecture<\/strong> – so what it builds stays consistent.<\/p>\n<\/li>\n<li>\n<p><strong>Automatically<\/strong> <strong>builds<\/strong> and <strong>fixes errors<\/strong> after every step.<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re keeping pricing <strong>as transparent as possible<\/strong>:<\/p>\n<ul>\n<li>\n<p>You pay a <strong>small platform fee<\/strong> for Modaal.<\/p>\n<\/li>\n<li>\n<p>You use the <strong>agent you already pay for<\/strong> (Cursor, Claude Code, etc.).<\/p>\n<\/li>\n<li>\n<p>If you don\u2019t pay for an agent yet, the combined cost (<strong>Modaal + agent<\/strong>) is still <strong>far lower<\/strong> than vibecoding tools that charge per credits.<\/p>\n<\/li>\n<li>\n<p>Result: <strong>predictable monthly cost<\/strong> for building apps – no “surprise credit burn” when you’re debugging.<\/p>\n<\/li>\n<\/ul>\n<p>Who it’s for<\/p>\n<ul>\n<li>\n<p><strong>Developers<\/strong> who are already using Cursor \/ Claude Code (or similar).<\/p>\n<\/li>\n<li>\n<p><strong>Technical PMs<\/strong> and <strong>designers<\/strong> who can write clear specs and want true native output.<\/p>\n<\/li>\n<li>\n<p><strong>or Just Builders<\/strong> who want to ship their own product and aren’t afraid to install Xcode and plug in an agent.<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re early, shipping fast, and we want your <strong>brutal feedback <\/strong>– drop a comment, I\u2019ll be happy to get back! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivan_misuno\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_misuno<\/a> exciting to see it live!<\/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\">@ivan_misuno Finally! A solution for iOS developers \ud83d\udcaa<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Launches are very personal for me. It\u2019s like delivering a baby \u2014 you spend months building, then one intense day and it <em>feels<\/em> like success\u2026 but in reality it\u2019s just the beginning of the whole journey.<\/p>\n<p><strong>Modaal<\/strong> is a special tool for me. I wish it existed 15 years ago, when I shipped my first native apps in my agency in Ukraine. I\u2019m a builder at heart \u2014 I\u2019ve never written a single line of code, but I\u2019ve always had ideas.<\/p>\n<p>Modaal helps builders (PMs, designers, founders) turn a clear idea into a <strong>high-quality, truly native Swift\/SwiftUI iOS app<\/strong> \u2014 not a demo, not \u201cweb in a wrapper\u201d.<\/p>\n<p>If you\u2019ve tried AI coding and hit the point where projects grow, context drifts, and \u201csmall changes\u201d break everything \u2014 that\u2019s exactly what we\u2019re solving.<\/p>\n<p>Our goal today: get your honest feedback and make this MVP to a product that you tell is “10\/10”. <br \/>Drop a comment \u2014 and join our community – <a href=\"https:\/\/discord.gg\/KyQzDXxgU3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/KyQzDXxgU3<\/a>. <br \/>Let\u2019s build together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how Modaal slots into the ecosystem instead of trying to replace it. Excited to see how fast teams can ship once architecture and consistency stop being bottlenecks for AI. <\/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\/@quser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quser<\/a> Exactly, hope to stay laser-focused on this approach! Thanks for 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@quser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quser<\/a> yes, you said this soo nicely!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Question for a PM: once the agent does its thing, how much manual polishing of the UI or code is typically needed, or is it truly a 100% hand-off?<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> That’s a very good question. For this we’re asking for as much feedback as possible, and are open to work with builders in a 1-1 setup.<br \/>Please join our community in Discord: <a href=\"https:\/\/discord.gg\/TTDRgUQg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/TTDRgUQg<\/a><br \/>From my experience, it becomes possible to build finished products while staying in the AI-only workflow.<br \/>I’m curious of your 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Can’t wait to see what the community will built with it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farbodsaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farbodsaraf<\/a> yes! thank you for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farbodsaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farbodsaraf<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, you\u2019re crushing it \ud83d\udd25 Wishing you a fast takeoff and big wins, can\u2019t wait to use Modaal!<\/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\/@anna_chernysh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_chernysh<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anna_chernysh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_chernysh<\/a> thank you! doing our best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Glad to see Modaal launch today.<br \/>Looking forward to seeing how it\u2019s used to turn product ideas into structured, native mobile apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikakurchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikakurchenko<\/a> Thank you for your work and imagination!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>All builders, please feel free to join the builders community:<br \/><a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lenaavramenko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lenaavramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lenaavramenko<\/a> congrats on the launch. Community from the day one is a great approach!<\/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\/@nick_nikolaiev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_nikolaiev<\/a> Thank you for 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_nikolaiev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_nikolaiev<\/a> yes, I do much believe in community leg growth! we have a simple goal to make our product absolutely lovable by 100 people and from this number we can scale as we wish!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 excited to see Modaal live! Can\u2019t wait to build some cool widgets for IOS with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeniab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeniab<\/a> yaw! we also can’t wait to see what comes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Solid app!! Congrats on your launch!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tetianai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetianai<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! Excited to see what cools apps are built thanks to <strong>Modaal<\/strong>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthonyroux_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthonyroux_<\/a> Thanks!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! This is an amazing solution!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nuo_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuo_li<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this \u2764\ufe0f It\u2019s a real problem getting 90% done with an app, then hitting a wall. So I love seeing an experienced team that\u2019s willing to focus on the final tweaks that make ALL the difference between another abandoned project, and a smash success. Eager to start building! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@scott_kennedy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_kennedy<\/a> \ud83d\ude80\ud83d\ude80\ud83d\ude80 Thanks! And will be happy to connect\/help you build. Please join our makers community: <a href=\"https:\/\/discord.gg\/TTDRgUQg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/TTDRgUQg<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a product person, what caught my eye here is the spec-first approach. Most AI coding tools want you to describe a feature and then generate code. Modaal starts where I actually work: PRDs, user flows, architecture decisions. That means one stays grounded in the product thinking layer, while the tool handles implementation. The big advantage for me here is that what comes out isn’t a throwaway demo but a real native codebase with proper structure that a dev team could actually pick up and build on. This changes prototyping from “validate and rebuild” to “validate and keep 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sanderyermakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanderyermakov<\/a> Exactly! Thanks for your feedback! Please also join our community on Discord: <a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I\u2019m rooting for this one \u2014 the \u201cend-to-end product development\u201d angle is exactly what\u2019s been missing for me in most AI coding tools. Upvoted and can\u2019t wait to try it properly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mlinne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mlinne<\/a> Thanks! \ud83d\ude80\ud83d\ude80\ud83d\ude80 Please join our makers community too! <a href=\"https:\/\/discord.gg\/4FcT4ktV\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/4FcT4ktV<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@lenaavramenko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lenaavramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lenaavramenko<\/a> and the team! \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\/@kate_syuma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_syuma<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks nice, can’t wait to try it on some pet projects <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karabeen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karabeen<\/a> Thanks! Looking forward to see what people are building!<br \/>Please feel free to join our Discord!<br \/><a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karabeen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karabeen<\/a> wow, yes!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been waiting for Modaal release for so long. Very happy day!!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@catherine_madden\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catherine_madden<\/a> Thank you! Please also join our Discord community: <a href=\"https:\/\/discord.gg\/9CnEj7r2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/9CnEj7r2<\/a><br \/>We help builders use Modaal, and we’re very open for feedback)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lenaavramenko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lenaavramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lenaavramenko<\/a> this looks fantastic – congrats and best of luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@plgeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@plgeek<\/a> Thank you!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Saw you guys launched on LinkedIn, good luck! With the integration of Claude in to XCode I wonder what the additional value is of a tool like this? even less technical? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kasje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kasje<\/a> Hi Kas! Good question. What we bring to the table right now: an app template (architecture, module organization, knowledge base for the agent) that scales from very simple projects to apps that have hundreds of screens and complex internal logic. And this is only the first step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats with launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love Modaal\u2019s direction. Feels much closer to how real teams build and review iOS apps. Excited to see how this evolves for larger codebases \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the team. Good luck to find your first user \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Ivan <a href=\"https:\/\/www.producthunt.com\/@ivan_misuno\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ivan_misuno\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_misuno<\/a> ,<\/p>\n<p>Congrats on the launch of Modaal! <\/p>\n<p>It sounds like an incredibly powerful tool for developers, especially with its focus on scalability and maintainability.<\/p>\n<p>How’s the response been so far? What kind of marketing goals or strategies are you focusing on to get the word out? Would love to hear how you’re planning to promote it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! \ud83c\udf89 I\u2019ve been building apps for 6 years now and this looks seriously impressive! Love the clarity of the workflow p.s. the visual is \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wish you all the luck with the launch! <\/p>\n<p>Taking into account you joint expertize, Modaal has no way than to become a true gem of highest quality<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/B3MVDDLTVCSCJY\" class=\"app-title\">SessionCast<\/a><\/p>\n<div class=\"one-liner\">CLI control to monitor and work with Claude Code remotely<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">73<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SessionCast \u662f\u4e00\u6b3e\u901a\u8fc7\u6d4f\u89c8\u5668\u8fdc\u7a0b\u8bbf\u95ee\u548c\u63a7\u5236\u672c\u5730 Claude Code \u4f1a\u8bdd\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5916\u51fa\u65f6\u65e0\u6cd5\u4fbf\u6377\u3001\u7a33\u5b9a\u5730\u7ee7\u7eed\u5bb6\u4e2d\u6216\u529e\u516c\u5ba4AI\u7f16\u7a0b\u5de5\u4f5c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5044f2ac-6bd7-4608-b1b8-6b46fc9cebd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ac92e65-b095-4b6f-93e3-50603d211657.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d66ba230-508d-4bf2-bbb9-57b436124135.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\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u65e0VPN<\/span><br \/>\n <span class=\"tag\">\u65e0SSH<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u534f\u4f5c<\/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\u8d4f\u5176\u8f7b\u91cf\u5316\u548c\u514d\u590d\u6742\u914d\u7f6e\u7684\u7406\u5ff5\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u8fdc\u7a0b\u8bbf\u95ee\uff08VPN\/SSH\/tmux\uff09\u7684\u7e41\u7410\u548c\u5b57\u7b26\u517c\u5bb9\u6027\u95ee\u9898\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\u672a\u6765\u529f\u80fd\u4e0a\uff0c\u4f8b\u5982\u652f\u6301\u5e76\u884c\u591a\u4f1a\u8bdd\u7ba1\u7406\u548c\u76d1\u63a7\u4eea\u8868\u677f\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 SessionCast \u8868\u9762\u4e0a\u662f\u89e3\u51b3\u201c\u8fdc\u7a0b\u8bbf\u95eeClaude Code\u201d\u8fd9\u4e00\u5177\u4f53\u573a\u666f\u7684\u5de5\u5177\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u5bf9\u201c\u8fdc\u7a0b\u5f00\u53d1\u8bbf\u95ee\u201d\u8303\u5f0f\u7684\u7b80\u5316\u4e0e\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u4e91\u539f\u751f\u65f6\u4ee3\uff0cAI\u8f85\u52a9\u7f16\u7a0b\u7b49\u91cd\u578b\u5de5\u5177\u4ecd\u5e38\u9a7b\u672c\u5730\uff0c\u800c\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u6d41\u5374\u9700\u8981\u79fb\u52a8\u5316\u3002\u4f20\u7edf\u89e3\u51b3\u65b9\u6848\uff08VPN\/SSH\uff09\u662f\u901a\u7528\u4f46\u6c89\u91cd\u7684\u201c\u6838\u6b66\u5668\u201d\uff0c\u4e3a\u5b89\u5168\u4e0e\u666e\u9002\u6027\u727a\u7272\u4e86\u4fbf\u6377\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u51cf\u6cd5\u201d\u54f2\u5b66\uff1a\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2a\u8fdc\u7a0b\u684c\u9762\u6216\u5b8c\u6574\u7684\u5f00\u53d1\u73af\u5883\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u5145\u5f53\u4e00\u4e2a\u201c\u4f1a\u8bdd\u7ba1\u9053\u201d\u3002\u901a\u8fc7\u727a\u7272\u90e8\u5206\u901a\u7528\u6027\uff08\u4e13\u6ce8\u7279\u5b9a\u5e94\u7528\uff09\uff0c\u5b83\u6362\u6765\u4e86\u6781\u81f4\u7684\u6613\u7528\u6027\u2014\u2014\u4ee3\u7406+\u6d4f\u89c8\u5668\u7684\u4e24\u6b65\u64cd\u4f5c\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u9762\u5411\u7279\u5b9a\u573a\u666f\u7684\u201c\u7626\u5ba2\u6237\u7aef\u201d\u601d\u60f3\u590d\u5174\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u6df1\u5ea6\u7ed1\u5b9aClaude Code\u65e2\u662f\u5176\u65e9\u671f\u7acb\u8db3\u70b9\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u5929\u82b1\u677f\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5176\u201c\u4e2d\u7ee7\u96c6\u6210\u5e93\u201d\u7684\u5f00\u653e\u7a0b\u5ea6\u548c\u751f\u6001\u6784\u5efa\u80fd\u529b\uff0c\u5982\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684ThreadCast\u6848\u4f8b\u3002\u672a\u6765\uff0c\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u4f18\u79c0\u7684\u529f\u80fd\u6027\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u4e00\u4e2a\u652f\u6301\u591a\u79cdAI\u7f16\u7801\u52a9\u624b\u4e43\u81f3\u81ea\u5b9a\u4e49\u5e94\u7528\u7684\u8f7b\u91cf\u7ea7\u8fdc\u7a0b\u8bbf\u95ee\u534f\u8bae\u5e73\u53f0\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u9ad8\u5ea6\u3002\u5b89\u5168\u6027\u4f5c\u4e3a\u6b64\u7c7b\u5de5\u5177\u7684\u547d\u95e8\uff0c\u5728\u5ba3\u4f20\u4e2d\u201c\u65e0VPN\/SSH\u201d\u7684\u4fbf\u6377\u80cc\u540e\uff0c\u5176\u5177\u4f53\u7684\u5b89\u5168\u6a21\u578b\u548c\u52a0\u5bc6\u4f20\u8f93\u7ec6\u8282\uff0c\u5c06\u662f\u4e13\u4e1a\u7528\u6237\u548c\u6280\u672f\u51b3\u7b56\u8005\u4e0b\u4e00\u6b65\u5fc5\u7136\u5ba1\u89c6\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SessionCast<\/span>\n <\/div>\n<div class=\"comment-content\">SessionCast lets you remotely access Claude Code running on your local machine from any device. Working with Claude Code on your home PC but need to step out? Traditional remote access requires VPN setup, SSH configuration, tmux, port forwarding… and after all that, non-ASCII characters still break. Run our lightweight agent on your PC, then access your Claude Code session from any web browser \u2014 phone, tablet, or another computer. No VPN. No SSH keys. No complex setup. Just works.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built SessionCast because I was frustrated with the complex setup needed to access Claude Code remotely.<\/p>\n<p>Every guide says: install Tailscale, configure SSH, set up tmux, manage keys, forward ports…<\/p>\n<p>After hours of setup, I finally connected from my phone \u2014 and Korean characters were broken \ud83d\ude05<\/p>\n<p>So I built something simpler:<br \/>\n1. Run the agent<br \/>\n2. Open browser<\/p>\n<p>Now I start Claude Code tasks at home, then continue from my phone at a caf\u00e9.<\/p>\n<p>Would love to hear what features you’d want to see next!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m the maker of <strong>SessionCast<\/strong>.<\/p>\n<p>Here\u2019s the moment that triggered it:<\/p>\n<p>I pulled an all-nighter at the office, shipped a bunch of work, then walked into a customer meeting the next day and thought\u2026<\/p>\n<blockquote>\n<p>\u201cUh\u2026 I didn\u2019t write the docs.\u201d<br \/>\u201cNo worries, I\u2019ll just ask Claude Code to summarize yesterday\u2019s changes.\u201d<\/p>\n<\/blockquote>\n<p>So I opened my laptop.<\/p>\n<p>\u2026and realized my Claude Code is on my <strong>office PC<\/strong>, far, far away.<\/p>\n<p>VPN? Not set up.<br \/>SSH? Ports closed.<br \/>Keys? Configs? tmux? \ud83e\udee0<\/p>\n<p>All I wanted was simple:<\/p>\n<p>From my phone:<br \/><strong>\u201cHey office PC, ask Claude: summarize the API spec I worked on yesterday.\u201d<\/strong><\/p>\n<p>But doing that the \u201cnormal way\u201d is a whole side quest:<br \/>VPN, SSH configs, keys, tmux, apps, connection issues\u2026 and then you still babysit the VPN.<\/p>\n<p>So I built <strong>SessionCast<\/strong>.<\/p>\n<h3>How it works<\/h3>\n<ul>\n<li>\n<p>Run the agent<\/p>\n<\/li>\n<li>\n<p>Open a browser<\/p>\n<\/li>\n<li>\n<p>That\u2019s it<\/p>\n<\/li>\n<\/ul>\n<p>– No VPN<br \/>– No SSH port opening<br \/>– No app install (browser-only)<\/p>\n<p>Also: SessionCast isn\u2019t just a standalone tool.<br \/>It includes a <strong>relay integration library<\/strong>, so you can build your own stuff on top of it.<\/p>\n<p>A real example: <strong>ThreadCast<\/strong> (AI agent collaboration tool) is built on SessionCast relay.<\/p>\n<p>You could use it for:<\/p>\n<ul>\n<li>\n<p>internal AI coding assistant dashboards<\/p>\n<\/li>\n<li>\n<p>multi-machine agent monitoring<\/p>\n<\/li>\n<li>\n<p>AI pair programming platforms<\/p>\n<\/li>\n<li>\n<p>basically anything where \u201cI want access to my dev box from anywhere\u201d should be easy<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s SessionCast.<br \/>Less setup, more shipping <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love this lightweight approach \u2014 VPN + SSH + tmux setup is always a friction point for remote Claude Code sessions. The browser-based access is exactly what mobile-first workflows need.<\/p>\n<\/p>\n<p>I’m curious about multi-session support: when running multiple Claude Code instances in parallel (e.g., different worktrees), can you switch between sessions or monitor them simultaneously from the same dashboard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6NIZNBKPOPVRFM\" class=\"app-title\">AI Bulk Analysis<\/a><\/p>\n<div class=\"one-liner\">Turn contracts into instant, actionable intelligence<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">70<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528\u667a\u80fd\u4f53AI\u6279\u91cf\u5206\u6790\u6d77\u91cf\u5408\u540c\u6587\u4ef6\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u5e76\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u529f\u80fd\u7684\u4ea7\u54c1\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u5408\u540c\u7ba1\u7406\u4e2d\u957f\u671f\u5b58\u5728\u7684\u4fe1\u606f\u5206\u6563\u3001\u7248\u672c\u6df7\u4e71\u3001\u5173\u952e\u6761\u6b3e\uff08\u5982\u7eed\u7ea6\u3001\u4ed8\u6b3e\u8282\u70b9\uff09\u96be\u4ee5\u8ffd\u8e2a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c027143-467d-4ae4-82e5-b2eb1484a8f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/651d0647-2dfa-49b8-a6b4-5a32aa9c36bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d143b07-ea4a-4a97-b373-72db302f644a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53823e1f-70a7-4f3f-9b58-955bb05af3a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d35c0a5-0b09-4255-8e9f-93e9d4158b29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a07598e7-ed0a-4045-8104-e79f53dbe282.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\/d02b449b-db22-4acc-90a1-2a8b6ad597f6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Sal7sfQEPEc\"><source src=\"https:\/\/youtu.be\/Sal7sfQEPEc\" 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\">Legal<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5408\u540c\u667a\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u63ed\u793a\u4e86\u5408\u540c\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5408\u540c\u6563\u843d\u5404\u5904\u3001\u7248\u672c\u6df7\u4e71\u3001\u5173\u952e\u65e5\u671f\u6613\u9057\u6f0f\u3001\u4eba\u5de5\u5ba1\u67e5\u8017\u65f6\u3002\u6709\u6548\u8bc4\u8bba\u6307\u51fa\uff0c\u4ea7\u54c1\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u5168\u5c40\u89c6\u89d2\u548c\u53ef\u8ffd\u6eaf\u7684\u6d1e\u5bdf\uff0c\u800c\u975e\u4ec5\u662f\u6587\u6863\u5b58\u50a8\u3002\u5f00\u53d1\u8005\u56de\u5e94\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3\u201c\u89c4\u6a21\u5316\u7406\u89e3\u5408\u540c\u201d\u95ee\u9898\u7684\u8bbe\u8ba1\u521d\u8877\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 AI Bulk Analysis \u770b\u4f3c\u662f\u53c8\u4e00\u4e2a\u5408\u540c\u7ba1\u7406\u5de5\u5177\uff0c\u5b9e\u5219\u8bd5\u56fe\u64ac\u52a8\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u8f6c\u53d8\uff1a\u5c06\u9759\u6001\u7684\u3001\u9632\u5fa1\u6027\u7684\u6cd5\u5f8b\u6587\u4ef6\uff0c\u8f6c\u53d8\u4e3a\u52a8\u6001\u7684\u3001\u53ef\u4e3b\u52a8\u6316\u6398\u7684\u5546\u4e1a\u8d44\u4ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5206\u6790\u201d\u8fd9\u4e2a\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u5c06\u975e\u7ed3\u6784\u5316\u7684\u5408\u540c\u8bed\u8a00\u201c\u7ffb\u8bd1\u201d\u6210\u673a\u5668\u53ef\u8bfb\u3001\u53ef\u67e5\u8be2\u3001\u53ef\u5173\u8054\u7684\u7ed3\u6784\u5316\u6570\u636e\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u6b65\u201c\u7ffb\u8bd1\u201d\u662f\u5173\u952e\u3002\u4f20\u7edfCLM\uff08\u5408\u540c\u751f\u547d\u5468\u671f\u7ba1\u7406\uff09\u7cfb\u7edf\u4fa7\u91cd\u4e8e\u6d41\u7a0b\u7ba1\u63a7\uff0c\u800c\u6b64\u4ea7\u54c1\u901a\u8fc7\u201c\u667a\u80fd\u4f53AI\u201d\u8fdb\u884c\u6279\u91cf\u89e3\u6790\uff0c\u65e8\u5728\u76f4\u63a5\u751f\u6210\u6570\u636e\u4ed3\u5e93\u3002\u8fd9\u4f7f\u5f97\u201c\u4e0e\u6574\u4e2a\u5408\u540c\u5e93\u5bf9\u8bdd\u201d\u6210\u4e3a\u53ef\u80fd\uff0c\u5176\u672c\u8d28\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9762\u5411\u590d\u6742\u5408\u540c\u6570\u636e\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u63a5\u53e3\u3002\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u6cd5\u52a1\u3001\u8d22\u52a1\u3001\u8fd0\u8425\u56e2\u961f\u4f9d\u8d56\u4eba\u5de5\u8bb0\u5fc6\u3001\u788e\u7247\u5316\u68c0\u7d22\u548c\u5468\u671f\u6027\u62a5\u544a\u7684\u4f20\u7edf\u5de5\u4f5c\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u51c6\u786e\u6027\u4e0e\u53ef\u4fe1\u5ea6\u662f\u751f\u547d\u7ebf\uff0c\u5c24\u5176\u5728\u6cd5\u5f8b\u8bed\u5883\u4e0b\u3002\u201c\u6bcf\u4e2a\u6d1e\u5bdf\u5747\u53ef\u8ffd\u6eaf\u81f3\u539f\u5408\u540c\u201d\u7684\u627f\u8bfa\u81f3\u5173\u91cd\u8981\uff0c\u4f46AI\u5728\u7406\u89e3\u590d\u6742\u957f\u53e5\u3001\u9690\u542b\u6761\u4ef6\u548c\u884c\u4e1a\u672f\u8bed\u65f6\u7684\u9519\u8bef\u7387\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7ecf\u53d7\u4e25\u683c\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6570\u636e\u8f93\u5165\u7684\u89c4\u6a21\u548c\u8d28\u91cf\uff0c\u5bf9\u4e8e\u5408\u540c\u7ba1\u7406\u5c1a\u672a\u6570\u5b57\u5316\u7684\u4f01\u4e1a\uff0c\u4e0a\u624b\u7684\u95e8\u69db\u4f9d\u7136\u5b58\u5728\u3002\u6700\u540e\uff0c\u5b83\u89e6\u53ca\u4e86\u4f01\u4e1a\u5185\u90e8\u7684\u6570\u636e\u5b64\u5c9b\u548c\u6743\u8d23\u8fb9\u754c\uff0c\u5982\u4f55\u4e0e\u73b0\u6709OA\u3001ERP\u3001CRM\u7cfb\u7edf\u6253\u901a\uff0c\u5e76\u8ba9\u4e0d\u540c\u90e8\u95e8\u4fe1\u4efb\u5e76\u4f9d\u8d56\u8fd9\u4e00\u201c\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u201d\uff0c\u662f\u6bd4\u6280\u672f\u66f4\u96be\u7684 organizational challenge\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5177\u6709\u524d\u77bb\u6027\u7684\u4ea7\u54c1\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u8ba9\u5408\u540c\u7ba1\u7406\u201c\u66f4\u9ad8\u6548\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u8ba9\u5176\u201c\u66f4\u667a\u80fd\u201d\uff0c\u5c06\u5408\u540c\u4ece\u6210\u672c\u4e2d\u5fc3\u8f6c\u5316\u4e3a\u6d1e\u5bdf\u4e2d\u5fc3\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u5f15\u64ce\u5728\u6cd5\u5f8b\u6587\u672c\u6781\u7aef\u590d\u6742\u6027\u9762\u524d\u7684\u9c81\u68d2\u6027\uff0c\u4ee5\u53ca\u5176\u80fd\u5426\u878d\u5165\u5e76\u91cd\u5851\u4f01\u4e1a\u73b0\u6709\u7684\u51b3\u7b56\u6d41\u7a0b\uff0c\u800c\u975e\u4ec5\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u5916\u6302\u7684\u201c\u4eea\u8868\u76d8\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\">AI Bulk Analysis<\/span>\n <\/div>\n<div class=\"comment-content\">Tool analyzes your entire contract repository – extracting structured data like dates, values, jurisdictions, milestones, renewals. you get: A complete portfolio-level snapshot (active, expired, expiring soon) Structured views across parties, values, timelines, and regions Visual dashboards for renewals, payments, and milestones Customizable parameters based on what matters to your business The ability to chat with your entire contract repository using natural language.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Unlock the insights in your contracts with Legitt AI’s Repo Analyzer. Interact with your contract repository using natural language, analyze on custom dashboards, and schedule reports. Streamline contract management, save time, and enhance oversight with ease.<\/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<pre><code>When we spoke to legal, finance, and operations teams, the problem wasn't drafting contracts, it was understanding them at scale.\n\nContracts lived everywhere: shared drives, inboxes, legacy systems. Teams tracked different versions. Renewals were missed. Obligations went unnoticed. And getting a simple answer often meant weeks of manual work.\n\nWe built Bulk Analysis to solve this exact problem.\n\nOur goal wasn't to build another document storage system. It was to create a way for teams to understand their entire contract portfolio instantly.\n\nBulk Analysis uses agentic AI to analyze thousands of contracts in one pass, turn them into structured data, and surface insights that were previously hidden. Every insight is traceable back to the original contract, so teams can trust and verify what they see.\n\nWe believe contracts are one of the most underutilized sources of business intelligence. Bulk Analysis is our step toward changing that.\n\nWe'd love your feedback and your support.\n\n- Team Legitt AI<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/F5BFJGEOHN4SUV\" class=\"app-title\">GitScrum Studio for IDE<\/a><\/p>\n<div class=\"one-liner\">Full project management inside VS Code, Cursor & Windsurf<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">66<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u5b8c\u6574\u9879\u76ee\u7ba1\u7406\u5e73\u53f0\uff08\u770b\u677f\u3001\u804a\u5929\u3001\u6587\u6863\u7b49\uff09\u5d4c\u5165VS Code\u7b49IDE\u5185\u90e8\u7684\u6269\u5c55\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u56e0\u9891\u7e41\u5207\u6362\u6d4f\u89c8\u5668\u4e0eIDE\u800c\u5bfc\u81f4\u5de5\u4f5c\u6d41\u4e2d\u65ad\u3001\u4e13\u6ce8\u529b\u4e0b\u964d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69b2f05e-a343-444a-ad76-2c85d224a409.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d65b2a8c-e65f-477f-9cd9-d727def24d3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de01859d-8e0a-4aba-9a39-06efb3d2dd6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5410c9d7-c5f6-4e9f-919a-d098b9832914.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0334ec6-cd5e-4206-add4-b3a3a6ed3d50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55f7c3ee-f488-4c7f-bfa0-4ccb9812399b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">IDE\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">VS Code\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4eb2\u81ea\u4ecb\u7ecd\u4ea7\u54c1\u7406\u5ff5\uff0c\u83b7\u5f97\u7528\u6237\u5bf9\u6838\u5fc3\u521b\u610f\u7684\u8ba4\u53ef\u3002\u4e3b\u8981\u53cd\u9988\u4e3a\u79ef\u6781\u5c1d\u8bd5\u610f\u613f\uff0c\u4f46\u5c1a\u672a\u51fa\u73b0\u5177\u4f53\u529f\u80fd\u53cd\u9988\u6216\u6df1\u5ea6\u5efa\u8bae\u3002\u6709\u6548\u8bc4\u8bba\u7a00\u7f3a\uff0c\u8ba8\u8bba\u6709\u5f85\u6df1\u5165\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 GitScrum Studio\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201cZero context switching\u201d\u2014\u2014\u7cbe\u51c6\u523a\u4e2d\u4e86\u73b0\u4ee3\u5f00\u53d1\u8005\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u4f7f\u7528AI\u7f16\u7a0b\u52a9\u624b\uff08\u5982Cursor\u3001Windsurf\uff09\u8005\u7684\u9ad8\u7ea7\u75db\u70b9\u3002\u5b83\u5e76\u975e\u7b80\u5355\u529f\u80fd\u8fc1\u79fb\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u201c\u7f16\u7801\u201d\u8fd9\u4e2a\u5355\u4e00\u7269\u7406\u754c\u9762\u5185\uff0c\u91cd\u6784\u201c\u5f00\u53d1-\u534f\u4f5c-\u7ba1\u7406\u201d\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u95ed\u73af\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3aIDE\u5185\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u201d\u534f\u4f5c\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u98ce\u9669\u5e76\u5b58\u3002\u5176\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u9879\u76ee\u7ba1\u7406\u4ece\u201c\u9700\u8981\u4e3b\u52a8\u8bbf\u95ee\u7684\u5916\u90e8\u7cfb\u7edf\u201d\u8f6c\u53d8\u4e3a\u201c\u4ee3\u7801\u73af\u5883\u7684\u88ab\u52a8\u6c89\u6d78\u5f0f\u80cc\u666f\u201d\uff0c\u8fd9\u7b26\u5408\u5de5\u5177\u201c\u9690\u5f62\u5316\u201d\u7684\u9ad8\u9636\u8d8b\u52bf\u3002\u82e5\u6210\u529f\uff0c\u80fd\u6781\u5927\u4fdd\u62a4\u5f00\u53d1\u8005\u7684\u5fc3\u6d41\u72b6\u6001\uff0c\u7406\u8bba\u4e0a\u63d0\u5347\u6df1\u5ea6\u5de5\u4f5c\u6548\u7387\u3002\u7136\u800c\uff0c\u5176\u98ce\u9669\u540c\u6837\u663e\u8457\uff1a\u9996\u5148\uff0cIDE\u754c\u9762\u672c\u5c31\u62e5\u6324\uff0c\u5d4c\u5165\u590d\u6742\u7ba1\u7406\u529f\u80fd\u53ef\u80fd\u5f15\u53d1\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u89c6\u89c9\u5e72\u6270\uff0c\u8fdd\u80cc\u201c\u4e13\u6ce8\u201d\u521d\u8877\uff1b\u5176\u6b21\uff0c\u5b83\u6311\u6218\u4e86\u7528\u6237\u5bf9\u201c\u91cd\u578b\u201d\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff08\u5982Jira\uff09\u7684\u4f9d\u8d56\uff0c\u5176\u529f\u80fd\u6df1\u5ea6\u4e0e\u5b9a\u5236\u6027\u80fd\u5426\u6ee1\u8db3\u590d\u6742\u56e2\u961f\u9700\u6c42\u5b58\u7591\uff1b\u6700\u540e\uff0c\u5176\u6210\u529f\u6781\u5ea6\u4f9d\u8d56\u751f\u6001\u6574\u5408\uff0c\u4e0eGit\u3001\u4ee3\u7801\u8bc4\u5ba1\u3001CI\/CD\u7b49\u5de5\u5177\u7684\u6df1\u5ea6\u8054\u52a8\u5c06\u662f\u5173\u952e\uff0c\u76ee\u524d\u4ecb\u7ecd\u5bf9\u6b64\u7740\u58a8\u4e0d\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d66\u7968\u7684\u5173\u6ce8\u5ea6\u8868\u660e\u5176\u6982\u5ff5\u5438\u5f15\u4eba\uff0c\u4f46\u8bc4\u8bba\u533a\u7684\u51b7\u6e05\u4e5f\u53cd\u6620\u51fa\uff0c\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\u201d\u4e4b\u95f4\uff0c\u5c1a\u6709\u5de8\u5927\u9e3f\u6c9f\u3002\u5b83\u9700\u8981\u8bc1\u660e\u7684\u4e0d\u4ec5\u662f\u529f\u80fd\u7684\u5b58\u5728\uff0c\u66f4\u662f\u5176\u5d4c\u5165\u540e\u80fd\u5e26\u6765\u8d85\u8d8a\u72ec\u7acb\u4e13\u4e1a\u5de5\u5177\u4e0e\u6d4f\u89c8\u5668\u5206\u5c4f\u5de5\u4f5c\u6a21\u5f0f\u7684**\u51c0\u4f53\u9a8c\u589e\u76ca**\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u6807\u7b7e\u9875\u5207\u6362\u201d\u7684\u75db\u82e6\uff0c\u8f6c\u5316\u6210\u4e86\u201cIDE\u9762\u677f\u5207\u6362\u201d\u7684\u53e6\u4e00\u79cd\u8d1f\u62c5\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\">GitScrum Studio for IDE<\/span>\n <\/div>\n<div class=\"comment-content\">GitScrum Studio isn’t just another task list extension. It’s the entire project management platform embedded inside your IDE. Stop alt-tabbing to browser. Manage Kanban boards, sprints, chat with your team, track time, access files, discussions & wiki – all without leaving VS Code, Cursor, or Windsurf. Zero browser tabs. Zero context switching. Maximum focus. Built with Laravel backend, optimized for real-time performance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey! \ud83d\udc4b<\/p>\n<p>I’m Renato, founder of GitScrum. Super excited to share GitScrum Studio for IDE with you today!<\/p>\n<p>The Problem:<br \/>\nI was tired of the constant context switching. You’re in the zone, AI is helping you code faster than ever, then you need to check what’s next on your sprint. Tab. Browser. Jira. Wait. Login. Load. Find the task. Copy the ID. Go back to code. Flow destroyed. 23 minutes to get back in the zone.<\/p>\n<p>The Solution:<br \/>\nGitScrum Studio brings the ENTIRE project management platform inside your IDE. Not a simplified task list \u2013 the full suite:<br \/>\n\u2022 Real Kanban boards with drag & drop<br \/>\n\u2022 Time tracking in your status bar<br \/>\n\u2022 Sprint planning & burndown charts<br \/>\n\u2022 Team chat & discussions<br \/>\n\u2022 Wiki & documentation<br \/>\n\u2022 And everything else you’d expect<\/p>\n<p>What I’d love feedback on:<br \/>\n– What features would make this indispensable for your workflow?<br \/>\n– What integrations would you want to see?<br \/>\n– How do you currently handle project management while coding?<\/p>\n<p>Thanks for checking it out! Happy to answer any questions \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@renatomarinho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@renatomarinho<\/a> I really like the core idea behind the product. Would definitely give it a try. \ud83d\ude07<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S43YN6H3V77Y4F\" class=\"app-title\">WebTerm<\/a><\/p>\n<div class=\"one-liner\">Safely run even rm -rf \/ \u2014 all in your browser.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">61<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WebTerm\u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u5b89\u5168\u8fd0\u884c\u5371\u9669Linux\u547d\u4ee4\u7684\u7ec8\u7aef\u6a21\u62df\u5668\uff0c\u89e3\u51b3\u4e86\u521d\u5b66\u8005\u5b66\u4e60\u547d\u4ee4\u884c\u65f6\u56e0\u62c5\u5fc3\u8bef\u64cd\u4f5c\u635f\u574f\u7cfb\u7edf\u800c\u4e0d\u6562\u5b9e\u8df5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fabdcc9d-7586-4a71-8c44-eef909ae4a1c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J1JTZQAg2Xs\"><source src=\"https:\/\/youtu.be\/J1JTZQAg2Xs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07c169ba-00f0-4737-92be-a1314c8662c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/430cb2b9-48d3-4bda-a185-1ab1232c700b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1919e8e-ece7-4b55-a1da-870825e236dd.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\">Linux<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u547d\u4ee4\u884c\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u6a21\u62df\u5668<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u96f6\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">Linux\u547d\u4ee4\u7ec3\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\u7684\u4ea7\u54c1\u66f4\u65b0\u4ecb\u7ecd\uff0c\u6682\u65e0\u6765\u81ea\u771f\u5b9e\u7528\u6237\u7684\u76f4\u63a5\u53cd\u9988\u3001\u95ee\u9898\u6216\u5efa\u8bae\u3002\u6709\u6548\u7528\u6237\u8bc4\u8bba\u7f3a\u5931\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 WebTerm\u6807\u699c\u7684\u201c\u5b89\u5168\u8fd0\u884c`rm -rf \/`\u201d\u662f\u4e00\u4e2a\u6781\u5177\u4f20\u64ad\u529b\u7684\u8425\u9500\u5671\u5934\uff0c\u5b83\u7cbe\u51c6\u5730\u6293\u4f4f\u4e86\u547d\u4ee4\u884c\u521d\u5b66\u8005\u7684\u666e\u904d\u6050\u60e7\u5fc3\u7406\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u4ea7\u54c1\u7684\u6838\u5fc3\u5356\u70b9\u3002\u8fd9\u66b4\u9732\u4e86\u5f53\u524d\u547d\u4ee4\u884c\u5b66\u4e60\u5de5\u5177\u7684\u666e\u904d\u77ed\u677f\uff1a\u8981\u4e48\u662f\u8fc7\u4e8e\u7b80\u5316\u7684\u73a9\u5177\uff0c\u8981\u4e48\u662f\u76f4\u63a5\u4f7f\u7528\u771f\u673a\u7ec8\u7aef\u5e26\u6765\u7684\u9ad8\u98ce\u9669\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u8fd9\u4e2a\u201c\u5671\u5934\u201d\u547d\u4ee4\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u96f6\u6469\u64e6\u3001\u96f6\u98ce\u9669\u201d\u7684\u903c\u771fCLI\u6c99\u76d2\u73af\u5883\u3002\u901a\u8fc7\u63d0\u4f9b\u63a5\u8fd1\u771f\u5b9e\u7684\u547d\u4ee4\u8986\u76d6\u3001\u901a\u914d\u7b26\u652f\u6301\uff0c\u5b83\u65e8\u5728\u5f25\u5408\u201c\u7406\u8bba\u5b66\u4e60\u201d\u4e0e\u201c\u5371\u9669\u5b9e\u8df5\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u4ea7\u54c1\u5b9a\u4f4d\u6e05\u6670\u2014\u2014\u4e0d\u662f\u7ed9\u5f00\u53d1\u8005\u7684\u751f\u4ea7\u5de5\u5177\uff0c\u800c\u662f\u9762\u5411\u521d\u5b66\u8005\u7684\u5b89\u5168\u7ec3\u4e60\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6df1\u5c42\u95ee\u9898\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u9996\u5148\uff0c\u201c\u5b89\u5168\u201d\u7684\u4ee3\u4ef7\u53ef\u80fd\u662f\u73af\u5883\u7684\u201c\u5931\u771f\u201d\u3002\u5f53\u7528\u6237\u77e5\u6653\u6240\u6709\u64cd\u4f5c\u90fd\u662f\u865a\u62df\u4e14\u65e0\u540e\u679c\u65f6\uff0c\u5176\u5b66\u4e60\u65f6\u7684\u5fc3\u6001\u3001\u8b66\u60d5\u6027\u548c\u6700\u7ec8\u5f62\u6210\u7684\u64cd\u4f5c\u4e60\u60ef\uff0c\u4e0e\u9762\u5bf9\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u65f6\u662f\u5426\u5b58\u5728\u8ba4\u77e5\u504f\u5dee\uff1f\u8fd9\u53ef\u80fd\u5bfc\u81f4\u4e00\u79cd\u865a\u5047\u7684\u719f\u7ec3\u5ea6\u3002\u5176\u6b21\uff0c\u76ee\u524d\u7f3a\u4e4f\u793e\u533a\u771f\u5b9e\u53cd\u9988\uff0c\u5176\u201c\u66f4\u6e05\u6670\u7684\u4ea4\u4e92\u201d\u662f\u5426\u771f\u6b63\u7b26\u5408\u521d\u5b66\u8005\u8ba4\u77e5\u6a21\u578b\uff0c\u6709\u5f85\u9a8c\u8bc1\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u7eaf\u524d\u7aef\u5e94\u7528\uff0c\u5176\u547d\u4ee4\u7684\u8986\u76d6\u6df1\u5ea6\u548c\u6269\u5c55\u6027\u53ef\u80fd\u9047\u5230\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cWebTerm\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4e14\u521a\u9700\u7684\u5e02\u573a\uff0c\u5176\u201c\u65e0\u98ce\u9669\u8bd5\u9519\u201d\u7684\u7406\u5ff5\u5177\u6709\u6559\u80b2\u4ef7\u503c\u3002\u4f46\u5b83\u7684\u6210\u529f\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8e\u5176\u6a21\u62df\u73af\u5883\u7684\u771f\u5b9e\u5ea6\u3001\u6559\u5b66\u5f15\u5bfc\u7684\u8bbe\u8ba1\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5c06\u7528\u6237\u4ece\u201c\u5b89\u5168\u6c99\u76d2\u201d\u5e73\u7a33\u8fc7\u6e21\u5230\u201c\u771f\u5b9e\u7ec8\u7aef\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u8ba9\u7528\u6237\u8fc7\u628a\u201c\u5371\u9669\u547d\u4ee4\u201d\u763e\u7684\u8da3\u5473\u7f51\u7ad9\uff0c\u800c\u975e\u4e25\u8083\u7684\u5b66\u4e60\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">WebTerm<\/span>\n <\/div>\n<div class=\"comment-content\">WebTerm now lets you safely run even the most dangerous Linux commands like `rm -rf \/`, right in your browser \u2014 no setup needed. I\u2019ve added wildcard (glob) support, expanded command and option coverage, and made interactions clearer for beginners. Unlike other terminal emulators or learning tools, WebTerm offers a realistic CLI experience instantly, without risk! It\u2019s the most frictionless way to explore and learn the command line.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m back with a big update to WebTerm, a browser-based terminal for learning the CLI with no setup.<\/p>\n<p>This version adds support for `rm -rf \/` (safely!), wildcards like `*`, better interactions for beginners, and more real commands and options.<\/p>\n<p>If you\u2019re curious about the command line \u2014 or just want to try `rm -rf \/` without killing your machine \u2014 give it a spin\ud83d\ude04<br \/>\nWould love your feedback, thoughts, or even bug reports.<\/p>\n<p>Thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = 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|| this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n 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