{"id":151,"date":"2026-03-05T11:18:43","date_gmt":"2026-03-05T03:18:43","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/05\/2026-03-04\/"},"modified":"2026-03-05T11:18:43","modified_gmt":"2026-03-05T03:18:43","slug":"2026-03-04","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/05\/2026-03-04\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-04"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-04<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-04<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XORVIP366I6U5U\" class=\"app-title\">Anything API<\/a><\/p>\n<div class=\"one-liner\">Any website. We deliver the API.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">413<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u667a\u80fd\u4f53\u5c06\u4efb\u610f\u7f51\u7ad9\u64cd\u4f5c\u8f6c\u5316\u4e3a\u53ef\u8c03\u7528API\u7684\u670d\u52a1\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u56e2\u961f\u89e3\u51b3\u4e86\u5728\u7f3a\u4e4f\u516c\u5f00API\u7684\u7f51\u7ad9\u4e0a\u81ea\u52a8\u5316\u83b7\u53d6\u6570\u636e\u6216\u6267\u884c\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/168048d3-44d3-41db-badf-d5e1a8bc0623.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c3cd178-8900-49b1-b6c2-f3c75cf9e274.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27add37f-3718-4c53-a9fb-170bb0a6595f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53f843e3-e610-4ffc-bab6-1ace39950ee0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98e71509-fd48-40b1-9684-930f9dbd1776.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0775872-6e72-4857-9a30-5ce49015a7f0.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\/967eefb8-709a-47b0-afc0-f0061ee03188.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WA7Fq5bU3pY?si=JLhTioXmQGhaYRuS\"><source src=\"https:\/\/youtu.be\/WA7Fq5bU3pY?si=JLhTioXmQGhaYRuS\" 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\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">API\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">Serverless<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">RPA<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5176\u4e0e\u624b\u52a8\u7f16\u5199\u811a\u672c\u7684\u533a\u522b\u3001\u6267\u884c\u5c42\u7684\u786e\u5b9a\u6027\u3001\u5982\u4f55\u5904\u7406\u52a8\u6001DOM\u53d8\u66f4\u4e0e\u8ba4\u8bc1\uff08\u5982\u767b\u5f55\u30012FA\uff09\uff0c\u4ee5\u53ca\u5e94\u5bf9\u7f51\u7ad9UI\u9891\u7e41\u66f4\u6539\u7684\u7a33\u5b9a\u6027\u3002\u56e2\u961f\u56de\u590d\u5f3a\u8c03\u4e86\u6258\u7ba1\u670d\u52a1\u3001\u57fa\u7840\u8bbe\u65bd\u5904\u7406\u53ca\u672a\u6765\u81ea\u6108\u529f\u80fd\u7684\u89c4\u5212\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 Anything API\u7684\u672c\u8d28\uff0c\u662f\u5c06\u975e\u7ed3\u6784\u5316\u7684\u7f51\u7ad9\u4ea4\u4e92\u201c\u7f16\u8bd1\u201d\u6210\u7ed3\u6784\u5316\u7684API\u670d\u52a1\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u5c06\u8106\u5f31\u7684\u3001\u9700\u8981\u6301\u7eed\u7ef4\u62a4\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u811a\u672c\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u76f8\u5bf9\u7a33\u5b9a\u7684\u201c\u5951\u7ea6\u5c42\u201d\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u7ad9\u5728\u4e86\u4e24\u4e2a\u8d8b\u52bf\u7684\u4ea4\u6c47\u70b9\uff1a\u4e00\u662f\u4f01\u4e1a\u5bf9\u5404\u7c7bSaaS\u548c\u6570\u636e\u6e90\u96c6\u6210\u9700\u6c42\u7684\u7206\u70b8\u5f0f\u589e\u957f\u4e0e\u5b98\u65b9API\u4f9b\u7ed9\u4e0d\u8db3\u7684\u77db\u76fe\uff1b\u4e8c\u662fAI\u667a\u80fd\u4f53\u4ece\u201c\u6f14\u793a\u9636\u6bb5\u201d\u8d70\u5411\u201c\u751f\u4ea7\u90e8\u7f72\u201d\u7684\u8feb\u5207\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5c16\u9510\u3002\u4ece\u6280\u672f\u5c42\u9762\u770b\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u76f4\u63a5\u8c03\u7528\u7ad9\u70b9\u201d\u7684\u7406\u60f3\u72b6\u6001\uff08\u7ed5\u8fc7UI\uff09\u5728\u8bb8\u591a\u590d\u6742\u573a\u666f\u4e0b\u96be\u4ee5\u5b9e\u73b0\uff0c\u6700\u7ec8\u4ecd\u9700\u4f9d\u8d56Playwright\u7b49\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u5e76\u672a\u5b8c\u5168\u6446\u8131\u4f20\u7edf\u722c\u866b\u9762\u4e34\u7684DOM\u53d8\u66f4\u3001\u53cd\u722c\u673a\u5236\u548c\u8ba4\u8bc1\u6d41\u7a0b\u7684\u56f0\u6270\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u786e\u5b9a\u6027\u6267\u884c\u201d\u548c\u201c\u81ea\u6108\u80fd\u529b\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u5176\u4f5c\u4e3a\u751f\u4ea7\u7ea7\u670d\u52a1\u7684\u547d\u95e8\u2014\u2014\u53ef\u9760\u6027\u3002\u56e2\u961f\u201c\u6df7\u5408\u6a21\u5f0f\u201d\u548c\u201c\u672a\u6765\u5f00\u53d1\u81ea\u6108\u201d\u7684\u56de\u590d\uff0c\u4e5f\u5370\u8bc1\u4e86\u5f53\u524d\u65b9\u6848\u4ecd\u5904\u4e8e\u8fc7\u6e21\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u4e0d\u5728\u4e8eAI\u751f\u6210\u5de5\u4f5c\u6d41\u672c\u8eab\uff08\u8fd9\u6b63\u88abClaude\u7b49\u4ee3\u7801\u751f\u6210\u6a21\u578b\u5feb\u901f\u8ffd\u8d76\uff09\uff0c\u800c\u5728\u4e8e\u5176\u80cc\u540eNotte\u5e73\u53f0\u63d0\u4f9b\u7684\u6258\u7ba1\u57fa\u7840\u8bbe\u65bd\uff1a\u5305\u62ec\u6d4f\u89c8\u5668\u5b9e\u4f8b\u7ba1\u7406\u3001\u4f1a\u8bdd\u4fdd\u6301\u3001\u4ee3\u7406\u8f6e\u6362\u3001\u9a8c\u8bc1\u7801\u5904\u7406\u7b49\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u3002\u8fd9\u6b63\u597d\u56de\u7b54\u4e86\u201c\u4e0e\u7528Claude\u5199\u4ee3\u7801\u6709\u4f55\u4e0d\u540c\u201d\u7684\u8d28\u7591\u2014\u2014\u5b83\u5356\u7684\u662f\u89c4\u6a21\u5316\u3001\u53ef\u8c03\u5ea6\u3001\u514d\u8fd0\u7ef4\u7684\u751f\u4ea7\u73af\u5883\u3002\u56e0\u6b64\uff0c\u4ea7\u54c1\u7684\u5b9a\u4f4d\u66f4\u5e94\u662f\u4e00\u4e2a\u201c\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u5373\u670d\u52a1\u201d\u7684\u589e\u5f3a\u7248\uff0c\u800c\u975e\u7eaf\u7cb9\u7684\u9b54\u6cd5API\u751f\u6210\u5668\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u6613\u7528\u6027\u4e0e\u9c81\u68d2\u6027\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\uff0c\u5e76\u5c06\u8fd0\u8425\u590d\u6742\u6027\u6210\u672c\u964d\u81f3\u8db3\u591f\u4f4e\uff0c\u4ece\u800c\u8ba9\u5f00\u53d1\u8005\u8ba4\u4e3a\u8d2d\u4e70\u5176\u670d\u52a1\u6bd4\u81ea\u884c\u642d\u5efa\u548c\u7ef4\u62a4\u4e00\u5957\u5206\u5e03\u5f0f\u6d4f\u89c8\u5668\u96c6\u7fa4\u66f4\u4e3a\u7ecf\u6d4e\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\">Anything API<\/span>\n <\/div>\n<div class=\"comment-content\">Many websites don’t have public APIs. Anything API fills that gap. Turn any browser work into a production-ready API. Describe the task, and our agents build a custom function that calls the site directly. Ship a custom API endpoint you can deploy serverless, schedule on Cron, or call via API. Tell Notte what you need. We ship the function endpoint.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>We’re the team behind <a href=\"https:\/\/console.notte.cc\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Notte<\/a>, a browser automation platform, and today we’re launching <a href=\"https:\/\/anything.notte.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Anything API<\/a>!<\/p>\n<\/p>\n<p>Most websites don’t have public APIs. If you want the data or the workflow, someone has to build and maintain the automation. Anything API handles that for you.<\/p>\n<\/p>\n<p>Describe what you need done in the browser, our agent uses the Notte CLI to execute it, build the workflow, and ship a callable function endpoint. Deploy it serverless, schedule on Cron, or call it via API. No setup or infra to manage.<\/p>\n<\/p>\n<p><strong>Who it’s for:<\/strong><\/p>\n<\/p>\n<p>\ud83d\udd01 Teams running the same browser workflows repeatedly<\/p>\n<p>\ud83d\udce6 Developers who need data from sites with no public API<\/p>\n<p>\u2699\ufe0f Anyone automating anything, from document processing to form submissions to data extraction<\/p>\n<\/p>\n<p><strong>Try it free at: <\/strong><a href=\"https:\/\/anything.notte.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">anything.notte.cc<\/a> <\/p>\n<\/p>\n<p>We’d love to know – what site or workflow would you point this at?<\/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\/@ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> Does this scrape the website to get the data and expose as an API ? I did not understand “Developers who need data from sites with no public API”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">What the difference between this and just asking claud code to create an api for this this site?<\/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\/@chriswyatt2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chriswyatt2<\/a> good question – to generate the API you’d need to run the automation in a browser session first, handle the browser infra, captchas, proxies, auth etc. Anything API uses the Notte CLI to generate the browser session and ships it as an endpoint (that you can deploy serverless, schedule on cron, call via API)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chriswyatt2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chriswyatt2<\/a> Yeah as Sam said, main diff is the hosted service. You can run your claude code generate API so many times locally but if you need to run it at scale or when you sleep you better have a managed infra that also handles stealth with your volume<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 pretty cool. Btw when the agent generates the API endpoint, how deterministic is the execution layer? Is the AI only used during the build phase and the runtime stays fully scripted?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> The AI tries its best to create a fully scripted runtime, but can also create hybrids where an AI agent itself can be used during the execution of the function if needed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Super cool product name, nails it right away!<\/p>\n<\/p>\n<p>Good luck for the launch \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\/@builditn0w\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@builditn0w<\/a> thanks for the support Lars \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@builditn0w\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@builditn0w<\/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>\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\/@leonotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonotte<\/a> \ud83d\ude80x2<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@leonotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonotte<\/a> x3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@leonotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonotte<\/a> x4<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you handle the hard parts of \u201creal-world\u201d browser automation\u2014logins, session persistence, and MFA\/OTP\u2014especially for scheduled runs where no human is around, and what do you recommend when a flow requires step-up authentication?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> yes we do. We leverage the full <a href=\"https:\/\/www.notte.cc\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">notte<\/a> ecosystem (browser profiles, vaults, etc.) to build the automation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> for auth flows that require 2FA, we recommend using browser profiles and either login manually to persist the cookies, or use an Agent to login on your behalf. If you put your MFA secret inside our vaults, the agent can login super easily<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch\u2014this is exactly the gap most GTM teams hit when they need reliable data from tools that don\u2019t expose APIs. Quick follow-up from my earlier thread: if I need session persistence + proxy rotation for long-running enrichment jobs, can Anything API pin identity state per endpoint (so retries don\u2019t break auth flows)?<\/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\/@danielsinewe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielsinewe<\/a> not 100% sure i got the question; but anything is compatible with all the <a href=\"https:\/\/www.notte.cc\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Notte<\/a> stack so you can run w\/ proxies enabled, run with session profiles, etc. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 great idea aaaand mint UI as always! \ud83c\udfc6<\/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\/@pederzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pederzh<\/a> thanks Luigi \ud83e\udd1c\ud83e\udd1b <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pederzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pederzh<\/a> Grazie amigos <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kind of amazing that you can generate an API like this. Does it suffer from the same problems as web scrapers if the DOM should change dynamically? Since it’s an API I’m supposing that actually it could protect as a layer of abstraction above the changes on the page and then you just get it to self heal on a recurring basis? Perhaps you could even charge for that self healing cadence.<\/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\/@kevin_mcdonagh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_mcdonagh1<\/a> Yes exactly, Anything tries to do as much as possible at the API level (faster, more stable, etc.) when it’s not possible to do so the Anything agent is also able to generate script that themselves use playwright and browser agents; so you end up with hybrid browser functions. If your usecase only leverage APIs than its much less sensitive to UI changes, if it’s hybrid it will be a bit more. We’re working on self-healing as a next 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\">\n<p>Love the update and congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@samatnotte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a>  <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thanks for the support Neil! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> thank you Neil! glad you like it:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch, Andrea and the Notte team! <\/p>\n<p>As someone building in the fintech space, the ‘API gap’ for regulated platforms is one of the biggest bottlenecks to true autonomy. I love the approach of bridging agentic exploration with deterministic execution to create APIs where they don’t exist.<\/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\/@wavecrasher24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wavecrasher24<\/a> Thanks Kane! Much appreciated \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wavecrasher24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wavecrasher24<\/a> thanks Kane \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product guys! Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> thanks Ayush:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> Gracias <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real pain \u2014 so many useful sites still have no API. Turning browser workflows into callable endpoints could save teams a lot of brittle scraping work. Curious how it handles sites that change their UI often.<\/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\/@allinonetools_net\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allinonetools_net<\/a> once the endpoint is built, subsequent runs call the site directly rather than re-navigating the browser UI, so UI changes don\u2019t affect it after the initial build<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@allinonetools_net\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allinonetools_net<\/a> Handling function rebuilds on sites updates will be our next move \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sounds fantastic! I’ll take a look at 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\/@edward_ziadeh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edward_ziadeh<\/a> thanks Edward! let us know how you find 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edward_ziadeh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edward_ziadeh<\/a> What’s the first thing you’ll ship?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work! Excited for the future!<\/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\/@preetmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetmishra<\/a> same – loads of possibilites open up! thanks for the support Preet:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@preetmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetmishra<\/a> thanks! \ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b, here are a few examples of use cases you could try with <a href=\"https:\/\/anything.notte.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">anything.notte.cc<\/a> \ud83d\ude80<\/p>\n<p>\u2192 Pulling competitor pricing daily from sites with no public API<br \/>\u2192 Scraping real estate listings with filters no public API supports<br \/>\u2192 Monitoring regulatory filings (SEC, FDA, etc.) and alerting on new submissions<\/p>\n<p>\u2192 Extracting structured data from portals locked behind logins<\/p>\n<p>If you’ve got any idea, drop it below, we might just build the endpoint live \ud83d\udd25<\/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\/@giordano_lucas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giordano_lucas<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giordano_lucas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giordano_lucas<\/a> I asked my mum and she said pulling grant application statuses from government portals would be very useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool!<\/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\/@mklikushin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mklikushin<\/a> glad you think so too:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mklikushin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mklikushin<\/a> Gracias \ud83d\ude4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I didn\u2019t even realise this was possible but I can confirm after heavy usage, it very much is.<\/p>\n<p>Really cool, highly recommend everyone gives it 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a> \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\">Saves a lot of time to release your own<\/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\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> How do you handle this at happycapy? would love to chat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch team, congrats on the launch! <\/p>\n<\/p>\n<p>This is a great idea for creating quick production grade API’s. I can’t wait to try it out, the interface looks very clean and easy to use as well. I particularly like the “what it does” section but would it perhaps be a bit more helpful to have a hovering “alt-text” when a user hovers over a function \/ curl command for more ease of use to explain what each element does, this would also help users be more confident in reducing bloatware. <\/p>\n<\/p>\n<p>Hunter <a href=\"https:\/\/www.producthunt.com\/@garrytan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> coming in clutch with these new product launches! XD <\/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\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a>  <a href=\"https:\/\/www.producthunt.com\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> let us know what you think once you’ve tried it! also the “alt-text” thought is a good idea thanks \ud83d\ude07<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a>  <a href=\"https:\/\/www.producthunt.com\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> Thanks for the suggestion Mj! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congrats on the launch! That’s very interesting, what happens to the API if the website changes? I’m thinking of scraping use cases, does your ToU allow them?<\/div>\n<div class=\"comment-actions\">\n<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\/@nrique\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nrique<\/a> If Anything agent managed to create a function that is only API based, most likely UI changes will not affect the stability of the function. If the agent had to use a hybrid of API calls and browser agents; then it might be an issue. We’re working on managed self-healing so this will not be a problem anymore. We apply a fair use policy to avoid forbidden \/ abuse usage<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ogandreakiro Sounds grea!t I’ll give it a try<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 bypassing bot blocking? For example, if I need to get content from an e-commerce site and they don\u2019t have an API. Such sites usually ban bots. Do you bypass that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a> Anything is compatible with all stealth options you get in Notte (Residential proxies, captcha solving, etc.) but we enforce fair use policy so Anything will not let you bypass websites terms of use <\/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 solving a real pain point. Building API integrations from scratch for every data source is exhausting \u2014 I’ve been through it connecting YouTube, Stripe, and multiple AI providers for my SaaS. How are you handling rate limits and auth differences across platforms? That’s always been the hardest part for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Rate limits really depends on the site you automate, ideally you wouldn’t have any. Auth can be managed with all the Notte services we have (session profiles, agent vaults, etc.) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome, great work <a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> and 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\/@ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a>  <a href=\"https:\/\/www.producthunt.com\/@gustavf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gustavf<\/a> thanks Gustav!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gustavf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gustavf<\/a> Thanks Gustav!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sounds like the real “build for agents” tool. Will check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> cheers Abhinav, let us know what you think:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> Build for the agentic internet vibe<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just used this for my platform <a href=\"https:\/\/one-pager.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">One Pager<\/a> and I gotta say wow! <\/p>\n<p>This is much more than a standard chatbot. <\/p>\n<p>One Pager rapidly creates websites for outreach, but does not have a public API at the moment. I entered my website, then anything API created an account, logged in starting understanding my platform and created an API to build website using my data structure. <\/p>\n<p>This is something I haven’t seen before and really impressed me. <\/p>\n<p>Curios if there is a way to output the endpoints created into a document for external use? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Also how to you ensure that people aren’t building APIs for sites that aren’t theirs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a> hey Jake! thanks for the nice feedback. Yes the endpoint that gets created is actually hosted as a Notte function on <a href=\"https:\/\/console.notte.cc\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Notte<\/a> (You get a pointer to the Notte console from Anything). You can get the curl command to invoke the function from anywhere directly from the Notte console and also get observability and co from there. hope this helps? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a> do you plan to add a visual workflow builder for non-developers? The tech is clearly powerfu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@samatnotte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a> <a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> How do you ensure the API delivers reliable and structured data, especially from messy or complex websites?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a>  <a href=\"https:\/\/www.producthunt.com\/@kimberly_ross\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimberly_ross<\/a> The agent tests itself and iterates until he gets to the deliverable you’ve asked. He can stop and ask for followup questions if he needs some help from you. Once he nailed it, he deploys the function and you can start using it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Intriguing. For teams running repetitive workflows, how customizable are the automations in terms of logic, triggers, and specific conditions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> the output automation function is basically an API endpoint. You can fit this anywhere, call it with cURL, schedule it, have a service invoke it, etc. It’s super flexible<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lets say this tool is applied to a site like Airbnb , how can it avoid detection or being flagged?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniel_xav_de_oliveira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_xav_de_oliveira<\/a> This just works out of the box. Try prompt “create an api to get the cost of the first 5 airbnbs available in london for the dates i give in input to the API ; <a href=\"https:\/\/www.airbnb.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.airbnb.com\/<\/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>Very cool. A few of the sources we pull from don\u2019t expose APIs, so we\u2019ve had to rely on makeshift solutions. Can see this being super useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/EWHRT3ACB66Z6J\" class=\"app-title\">Kodo<\/a><\/p>\n<div class=\"one-liner\">Create fully editable designs by chatting with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">275<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kodo\u662f\u4e00\u6b3e\u901a\u8fc7\u5bf9\u8bdd\u5f0fAI\u751f\u6210\u5b8c\u5168\u53ef\u7f16\u8f91\u3001\u5206\u5c42\u7ed3\u6784\u8bbe\u8ba1\u7a3f\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8425\u9500\u3001\u6f14\u793a\u7b49\u573a\u666f\u4e2d\u9700\u8981\u5feb\u901f\u4ea7\u51fa\u4e14\u80fd\u7cbe\u7ec6\u8c03\u6574\u7684\u4e13\u4e1a\u8bbe\u8ba1\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5644c0e4-6d96-43fb-b9f3-f04dc5aa8790.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/0ce03376c9f94bc7be0fb2f89db1a0d7\"><source src=\"https:\/\/www.loom.com\/share\/0ce03376c9f94bc7be0fb2f89db1a0d7\" 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\/4d2bec9c-bd37-4f3d-b181-9451a42e515d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21795b22-032d-4916-83a6-6a7aceadc65d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72f01b10-abf1-4eff-9ab8-a6c7f33af33e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u8f91\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5206\u5c42\u7ed3\u6784<\/span><br \/>\n <span class=\"tag\">\u6d77\u62a5\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u56fe\u7247<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u4f5c\u6d41<\/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\u9ad8\u5ea6\u8ba4\u53ef\u201c\u5b8c\u5168\u53ef\u7f16\u8f91\u56fe\u5c42\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86AI\u8bbe\u8ba1\u8f93\u51fa\u4e3a\u201c\u6241\u5e73\u4e0d\u53ef\u7f16\u8f91\u56fe\u50cf\u201d\u7684\u884c\u4e1a\u75db\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\uff08\u5982\u5e03\u5c40\u4fdd\u6301\u3001\u54c1\u724c\u5de5\u5177\u5305\u5e94\u7528\uff09\u3001\u5efa\u8baeUI\u6539\u8fdb\uff08\u5982\u9762\u677f\u4f4d\u7f6e\uff09\u3001\u5173\u5fc3\u4e0eFigma\u7b49\u5de5\u5177\u7684\u96c6\u6210\uff0c\u4ee5\u53ca\u5982\u4f55\u4e0e\u8d44\u91d1\u96c4\u539a\u7684\u5927\u516c\u53f8\u7ade\u4e89\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 Kodo\u770b\u4f3c\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u5de7\u7684\u7f1d\u9699\u5e02\u573a\u2014\u2014\u5728\u201c\u4e00\u952e\u751f\u6210\u201d\u7684AI\u7ed8\u56fe\u5de5\u5177\u4e0e\u201c\u624b\u52a8\u7cbe\u4fee\u201d\u7684\u4e13\u4e1a\u8bbe\u8ba1\u8f6f\u4ef6\u4e4b\u95f4\uff0c\u67b6\u8d77\u4e86\u4e00\u5ea7\u53ef\u64cd\u4f5c\u7684\u6865\u6881\u3002\u5176\u5ba3\u79f0\u7684\u201c\u7ed3\u6784\u5316\u3001\u5206\u5c42\u8bbe\u8ba1\u201d\u662f\u771f\u6b63\u7684\u6740\u624b\u950f\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u4f18\u5316\uff0c\u800c\u662f\u5bf9\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u672c\u8d28\u7684\u6df1\u523b\u7406\u89e3\uff1a\u8bbe\u8ba1\u662f\u4e00\u4e2a\u8fed\u4ee3\u4e0e\u8c03\u6574\u7684\u8fc7\u7a0b\uff0c\u800c\u975e\u4e00\u6b21\u6027\u7684\u8f93\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u591a\u6570AI\u8bbe\u8ba1\u5de5\u5177\u6b62\u6b65\u4e8e\u63d0\u4f9b\u89c6\u89c9\u53c2\u8003\u56fe\uff0c\u5c06\u6700\u8017\u65f6\u7684\u201c\u77e2\u91cf\u5316\u201d\u3001\u201c\u5206\u5c42\u201d\u3001\u201c\u53c2\u6570\u5316\u201d\u5de5\u4f5c\u91cd\u65b0\u629b\u56de\u7ed9\u7528\u6237\u3002Kodo\u8bd5\u56fe\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u521d\u7ea7\u6267\u884c\u8005\u201d\uff0c\u751f\u6210\u53ef\u76f4\u63a5\u8fdb\u5165\u751f\u4ea7\u73af\u8282\u7684\u201c\u534a\u6210\u54c1\u201d\uff0c\u5176\u4ef7\u503c\u5728\u4e8e\u663e\u8457\u964d\u4f4e\u4e86\u4ece\u521b\u610f\u5230\u6210\u54c1\u7684\u6700\u540e\u4e00\u516c\u91cc\u963b\u529b\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201cbye bye Canva\u201d\u7684\u6b22\u547c\u867d\u663e\u5938\u5f20\uff0c\u5374\u7cbe\u51c6\u6307\u5411\u4e86\u5176\u66ff\u4ee3\u4f20\u7edf\u6a21\u677f\u5de5\u5177\u3001\u63d0\u4f9b\u66f4\u9ad8\u81ea\u7531\u5ea6\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u5929\u82b1\u677f\u663e\u8457\uff1a\u201c\u4fdd\u6301\u5e03\u5c40\u7ed3\u6784\u201d\u4e0e\u201c\u7406\u89e3\u753b\u5e03\u201d\u662fAI\u5728\u7ed3\u6784\u5316\u751f\u6210\u4e2d\u7684\u7ecf\u5178\u96be\u9898\uff0c\u4efb\u4f55\u8fed\u4ee3\u90fd\u53ef\u80fd\u5f15\u53d1\u8fde\u9501\u7684\u5e03\u5c40\u5d29\u584c\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u5b83\u5939\u5728\u5de8\u5934\u4e4b\u95f4\uff1a\u5411\u4e0a\uff0c\u53ef\u80fd\u9762\u4e34Figma\u3001Adobe\u7b49\u96c6\u6210\u7c7b\u4f3c\u529f\u80fd\u540e\u7684\u964d\u7ef4\u6253\u51fb\uff1b\u5411\u4e0b\uff0c\u9700\u4e0eCanva\u7b49\u5de5\u5177\u7684\u6613\u7528\u6027\u548c\u6a21\u677f\u6d77\u91cf\u6027\u7ade\u4e89\u3002\u521b\u59cb\u4eba\u63d0\u53ca\u7684\u4e0eNano Banana\u7684\u5dee\u5f02\uff0c\u6070\u6070\u8bf4\u660e\u4e86\u8fd9\u4e2a\u8d5b\u9053\u7684\u62e5\u6324\u4e0e\u6a21\u7cca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0cKodo\u80fd\u5426\u5c06\u5176\u201c\u53ef\u7f16\u8f91\u6027\u201d\u4f18\u52bf\u8f6c\u5316\u4e3a\u96be\u4ee5\u590d\u5236\u7684\u6280\u672f\u58c1\u5792\u6216\u751f\u6001\u58c1\u5792\u3002\u7528\u6237\u5bf9\u54c1\u724c\u5de5\u5177\u5305\u548cFigma\u5bfc\u51fa\u7684\u5173\u5207\uff0c\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u751f\u4ea7\u73af\u8282\u4e00\u73af\u7684\u5fc5\u7136\u547d\u8fd0\u2014\u2014\u5b83\u5fc5\u987b\u5f00\u653e\uff0c\u5e76\u878d\u5165\u66f4\u5e9e\u5927\u7684\u8bbe\u8ba1\u751f\u6001\u7cfb\u7edf\uff0c\u800c\u975e\u6210\u4e3a\u4e00\u4e2a\u5b64\u5c9b\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u751f\u6210\u7684\u8bbe\u8ba1\u6709\u591a\u60ca\u8273\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u8ba9\u4e13\u4e1a\u8bbe\u8ba1\u7684\u8c03\u6574\u53d8\u5f97\u591a\u4e48\u8f7b\u677e\u548c\u53ef\u9884\u6d4b\u3002\u8fd9\u6761\u8def\u6b63\u786e\uff0c\u4f46\u6ce8\u5b9a\u5d0e\u5c96\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\">Kodo<\/span>\n <\/div>\n<div class=\"comment-content\">Kodo is an AI design tool that generates fully editable posters, slides, menus and social graphics from a simple prompt. Unlike other AI design tools that output flat images, Kodo creates structured, layered designs you can edit instantly – text, colors, layouts, spacing, everything. You can generate, refine, and export in minutes – no templates, no locked layouts.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I\u2019m Michael, the founder of Kodo.<\/p>\n<p>I built Kodo because I was frustrated with AI design tools that generate beautiful images\u2026 but you can\u2019t actually use them. They\u2019re flat, locked, and impossible to edit properly.<\/p>\n<p>As someone building projects constantly, I needed something that could generate real posters and slides I could tweak, refine, and export – not just admire.<\/p>\n<p>So we built Kodo differently.<\/p>\n<p>Instead of outputting images, Kodo generates structured, layered designs. That means everything is editable – text, spacing, colors, layout. You can even draw a region on the canvas and tell the AI exactly where to make changes.<\/p>\n<p>The first versions were rough. Designs looked generic. Layouts broke. The AI didn\u2019t \u201cunderstand\u201d the canvas. Over the past few months we rebuilt the engine, improved parsing, optimized prompts, and focused heavily on making outputs production-ready.<\/p>\n<p>This launch is the result of me locking in.<\/p>\n<p>Would love your feedback – what works, what doesn\u2019t, and what you\u2019d want next \ud83d\ude4c<\/p><\/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\/@mg272011\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mg272011<\/a> Keeping edits local is the hardest part, it’s where design tools get messy. Kodo’s structured, layered designs plus draw-a-region changes feels like the right direction. Do you store anchors or constraints, or just coords? A per-layer diff and undo makes spacing tweaks feel safe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mg272011\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mg272011<\/a> Hey ! Aamazing idea!! How do you keep the AI from breaking layout structure when users start iterating and editing specific regions of the canvas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>The ‘fully editable layers’ angle is what sets this apart, every other AI design tool gives you a pretty image you can’t touch. Kodo actually respects the designer’s workflow.<\/em><\/p>\n<p><em>As a founder prepping launch assets for my own product (Fillix – a job application Chrome extension), I’ve been manually tweaking Canva exports forever. This could genuinely replace that. Adding to my stack. Congrats on the launch!<\/em><\/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\">@alamenigma glad to hear it\u2019ll help you!<\/div>\n<div class=\"comment-actions\">\n<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\">A lot of teams care less about one-off generations and more about brand consistency. How does Kodo use a brand kit (fonts\/colors\/logos) during generation and iteration\u2014and what\u2019s your approach when the prompt conflicts with brand rules?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> yeah for sure! so we have a brand kit option, and you can just toggle it on and itll auto use 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> our approach is quite simple actually. we inject into the prompt when brand kit is selected, and we have in the main system prompt that the brand kit always overrides regular prompts. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@mg272011\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mg272011\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mg272011<\/a> , I tried Kodo and I love the fact that you can generate layers. Great work! As a suggestion: I think the elements design would be better on the left, like Canva, so it’s less out of the way of the design itself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@lucagalvani interesting. Will look into it and collect more feedback about that!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Michael, congrats on your launch! How do you plan to compete with big players that have sort of unlimited budgets and teams and offer similar tools, for example Nano Banana? <br \/>P.S- I find the editing bar on top of the image convenient and also the UI looks familiar to what we are used to use on a daily basis which is a good thing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@viktorgems hey! Thanks for your support.<\/p>\n<p>I think for nano banana, they are focused on image editing using an image model. So our core method is different. However I think I\u2019ll need to keep pushing, keep marketing and get feedback to be better than nano banana!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool! Btw what’s happening under the hood when it generates the design structure? Is it creating something closer to Figma-style layers\/components, or more like editable SVG groups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Kodo. bye bye Canva<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, Michael! The biggest pain point with current AI tools is definitely that ‘wall’ between generation and editing. Being able to manipulate layers and real text is a total game-changer for those of us who need speed without losing control. Do you have any plans to add direct export to <strong>Figma<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Generating designs with AI is great, but having them come out fully editable instead of flat images is a huge win. What kinds of designs does Kodo handle best right now things like social posts, slides, or more complex layouts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it possible to create a design for a website and import it into Figma?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch Micheal. I just tried out the tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Let\u2019s go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adamcohenhillel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamcohenhillel<\/a> tyy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brilliant! I’ve been looking for a UI that I can use to just edit directly rather than type it out on a chat interface<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@abhinavramesh lfg!<\/div>\n<div class=\"comment-actions\">\n<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>Thanks for building a platform that can actually generate a structured design (plus, it’s editable). Congrats on the launch<a href=\"https:\/\/www.producthunt.com\/@mg272011\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mg272011\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mg272011<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@neilverma thanks!! Glad it\u2019s helpful!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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.. amazing product .. all the best \ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<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\">@dessignnet thank you!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cheers on shipping a cool product. Best of luck \ud83d\udc4d\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@naga_pramod thanks for your support!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>To have built a platform like Kodo is a huge achievement in and of itself!<\/p>\n<\/p>\n<p>To have done it as 14 is beyond me.<\/p>\n<\/p>\n<p>You will go on to do great things Michael, well done!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@robhallam thank you for your support!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>lets go michael!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@maxleedev thank you!!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When someone changes text length or moves elements around how does Kodo keep the spacing and alignment from breaking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniel_hughes4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_hughes4<\/a> we automatically save all the changes immediately, so it doesnt break. its saved as cordinates so very easy to do.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KXALRUT4YHMUUE\" class=\"app-title\">Enia Code<\/a><\/p>\n<div class=\"one-liner\">Proactive AI that refines code & learns your standards<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">259<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Enia Code\u662f\u4e00\u6b3e\u4e3b\u52a8\u5f0fAI\u7f16\u7801\u4ee3\u7406\uff0c\u5728\u5f00\u53d1\u8005\u7f16\u5199\u4ee3\u7801\u65f6\u5b9e\u65f6\u68c0\u6d4b\u9519\u8bef\u3001\u6027\u80fd\u95ee\u9898\u3001\u67b6\u6784\u4e0d\u4e00\u81f4\u548c\u91cd\u6784\u673a\u4f1a\uff0c\u65e8\u5728\u4fdd\u62a4\u5f00\u53d1\u8005\u7684\u201c\u5fc3\u6d41\u201d\uff0c\u907f\u514d\u4f20\u7edf\u5de5\u5177\u4e8b\u540e\u54cd\u5e94\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6059bef3-347d-4ec6-9a54-a948ef44c617.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cedd8349-76a1-4586-a1f7-6ea4577b2329.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/422be99d-ca20-4e18-9ae0-549d9b7b9f92.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\/1a1758bb-291f-4046-927a-92a7f34553e6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zD1Axs4v2-8\"><source src=\"https:\/\/www.youtube.com\/watch?v=zD1Axs4v2-8\" 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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0f\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u7f3a\u9677\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u5206\u6790<\/span><br \/>\n <span class=\"tag\">IDE\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u4e3b\u52a8\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u662f\u8d85\u8d8a\u63d0\u793a\u578b\u5de5\u5177\u7684\u8fdb\u5316\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u770b\u5230\u5b9e\u9645\u68c0\u6d4b\u6848\u4f8b\uff1b\u5173\u5fc3\u5176\u51b3\u7b56\u673a\u5236\u3001\u9690\u79c1\u4e0e\u6210\u672c\uff1b\u8be2\u95ee\u4e0eClaude Code\u7b49\u4ea7\u54c1\u7684\u5dee\u5f02\uff1b\u5efa\u8bae\u652f\u6301\u591a\u4ed3\u5e93\u4e00\u81f4\u6027\u7ef4\u62a4\uff1b\u53cd\u9988\u5b9a\u4ef7\u989d\u5ea6\u53ef\u80fd\u4e0d\u8db3\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 Enia Code\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9884\u89c1\u201d\u2014\u2014\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u52a9\u624b\u7684\u6f14\u8fdb\u5173\u952e\u3002\u5728Copilot\u7b49\u5de5\u5177\u5df2\u5c06\u4ee3\u7801\u8865\u5168\u548c\u95ee\u7b54\u5e38\u6001\u5316\u7684\u4eca\u5929\uff0c\u771f\u6b63\u7684\u75db\u70b9\u5df2\u4ece\u201c\u5982\u4f55\u66f4\u5feb\u5730\u83b7\u5f97\u7b54\u6848\u201d\u8f6c\u5411\u201c\u5982\u4f55\u907f\u514d\u95ee\u9898\u53d1\u751f\u201d\u3002Enia\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u6c89\u9ed8\u7684\u8d44\u6df1\u642d\u6863\uff0c\u5728\u95ee\u9898\u840c\u82bd\u65f6\u8f7b\u62cd\u4f60\u80a9\u8180\uff0c\u8fd9\u6bd4\u4e00\u4e2a\u9700\u8981\u4e0d\u65ad\u5bf9\u8bdd\u7684\u52a9\u624b\u66f4\u7b26\u5408\u6df1\u5ea6\u7f16\u7a0b\u7684\u5fc3\u6d41\u72b6\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u9762\u4e34\u51e0\u91cd\u4e25\u5cfb\u8003\u9a8c\u3002\u9996\u5148\uff0c\u201c\u4e3b\u52a8\u6027\u201d\u4e0e\u201c\u4fb5\u5165\u6027\u201d\u4ec5\u4e00\u7ebf\u4e4b\u9694\u3002\u5f00\u53d1\u8005\u5bf9\u5de5\u4f5c\u6d41\u7684\u6253\u65ad\u6781\u5ea6\u654f\u611f\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4e49\u201c\u503c\u5f97\u6253\u65ad\u201d\u7684\u95ee\u9898\u9608\u503c\uff0c\u662f\u4ea7\u54c1\u4f53\u9a8c\u7684\u751f\u547d\u7ebf\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4fe1\u4efb\u3001\u9690\u79c1\u548c\u610f\u5916\u7f16\u8f91\u201d\u7684\u62c5\u5fe7\uff0c\u6b63\u6233\u4e2d\u6b64\u8981\u5bb3\u3002\u5176\u6b21\uff0c\u5176\u6280\u672f\u58c1\u5792\u5b58\u7591\u3002\u5c06\u9759\u6001\u5206\u6790\u3001linting\u4e0eAI\u6a21\u5f0f\u8bc6\u522b\u7ed3\u5408\u5e76\u975e\u72ec\u521b\uff0c\u771f\u6b63\u7684\u96be\u70b9\u5728\u4e8e\u5bf9\u201c\u67b6\u6784\u4e0d\u4e00\u81f4\u201d\u548c\u201c\u91cd\u6784\u673a\u4f1a\u201d\u8fd9\u79cd\u9ad8\u7ef4\u3001\u6a21\u7cca\u6982\u5ff5\u7684\u7cbe\u51c6\u5224\u65ad\u3002\u82e5\u8bef\u62a5\u7387\u9ad8\uff0c\u5176\u201c\u4e3b\u52a8\u201d\u4f18\u52bf\u5c06\u7acb\u523b\u8f6c\u5316\u4e3a\u5e72\u6270\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5c06\u4ea7\u54c1\u5b9a\u4f4d\u4e3a\u201c\u63d2\u4ef6\u201d\u662f\u660e\u667a\u7684\uff0c\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\u3002\u4f46\u5b9a\u4ef7\u7b56\u7565\u5f15\u53d1\u7684\u7591\u8651\uff0c\u66b4\u9732\u4e86\u4e3b\u52a8\u6a21\u5f0f\u53ef\u80fd\u5e26\u6765\u4e0d\u53ef\u9884\u6d4b\u7684API\u8c03\u7528\u6210\u672c\uff0c\u8fd9\u4e0e\u7528\u6237\u5bfb\u6c42\u7684\u201c\u53ef\u9884\u6d4b\u6027\u201d\u80cc\u9053\u800c\u9a70\u3002\u672c\u8d28\u4e0a\uff0cEnia Code\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u529f\u80fd\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u5efa\u7acb\u4e00\u5957\u65b0\u7684\u201c\u4eba\u673a\u534f\u4f5c\u534f\u8bae\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u68c0\u6d4b\u7b97\u6cd5\u7684\u7cbe\u5ea6\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u8ba9\u5f00\u53d1\u8005\u5f62\u6210\u201c\u5b83\u61c2\u6211\u201d\u7684\u4fe1\u4efb\u611f\u3002\u8fd9\u6761\u8def\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u6b65\u6b65\u60ca\u5fc3\uff0c\u9700\u8981\u6781\u5176\u514b\u5236\u7684\u4ea7\u54c1\u8bbe\u8ba1\u548c\u957f\u671f\u7684\u884c\u4e3a\u6570\u636e\u5582\u517b\uff0c\u76ee\u524d\u4ecd\u662f\u4e00\u4e2a\u52c7\u6562\u4f46\u5145\u6ee1\u672a\u77e5\u6570\u7684\u5b9e\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\">Enia Code<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI coding tools wait for you to ask. Enia Code doesn\u2019t. Enia is a proactive AI coding agent that detects bugs, performance issues, architectural inconsistencies, and refactoring opportunities \u2014 as you write code. No prompting. No context re-explaining. No workflow disruption.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m a developer and CEO, and this product started from my own frustration. Over the years, I\u2019ve used countless coding tools that only react after something breaks \u2014 after the bug appears, after performance drops, after architecture gets messy. But real development doesn\u2019t work like that. When we code, we\u2019re constantly thinking ahead. We anticipate problems. We refactor before things collapse. I kept asking: why can\u2019t our tools think that way too? That question led us to build Enia Code.<\/p>\n<\/p>\n<p>There are already many AI coding tools \u2014 copilots, editors, chat-based assistants. Most of them wait for prompts. Enia is different. It\u2019s proactive. It detects bugs, performance risks, architectural inconsistencies, and refactoring opportunities <em>as you write<\/em>. No constant prompting. No re-explaining context. No switching tabs. It works quietly inside your IDE, adapting to your coding habits and team standards over time. The goal isn\u2019t to replace developers \u2014 it\u2019s to protect their flow.<\/p>\n<\/p>\n<p>We believe coding tools are evolving from reactive copilots to proactive agents. The next step isn\u2019t just faster autocomplete \u2014 it\u2019s intelligent systems that anticipate, learn, and grow with your project. Software complexity is increasing, solo developers are building bigger systems than ever, and \u201cflow\u201d is becoming the most valuable resource. The future of AI coding isn\u2019t about answering questions \u2014 it\u2019s about preventing the need to ask them in the first place.<\/p>\n<\/p>\n<p>If you have any thoughts, ideas, or feedback, I\u2019d truly love to hear them \u2014 feel free to drop a comment and let\u2019s discuss.<\/p>\n<\/p>\n<p>Follow Enia Code on X and YouTube:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/x.com\/EniaCode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/EniaCode<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/youtube.com\/@EniaCode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtube.com\/@EniaCode<\/a><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jessica_miller_7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessica_miller_7<\/a> Interesting direction. Proactive coding agents feel like the next step beyond prompt based coding tools. Curious how it decides what to fix or suggest in real time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jessica_miller_7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessica_miller_7<\/a> proactive is what I need. but what model can i use here? can i use skills<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jessica_miller_7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessica_miller_7<\/a> Hi<\/p>\n<p>I wrote a post about <strong>Enia Code<\/strong> because I really liked what you\u2019re building. Thought I\u2019d share it with you \u2014 would love to hear your thoughts on it.<\/p>\n<p>Keep up the great work! <\/p>\n<p>Checkout at : @harihar40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been building SaaS tools for the past few years, and one thing that always slows me down is discovering architectural problems way too late. Refactoring a working system is painful. The idea of a tool that signals these issues earlier sounds really valuable. Curious whether Enia detects these patterns based on past projects or just the current repo context.<\/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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> That\u2019s actually the exact frustration that pushed us to build Enia in the first place. We ran into the same thing a few times \u2014 everything looks fine while you\u2019re building, and then a few months later you realize the architecture is fighting you…<\/p>\n<p>Right now most of the signals come from the current repo context (structure, dependencies, patterns in the codebase, etc.), so it\u2019s looking at how the system is evolving while you\u2019re actively working in it.<\/p>\n<p>We\u2019re also exploring how to incorporate longer-term signals from project history over time, but getting the \u201ccurrent repo awareness\u201d right was the first step.<\/p>\n<p>Curious \u2014 what kind of architectural problems tend to show up late for you? Dependency cycles, scaling bottlenecks, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Would love to see some examples of issues Enia caught proactively. Real-world scenarios would help illustrate the value.<\/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\/@leo_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_aj<\/a> Thanks Leo! That\u2019s a great suggestion \u2014 we\u2019re actually putting together a few real-world examples and will share them soon. Appreciate the 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>This reminds me a bit of static analysis tools, but with AI reasoning layered on top. Traditional linters catch syntax or style issues, but they don’t really help with deeper design problems. Interested to know what types of problems Enia is best at detecting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept. Most AI coding tools today are essentially prompt-response systems. You ask \u2192 it answers. A proactive model feels more like an actual collaborator. Curious how Enia decides when to surface a suggestion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Thanks Wood!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Unable to download via your website.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> Hey Bill, Enia works as a plugin that runs inside an IDE rather than a standalone app. Make sure your VS Code installed, then download the plugin from our website and open it through VS Code to start using it.<\/p>\n<p>Let me know if you\u2019re still having trouble accessing it and I\u2019m happy to 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>Why should I use this over something like Claude Code or OpenClaw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is an interesting direction for AI coding tools. Moving from prompt-driven assistants to something that quietly observes the codebase and surfaces improvements while you\u2019re working feels like a natural evolution.<\/p>\n<p>I also like the idea of the system learning a developer\u2019s coding patterns and team standards over time. That could make suggestions feel much more relevant than generic AI feedback.<\/p>\n<p>Curious whether Enia also helps maintain consistency across large multi-repo projects where different teams contribute to the same system.<\/p>\n<p>Congrats on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">A lot of devs hesitate to adopt agents because of trust, privacy, and cost predictability\u2014what design choices did you make to ensure Enia doesn\u2019t surprise users (unexpected edits, data handling, or runaway usage), and what tradeoffs did that force?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations on launch!<\/p>\n<p>The plugin approach is very smart move. Plugins are the easiest way to get started with anything<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ks1072002\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ks1072002<\/a> Thank you, Karan!<\/p>\n<p>We had a similar thought \u2014 integrating as a plugin makes it much easier for developers to try it directly within their existing workflow hhh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 just checked the pricing and I got shocked because it offers so few requests. Maybe I don\u2019t know how it works, but it seems you need to think very well about what you want to achieve and type it, because if not, you will run out fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congrats on the launch!<\/p>\n<p>Is it possible to switch between models inside?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@wwwwwzynn Hello, congratulations on the launch. I am also planning to launch SaaS, so I have a question: how did you plan to attract customers to your project?<\/p>\n<p>Well, besides that, I am a programmer myself and will definitely try your product.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p>As someone who writes a lot of experimental code while prototyping products, I\u2019m curious whether Enia adapts to exploratory workflows without being overly restrictive.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 <a href=\"https:\/\/www.producthunt.com\/@jessica_miller_7\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jessica_miller_7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessica_miller_7<\/a> Congrats on the launch! i like no-prompt nature of this. Curious what the setup process looks like. Do you have to first give it details on what you\u2019re building , what\u2019s you\u2019re building on, etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Absolutely needed Jessica! Does it work through my IDE or connecting my repo? Anyway it’s super useful and a truly time\/energy-saver. Wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Hello Merlo, just through IDE is OK. Glad to hear it helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Code standards change over time as projects grow. How does Enia adapt when a team updates its coding rules or architecture patterns and how do developers review or adjust what the AI has learned so it stays aligned with the team?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p>I\u2019ve noticed that many AI coding tools are great for generating snippets, but they struggle with larger architectural thinking. If Enia focuses on structure and patterns instead of just generation, that could be a meaningful shift.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leon_lorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leon_lorn<\/a> Hi, Leon. That shift from generation to structure is exactly what we\u2019re exploring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “proactive” positioning is what caught my attention. Most AI coding assistants wait for you to ask \u2014 which is fine for exploration, but doesn’t scale when you’re shipping under deadline. The “detects bugs and architectural issues as you write” claim is interesting. Two questions: 1. **How does Enia handle conflicting suggestions?** If I’m working on a prototype vs. production code, the standards are different. Does it learn context-aware thresholds? 2. **Team standards learning** \u2014 how long before Enia understands our codebase patterns? We’re a small team with some unconventional architectural choices (multi-tenant customization engine). Would love to know if it adapts or forces conformity. Also curious: Does it work with monorepos? We have a shared utils package across multiple services.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of AI focusing on prevention rather than generation. Most tools try to write code for you. But preventing bad code might actually be more valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@winkyky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@winkyky<\/a> Well said, Winky. Prevention can often be more valuable than generation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The plugin approach is smart. One challenge with new dev tools is adoption friction. If it integrates directly into existing IDE workflows, that’s a big plus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@janicelewis00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janicelewis00<\/a> Great point, Janice. Adoption friction is definitely one of the hardest parts for dev tools.<\/p>\n<p>That\u2019s exactly why we focused on integrating directly into existing IDE workflows so developers can use it without changing how they already work. In practice we\u2019ve noticed that even small workflow disruptions can make people abandon a tool, no matter how useful it is.<\/p>\n<p>The idea is to keep everything lightweight and contextual \u2014 surfacing signals while you\u2019re coding, rather than requiring a separate tool or process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Love the “proactive detection” approach\u2014catching issues as you code is way more efficient than fixing them later. Best of luck! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ninaaaa0913\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninaaaa0913<\/a> Thanks Nina! Really appreciate the kind words.<\/p>\n<p>That\u2019s exactly the idea \u2014 catching issues while you\u2019re building instead of discovering them weeks later. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work on a small startup team where we ship features quickly, and technical debt inevitably creeps in. Having something that proactively points out potential architectural drift could actually save us a lot of cleanup later. Wondering how customizable the rules are for different teams:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lyss_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lyss_luo<\/a> That\u2019s a very real scenario, Lyss. Fast-moving teams tend to accumulate technical debt before anyone notices \ud83d\ude05Right now the system focuses on detecting structural patterns automatically, but making rules more customizable for different teams and workflows is definitely something we\u2019re exploring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Something I\u2019ve noticed with AI coding tools is that they help you write code faster, but they don\u2019t necessarily help you write better systems. The proactive idea here is interesting because it shifts the focus from generation to guidance. Would love to understand what kind of signals Enia prioritizes first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zhanjinfenggg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhanjinfenggg<\/a> Thanks, Jeffrey, interesting observation uhh. The shift from generation to guidance is exactly what we\u2019re exploring. Would love to hear what signals you think matter most in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the most frustrating parts of development is realizing that a design decision made weeks ago is causing problems today. If Enia can help detect those early signals, that alone could save a lot of 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@min_zhou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@min_zhou<\/a> Glad that resonates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the most frustrating parts of development is realizing that a design decision made weeks ago is causing problems today. If Enia can help detect those early signals, that alone could save a lot of 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___0662025372dd0980d5d9d93\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___0662025372dd0980d5d9d93<\/a> Exactly. That’s what we want to do.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks sweet! <\/p>\n<\/p>\n<p>I wonder how proactive it will be, especially when I am working on a large project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Thanks Justin! Great question, especially for larger projects where issues tend to surface much later.<\/p>\n<p>When you\u2019re coding, Enia can surface potential risks directly in the IDE as small prompt bars.<\/p>\n<p>It analyzes the current context and flags patterns that might become problematic as the project grows. And it\u2019s not intrusive \u2014 you can choose to review the suggestion, ignore it, or adjust the code based on the 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>One interesting use case might be maintaining code quality in fast-moving teams. AI catching potential issues early could reduce time spent in PR reviews.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@frey_loong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frey_loong<\/a> Great point, Frey. PR reviews often become the place where structural issues finally surface. If those signals can appear earlier during development, the review process becomes much smoother.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the positioning of this as a coding partner rather than just a tool. The best developer tools feel like they enhance your thinking rather than replace it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> Love how you put that. Enhancing how developers think rather than replacing it is exactly the direction we believe these tools should go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/D5ZTQM2ERPLXVN\" class=\"app-title\">Gemini 3.1 Flash-Lite<\/a><\/p>\n<div class=\"one-liner\">Best-in-class intelligence for your high-volume workloads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">240<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gemini 3.1 Flash-Lite\u662f\u4e00\u6b3e\u9762\u5411\u9ad8\u541e\u5410\u91cf\u5de5\u4f5c\u8d1f\u8f7d\u7684\u8f7b\u91cf\u7ea7AI\u6a21\u578b\uff0c\u4ee5\u6781\u4f4e\u7684\u6210\u672c\u548c\u66f4\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u89e3\u51b3\u4e86\u5927\u89c4\u6a21AI\u5e94\u7528\uff08\u5982\u7ffb\u8bd1\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u5b9e\u65f6\u751f\u6210\uff09\u4e2d\u6210\u672c\u4e0e\u5ef6\u8fdf\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dad24bb-f4b8-40b9-b052-8a87fffed3e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0869465-84d2-409b-a876-8952b6048208.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfb02a79-8941-4c5b-bb38-762b2db60451.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\/9df3e0ce-6d04-4fa0-8363-4b7665bdc979.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68adfcd0-8eca-4005-85a3-35c64d087321.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58c1c575-741b-4dc4-a35d-4e41bcaaebcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/561cdf9a-7ba1-430c-a29a-3157fcee453c.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\/34a06c13-ca43-4c70-b8db-4794e8b1509c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=lt1cngddrGk\"><source src=\"https:\/\/www.youtube.com\/watch?v=lt1cngddrGk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u63a8\u7406API<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u9ad8\u541e\u5410\u91cf<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u4e91<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u6210\u672c\u4e0e\u901f\u5ea6\u4f18\u52bf\uff0c\u5c24\u5176\u5bf9\u9ad8\u6279\u91cf\u5185\u5bb9\u751f\u6210\u7684\u7ecf\u6d4e\u6027\u3001\u9996\u4ee4\u724c\u5ef6\u8fdf\u63d0\u5347\u8868\u793a\u5174\u594b\u3002\u6709\u6548\u8bc4\u8bba\u5173\u6ce8\u70b9\u5728\uff1a\u9884\u89c8\u7248\u901f\u7387\u9650\u5236\u3001\u957f\u4e0a\u4e0b\u6587\u7a33\u5b9a\u6027\u3001\u591a\u6a21\u6001\u4e00\u81f4\u6027\uff0c\u4ee5\u53ca\u5177\u4f53\u5e94\u7528\u573a\u666f\uff08\u5982\u5e7f\u544a\u672c\u5730\u5316\u3001\u5b9e\u65f6\u52a9\u624b\uff09\u7684\u9002\u914d\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini 3.1 Flash-Lite\u7684\u53d1\u5e03\uff0c\u8fdc\u975e\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u800c\u662f\u8c37\u6b4c\u5728AI\u5546\u4e1a\u5316\u7ade\u8d5b\u4e2d\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4fa7\u7ffc\u653b\u51fb\u201d\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201c\u4f4e\u6210\u672c+\u9ad8\u901f\u5ea6\u201d\u76f4\u6307\u5f53\u524d\u4f01\u4e1a\u7ea7AI\u89c4\u6a21\u5316\u90e8\u7f72\u6700\u654f\u611f\u7684\u795e\u7ecf\uff1a\u7ecf\u6d4e\u8d26\u4e0e\u4f53\u9a8c\u8d26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8868\u9762\u770b\uff0c\u5b83\u662f\u5bf9\u6807\u540c\u7c7b\u4f4e\u6210\u672c\u6a21\u578b\u7684\u6027\u80fd\u5347\u7ea7\u3002\u4f46\u6df1\u5c42\u6b21\u770b\uff0c\u8fd9\u662f\u8c37\u6b4c\u5728\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u57fa\u7840\u6a21\u578b\u201d\u7684\u6218\u573a\u3002\u5f53\u884c\u4e1a\u805a\u7126\u4e8eGPT-4o\u3001Claude 3.5 Sonnet\u5728\u590d\u6742\u63a8\u7406\u4e0a\u7684\u70ab\u6280\u65f6\uff0c\u8c37\u6b4c\u7528Flash-Lite\u5f3a\u8c03\u4e86\u4e00\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u9700\u6c42\uff0c\u662f\u6d77\u91cf\u3001\u91cd\u590d\u3001\u5bf9\u8fb9\u9645\u6210\u672c\u6781\u5ea6\u654f\u611f\u7684\u57fa\u7840\u4efb\u52a1\uff08\u7ffb\u8bd1\u3001\u5ba1\u6838\u3001\u5206\u7c7b\uff09\u3002\u4ea7\u54c1\u4ecb\u7ecd\u548c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u9ad8\u541e\u5410\u91cf\u201d\u3001\u201c\u6570\u5343\u6b21\u751f\u6210\u201d\u3001\u201c\u4ea7\u54c1\u5229\u6da6\u7387\u201d\u7b49\u8bcd\u6c47\uff0c\u5370\u8bc1\u4e86\u8fd9\u4e00\u6218\u7565\u5b9a\u4f4d\u2014\u2014\u5b83\u4e0d\u8ffd\u6c42\u5728\u667a\u5546\u6d4b\u8bd5\u699c\u4e0a\u593a\u9b41\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u82f1\u7279\u5c14Inside\u201d\uff0c\u4ee5\u6700\u4f18\u7684\u80fd\u6548\u6bd4\u5d4c\u5165\u65e0\u6570\u6d41\u6c34\u7ebf\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u4ec5\u66f4\u6539\u6a21\u578b\u540d\u79f0\uff0c\u8d28\u91cf\u8dc3\u5347\uff0c\u8d26\u5355\u5408\u7406\u201d\u7684\u4f53\u9a8c\uff0c\u63ed\u793a\u4e86\u5176\u53e6\u4e00\u91cd\u4ef7\u503c\uff1a\u6781\u4f4e\u7684\u8fc1\u79fb\u6210\u672c\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u517c\u5bb9\u6027\uff0c\u66f4\u662f\u751f\u6001\u9501\u5b9a\u7b56\u7565\u3002\u901a\u8fc7\u63d0\u4f9b\u4e00\u6761\u4ece2.5 Flash\u8fd1\u4e4e\u65e0\u75db\u5347\u7ea7\u7684\u8def\u5f84\uff0c\u8c37\u6b4c\u6b63\u5728\u52a0\u56fa\u5176\u5f00\u53d1\u8005\u751f\u6001\u7684\u62a4\u57ce\u6cb3\uff0c\u8ba9\u89c4\u6a21\u5316\u5e94\u7528\u66f4\u96be\u4ee5\u79bb\u5f00\u5176\u6280\u672f\u6808\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u5176\u672a\u8a00\u660e\u7684\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u901f\u7387\u9650\u5236\u201d\u3001\u201c\u957f\u4e0a\u4e0b\u6587\u7a33\u5b9a\u6027\u201d\u7684\u7591\u95ee\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u8fd9\u7c7b\u201c\u7ecf\u6d4e\u578b\u201d\u6a21\u578b\u5728\u4ece\u5b9e\u9a8c\u5ba4\u6d4b\u8bd5\u8d70\u5411\u771f\u5b9e\u751f\u4ea7\u8d1f\u8f7d\u65f6\u53ef\u80fd\u9762\u4e34\u7684\u9677\u9631\u3002\u5b83\u80fd\u5426\u5728\u6301\u7eed\u9ad8\u538b\u3001\u591a\u6a21\u6001\u6279\u91cf\u5904\u7406\u4e2d\u4fdd\u6301\u8d28\u91cf\u4e0d\u6f02\u79fb\uff1f\u8fd9\u5c06\u662f\u5176\u80fd\u5426\u771f\u6b63\u627f\u62c5\u201c\u5173\u952e\u4e1a\u52a1\u201d\u89d2\u8272\u7684\u8bd5\u91d1\u77f3\u3002\u6b64\u5916\uff0c\u5176\u201c\u9884\u89c8\u7248\u201d\u72b6\u6001\u4e5f\u6697\u793a\uff0c\u8fd9\u4e00\u5b9a\u4ef7\u53ef\u80fd\u662f\u4e00\u79cd\u5e02\u573a\u5207\u5165\u7b56\u7565\uff0c\u672a\u6765\u4ef7\u683c\u4e0e\u6027\u80fd\u7684\u5e73\u8861\u70b9\u4ecd\u5b58\u53d8\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cGemini 3.1 Flash-Lite\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5e02\u573a\u5b9a\u4f4d\u4e0e\u5546\u4e1a\u6d1e\u5bdf\u3002\u5b83\u6807\u5fd7\u7740AI\u6a21\u578b\u5e02\u573a\u6b63\u4ece\u201c\u6027\u80fd\u519b\u5907\u7ade\u8d5b\u201d\u8fdb\u5165\u201c\u6210\u672c\u6548\u7387\u6218\u4e89\u201d\u7684\u65b0\u9636\u6bb5\u3002\u5bf9\u4e8e\u5e7f\u5927\u5f00\u53d1\u8005\u4e0e\u4f01\u4e1a\u800c\u8a00\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5c06AI\u4ece\u201c\u503c\u5f97\u5c1d\u8bd5\u201d\u53d8\u4e3a\u201c\u503c\u5f97\u89c4\u6a21\u5316\u201d\u7684\u73b0\u5b9e\u5de5\u5177\uff0c\u4f46\u540c\u65f6\u4e5f\u9700\u8b66\u60d5\uff0c\u5c06\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b\u6784\u5efa\u4e8e\u4e00\u4e2a\u4ecd\u5728\u9884\u89c8\u3001\u4e14\u4ee5\u6210\u672c\u4e3a\u9996\u8981\u9a71\u52a8\u529b\u7684\u6a21\u578b\u4e4b\u4e0a\u6240\u4f34\u968f\u7684\u6f5c\u5728\u98ce\u9669\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\">Gemini 3.1 Flash-Lite<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini 3.1 Flash-Lite is the fastest and most cost-efficient model in the Gemini 3 series. At only $0.25 input and $1.50 output per million tokens, it beats 2.5 Flash with 2.5X faster first token and 45% higher output speed while matching or beating quality.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>I\u2019ve been using Gemini 2.5 Flash API in my BYOK translation plugin. Switched to <strong><em>gemini-3.1-flash-lite-preview<\/em><\/strong> by literally just changing the model name \u2014 quality jumped, speed stayed the same at identical throughput, and the bill is still reasonable. Quite happy.<\/p>\n<p><a href=\"https:\/\/blog.google\/innovation-and-ai\/models-and-research\/gemini-models\/gemini-3-1-flash-lite\/#:~:text=Adaptive%20intelligence%20at%20scale%20for%20developers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Official use cases<\/a> like <strong>high-volume translation, content moderation, real-time image sorting, dashboard automation, UI generation and multi-step retail agents<\/strong> are spot on. If your app (or any slice of it) hits any of those, this one is definitely worth a shot right now in preview.<\/p>\n<p>Grab it in <a href=\"https:\/\/www.producthunt.com\/products\/google-ai-studio-2\" target=\"_blank\" rel=\"noopener\">@Google AI Studio<\/a> or <a href=\"https:\/\/console.cloud.google.com\/vertex-ai\/studio\/multimodal?mode=prompt&model=gemini-3.1-flash-lite-preview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Vertex AI<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Multimodal was the right bet from day one, the ability to reason across text, image, and code in a single context window is something GPT-4 is still catching up on.<\/em><\/p>\n<p><em>Using Gemini API while building Fillix – a Chrome extension that makes job hunting embarrassingly easy. The context window size alone makes it worth building on. Curious where the agentic capabilities go next.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>When you’re generating thousands of localized variations for Google Ads and Shopping campaigns, API costs usually eat up the margin) This price point for high-volume generation is insane. Are there any strict rate limits while it’s in preview?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Awesome to see Gemini continuing to evolve! The multimodal capabilities and deep research features look really powerful. What\u2019s the feature you think people are still sleeping on the most right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>2.5X faster first token is the real headline here. For latency-sensitive apps (chatbots, real-time assistants), that gap is massive. Curious how it handles longer context windows under load.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was waiting for it, I love it, for sure I am going to add it to YouScaleIt, nice work Google!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>$0.25 input and $1.50 output per million tokens, while matching or beating 2.5 Flash quality is the number that changes the economics of high-volume AI pipelines. For anyone running thousands of generations per day, that pricing tier is the difference between a viable product margin and a problem.<\/p>\n<p>The 2.5x faster first token is the other figure worth paying attention to. In real-time user-facing workflows, that latency gap is what separates an experience that feels responsive from one that feels like it’s thinking.<\/p>\n<p>I orchestrate multiple AI models, and the cost per generation is a constant pressure point at scale. A model at this price point that holds up on quality for tasks like content classification, asset sorting and UI generation is exactly what makes certain features economically feasible to ship. Curious how it handles multimodal consistency across a long batch run, does quality stay stable or drift?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7EUQDHHXEE272O\" class=\"app-title\">Picsart Persona & Storyline <\/a><\/p>\n<div class=\"one-liner\">Design your AI influencer and create any story with it.<\/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>Picsart Persona & Storyline \u901a\u8fc7\u8bbe\u8ba1\u53ef\u8de8\u573a\u666f\u4e00\u81f4\u4f7f\u7528\u7684AI\u6570\u5b57\u89d2\u8272\u5e76\u751f\u6210\u53d9\u4e8b\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u201c\u65e0\u9732\u8138\u201d\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u4fdd\u6301\u89d2\u8272\u5f62\u8c61\u7edf\u4e00\u6027\u548c\u89c4\u6a21\u5316\u751f\u4ea7\u4e0a\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b517db6f-7601-4661-b142-de36419be75f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/908400bc-b84e-45c7-8197-d54f6a9c8ece.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fc89576-3497-4fcc-8161-fa04be26f47c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e6a6cc5-2783-4d23-8d83-113088dd5b55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3269c86-ebf3-4343-8f41-07b17ec662cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a733589e-1cf3-41a6-9794-e77422476978.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20b2ef90-0cfb-4ccf-a12f-2020598e8105.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\/ae4ddaa3-a7b8-4ec1-8718-44d2b66a25c5.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\/6cfd3480-b8a7-4048-ab17-158a0f5eb9c1.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\/46b22c34-f235-419b-8b56-23c21c424f6d.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\/2c91dcf3-d7bf-4d36-beb8-a6c4458eafa6.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\/46d70c93-fb73-4eb7-8f12-85a70caa827b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=kejbX8FnrHM\"><source src=\"https:\/\/www.youtube.com\/watch?v=kejbX8FnrHM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">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\">\u6570\u5b57\u4eba<\/span><br \/>\n <span class=\"tag\">\u65e0\u9732\u8138\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53d9\u4e8b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">AI\u5f71\u54cd\u8005<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\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\u66f4\u65b0\u4e0eUI\u4f53\u9a8c\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\u89d2\u8272\u4e00\u81f4\u6027\u7684\u6280\u672f\u5b9e\u73b0\u673a\u5236\uff0c\u5e76\u8be2\u95ee\u662f\u5426\u652f\u6301\u4f7f\u7528\u771f\u4eba\u5f62\u8c61\u3002\u5f00\u53d1\u8005\u56de\u5e94\u76ee\u524d\u4e13\u6ce8\u4e8e\u539f\u521bAI\u89d2\u8272\uff0c\u771f\u4eba likeness \u529f\u80fd\u5df2\u5728\u8003\u8651\u4e2d\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 Picsart\u6b64\u6b21\u63a8\u51fa\u7684\u53cc\u529f\u80fd\u5de5\u5177\uff0c\u7cbe\u51c6\u523a\u5165\u4e86AIGC\u5185\u5bb9\u521b\u4f5c\u5f53\u524d\u6700\u68d8\u624b\u7684\u201c\u4e00\u81f4\u6027\u201d\u88c2\u7f1d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u89d2\u8272\u751f\u6210\u6216\u89c6\u9891\u526a\u8f91\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u4ece\u201c\u89d2\u8272IP\u201d\u5230\u201c\u7cfb\u5217\u5316\u5185\u5bb9\u201d\u7684\u6807\u51c6\u5316\u751f\u4ea7\u7ba1\u7ebf\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u4e0bAI\u89c6\u9891\u5de5\u5177\u201c\u5355\u6b21\u60ca\u8273\u3001\u7cfb\u5217\u5d29\u574f\u201d\u7684\u987d\u75be\uff0c\u5c06\u521b\u4f5c\u95e8\u69db\u4ece\u6280\u672f\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u90e8\u5206\u8f6c\u79fb\u81f3\u66f4\u5177\u666e\u4e16\u6027\u7684\u89d2\u8272\u8bbe\u8ba1\u4e0e\u53d9\u4e8b\u6784\u601d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e00\u81f4\u6027\u201d\u7684\u62a4\u57ce\u6cb3\u6709\u591a\u6df1\uff1f\u5728\u5f00\u6e90\u6a21\u578b\u4e0e\u81ea\u5236LoRA\u6280\u672f\u666e\u53ca\u7684\u5f53\u4e0b\uff0c\u4fdd\u6301\u8de8\u573a\u666f\u3001\u8de8\u683c\u5f0f\u7684\u7edd\u5bf9\u7a33\u5b9a\u4ecd\u9700\u89c2\u5bdf\u3002\u7528\u6237\u5173\u4e8e\u201c\u6a21\u578b\u6f02\u79fb\u201d\u548c\u201c\u9501\u5b9a\u8eab\u4efd\u201d\u7684\u63d0\u95ee\uff0c\u6b63\u662f\u5bf9\u6b64\u6280\u672f\u9ed1\u7bb1\u7684\u5408\u7406\u62c5\u5fe7\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u6e38\u8d70\u4e8e\u201c\u5de5\u5177\u201d\u4e0e\u201c\u5e73\u53f0\u201d\u4e4b\u95f4\u3002\u82e5\u4ec5\u4f5c\u4e3a\u9ad8\u6548\u5de5\u5177\uff0c\u5b83\u9700\u9762\u5bf9\u4f17\u591a\u5782\u76f4\u7ade\u54c1\u7684\u56f4\u653b\uff1b\u82e5\u60f3\u6210\u4e3aIP\u5b75\u5316\u5e73\u53f0\uff0c\u5219\u9700\u6784\u5efa\u66f4\u5f3a\u5927\u7684\u89d2\u8272\u8d44\u4ea7\u7ba1\u7406\u4e0e\u5206\u53d1\u751f\u6001\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u524d\u77bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cPersona & Storyline \u662fPicsart\u5c06\u5176\u5e9e\u5927\u7684\u8f7b\u91cf\u7ea7\u521b\u4f5c\u8005\u7fa4\u4f53\uff0c\u5bfc\u5411\u66f4\u9ad8\u4ef7\u503c\u3001\u66f4\u5177\u7c98\u6027\u7684\u201cIP\u5316\u521b\u4f5c\u201d\u7684\u4e00\u6b21\u6218\u7565\u5347\u7ea7\u3002\u5b83\u8d4c\u7684\u662f\u201c\u65e0\u9732\u8138\u5185\u5bb9\u201d\u5e76\u975e\u8fb9\u7f18\u9700\u6c42\uff0c\u800c\u662f\u5185\u5bb9\u5de5\u4e1a\u8fdb\u5316\u7684\u4e00\u4e2a\u5fc5\u7136\u5206\u652f\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u63d0\u4f9b\u7684\u201c\u4e00\u81f4\u6027\u201d\u80fd\u5426\u8db3\u591f\u7262\u56fa\uff0c\u4ee5\u627f\u8f7d\u521b\u4f5c\u8005\u957f\u671f\u6295\u5165\u65f6\u95f4\u4e0e\u60c5\u611f\uff0c\u771f\u6b63\u57f9\u80b2\u51fa\u6709\u5e02\u573a\u4ef7\u503c\u7684\u865a\u62df\u89d2\u8272\uff0c\u800c\u975e\u4ec5\u662f\u53e6\u4e00\u4e2a\u4e00\u6b21\u6027\u7f51\u7ea2\u6ee4\u955c\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\">Picsart Persona & Storyline <\/span>\n <\/div>\n<div class=\"comment-content\">Introducing Picsart Persona & Storyline: your new way of designing your AI influencer and creating any content with it. Persona \u2014 design your AI character (human, pet, mascot, or fictional). Try it: https:\/\/picsart.com\/persona\/ Storyline \u2014 create short-form clips, episodic series, or full narratives with that character. Same character in every scene. No camera required. Built for faceless YouTube, TikTok, and more. Try it: https:\/\/picsart.com\/ai-story-generator\/<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH,<\/p>\n<p>Today we’re launching Persona and Storyline \u2014 your new way to design your AI influencer and create any content or narrative arc with it.<\/p>\n<p>Many people who want to build a content presence \u2014 influencer-style, educational, or narrative \u2014 don’t want to be on camera. And with AI, the hardest part isn’t making one cool image or clip. It’s keeping the same character across scenes and formats. Most tools can’t do that.<\/p>\n<p>Introducing Persona, a tool that helps you design your AI influencer. Create your digital character: human, pet, mascot, or fictional. One identity you control \u2014 look, style, vibe. Use it for social content, brand ambassadors, or as the star of your next series.<\/p>\n<p>Storyline \u2014 Create any content or narrative arc with the character you designed or any other. Short-form clips, episodic series, or full narratives. Same character in every scene \u2014 same face, same style \u2014 whether it’s a coffee shop or a cyberpunk city. Built for faceless YouTube, TikTok series, explainers, and narrative content.<\/p>\n<p>The faceless content space is massive and growing. Creators want to scale without showing their face \u2014 for privacy, comfort, or creative freedom. We’re making it possible to go from “I have an idea” to “I have a character and a series” without a production team or a camera.<\/p>\n<p>Persona and Storyline work together: design your character in Persona, then bring it into Storyline and keep it consistent across every frame.<br \/>\nWe’d love to hear what you make \u2014 and what you’d want next from AI characters and storytelling.<\/p>\n<p>**Try it:** [picsart.com](<a href=\"https:\/\/picsart.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/picsart.com<\/a>)<\/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\/@davit_avoyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davit_avoyan<\/a> Hey Davit, how do you keep the character visually consistent across scenes, styles, and prompts without the model drifting 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Picsart for quite some time now, and I’m still in awe of how the platform constantly (and consistently) is still updating with new features. Congrats on the launch<a href=\"https:\/\/www.producthunt.com\/@davit_avoyan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davit_avoyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davit_avoyan<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you do this with existing personas, I mean real people? Like put myself in different scenarios?<\/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>Great question! Right now, Persona is focused on AI-generated characters where you design the look, style, and vibe from scratch, giving you full creative control over a consistent digital identity. That said, bringing your own likeness into the experience is definitely on our radar. Thanks for the interest!<\/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 amazing, something I’ve been looking for, an easy UI\/UX for video editing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Picsart since ages, solid product! Good to see them building AI features into it. All the best team \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea, consistency is definitely one of the biggest problems with AI characters. If I create a character in Persona, can I lock its identity so the face and style stay consistent across hundreds of videos and different scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6ERZC2G6HOUV4V\" class=\"app-title\">GPT\u20115.3 Instant in ChatGPT<\/a><\/p>\n<div class=\"one-liner\">More accurate, less cringe, smoother & useful daily chats!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">163<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GPT-5.3 Instant\u662fChatGPT\u7684\u5347\u7ea7\u6a21\u578b\uff0c\u5728\u65e5\u5e38\u5bf9\u8bdd\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u63d0\u4f9b\u66f4\u51c6\u786e\u3001\u66f4\u81ea\u7136\u7684\u56de\u7b54\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u62d2\u7edd\u548c\u8bf4\u6559\u8bed\u6c14\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u4e0eAI\u4ea4\u4e92\u65f6\u4f53\u9a8c\u751f\u786c\u3001\u4e2d\u65ad\u548c\u201c\u5c34\u5c2c\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/616e0459-9d1d-4f80-9ca9-98876a9f6e55.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\/99a96de1-1576-4b9f-a8ac-871d53023035.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\/82fa22dc-2f75-4f32-ac6f-c183ff14d658.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DvKutXclQoc?si=fhW6s-z4tlvi7ccx\"><source src=\"https:\/\/youtu.be\/DvKutXclQoc?si=fhW6s-z4tlvi7ccx\" 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\">Bots<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">ChatGPT\u5347\u7ea7<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u56de\u7b54<\/span><br \/>\n <span class=\"tag\">\u51cf\u5c11\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u6d41\u7545\u5bf9\u8bdd<\/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\u4e3b\u8981\u53cd\u9988\u4f53\u9a8c\u66f4\u81ea\u7136\u6d41\u7545\uff0c\u201c\u5c34\u5c2c\u201d\u56de\u5e94\u51cf\u5c11\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u4e8e\u6280\u672f\u6539\u8fdb\u7ec6\u8282\uff08\u5982\u8bad\u7ec3\u6570\u636e\u3001\u7b97\u6cd5\uff09\u3002\u6709\u8bc4\u8bba\u9ad8\u5ea6\u8bc4\u4ef7OpenAI\u7684\u751f\u6001\u5e73\u53f0\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u6613\u7528\u6027\u548c\u5f00\u53d1\u8005\u751f\u6001\u662f\u771f\u6b63\u7684\u7ade\u4e89\u58c1\u5792\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 GPT-5.3 Instant\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u98de\u8dc3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u7cbe\u5fc3\u7b56\u5212\u7684\u201c\u4f53\u9a8c\u4fee\u590d\u201d\u3002\u5b83\u76f4\u6307\u5f53\u524d\u5927\u6a21\u578b\u4ea7\u54c1\u5316\u4e2d\u6700\u68d8\u624b\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1a\u6a21\u578b\u80fd\u529b\u4e0e\u7528\u6237\u4f53\u9a8c\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u7f57\u5217\u7684\u201c\u66f4\u5c11\u62d2\u7edd\u3001\u66f4\u5c11\u8bf4\u6559\u3001\u66f4\u5c11\u5c34\u5c2c\u3001\u66f4\u5c11\u6b7b\u80e1\u540c\u201d\uff0c\u6070\u6070\u662f\u7528\u6237\u6bcf\u65e5\u4e0eAI\u4e92\u52a8\u4e2d\u6700\u5177\u4f53\u3001\u6700\u7ec6\u5fae\u7684\u632b\u8d25\u611f\u6765\u6e90\u3002\u8fd9\u8868\u660eOpenAI\u7684\u7ade\u4e89\u7126\u70b9\u5df2\u4ece\u7eaf\u7cb9\u7684\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\uff0c\u8f6c\u5411\u4e86\u96be\u4ee5\u91cf\u5316\u7684\u201c\u5bf9\u8bdd\u60c5\u5546\u201d\u548c\u201c\u5b9e\u7528\u6d41\u7545\u5ea6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u201c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u6a21\u578b\uff0c\u800c\u662f\u5e73\u53f0\u201d\u7684\u89c2\u70b9\u4e00\u9488\u89c1\u8840\u3002GPT-5.3 Instant\u7684\u8fed\u4ee3\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff1a\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u98a0\u8986\u6027\u67b6\u6784\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u5fae\u8c03\u8ba9\u73b0\u6709\u6280\u672f\u66f4\u65e0\u7f1d\u5730\u878d\u5165\u7528\u6237\u5de5\u4f5c\u6d41\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u4f53\u9a8c\u503a\u201d\u7684\u507f\u8fd8\uff0c\u65e8\u5728\u5de9\u56fa\u5176\u751f\u6001\u7cfb\u7edf\u7684\u7528\u6237\u7c98\u6027\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u66b4\u9732\u51fa\u4e00\u4e2a\u6df1\u5c42\u95ee\u9898\uff1a\u5927\u6a21\u578b\u7684\u201c\u4e0d\u53ef\u9884\u6d4b\u6027\u201d\u548c\u201c\u5b89\u5168\u62a4\u680f\u201d\u4e0e\u201c\u6d41\u7545\u81ea\u7136\u201d\u4e4b\u95f4\u5b58\u5728\u56fa\u6709\u5f20\u529b\u3002\u51cf\u5c11\u201c\u9632\u5fa1\u6027\u514d\u8d23\u58f0\u660e\u201d\u548c\u63d0\u5347\u201c\u654f\u611f\u8bdd\u9898\u5224\u65ad\u529b\u201d\u662f\u5e76\u884c\u76ee\u6807\uff0c\u4f46\u5982\u4f55\u5728\u5176\u4e2d\u53d6\u5f97\u5e73\u8861\uff0c\u4f9d\u7136\u662f\u9ed1\u7bb1\u3002\u6b64\u6b21\u5347\u7ea7\u82e5\u6210\u529f\uff0c\u5c06\u662f\u5de5\u7a0b\u5316\u4e0e\u4ea7\u54c1\u5316\u7684\u80dc\u5229\uff0c\u4f46\u5b83\u4e5f\u63d0\u9192\u6211\u4eec\uff0cAI\u7684\u201c\u4eba\u6027\u5316\u201d\u4f53\u9a8c\uff0c\u4f9d\u7136\u662f\u4e00\u6761\u901a\u8fc7\u65e0\u6570\u7ec6\u5fae\u8c03\u6574\u94fa\u5c31\u7684\u6f2b\u957f\u9053\u8def\uff0c\u800c\u975e\u4e00\u8e74\u800c\u5c31\u7684\u6280\u672f\u7a81\u7834\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\">GPT\u20115.3 Instant in ChatGPT<\/span>\n <\/div>\n<div class=\"comment-content\">GPT-5.3 Instant delivers more accurate answers, better web synthesis, fewer unnecessary refusals, and a more natural tone without the cringe, caveats, or dead ends. It writes with more range, responds with better judgment, and stays focused on what you actually asked. Same speed. Sharper results. Better conversations by default.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What improvements make GPT\u20115.3 \u201cmore accurate\u201d? Are there changes in training data, algorithms, or model architecture?<\/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><em>What OpenAI got right wasn’t just the models, it was making powerful AI feel accessible to a solo developer at 2am with a credit card and an idea.<\/em><\/p>\n<p><em>Building Fillix on top of OpenAI’s API, a Chrome extension that makes job hunting embarrassingly easy. Wouldn’t have been possible to ship this fast without the ecosystem you’ve built. The real moat isn’t the model, it’s the platform.<\/em><\/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>Excited to hunt GPT-5.3 Instant today!<\/p>\n<\/p>\n<p>This is a meaningful upgrade to ChatGPT\u2019s most-used model focused on the stuff people actually feel every day: smoother conversations, fewer unnecessary refusals, less preachy tone, better web synthesis, and more accurate answers.<\/p>\n<\/p>\n<p><strong>What stands out:<\/strong><\/p>\n<ul>\n<li>\n<p>Fewer dead ends and defensive disclaimers<\/p>\n<\/li>\n<li>\n<p>Stronger judgment around sensitive topics<\/p>\n<\/li>\n<li>\n<p>Better balance between web results and reasoning<\/p>\n<\/li>\n<li>\n<p>Noticeably reduced hallucinations<\/p>\n<\/li>\n<li>\n<p>More natural, less \u201ccringe\u201d conversational style<\/p>\n<\/li>\n<li>\n<p>Improved writing quality and range<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s not a flashy feature drop, it\u2019s a refinement of the core experience. Faster clarity, better flow, and answers that feel directly responsive to what you asked.<\/p>\n<\/p>\n<p>These are real UX improvements at massive scale. What do you think? <\/p>\n<\/p>\n<p>Follow me on Product Hunt to be informed of latest and greatest launches in tech: <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> conversation on GPT-5.3 Instant definitely felt more natural than other systems. It seems that cringe responses are generally a major limitation of the current voice-to-voice models.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6DBSCHHS3X4Q4A\" class=\"app-title\">Maxclaw on Mobile<\/a><\/p>\n<div class=\"one-liner\">Build apps, research deeply and automate multi-step tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Maxclaw on Mobile\u662f\u4e00\u6b3e\u57fa\u4e8e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u79fb\u52a8\u7aefAI\u4ee3\u7406\uff0c\u901a\u8fc7\u5c06\u590d\u6742\u76ee\u6807\u62c6\u89e3\u5e76\u81ea\u52a8\u6267\u884c\u5b50\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u6df1\u5ea6\u7814\u7a76\u3001\u5168\u6808\u5e94\u7528\u5f00\u53d1\u548c\u591a\u6a21\u6001\u5185\u5bb9\u521b\u4f5c\u7b49\u573a\u666f\u4e2d\uff0c\u4ece\u60f3\u6cd5\u5230\u6700\u7ec8\u6210\u54c1\u4e4b\u95f4\u7684\u201c\u6267\u884c\u9e3f\u6c9f\u201d\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8bc4d86-4ec2-48be-bacd-8050d0ffa4ca.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\/7b9c4b43-20b7-43b2-be25-7e5f58994a1b.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffe17e7a-eec4-443f-a2bf-149209d35827.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ab19b99-3a3b-4ca0-997d-74a6846e7d56.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4873c102-2ba4-4c08-881b-2a94dc5b61f2.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/126cf6ba-2feb-4255-971f-7b0fcb7e7c55.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e392b96-435e-4586-95af-24df53ed3816.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dd24100-2a25-4b16-bafc-c4bc5242387b.webp?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\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8AI\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u957f\u7a0b\u4efb\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7f16\u7a0b<\/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\u80af\u5b9a\u5176\u89e3\u51b3\u201c\u6267\u884c\u201d\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5bf9\u79fb\u52a8\u5316\u8868\u793a\u6b22\u8fce\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u957f\u4efb\u52a1\u5bb9\u9519\u6027\uff08\u662f\u5426\u652f\u6301\u65ad\u70b9\u7eed\u505a\uff09\uff1b2. \u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\uff08\u80fd\u5426\u4e32\u8054\u591a\u4e2a\u529f\u80fd\uff09\uff1b3. \u6570\u636e\u9690\u79c1\uff08\u79fb\u52a8\u7aef\u6570\u636e\u5904\u7406\u4e0e\u4fdd\u7559\u7b56\u7565\uff09\u3002\u4f53\u73b0\u4e86\u7528\u6237\u5bf9\u53ef\u9760\u6027\u3001\u96c6\u6210\u5ea6\u548c\u9690\u79c1\u5b89\u5168\u7684\u6df1\u5ea6\u5173\u5207\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Maxclaw on Mobile\u5ba3\u79f0\u7684\u201c\u4ece\u76ee\u6807\u5230\u6210\u54c1\u201d\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u76f4\u51fb\u4e86\u5f53\u524dAIGC\u5de5\u5177\u666e\u904d\u505c\u7559\u5728\u201c\u5efa\u8bae\u8005\u201d\u800c\u975e\u201c\u6267\u884c\u8005\u201d\u7684\u8f6f\u808b\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u201d\u4e0e\u201c1M\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\uff0c\u5728\u6280\u672f\u53d9\u4e8b\u4e0a\u6784\u5efa\u4e86\u5904\u7406\u590d\u6742\u3001\u957f\u5468\u671f\u4efb\u52a1\u7684\u80fd\u529b\u57fa\u7840\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u804a\u5929\u6216\u5185\u5bb9\u751f\u6210\u524d\u8fdb\u4e86\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u7684\u5ba3\u4f20\u80cc\u540e\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u6267\u884c\u201d\u7684\u5b9a\u4e49\u5728\u79fb\u52a8\u7aef\u88ab\u5fae\u5999\u5730\u964d\u7ea7\u4e86\u3002\u5728\u53d7\u9650\u7684\u79fb\u52a8\u73af\u5883\u4e2d\uff0c\u201c\u6784\u5efa\u5168\u6808\u5e94\u7528\u201d\u7684\u6df1\u5ea6\u4e0e\u5b8c\u6574\u6027\u5b58\u7591\uff0c\u66f4\u53ef\u80fd\u662f\u4e00\u4e2a\u9ad8\u5ea6\u6a21\u677f\u5316\u6216\u4f9d\u8d56\u4e8e\u4e91\u670d\u52a1\u7684\u7b80\u5316\u7248\u672c\u3002\u5176\u6b21\uff0c\u7528\u6237\u8bc4\u8bba\u7cbe\u51c6\u5730\u547d\u4e2d\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u53ef\u9760\u6027\u3002\u5728\u6ca1\u6709\u68c0\u67e5\u70b9\u5bb9\u9519\u548c\u6709\u6548\u4eba\u5de5\u5e72\u9884\u673a\u5236\u7684\u60c5\u51b5\u4e0b\uff0c\u4efb\u4f55\u4e00\u6b65\u7684\u5931\u8d25\u90fd\u53ef\u80fd\u5bfc\u81f4\u201c\u957f\u7a0b\u4efb\u52a1\u201d\u5168\u7ebf\u5d29\u6e83\uff0c\u4f53\u9a8c\u53cd\u800c\u66f4\u7cdf\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528\u66f4\u9ad8\u7684\u590d\u6742\u5ea6\u53bb\u89e3\u51b3\u590d\u6742\u5ea6\u95ee\u9898\uff0c\u98ce\u9669\u5e76\u672a\u6d88\u5931\uff0c\u53ea\u662f\u8f6c\u79fb\u4e86\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e13\u4e1a\u5f00\u53d1\u6216\u7814\u7a76\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u4e00\u6b3e\u201c\u8d85\u7ea7\u539f\u578b\u5de5\u5177\u201d\u548c\u201c\u7814\u7a76\u52a9\u7406\u201d\u3002\u5b83\u80fd\u4ee5\u60ca\u4eba\u7684\u901f\u5ea6\u5c06\u6a21\u7cca\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u7684\u8349\u6848\u3001\u53ef\u4ea4\u4e92\u7684\u6a21\u578b\u6216\u7ed3\u6784\u5316\u7684\u62a5\u544a\uff0c\u6781\u5927\u538b\u7f29\u4ece0\u52301\u7684\u6784\u601d\u548c\u9a8c\u8bc1\u5468\u671f\u3002\u8fd9\u5bf9\u4e8e\u521b\u4e1a\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u5185\u5bb9\u521b\u4f5c\u8005\u7b49\u9700\u8981\u5feb\u901f\u9a8c\u8bc1\u548c\u8868\u8fbe\u7684\u7fa4\u4f53\u5177\u6709\u5438\u5f15\u529b\u3002\u4f46\u82e5\u60f3\u6210\u4e3a\u4e25\u8083\u7684\u201c\u751f\u4ea7\u5de5\u5177\u201d\uff0c\u5b83\u5fc5\u987b\u4f18\u5148\u89e3\u51b3\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u4efb\u52a1\u72b6\u6001\u6301\u4e45\u5316\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u548c\u900f\u660e\u53ef\u63a7\u7684\u6570\u636e\u7b56\u7565\u2014\u2014\u8fd9\u4e9b\u624d\u662f\u5c06\u70ab\u6280\u6f14\u793a\u8f6c\u5316\u4e3a\u7528\u6237\u4fe1\u4efb\u7684\u5173\u952e\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5c55\u793a\u4e86\u672a\u6765\u65b9\u5411\u7684\u3001\u80fd\u529b\u5f3a\u5927\u7684\u201c\u6280\u672f\u6f14\u793a\u5668\u201d\uff0c\u5176\u5546\u4e1a\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u81ea\u52a8\u6267\u884c\u201d\u7684\u627f\u8bfa\uff0c\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u53ef\u63a7\u3001\u53ef\u9884\u671f\u7684\u7528\u6237\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\">Maxclaw on Mobile<\/span>\n <\/div>\n<div class=\"comment-content\">Execution is the hardest part of any workflow. MiniMax is a multi-agent system that turns complex goals into finished products. Whether you need an in-depth research report, a full-stack application, or a multimodal presentation, MiniMax breaks down the requirements and automates the execution. Backed by the MiniMax-M2.5 model, it goes beyond simple Q&A to deliver expert-level, multi-step planning and reliable outcomes right from your device. Now on mobile!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The novelty of fast text generation has worn off; what we actually need is execution. We need AI that can take on long-horizon tasks without needing its hand held at every single step.<\/p>\n<\/p>\n<p>The biggest friction point in AI right now is the gap between a prompt and a finished project. Most tools tap out after giving you an outline or a code snippet. MiniMax operates differently. It\u2019s built as a multi-agent system meaning it actually plans, breaks down complex requirements and executes sub-tasks until the entire job is done.<\/p>\n<\/p>\n<p>It\u2019s powered by their M2.5 model (packing a massive 1M context window), which makes it incredibly stable for heavy-lifting workflows that require extended reasoning.<\/p>\n<\/p>\n<p>Here is what it actually takes off your plate:<\/p>\n<ul>\n<li>\n<p><strong>Lightning Mode<\/strong>: Enhances all chat scenarios, handling daily tasks like Q&A, document summarization, and creative writing with greater speed and efficiency.<\/p>\n<\/li>\n<li>\n<p><strong>Deep Research & Analysis<\/strong>: Synthesizes web-wide information into in-depth reports.<\/p>\n<\/li>\n<li>\n<p><strong>Multimodal Content Generation<\/strong>: Effortlessly produces video, audio, and image to enrich your content.<\/p>\n<\/li>\n<li>\n<p><strong>Create Pro Presentations<\/strong>: Generates polished, visually rich slideshows with just a click.<\/p>\n<\/li>\n<li>\n<p><strong>Build Full-Stack Apps<\/strong>: Creates stable and visually stunning full-stack applications, from front end to back end.<\/p>\n<\/li>\n<li>\n<p><strong>Coding & Debugging<\/strong>: Your smart programming partner for efficient coding and testing.<\/p>\n<\/li>\n<\/ul>\n<p>MiniMax Agent is a general-purpose AI that plans, researches, builds, and creates. From deep web analysis and pro presentations to full-stack apps, coding, debugging, and multimodal content (video, audio, image), it executes complex, long-horizon tasks end-to-end with speed.<\/p>\n<p><strong>Now available on mobile:<\/strong><\/p>\n<ul>\n<li>\n<p>Play Store (iOS): <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=com.minimax.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/play.google.com\/store\/apps\/details?id=com.minimax.ai<\/a> <\/p>\n<\/li>\n<li>\n<p>App Store (Android): <a href=\"https:\/\/apps.apple.com\/in\/app\/minimax-your-ai-agent\/id6742651446\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/in\/app\/minimax-your-ai-agent\/id6742651446<\/a> <\/p>\n<\/li>\n<\/ul>\n<p>Follow me on Product Hunt to be informed of latest and greatest launches in tech: <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Great idea \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Failing at step 9 is where agent demos die. Does Maxclaw on Mobile save checkpoints for Deep Research & Analysis and Build Full-Stack Apps, so a flaky step doesn’t force a full restart? That’s the difference between planning and 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Congrats on the launch!<br \/> Do you plan to add any kind of workflow automation where you can chain multiple capabilities together, like researching a topic, generating a presentation from the findings, and then creating a video summary all in one go?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool to see this on mobile, how is personal data handled on-device vs. in the cloud? Especially with it running across multiple messaging platforms, curious what the data retention and privacy policies look like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! First implementation I’ve seen at least on the mobile. Will give it a shot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SOIYHIRWCNMHDN\" class=\"app-title\">Vocova<\/a><\/p>\n<div class=\"one-liner\">Transcribe audio & video from 1,000+ platforms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vocova\u662f\u4e00\u6b3e\u652f\u6301\u4ece1000+\u5e73\u53f0\u94fe\u63a5\u76f4\u63a5\u8f6c\u5f55\u97f3\u89c6\u9891\u4e3a\u6587\u672c\u7684\u5728\u7ebf\u5de5\u5177\uff0c\u901a\u8fc7\u591a\u8bed\u8a00\u8f6c\u5f55\u3001\u8bf4\u8bdd\u4eba\u8bc6\u522b\u548c\u53cc\u8bed\u7ffb\u8bd1\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5e73\u53f0\u3001\u591a\u8bed\u8a00\u5185\u5bb9\u5904\u7406\u4e2d\u6d41\u7a0b\u7e41\u7410\u3001\u5de5\u5177\u5206\u6563\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6854fe8e-6136-412f-b566-2e3a6f3b9a99.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/LhAgAmFvvpQ\"><source src=\"https:\/\/youtu.be\/LhAgAmFvvpQ\" 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\/856a94bf-c1c5-4b98-a251-eda062b90da6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2808d1a3-ffb8-48b1-bf83-2f22d73f7f9f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa3b9f0e-5b12-4cc5-9a1a-c3925cbd8ad7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cf3a7ae-8393-42e9-a74c-a8b8844bef5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc65ea5e-46fb-4943-b660-3186db5f7fae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47bb313c-88dc-4d7f-ab1f-c0eb5d7ed672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dc6a1f1-2fda-464f-92f9-e704859a9ba7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7e3dabc-e72d-42b7-8f94-558c41659228.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\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u89c6\u9891\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8bf4\u8bdd\u4eba\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u514d\u4e0b\u8f7d\u76f4\u63a5\u8f6c\u5f55\u7684\u6d41\u7545\u4f53\u9a8c\u548c\u514d\u8d39\u989d\u5ea6\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. **\u51c6\u786e\u6027**\uff0c\u7279\u522b\u662f\u9488\u5bf9\u53e3\u97f3\u548c\u591a\u4eba\u91cd\u53e0\u8bed\u97f3\uff1b2. **API\u9700\u6c42**\u5f3a\u70c8\uff0c\u5e0c\u671b\u96c6\u6210\u5230\u81ea\u6709\u5de5\u4f5c\u6d41\uff1b3. **\u529f\u80fd\u6269\u5c55**\uff0c\u5982\u672f\u8bed\u5e93\u3001\u6d4f\u89c8\u5668\u6269\u5c55\u5b9e\u73b0\u5b57\u5e55\u53e0\u52a0\uff1b4. \u79fb\u52a8\u7aef\u53ef\u7528\u6027\u5df2\u83b7\u786e\u8ba4\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 Vocova\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u5355\u7eaf\u505a\u4e00\u4e2a\u66f4\u51c6\u786e\u7684\u8f6c\u5f55\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8de8\u5e73\u53f0\u6570\u5b57\u5185\u5bb9\u201c\u6587\u672c\u5316\u201d\u7684\u7ec8\u6781\u67a2\u7ebd\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4f53\u73b0\u5728\u4e24\u4e2a\u5c42\u9762\u7684\u6574\u5408\uff1a\u4e00\u662f**\u6280\u672f\u6d41\u7a0b\u7684\u6574\u5408**\uff0c\u5c06\u4e0b\u8f7d\u3001\u8f6c\u7801\u3001\u8f6c\u5f55\u3001\u8bf4\u8bdd\u4eba\u5206\u5272\u3001\u65f6\u95f4\u6233\u5bf9\u9f50\u7b49\u79bb\u6563\u6b65\u9aa4\u6253\u5305\u4e3a\u4e00\u4e2a\u201c\u7c98\u8d34\u94fe\u63a5\u5373\u5b8c\u6210\u201d\u7684\u52a8\u4f5c\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u7528\u6237\u7684\u64cd\u4f5c\u6210\u672c\u548c\u5fc3\u667a\u8d1f\u62c5\uff1b\u4e8c\u662f**\u5e94\u7528\u573a\u666f\u7684\u6574\u5408**\uff0c\u901a\u8fc7\u63d0\u4f9b\u4eceAI\u6458\u8981\u3001\u53cc\u8bed\u5bf9\u7167\u5230\u591a\u79cd\u4e13\u4e1a\u683c\u5f0f\u5bfc\u51fa\u7684\u4e00\u7ad9\u5f0f\u670d\u52a1\uff0c\u5b83\u540c\u65f6\u7784\u51c6\u4e86\u6559\u80b2\u3001\u5a92\u4f53\u3001\u4f01\u4e1a\u4f1a\u8bae\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u591a\u4e2a\u5e02\u573a\uff0c\u5c06\u8f6c\u5f55\u4ece\u201c\u529f\u80fd\u201d\u5347\u7ea7\u4e3a\u201c\u5de5\u4f5c\u6d41\u89e3\u51b3\u65b9\u6848\u201d\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**\u6280\u672f\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1**\u3002\u6838\u5fc3\u7684\u8f6c\u5f55\u548c\u8bf4\u8bdd\u4eba\u8bc6\u522b\u80fd\u529b\u4f9d\u8d56\u4e8e\u5e95\u5c42AI\u6a21\u578b\uff0c\u6613\u88ab\u540c\u8d28\u5316\u7ade\u4e89\u3002\u7528\u6237\u7684API\u8bc9\u6c42\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u72ec\u7acb\u7f51\u9875\u5e94\u7528\u7684\u5c40\u9650\u6027\u2014\u2014\u65e0\u6cd5\u6df1\u5ea6\u5d4c\u5165\u7528\u6237\u73b0\u6709\u751f\u6001\u3002\u5176\u6b21\uff0c**\u8bc4\u8bba\u4e2d\u9690\u542b\u4e86\u5bf9\u201c\u53ef\u9760\u6027\u201d\u7684\u6301\u7eed\u62c5\u5fe7**\uff0c\u5305\u62ec\u53e3\u97f3\u3001\u91cd\u53e0\u8bed\u97f3\u7684\u5904\u7406\uff0c\u8fd9\u4ecd\u662f\u884c\u4e1a\u901a\u75c5\u3002\u5c06\u5176\u5ba3\u4f20\u7684\u201c\u591a\u9636\u6bb5AI\u7ba1\u9053\u201d\u8f6c\u5316\u4e3a\u53ef\u611f\u77e5\u7684\u3001\u7a33\u5b9a\u7684\u7cbe\u5ea6\u4f18\u52bf\uff0c\u662f\u5efa\u7acb\u53e3\u7891\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u73b0\u9636\u6bb5\u6700\u806a\u660e\u7684\u7b56\u7565\u662f\u6781\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u6253\u78e8\uff0c\u6b63\u5982\u521b\u59cb\u4eba\u6240\u8a00\u201c\u50cf\u6253\u9020\u827a\u672f\u54c1\u4e00\u6837\u201d\uff0c\u5728\u8bf4\u8bdd\u4eba\u6807\u7b7e\u7684\u81ea\u7136\u5ea6\u3001\u65f6\u95f4\u6233\u7684\u7cbe\u51c6\u5ea6\u3001\u5bfc\u51fa\u6587\u6863\u7684\u6574\u6d01\u5ea6\u7b49\u7ec6\u8282\u4e0a\u5efa\u7acb\u6bd4\u8f83\u4f18\u52bf\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u82e5\u4e0d\u80fd\u5c3d\u5feb\u5f00\u653eAPI\u3001\u6784\u5efa\u751f\u6001\uff0c\u5e76\u63a2\u7d22\u5982\u6d4f\u89c8\u5668\u6269\u5c55\u7b49\u66f4\u8f7b\u4fbf\u7684\u96c6\u6210\u65b9\u5f0f\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u662f\u4e00\u4e2a\u201c\u5f88\u597d\u7528\u4f46\u53ef\u88ab\u66ff\u4ee3\u201d\u7684\u5de5\u5177\uff0c\u96be\u4ee5\u6210\u957f\u4e3a\u5e73\u53f0\u3002\u5176\u63d0\u4f9b\u7684\u6d41\u7545\u4f53\u9a8c\u662f\u5438\u5f15\u7528\u6237\u7684\u94a9\u5b50\uff0c\u4f46\u80fd\u5426\u5c06\u7528\u6237\u7559\u4f4f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u66f4\u53cb\u597d\u7684\u754c\u9762\u201d\u8fdb\u5316\u6210\u201c\u4e00\u4e2a\u4e0d\u53ef\u7ed5\u8fc7\u7684\u8282\u70b9\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\">Vocova<\/span>\n <\/div>\n<div class=\"comment-content\">Vocova transcribes audio and video to text in 100+ languages. Paste a link from YouTube, TikTok, Zoom, or 1,000+ platforms \u2014 or upload any file. What makes it different: – Speaker identification with color-coded labels and timestamps – Translate transcripts to 145+ languages with bilingual side-by-side view – Edit transcripts directly in the browser – Export as PDF, DOCX, SRT, VTT, TXT, or CSV – AI summaries and Q&A extraction Free to start, no credit card required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! \ud83d\udc4b<\/p>\n<p>I built Vocova to solve a simple problem \u2014 people consume content across languages and platforms every day, but turning that content into accurate, readable text is still painfully fragmented. You need one tool to download, another to transcribe, another to translate. It should be one step.<\/p>\n<p>We built Vocova the way you’d build a piece of art \u2014 every detail is intentional. How natural the speaker labels read, how precisely timestamps align with every word, how a bilingual export looks like a polished document rather than a raw data dump. We don’t ship anything that we wouldn’t be proud to put our name on.<\/p>\n<p>Here’s what you can do with Vocova today:<br \/>\n\ud83c\udf99 Transcribe audio & video in 100+ languages<br \/>\n\ud83d\udd17 Import directly from YouTube, TikTok, Zoom, and 1,000+ platforms<br \/>\n\ud83d\udde3 Automatic speaker identification \u2014 rename and merge with one click<br \/>\n\ud83c\udf0d Translate transcripts into 145+ languages with bilingual side-by-side view<br \/>\n\ud83d\udcc4 Export as PDF, DOCX, SRT, VTT, TXT, or CSV<br \/>\n\u2728 AI-generated summaries and Q&A extraction<\/p>\n<p>It’s free to start \u2014 no credit card, no trial countdown.<\/p>\n<p>Try it and let me know what you think. Your feedback directly shapes what we build 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jmcraft\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jmcraft<\/a> Speaker labels usually break first, so the one-click rename and merge in Vocova is a big deal. Nice to skip the download, upload, then translate shuffle. Does it support a glossary so brand terms stay consistent in bilingual exports? That’s the last-mile review saver.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@jmcraft hello, I’d be very happy to switch to your service, but unfortunately, without an API, I don’t know how to do anything. I can’t wait for Vocova to be able to offer its services with API!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The variety of languages does seem like a great base boon but reliability is the main stress point for tools like these. So what\u2019s its general error margin?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting, do you offer API?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@guidoarata\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guidoarata<\/a> Not yet, but it’s on our roadmap. Thanks for the interest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The URL paste-to-transcript flow is really smart. Being able to drop a YouTube or TikTok link and get a timestamped, speaker-labeled transcript without downloading anything removes so much friction. The 120 min free tier is generous too. How’s the accuracy holding up for accented speech or overlapping speakers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marc_humi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marc_humi<\/a> Appreciate the kind words, Marc! For accented speech, accuracy is quite solid \u2014 especially in high-quality mode. Beyond the base transcription, we run a multi-stage AI pipeline that refines accuracy, punctuation, and contextual coherence \u2014 so the output reads like a professionally edited transcript, not raw machine output. Overlapping speakers is still one of the harder challenges in the field, but we handle it well for most real-world scenarios like meetings and interviews. Thanks for trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Superb! Does it work on the mobile? Would love to try it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> Yes! Vocova is fully responsive and works on mobile browsers \u2014 you can paste a<\/p>\n<p> link, upload a file, and view your transcripts on your phone. Hope you enjoy 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>This is lovely! Is there a time limit for the audio being transcribed? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Thank you, Jacklyn! There’s no strict time limit for most use cases \u2014 Vocova handles audio files up to 5GB and up to 10 hours long. So whether it’s a quick meeting or a full-day conference recording, it should work just fine. Hope that helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is the difference between “Standard” quality and “High” when it comes to transcribing the video? (Currently testing and didn’t find any explanation.)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>But I think it did a good job anyway! <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50c56693-8a4f-453d-8df7-185ad7d06e54.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <br \/>Thank you so much for trying Vocova, Nika! <\/p>\n<p>High quality uses a more advanced model for better accuracy \u2014 perfect for tricky accents, complex vocabulary, or noisy audio. Standard is faster and works great for most cases. We’ll definitely add a clearer explanation in the UI \u2014 great catch!<\/p>\n<p>So happy it did a good job 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\">\n<p>What if I post a link from YT and would like to follow the script on top of the video or let’s say another platform where I would like to have it on top of th original content, is it possible to have that or do I always have to jump between tabs? I think this would really be useful. Good luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> Great question, Victor! Currently Vocova works as a standalone web app, so the transcript and the original video live in separate tabs. There’s no overlay or side-by-side sync with the source platform yet.<\/p>\n<p>That said, this is something we’re actively looking into \u2014 whether through an embedded player within Vocova or a browser extension that overlays the transcript on top of the original content. Your feedback is really valuable and helps us prioritize what to build next.Thanks for the suggestion and for checking out Vocova!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7HFOB4ZZCQW456\" class=\"app-title\">Projekt<\/a><\/p>\n<div class=\"one-liner\">The BYOK Design & Dev Tool for Building with Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411AI\u7f16\u7a0b\u4ee3\u7406\u7684BYOK\u96c6\u6210\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u5c06\u5b9e\u65f6\u9884\u89c8\u3001\u4ee3\u7801\u7f16\u8f91\u548c\u6587\u4ef6\u7ba1\u7406\u6574\u5408\u5728\u5355\u4e00\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u4e2a\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u5de5\u4f5c\u6d41\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca503364-b284-418e-b8ea-0c0e6c08bad3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7bc1742-a209-466c-9419-3b71c0253521.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc88ed2c-b72b-4bae-b501-827c255a0c38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/935d7ed0-1d0f-4761-9d7b-4aa496e025a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/334eaecd-c6ff-41ba-87cd-8a08afcf97da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5400127-86af-4e67-a6ae-7dc1a03aad1b.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\/87679f2e-01c8-4bd6-bdd7-8a30608fdfd3.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c5707dca14304bb798d266fe13870ee9\"><source src=\"https:\/\/www.loom.com\/share\/c5707dca14304bb798d266fe13870ee9\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/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\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">BYOK<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u65e0\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u6d4b\u8bd5\u7248<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5de5\u4f5c\u6d41\u5272\u88c2\u201d\u548c\u201c\u9891\u7e41\u5207\u6362\u6807\u7b7e\u9875\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4fBYOK\u6a21\u5f0f\u548c\u65e0\u9501\u5b9a\u7b56\u7565\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u591a\u4ee3\u7406\u540c\u65f6\u5904\u7406\u540c\u4e00\u6587\u4ef6\u7684\u4e0a\u4e0b\u6587\u540c\u6b65\u673a\u5236\u3001\u4e0e\u5176\u4ed6\u5f00\u53d1\u5de5\u5177\u7684\u96c6\u6210\u80fd\u529b\u3001\u4ee5\u53ca\u76f8\u8f83\u4e8eCursor\u7b49\u73b0\u6709IDE\u7684\u5177\u4f53\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Projekt\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u7684AI\u4ee3\u7406\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u9a7e\u9a6d\u73b0\u6709AI\u4ee3\u7406\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u5bf9\u5f53\u4e0b\u6df7\u4e71\u7684AI\u8f85\u52a9\u7f16\u7a0b\u5de5\u4f5c\u6d41\u8fdb\u884c\u4e00\u6b21\u5f7b\u5e95\u7684\u4f53\u9a8c\u6574\u5408\u4e0e\u52a8\u7ebf\u4f18\u5316\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u884c\u4e1a\u6027\u5c34\u5c2c\uff1a\u5f3a\u5927\u7684AI\u7f16\u7801\u80fd\u529b\u88ab\u7981\u9522\u5728\u7b28\u62d9\u7684\u3001\u7531\u7ec8\u7aef\u3001\u7f16\u8f91\u5668\u3001\u6d4f\u89c8\u5668\u548c\u804a\u5929\u7a97\u53e3\u62fc\u51d1\u8d77\u6765\u7684\u624b\u5de5\u4f5c\u574a\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201cBYOK\u201d\u548c\u201c\u65e0\u9501\u5b9a\u201d\u662f\u5176\u6700\u7280\u5229\u7684\u6218\u7565\u9009\u62e9\uff0c\u8fd9\u4e0d\u4ec5\u662f\u5356\u70b9\uff0c\u66f4\u662f\u5bf9\u5f53\u524dAI\u5de5\u5177\u751f\u6001\u201c\u56f4\u5899\u82b1\u56ed\u201d\u8d8b\u52bf\u7684\u53db\u9006\u3002\u5b83\u8bd5\u56fe\u6210\u4e3a\u5e95\u5c42\u6a21\u578b\u6df7\u6218\u4e4b\u4e0a\u7684\u3001\u4e2d\u7acb\u7684\u5de5\u4f5c\u5c42\uff0c\u5c06\u9009\u62e9\u6743\u548c\u6210\u672c\u63a7\u5236\u4ea4\u8fd8\u7ed9\u5f00\u53d1\u8005\uff0c\u8fd9\u4e3a\u5176\u8d62\u5f97\u4e86\u65e9\u671f\u6280\u672f\u53d7\u4f17\u7684\u597d\u611f\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u4f5c\u4e3a\u4e00\u4e2a\u201c\u80f6\u6c34\u5c42\u201d\u4ea7\u54c1\uff0c\u5176\u62a4\u57ce\u6cb3\u662f\u7528\u6237\u4f53\u9a8c\u548c\u96c6\u6210\u6df1\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u591a\u4ee3\u7406\u4e0a\u4e0b\u6587\u540c\u6b65\u7684\u7591\u95ee\u76f4\u6307\u8981\u5bb3\u2014\u2014\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u754c\u9762\u62fc\u63a5\uff0c\u800c\u662f\u9700\u8981\u6df1\u5165\u7406\u89e3\u5404\u4ee3\u7406\u7684\u884c\u4e3a\u903b\u8f91\u5e76\u8bbe\u8ba1\u590d\u6742\u7684\u51b2\u7a81\u534f\u8c03\u673a\u5236\uff0c\u8fd9\u662f\u5176\u80fd\u5426\u4ece\u201c\u4fbf\u6377\u524d\u7aef\u201d\u5347\u7ea7\u4e3a\u201c\u667a\u80fd\u4e2d\u67a2\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u6784\u601d\u7cbe\u5de7\u7684\u201c\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\u201d\uff0c\u8bc1\u660e\u4e86\u5e02\u573a\u75db\u70b9\u7684\u5b58\u5728\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u8f7b\u91cf\u4e0e\u5f00\u653e\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u96be\u4ee5\u66ff\u4ee3\u7684\u3001\u6df1\u5ea6\u7684\u534f\u4f5c\u4e0e\u6d41\u7a0b\u7ba1\u7406\u80fd\u529b\uff0c\u5426\u5219\u6781\u6613\u88ab\u529f\u80fd\u66f4\u5168\u9762\u7684\u4e3b\u6d41IDE\u6216\u67d0\u4e2aAI\u5382\u5546\u7684\u81ea\u5bb6\u5e73\u53f0\u6240\u5438\u7eb3\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740AI\u7f16\u7a0b\u5de5\u5177\u7ade\u4e89\u6b63\u4ece\u201c\u4ee3\u7406\u80fd\u529b\u201d\u8fdb\u5165\u201c\u5de5\u4f5c\u6d41\u4f53\u9a8c\u201d\u7684\u65b0\u9636\u6bb5\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\">Projekt<\/span>\n <\/div>\n<div class=\"comment-content\">One workspace for builders. Run multiple AI coding agents side-by-side with live preview, inline editing, and file management. Bring your own keys \u2014 no lock-in, no extra subscriptions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building with AI coding agents is powerful and rapidly changing how we ship products. But the workflow around them is fragmented. We’re either forced to use engineering-based IDEs or oversimplified no-code tools. And if you’re not using either, you’re bouncing between a terminal, a browser, a file manager, and a code editor, constantly switching context just to prompt, check the result, and make an adjustment.<\/p>\n<p>I wanted something that felt as simple as a no-code tool but gave you the full power of any coding agent. Not a new AI, a better workspace for the ones that already exist. What’s more, I wanted it to work with any project and didn’t want to lock people in to a particular language or force them to pay for models they’re not even going to use.<\/p>\n<p>That’s Projekt. One platform supercharging your agent\/s: live preview, file browser, inline code editing, element selection, multi-agent tabs, git actions and many quality of life improvements you’ll quickly realize you can’t do without.<\/p>\n<p>The best part is Projekt is agent-agnostic, aka BYOK, bring Claude Code, Codex, Gemini, Opencode, whatever you prefer. Your key, your agent, your workflow.<\/p>\n<p>This is a free early alpha and I’m building the roadmap in public. If you build with AI and you’re tired of tab-switching and duct-taping your workflow together, I’d love to hear what you think. Help me shape the future of building with Projekt!<\/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\/@bobbydesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bobbydesign<\/a> <\/p>\n<\/p>\n<p>This hits a real pain point. Building with AI coding agents is powerful, but the workflow around it is still messy. Most of the time I find myself jumping between a terminal, an editor, a browser preview, and the AI chat just to make one change. Prompt, wait for code, switch tabs to see what happened, then come back again to adjust it. The constant context switching slows everything down.<\/p>\n<\/p>\n<p>What I like here is the idea of a single workspace where the prompt, the preview, and the code all live together. Running different agents side by side with your own keys also makes a lot of sense. It keeps the workflow flexible without forcing developers into one model or ecosystem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@bobbydesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bobbydesign<\/a> Congrats on your launch! Does this support integrations with other coding tools? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Bring your own keys’ is doing a lot of heavy lifting here, no lock-in is genuinely rare in this space.<\/p>\n<p>How does it handle context sync when multiple agents are working on the same file simultaneously? That’s the part I’d want to stress test before switching my stack. Building Fillix (makes job hunting embarrassingly easy) mostly solo so far, but this is tempting.<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> appreciate you noticing how important that it is. Bring your own keys was critical to launch with and no lock-in as well. The power of these amazing agentic tools is being able to work adapt to any codebase so you could literally point Projekt at any new or existing project and get working without worrying about some bespoke injections or having to “migrate” to something else.<\/p>\n<p>I plan to add the ability for both more agents out of the box but also the ability to bring any agent soon!<\/p>\n<\/p>\n<p>Thanks for taking a look!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So cool! and really nice UI. Will explore using this <\/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>Really impressed with some of the design decisions here. Great work <a href=\"https:\/\/www.producthunt.com\/@bobbydesign\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bobbydesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bobbydesign<\/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>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@bobbydesign\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bobbydesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bobbydesign<\/a>! This one’s for the people who constantly bounces from one file manager to another. <\/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\">@neilverma thanks! Reducing contact shifting was definitely something I was looking to help with \ud83d\ude35\u200d\ud83d\udcab<\/div>\n<div class=\"comment-actions\">\n<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>Having one workspace to design, build, and experiment with AI coding agents sounds super powerful. What kinds of projects have people been building with Projekt so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@bobbydesign\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bobbydesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bobbydesign<\/a> Congratulations on the launch. What is the advantage over Cursor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RNIZ7GDLV2RDOG\" class=\"app-title\">day1tabs<\/a><\/p>\n<div class=\"one-liner\">Your tabs close at midnight.See which ones you actually used<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728\u5348\u591c\u81ea\u52a8\u5173\u95ed\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u5e76\u751f\u6210\u4f7f\u7528\u603b\u7ed3\u7684Chrome\u6269\u5c55\uff0c\u901a\u8fc7\u5f3a\u5236\u6bcf\u65e5\u201c\u6e05\u96f6\u201d\u548c\u63d0\u4f9b\u884c\u4e3a\u6d1e\u5bdf\uff0c\u5e2e\u52a9\u6807\u7b7e\u9875\u56e4\u79ef\u8005\u6446\u8131\u6570\u5b57\u6742\u4e71\uff0c\u4e13\u6ce8\u4e8e\u91cd\u8981\u4fe1\u606f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/aa470d3a-62cd-4bbe-b0ae-c4bb63a38f35.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bem26TA2WV4\"><source src=\"https:\/\/youtu.be\/bem26TA2WV4\" 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\/b26c6a93-09b4-490a-9ed8-7f25bb7fd084.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8182636a-48c8-4c56-b373-b2d3e8ecc595.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce1c2f65-86a0-4ba4-a902-8d4cc5e14a4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0d4d39b-a5a7-4add-a168-e8cb38468cc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f96af94-2609-43cc-ad12-38bb72841e83.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6807\u7b7e\u9875\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6807\u7b7e\u9875\u7126\u8651\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u201c\u6668\u95f4\u603b\u7ed3\u201d\u662f\u6700\u5927\u4eae\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u81ea\u52a8\u5173\u95ed\u7684\u521d\u59cb\u7126\u8651\uff1b2. \u5e0c\u671b\u6709\u66f4\u7075\u6d3b\u7684\u6062\u590d\u673a\u5236\uff08\u59827\u5929\u5b58\u6863\uff09\uff1b3. \u5efa\u8bae\u589e\u52a0\u6807\u7b7e\u9875\u8bbf\u95ee\u9891\u6b21\u7edf\u8ba1\u3002\u5f00\u53d1\u8005\u56de\u590d\u79ef\u6781\uff0c\u89e3\u91ca\u4e86\u591a\u91cd\u5b89\u5168\u7f51\u5e76\u6536\u96c6\u4e86\u9700\u6c42\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 day1tabs \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u89e3\u51b3\u6d4f\u89c8\u5668\u6807\u7b7e\u6cdb\u6ee5\u7684\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ea7\u54c1\u54f2\u5b66\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u201c\u884c\u4e3a\u77eb\u6b63\u7cfb\u7edf\u201d\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u6e05\u7406\u5de5\u5177\uff0c\u800c\u662f\u901a\u8fc7\u201c\u5348\u591c\u5f3a\u5236\u6e05\u96f6\u201d\u8fd9\u4e00\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u5f3a\u5236\u51fd\u6570\u201d\uff0c\u7ed3\u5408\u5e26\u6709\u8f7b\u5fae\u8d1f\u7f6a\u611f\u63d0\u793a\u7684\u201c\u6668\u95f4\u62a5\u544a\u201d\uff08Used\/Didn\u2018t use\uff09\uff0c\u4ece\u5fc3\u7406\u5c42\u9762\u5e72\u9884\u7528\u6237\u7684\u6570\u5b57\u56e4\u79ef\u4e60\u60ef\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u5173\u95ed\u4e86\u591a\u5c11\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u6bcf\u65e5\u91cd\u590d\u7684\u4eea\u5f0f\u611f\uff0c\u4f7f\u7528\u6237\u91cd\u65b0\u5ba1\u89c6\u201c\u6253\u5f00\u201d\u4e0e\u201c\u4f7f\u7528\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\uff0c\u4ece\u800c\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u884c\u4e3a\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0eOneTab\u7b49\u5f52\u6863\u5de5\u5177\u6216Arc\u6d4f\u89c8\u5668\u7684\u95f2\u7f6e\u5173\u95ed\u76f8\u6bd4\uff0c\u5b83\u7684\u201c\u6fc0\u8fdb\u201d\u5728\u4e8e\u5176\u65e0\u5dee\u522b\u5173\u95ed\uff08\u9664\u767d\u540d\u5355\u5916\uff09\u548c\u57fa\u4e8e\u5b9e\u9645\u4f7f\u7528\u7684\u4e8c\u5143\u5206\u7c7b\u3002\u8fd9\u6452\u5f03\u4e86\u201c\u53ef\u80fd\u8fd8\u4f1a\u7528\u201d\u7684\u5e7b\u60f3\uff0c\u76f4\u6307\u95ee\u9898\u6838\u5fc3\uff1a\u5927\u90e8\u5206\u6807\u7b7e\u53ea\u662f\u5fc3\u7406\u5b89\u5168\u611f\u7684\u65e0\u6548\u8f7d\u4f53\u3002\u4ea7\u54c1\u5f3a\u8c03\u7684\u201c\u96f6\u6570\u636e\u6536\u96c6\u3001\u5168\u672c\u5730\u5904\u7406\u201d\u5728\u5f53\u4e0b\u4e0d\u4ec5\u662f\u9690\u79c1\u5356\u70b9\uff0c\u66f4\u662f\u964d\u4f4e\u7528\u6237\u5c1d\u8bd5\u5fc3\u7406\u95e8\u69db\u7684\u5173\u952e\u2014\u2014\u5b83\u65e0\u9700\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u9762\u4e34\u6311\u6218\uff1a1. **\u7528\u6237\u9002\u5e94\u66f2\u7ebf\u9661\u5ced**\uff1a\u521d\u59cb\u7126\u8651\u662f\u7528\u6237\u6d41\u5931\u7684\u4e3b\u8981\u98ce\u9669\uff0c\u5c3d\u7ba1\u6709\u591a\u91cd\u6062\u590d\u673a\u5236\uff0c\u4f46\u5fc3\u7406\u5b89\u5168\u611f\u96be\u4ee5\u5b8c\u5168\u9760\u6280\u672f\u8865\u8db3\u30022. **\u573a\u666f\u5c40\u9650\u6027**\uff1a\u5bf9\u4e8e\u9700\u8981\u8de8\u5929\u8fde\u7eed\u5de5\u4f5c\u7684\u6df1\u5ea6\u7814\u7a76\u6216\u521b\u4f5c\u6d41\u7a0b\uff0c\u5176\u201c\u65e5\u629b\u201d\u6a21\u5f0f\u53ef\u80fd\u9020\u6210\u5e72\u6270\uff0c\u4f9d\u8d56\u7528\u6237\u624b\u52a8\u8bbe\u7f6e\u201c\u6c38\u4e0d\u5173\u95ed\u201d\u57df\u540d\u662f\u5bf9\u4ea7\u54c1\u81ea\u52a8\u5316\u7684\u59a5\u534f\u30023. **\u4ef7\u503c\u53ef\u6301\u7eed\u6027**\uff1a\u4e00\u65e6\u7528\u6237\u4e60\u60ef\u517b\u6210\uff0c\u6807\u7b7e\u6570\u91cf\u81ea\u7136\u53d7\u63a7\uff0c\u6b64\u65f6\u4ea7\u54c1\u7684\u6838\u5fc3\u81ea\u52a8\u5173\u95ed\u529f\u80fd\u53ef\u80fd\u4ece\u201c\u5fc5\u9700\u54c1\u201d\u964d\u7ea7\u4e3a\u201c\u63d0\u9192\u5668\u201d\uff0c\u7528\u6237\u7c98\u6027\u5982\u4f55\u7ef4\u6301\uff1f\u5f00\u53d1\u8005\u63d0\u53ca\u7684\u201c\u667a\u80fd\u8fc7\u6ee4\u201d\uff08\u4ec5\u5173\u95ed\u672a\u4f7f\u7528\u6807\u7b7e\uff09\u662f\u53cc\u5203\u5251\uff0c\u867d\u964d\u4f4e\u7126\u8651\uff0c\u4f46\u4e5f\u524a\u5f31\u4e86\u5176\u201c\u5f3a\u5236\u53cd\u601d\u201d\u7684\u6838\u5fc3\u7406\u5ff5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7406\u5ff5\u5148\u4e8e\u529f\u80fd\u3001\u5177\u6709\u9c9c\u660e\u4ef7\u503c\u89c2\u7684\u201c\u89c2\u70b9\u578b\u4ea7\u54c1\u201d\u3002\u5b83\u4e0d\u8ffd\u6c42\u6ee1\u8db3\u6240\u6709\u7528\u6237\uff0c\u800c\u662f\u7cbe\u51c6\u670d\u52a1\u4e8e\u90a3\u4e9b\u610f\u8bc6\u5230\u81ea\u8eab\u4e60\u60ef\u95ee\u9898\u3001\u5e76\u6e34\u671b\u501f\u52a9\u5916\u90e8\u89c4\u5219\u5b9e\u73b0\u6539\u53d8\u7684\u7fa4\u4f53\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u6709\u591a\u5c11\u7528\u6237\u80fd\u63a5\u53d7\u8fd9\u79cd\u201c\u6570\u5b57\u65ad\u820d\u79bb\u201d\u7684\u8f7b\u5ea6\u75db\u82e6\uff0c\u5e76\u5185\u5316\u4e3a\u65b0\u7684\u4e60\u60ef\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\">day1tabs<\/span>\n <\/div>\n<div class=\"comment-content\">You have too many tabs open. You’ll never go back to most of them. day1tabs closes your tabs at midnight and shows you which ones you actually used \u2014 sorted into “Used” and “Didn’t use.” Reopen what matters. Let the rest go. \u2192 Never-close domains stay open (Gmail, Docs, Salesforce) \u2192 Pinned tabs and active tab always protected \u2192 Everything recoverable until next auto-close Zero data collection. Everything local. Free forever. Built by a solo dev with too many tabs and not enough discipline.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Fellow Product Hunters! \ud83d\udc4b<\/p>\n<p>I’m Arafath, and I built day1tabs because I had 50+ tabs open<br \/>\nevery single day and kept telling myself I’d “get back to them.”<br \/>\nI never did.<\/p>\n<p>So I built a Chrome extension that forces a clean slate at midnight.<br \/>\nAfter using it for 2 weeks, I discovered that about 80% of my tabs<br \/>\nwere never revisited. Not once.<\/p>\n<p>The part I didn’t expect: it’s not the closing that’s valuable \u2014<br \/>\nit’s the morning summary. Seeing “Used 3 \/ Didn’t use 27” changes<br \/>\nhow you think about your browsing habits. <\/p>\n<p>What makes day1tabs different from OneTab or Arc’s auto-archive:<br \/>\n– It closes everything** (not just inactive tabs)<br \/>\n– It classifies by actual usage, not just time<br \/>\n– The daily summary shows you the truth about your tab habits<br \/>\n– Zero data collection \u2014 everything stays on your device<br \/>\n**except the things that you configure as “Never close” <\/p>\n<p>I went through 3 complete redesigns based on user feedback in 8 days.<br \/>\nA university student forgot the extension existed and then said<br \/>\n“wow, I have less tabs today for once.” That’s the reaction I’m<br \/>\nbuilding for.<\/p>\n<p>Free forever. No catch. I just want 100K people to start every<br \/>\nday with a clean browser.<\/p>\n<p>Would love your honest feedback \u2014 what would make you actually<br \/>\nkeep auto-close enabled?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aalabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aalabs<\/a> yeah I am also a victim of 30+ tabs \ud83d\ude42 <br \/>Some of them are open to read later. Most of the times I don’t go back \ud83d\ude42 but the hope, the hope is still there<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aalabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aalabs<\/a> Auto-close only sticks when recovery is painless. day1tabs’ midnight clean slate plus the morning Used vs Didn’t use recap is a great loop. Add a 7-day shelf, one-click restore, and Never close rules by domain or group, then it beats OneTab dumps or Arc’s idle-timer archive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Built by a solo dev with too many tabs and not enough discipline’ might be the most honest product description I’ve ever read on Product Hunt. \ud83d\ude02<\/em><\/p>\n<p><em>The midnight reset is genuinely clever – it’s not blocking you, just creating a natural forcing function. Fellow Chrome extension builder here (Fillix – makes job hunting embarrassingly easy), and the ‘everything local, zero data’ approach is something more extensions should commit to upfront. Congrats on shipping!<\/em><\/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\">@alamenigma Haha thank you \u2014 that tagline wrote itself honestly \ud83d\ude04 I genuinely had 50+ tabs open while building this.<br \/>\nThe \u2018forcing function\u2019 framing is exactly it \u2014 I didn\u2019t want to block or restrict anyone, just create a natural moment of reflection every day. Midnight felt right because it\u2019s a clean reset, not an interruption.<br \/>\nAnd fully agree on the local-first approach \u2014 for a tool that sits in your browser all day, trust matters more than features. Zero data collection wasn\u2019t a marketing decision, it was the only decision that felt right.<br \/>\nChecking out Fillix now \u2014 love seeing what fellow extension builders are shipping. Congrats on that too! \ud83d\ude4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After using for a couple of days this helped me start my days focused instead of scrolling through my millions of other tabs. Especially with exam season this was very helpful! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shaffana_mustafa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaffana_mustafa<\/a> <\/p>\n<p>This made my day !! Exam season with 50 research tabs open is a special kind of chaos \u2014 really glad day1tabs helped you stay focused.<\/p>\n<\/p>\n<p>This is exactly why I built it \u2014 whether you’re a student in exam season, a professional drowning in work tabs, or just someone who opens ‘I’ll read this later’ tabs at midnight \u2014 the problem is universal, but the solution is the same. <\/p>\n<\/p>\n<p>Start fresh, every day \ud83c\udf19<\/p>\n<\/p>\n<p>Good luck with your exams \ud83c\udf93 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool! \ud83d\ude42 <\/p>\n<p>ATM I use TabsMagic, but it doesn’t have this feature, so I have all those tabs open anyway. Painpoint was spotted really well here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <\/p>\n<p>Thank you! Honestly, I built this because I had the exact same problem. <\/p>\n<p>Glad the pain point landed. <\/p>\n<p>Hope <a href=\"https:\/\/day1tabs.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>day1tabs<\/strong><\/a> earns a spot in your daily workflow ! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>As a bit of a messy person when it comes to opened tabs, I find it interesting, however, some of them I keep open to use as reminders. that I will check in the upcoming hours or days. I think that we should be able to sort of manually edit or ask for specific pages not to be closed, for example when you started a draft but did not finish it(did not press on save), on a website that you do not use daily. Would I lose that “draft”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> <\/p>\n<p>Great question Victor \u2014 and totally valid concern! <\/p>\n<p>It’s not as bad as what you are imagining, the good news is there are actually multiple safety nets built in \ud83d\ude0a<\/p>\n<ol>\n<li>\n<p><strong>Never-close domain<\/strong> \u2014 just add the domain once (e.g. <a href=\"http:\/\/notion.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">notion.so<\/a>) and day1tabs will never touch it, even tabs you rarely visit<\/p>\n<\/li>\n<li>\n<p><strong>Pin it<\/strong> \u2014 Chrome pinned tabs are always protected, midnight or not (this takes precedence over my extension settings) <\/p>\n<\/li>\n<li>\n<p><strong>Reopen everything<\/strong> \u2014 even if it closes, one click in the panel restores everything back exactly as it was \u2014 within 24 hours those tabs are never truly gone<\/p>\n<\/li>\n<li>\n<p><strong>Morning recap<\/strong> \u2014 day1tabs opens automatically every morning showing exactly what was closed the night before (so this will be the first thing you will see every morning), so as long as you catch it within before scheduled run you’re completely safe \ud83d\ude4c<\/p>\n<\/li>\n<li>\n<p><strong>Chrome history<\/strong> \u2014 worst case of all, it’ll always be there in history <\/p>\n<\/li>\n<\/ol>\n<p>day1tabs isn’t a tab organiser \u2014 it’s a declutterer (if that’s even a word ;))<\/p>\n<\/p>\n<p>It’s a small behaviour shift but once it clicks, you’ll notice Chrome stops grinding, your machine feels faster, and most importantly you start each day fresh.<\/p>\n<\/p>\n<p>I ran a beta with 20 testers before launch and retention was 90%+ \u2014 most people hit the same fear you described in week 1, then never looked back. I use it myself every day.<\/p>\n<\/p>\n<p>The tab-as-reminder idea is genuinely noted though \u2014 added to the backlog to think through. Thanks for the thoughtful feedback! \ud83d\ude4f and looking forward to your feedback after few days of usage, we built it for users like yourself, and if you still think I have to add something, please let me know. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea, the morning summary sounds like the most interesting part. If a tab gets closed but I suddenly need it later, is there an easy way to restore it from previous days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I swear I end every day with 30+ tabs open thinking I\u2019ll come back to them later. The daily summary idea is super clever. Did people find it stressful at first having everything close automatically at midnight?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thegreatphon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thegreatphon<\/a> <\/p>\n<p>Haha yes \u2014 almost everyone felt that at first! The most common reaction from my 20 beta testers was ‘wait, where did everything go?!’ \ud83d\ude04<\/p>\n<p>But here’s the thing \u2014 it’s not as scary as it sounds. There are multiple safety nets: never-close domains (add <a href=\"http:\/\/notion.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">notion.so<\/a> once, it’s always protected), pinned tabs (Chrome’s own protection, midnight proof), one-click reopen everything within 24 hours, a morning recap showing exactly what closed the night before, and worst case \u2014 Chrome history always has your back.<\/p>\n<p>Within a few days the stress flips completely. You stop hoarding because you know midnight is coming \u2014 and the morning summary becomes something you actually look forward to. 90% of my beta testers stuck with it after week 1.<\/p>\n<p>day1tabs isn’t a tab organiser \u2014 it’s a declutterer (if that’s even a word \ud83d\ude04). Small behaviour shift, but once it clicks you’ll notice Chrome stops grinding, your machine feels faster, and you start every day fresh. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a bit of an “a-type” personality, so my tab hygiene is pretty clean, but I can definitely see how this could be useful for a ton of folks I screenshare with and notice the spiderweb mess of tabs they have open. How do they even live like that?! <\/p>\n<\/p>\n<p>Curious if you have any plans for the next version of the extension?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dkofoed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dkofoed<\/a><\/p>\n<p>Ha! You’re the person everyone wishes they could be.<\/p>\n<p>The rest of us need day1tabs to do what you do naturally.<\/p>\n<\/p>\n<p>For what’s next \u2014 the biggest thing I’m hearing is<\/p>\n<p>the fear of “will I lose something?” That anxiety<\/p>\n<p>haunts people even though 90% of their tabs are noise.<\/p>\n<p>So I’m working on smart filtering (more AIing the product): instead of closing<\/p>\n<p>everything, only close tabs you didn’t use and keep<\/p>\n<p>the ones you did. That way even the messiest hoarder<\/p>\n<p>gets a clean browser without the fear.<\/p>\n<\/p>\n<p>And if you know anyone living in that spiderweb mess \u2014<\/p>\n<p>send them our way \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome and I have like a lot of tabs and I have really clean UI later and Its perfectly archived. super.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ravi_senthazal thank you for your kind feedback ! Means a lot \u2764\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@aalabs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aalabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aalabs<\/a> congrats on the launch! This is a super useful extension \ud83d\ude80 and I’ve already gone and added it to Chrome! Thank you for making it free, but honestly I would pay for something like this. Maybe not recurring haha but definitely as a one-time purchase. <\/p>\n<\/p>\n<p>One thing I would recommend is in the daily summary, is there a way to see how many times you visited a tab within a day? I could see on the video, you define what’s popular by usage but would it be good to also see how many times a tab was visited or if it was re-visited a number of times each day? <\/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\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> Thank you for installing \u2014 that means a lot! \ud83d\ude80 And noted on the one-time purchase, good to know (Please remember you can still <a href=\"https:\/\/buymeacoffee.com\/alwaysarafath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">buy me a coffee<\/a> \ud83d\ude09 )<\/p>\n<p>The visit count idea is genuinely interesting \u2014 right now it’s binary (used\/didn’t use) but tracking frequency within a day is a natural next step. Adding it to the v3.1 list. Thanks for watching the demo closely enough to spot that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KHYATOXT4QCDXB\" class=\"app-title\">Locally AI + Qwen<\/a><\/p>\n<div class=\"one-liner\">Run Qwen’s latest models locally on your iPhone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u53ef\u5728iPhone\u548ciPad\u4e0a\u672c\u5730\u8fd0\u884c\u6700\u65b0Qwen\u5927\u6a21\u578b\u7684APP\uff0c\u5728\u79bb\u7ebf\u3001\u9690\u79c1\u654f\u611f\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u65e0\u9700\u8054\u7f51\u3001\u65e0\u9700\u767b\u5f55\u7684\u79c1\u6709\u5316AI\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u6570\u636e\u5b89\u5168\u548c\u5373\u65f6\u53ef\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60076633-f6c3-437e-b521-9e1155d2d04d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95b2f9b9-d9b8-4c62-92ca-6fdf29b9495b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0afe0ee5-b2a8-4559-b8b4-0db2416ba691.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75610039-5687-413a-9c13-d33828cef849.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3270b75f-9f40-4ada-95cd-27690b0d3485.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\">iOS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">Qwen\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/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\u79bb\u7ebf\u3001\u9690\u79c1\u3001\u514d\u767b\u5f55\u7684\u6838\u5fc3\u4f18\u52bf\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u4e0b\u8f7d\u524d\u7684\u8bbe\u5907\u8d44\u6e90\u9884\u4f30\u3001\u8bbe\u7f6e\u63a8\u7406\u8d85\u65f6\u3001\u4f18\u5316\u9ed8\u8ba4\u6a21\u578b\u9009\u62e9\u3002\u5f00\u53d1\u8005\u56de\u5e94\u6a21\u578b\u9700\u5355\u72ec\u4e0b\u8f7d\uff0c\u53ef\u6309\u8bbe\u5907\u9009\u62e9\u5927\u5c0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Locally AI + Qwen \u7684\u51fa\u73b0\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u4ea7\u54c1\u53d1\u5e03\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u5e94\u7528\u4e3b\u6d41\u5546\u4e1a\u6a21\u5f0f\u7684\u4e00\u6b21\u201c\u9690\u79c1\u53db\u4e71\u201d\u3002\u5728\u7edd\u5927\u591a\u6570AI\u5e94\u7528\u5c06\u7528\u6237\u6570\u636e\u8d76\u5f80\u4e91\u7aef\u4ee5\u6784\u5efa\u58c1\u5792\u548c\u76c8\u5229\u7684\u5f53\u4e0b\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u9009\u62e9\u4e86\u53e6\u4e00\u6761\u8def\uff1a\u5c06\u6a21\u578b\u5b8c\u5168\u7f6e\u4e8e\u7528\u6237\u8bbe\u5907\u4e4b\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u79fb\u690d\uff08\u5728\u79fb\u52a8\u7aef\u8fd0\u884c\u6570\u5341\u4ebf\u53c2\u6570\u6a21\u578b\uff09\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u5e94\u7528\u7684\u201c\u6743\u529b\u5173\u7cfb\u201d\u3002\u5b83\u5c06\u6570\u636e\u7684\u63a7\u5236\u6743\u548c\u6240\u6709\u6743\u5f7b\u5e95\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u201c\u79c1\u6709\u5316AI\u201d\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u9ad8\u51c0\u503c\u3001\u9ad8\u9690\u79c1\u654f\u611f\u5ea6\u7528\u6237\u7684\u6838\u5fc3\u8bc9\u6c42\uff0c\u6784\u6210\u4e86\u5176\u6700\u575a\u56fa\u7684\u62a4\u57ce\u6cb3\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u5f15\u5165Qwen 3.5 Small\u7cfb\u5217\u6a21\u578b\uff0c\u63d0\u4f9b\u4ece0.8B\u52309B\u7684\u9009\u9879\uff0c\u662f\u52a1\u5b9e\u4e14\u5173\u952e\u7684\u4e00\u6b65\u3002\u5b83\u627f\u8ba4\u4e86\u79fb\u52a8\u8bbe\u5907\u7b97\u529b\u7684\u5f02\u8d28\u6027\uff0c\u901a\u8fc7\u201c\u53ef\u9009\u62e9\u7684\u6027\u80fd\u201d\u53d6\u4ee3\u201c\u4e00\u5200\u5207\u7684\u4f53\u9a8c\u201d\uff0c\u8ba9\u7528\u6237\u6839\u636e\u81ea\u8eab\u8bbe\u5907\u8fdb\u884c\u6743\u8861\uff0c\u8fd9\u6bd4\u5f3a\u884c\u585e\u5165\u4e00\u4e2a\u5e9e\u5927\u6a21\u578b\u800c\u5bfc\u81f4\u7684\u7cdf\u7cd5\u4f53\u9a8c\u8981\u806a\u660e\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6761\u9053\u8def\u5e03\u6ee1\u8346\u68d8\u3002\u672c\u5730\u8ba1\u7b97\u7684\u6027\u80fd\u5929\u82b1\u677f\u3001\u6a21\u578b\u66f4\u65b0\u7684\u4fbf\u6377\u6027\u3001\u4ee5\u53ca\u5982\u4f55\u5efa\u7acb\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff08\u5f53\u201c\u65e0\u767b\u5f55\u65e0\u4e91\u7aef\u201d\u4e5f\u610f\u5473\u7740\u96be\u4ee5\u6536\u96c6\u6570\u636e\u548c\u53d8\u73b0\uff09\uff0c\u90fd\u662f\u5176\u5fc5\u987b\u9762\u5bf9\u7684\u957f\u671f\u6311\u6218\u3002\u7528\u6237\u7684\u8bc4\u8bba\u4e5f\u6307\u5411\u4e86\u4f53\u9a8c\u6df1\u6c34\u533a\u7684\u95ee\u9898\uff1a\u7f3a\u4e4f\u8bbe\u5907\u8d44\u6e90\u9884\u4f30\u4f1a\u5bfc\u81f4\u4e0b\u8f7d\u548c\u8fd0\u884c\u7684\u8bd5\u9519\u6210\u672c\u3002\u8fd9\u63ed\u793a\u51fa\uff0c\u4ece\u201c\u80fd\u8fd0\u884c\u201d\u5230\u201c\u4f53\u9a8c\u6d41\u7545\u201d\u4e4b\u95f4\uff0c\u4ecd\u6709\u5927\u91cf\u5de5\u7a0b\u4f18\u5316\u548c\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u5de5\u4f5c\u8981\u505a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662fAI\u6c11\u4e3b\u5316\u8fdb\u7a0b\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u4fe1\u53f7\u3002\u5b83\u8bc1\u660e\uff0c\u5728\u8ffd\u6c42\u6027\u80fd\u5dc5\u5cf0\u4e4b\u5916\uff0c\u5b58\u5728\u4e00\u4e2a\u4ee5\u63a7\u5236\u6743\u3001\u9690\u79c1\u548c\u5373\u65f6\u53ef\u7528\u6027\u4e3a\u4f18\u5148\u7ea7\u7684\u5e9e\u5927\u5e02\u573a\u3002\u5b83\u53ef\u80fd\u4e0d\u4f1a\u7acb\u5373\u53d6\u4ee3\u4e91\u7aefAI\u7684\u9738\u4e3b\u5730\u4f4d\uff0c\u4f46\u5b83\u4e3a\u6574\u4e2a\u884c\u4e1a\u6811\u7acb\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u201c\u4ef7\u503c\u5bf9\u7acb\u9762\u201d\uff0c\u8feb\u4f7f\u6240\u6709\u4ece\u4e1a\u8005\u601d\u8003\uff1a\u5728\u4e91\u4e0e\u7aef\u7684\u9891\u8c31\u4e0a\uff0c\u81ea\u5df1\u7684\u4ea7\u54c1\u7a76\u7adf\u7ad9\u5728\u54ea\u91cc\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\">Locally AI + Qwen<\/span>\n <\/div>\n<div class=\"comment-content\">Run Qwen\u2019s latest models locally on your iPhone and iPad. Powerful models with advanced vision understanding and hybrid reasoning.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Literally the best app to experience the latest <a href=\"https:\/\/www.producthunt.com\/products\/qwen3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"qwen3\" target=\"_blank\" rel=\"noopener\">@Qwen3<\/a> local AI models on your phone! \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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Thanks a lot! Many improvements are planned to make the experience even better \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\">Hello ProductHunt! \ud83d\udc4b<\/p>\n<p>The new Qwen 3.5 small models are now available for iPhone and iPad in Locally AI.<\/p>\n<p>The new models beat models 4 times their size, support vision and reasoning toggle. Four sizes are available: 0.8B, 2B, 4B, and 9B (available on supported iPads).<\/p>\n<p>Enjoy!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adrgrondin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrgrondin<\/a> Seeing a vision + reasoning toggle for the Qwen 3.5 small lineup (0.8B, 2B, 4B, 9B) makes on-device model choice feel less like a gamble. Do you show per-device RAM, disk, and battery estimates before download? A default picker and a timeout for reasoning mode would save a ton of trial and error.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@adrgrondin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrgrondin<\/a> The 0.8B option is a smart inclusion. Most apps in this space only ship the biggest model they can fit and then wonder why people bounce after waiting 30 seconds for a response. Having that range lets people actually find what works for their device instead of guessing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>“Offline + private + no login = the holy trinity that 90% of AI apps ignore because cloud is easier to monetize. Locally AI is betting on the right side of the privacy conversation.<\/em><\/p>\n<p><em>As someone building Fillix, a Chrome extension that makes job hunting embarrassingly easy, the ‘no login required’ UX decision hits close to home. The best tools get out of your way instantly. Apple Silicon optimization is the cherry on top. Congrats on shipping!<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch \ud83d\udc4f<\/p>\n<\/p>\n<p>Running powerful models locally on iPhone and iPad is exactly where things are heading \u2014 privacy-first, fully offline, no logins, no cloud dependency.<\/p>\n<\/p>\n<p>Excited to see Qwen integrated here. Strong reasoning + vision capabilities, and having that fully on-device is a big step forward in user control and data ownership.<\/p>\n<\/p>\n<p>Curious about:<\/p>\n<p>\u2013 inference speed across different devices<\/p>\n<p>\u2013 memory usage and optimization<\/p>\n<p>\u2013 how the model download and UX flow are handled<\/p>\n<\/p>\n<p>If performance holds up, this could be a serious alternative to cloud-based AI apps. Congrats on the launch \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\/@mx_mt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mx_mt<\/a> I would recommend the latest iPhones, but even older models work well. There are models for all iPhones; you choose which size you want to run. The models are not bundled in the app; you choose which one to download once the app is installed.<\/p>\n<\/p>\n<p>Hope this makes things clearer!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Qwen 3.5 2B vision on an iPhone 16 Pro is astonishing. This is absolutely the future of device AI. I can’t wait for OSes that use AI as the kernel for everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious to check it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YSHJSM5GQA56PQ\" class=\"app-title\">agile.flights<\/a><\/p>\n<div class=\"one-liner\">Agile died in a JIRA board – replace sprints with flights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u201c\u822a\u73ed\u201d\u65b9\u6cd5\u8bba\u7684\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u201c\u822a\u73ed\u3001\u673a\u957f\u3001\u673a\u7ec4\u3001\u8d27\u7bb1\u201d\u7684\u76f4\u89c2\u9690\u55bb\uff0c\u66ff\u4ee3\u4f20\u7edf\u654f\u6377\u5f00\u53d1\u7684\u201c\u51b2\u523a\u201d\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728Scrum\u7b49\u6846\u67b6\u4e0b\u4f1a\u8bae\u7e41\u5197\u3001\u6c9f\u901a\u4f4e\u6548\u3001\u8fdb\u5c55\u5bf9\u5916\u6c47\u62a5\u4e0d\u6e05\u6670\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9596467b-1275-4086-a257-d715512a18a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5599030a-10aa-4d73-8160-fd18a8a70f44.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65b9\u6cd5\u8bba<\/span><br \/>\n <span class=\"tag\">AI\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3JIRA<\/span><br \/>\n <span class=\"tag\">\u822a\u73ed\u9690\u55bb<\/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\u76f4\u89c2\u9690\u55bb\u6539\u5584\u4e86\u5411\u4e0a\u53ca\u8de8\u90e8\u95e8\u6c9f\u901a\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u65b9\u6cd5\u8bba\u662f\u5426\u8db3\u591f\u6709\u6548\u3001\u5982\u4f55\u5904\u7406\u9700\u6c42\u53d8\u66f4\u4e0e\u8303\u56f4\u8513\u5ef6\u3001\u4eea\u8868\u677fUI\u9700\u6539\u8fdb\u3001\u5e0c\u671b\u589e\u52a0\u201c\u81ea\u5b9a\u4e49\u822a\u7a7a\u516c\u53f8\u201d\u7b49\u6e38\u620f\u5316\u5143\u7d20\uff0c\u4ee5\u53ca\u660e\u786e\u5176\u4e0e\u73b0\u6709\u4ea7\u54c1\u5f85\u529e\u4e8b\u9879\uff08\u5982JIRA\uff09\u7684\u96c6\u6210\u5173\u7cfb\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 Agile.flights \u7684\u5b9e\u8d28\uff0c\u5e76\u975e\u7b80\u5355\u7684\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u654f\u6377\u5f00\u53d1\u5f02\u5316\u7684\u201c\u795b\u9b45\u201d\u8fd0\u52a8\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u73b0\u4ee3\u654f\u6377\u5b9e\u8df5\u7684\u8f6f\u808b\uff1a\u4eea\u5f0f\u611f\u538b\u5012\u4ea4\u4ed8\u3001\u5185\u90e8\u6307\u6807\uff08\u5982\u6545\u4e8b\u70b9\uff09\u8131\u79bb\u4e1a\u52a1\u8bed\u5883\u3001\u5faa\u73af\u7684\u201c\u51b2\u523a\u201d\u6d88\u89e3\u4e86\u7ec8\u5c40\u8d23\u4efb\u611f\u3002\u5176\u63d0\u51fa\u7684\u201c\u822a\u73ed\u201d\u65b9\u6cd5\u8bba\uff0c\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5957\u65e0\u7f1d\u8854\u63a5\u6280\u672f\u56e2\u961f\u4e0e\u5546\u4e1a\u4e16\u754c\u7684\u201c\u901a\u7528\u8bed\u201d\u3002\u201c\u9047\u5230\u9006\u98ce\u201d\u3001\u201c\u5ef6\u8bef\u201d\u3001\u201c\u964d\u843d\u201d\u8fd9\u4e9b\u8868\u8ff0\uff0c\u5929\u7136\u88ab\u6240\u6709\u5229\u76ca\u76f8\u5173\u8005\u7406\u89e3\uff0c\u6781\u5927\u5730\u538b\u7f29\u4e86\u6c9f\u901a\u6210\u672c\uff0c\u8fd9\u6b63\u662f\u5176\u5ba3\u79f0\u201c\u65e0\u9700\u7ffb\u8bd1\u5c42\u201d\u7684\u5e95\u6c14\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u53bb\u8fc7\u7a0b\u5316\u201d\u7684\u6781\u7b80\u4e3b\u5f20\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u7528\u201c\u5b8c\u6210\u4e0e\u5426\u201d\u7684\u4e8c\u5143\u5224\u65ad\u53d6\u4ee3\u4e86\u6545\u4e8b\u70b9\u4f30\u7b97\uff0c\u8fd9\u5bf9\u4e8e\u5d07\u5c1a\u786e\u5b9a\u6027\u7684\u7ba1\u7406\u8005\u800c\u8a00\uff0c\u53ef\u80fd\u610f\u5473\u7740\u900f\u660e\u5ea6\u7684\u964d\u4f4e\u548c\u98ce\u9669\u7684\u540e\u7f6e\u3002\u5de5\u5177\u672c\u8eab\u4e0d\u89e3\u51b3\u9700\u6c42\u4f18\u5148\u7ea7\u8fd9\u4e2a\u201c\u6700\u6602\u8d35\u51b3\u7b56\u201d\uff0c\u53cd\u800c\u5c06\u77db\u76fe\u663e\u6027\u5316\u5730\u629b\u56de\u7ed9\u201c\u673a\u957f\u201d\u548c\u56e2\u961f\uff0c\u8fd9\u8981\u6c42\u7ec4\u7ec7\u5fc5\u987b\u5177\u5907\u9ad8\u5ea6\u7684\u6388\u6743\u6587\u5316\u4e0e\u6210\u5458\u62c5\u5f53\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u201c\u8303\u56f4\u8513\u5ef6\u201d\u63d0\u95ee\u5373\u53ef\u89c1\uff0c\u65b9\u6cd5\u8bba\u7684\u6210\u529f\u6781\u5ea6\u4f9d\u8d56\u201c\u673a\u957f\u201d\u7684\u6743\u5a01\u4e0e\u56e2\u961f\u7684\u7eaa\u5f8b\uff0c\u5426\u5219\u201c\u822a\u73ed\u201d\u6781\u6613\u9677\u5165\u201c\u4e0d\u65ad\u6539\u7b7e\u201d\u7684\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bde\u751f\u4e8eAI\u7f16\u7801\u666e\u53ca\u7684\u5f53\u4e0b\uff0c\u5176\u5b9a\u4f4d\u9887\u5177\u6df1\u610f\uff1a\u5b83\u627f\u8ba4AI\u63d0\u5347\u7684\u662f\u4e2a\u4f53\u751f\u4ea7\u529b\uff0c\u4f46\u56e2\u961f\u534f\u540c\u4e0e\u9879\u76ee\u53ef\u89c1\u6027\u7684\u95ee\u9898\u56e0\u6b64\u66f4\u52a0\u51f8\u663e\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u907f\u5f00\u4e86\u4e0eAI\u7f16\u7801\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u7784\u51c6\u4e86\u66f4\u4e0a\u5c42\u7684\u201c\u5de5\u4f5c\u534f\u8c03\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u6700\u7ec8\uff0cAgile.flights\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u4eea\u8868\u677f\u662f\u5426\u9177\u4f3c\u673a\u573a\u5927\u5c4f\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u63a8\u52a8\u56e2\u961f\u4ece\u201c\u8fed\u4ee3\u5faa\u73af\u201d\u7684\u60ef\u6027\u601d\u7ef4\uff0c\u771f\u6b63\u8f6c\u5411\u201c\u6709\u660e\u786e\u76ee\u7684\u5730\u7684\u822a\u884c\u201d\u8fd9\u4e00\u5fc3\u667a\u6a21\u578b\u3002\u8fd9\u662f\u4e00\u573a\u7ba1\u7406\u6587\u5316\u7684\u5b9e\u9a8c\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\u7684\u53d1\u5e03\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\">agile.flights<\/span>\n <\/div>\n<div class=\"comment-content\">Replace sprints with flights. A project management tool built around the Flights methodology – time-boxed initiatives with captains, crew, and crates.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Over year ago, our engineering team ditched Scrum. Not because we read some contrarian blog post, but because we looked at our calendars and<br \/>\nrealized we spent more time talking about work than doing it. Standups that ran long. Grooming sessions nobody prepared for. Retros that<br \/>\nconcluded “we should have fewer meetings” and then we’d schedule a meeting to discuss that.<\/p>\n<p>We tried going process-free. That lasted a few weeks before leadership started asking “when does this ship?” and nobody had an answer.<\/p>\n<p>So we landed somewhere in the middle.<br \/>\nIt’s called Flights – and it’s not new; someone tried it back in 2021: <a href=\"https:\/\/simonhoiberg.medium.com\/the-flight-manual-9e1aedd04fbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/simonhoiberg.medium.com\/…<\/a><\/p>\n<p>The idea is dead simple: a project is a flight. It has a takeoff date, a landing date, and a captain who’s responsible for getting it there.<br \/>\nTasks are crates loaded onto the flight. Team members are crew. People doing maintenance between flights are ground mechanics.<\/p>\n<p>That’s it. No story points. No velocity charts. No burndown graphs that give everyone a false sense of confidence. A crate is done or it’s not.<br \/>\nThe flight lands on the date or it doesn’t.<\/p>\n<p>The thing that surprised us most was how well it communicated upward, sideways and to the rest of the organisation.<br \/>\nWhen we told our CEO “sprint velocity dropped 15%,” we’d get blank stares.<br \/>\nWhen we said “this flight is hitting headwinds but still lands Friday,” everyone in the room knew exactly what that meant.<br \/>\nNo translation layer needed.<\/p>\n<p>We started with sticky notes and a shared Figma file. It worked well enough that we built a proper tool around it – an airport-board-style dashboard<br \/>\nwhere you see what’s in the air, what’s on the runway, and what’s landed. Captains, crew, status – all visible at a glance.<\/p>\n<p>We know the obvious reaction: “AI is writing all the code now, who needs project management?” Honestly, we’ve found the opposite. AI makes<br \/>\nindividual developers faster, but it doesn’t solve the coordination problem. If anything, teams ship more things in parallel now, and the need<br \/>\nfor visibility into what’s actually happening has gone up, not down. Your AI pair programmer doesn’t know that another team’s flight just went<br \/>\ninto emergency and yours needs to adjust course.<\/p>\n<p>We’ve been running it in production for over a year across multiple teams. It was also built as a human-AI<br \/>\ncollaboration and experiment – Engineers working with Claude from first commit to production, including the database migrations, E2E tests, CI\/CD.<\/p>\n<p>Live demo: <a href=\"https:\/\/agile.flights\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/agile.flights<\/a><br \/>\nHandbook (explains the methodology): <a href=\"https:\/\/agile.flights\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/agile.flights\/docs<\/a><\/p>\n<p>Happy to answer questions about the methodology and the tool.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henrikhussfelt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henrikhussfelt<\/a> Hmm, very interesting \u2014 never heard of it before. It’s just a metaphor though \u2014 does that really resonate with people enough to work so well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work launch team! \ud83d\ude80 I love everything flight, so this is a fantastic concept for engineers. Particularly captains, crews and crates. Superb way to gamify project management. <\/p>\n<\/p>\n<p>Would be great if you could add “teams” -> Custom Airlines \u2708\ufe0f<\/p>\n<p>Scheduled activities -> Scheduled Maintenance \/ Food & Beverage time <\/p>\n<p>Custom Boarding Pass showing project inception to Project go live date with a loading bar which you can show incremental progress on as tasks are completed. <\/p>\n<p>Backlog -> This can be ATC tower<\/p>\n<p>Would be great it you clicked on an item or card similar to ADO and you could see the boarding pass in the card and even if you added a Departure\/Arrivals after duration showcasing when a project is due to be completed and maybe a delayed status if it misses the window. <\/p>\n<\/p>\n<p>Also the landing page is great but I think the dashboard UI could be better, maybe if you used the same background from the landing page as opposed to just off white\/grey. <\/p>\n<\/p>\n<p>Wishing you all the best with the launch! \u2764\ufe0f<\/p>\n<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> Awesome feedback!<\/p>\n<\/p>\n<p>Looking to create even more of these “Flight feelings”, and added a bunch of these to our considerations in the backlog.<\/p>\n<\/p>\n<p>Elaborate on the “Custom Airlines” – that caught me specifically.<\/p>\n<\/p>\n<p>Regarding the Dashboard UI – it needs a lot of love, specifically the modals :peek: not there yet. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work Henrik very cool concept here! <br \/>“we should have fewer meetings” and then we’d schedule a meeting to discuss that… make me laugh out loud, this is also quite quintessentially Swedish. <br \/>Curious about if there is a “backlog” in a similar way to scrum, and how does the team decide on what goes into the flight? I always find that selection (eg what to work on) is the most difficult decision and can be costly if you choose incorrectly. How does it work here with the Flights methodology?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jasondainter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasondainter<\/a> Yeah, that is essentially what we’ve seen in so many places. Meetings to sort out meetings death. And even where we are going with Engineering in general with support of AI there are so many organisations that are still having this battle – for a long time to come.<\/p>\n<\/p>\n<p>The Flights concept or this app does not at all care about the backlog – that usually lives in JIRA, Linear och Github. So there is a Backlog. The methodology and this app specifically helps focus on the essentials which is shipping – and defining <strong>what<\/strong> is shipped.<\/p>\n<\/p>\n<p>If one uses the “North Star” concept – which is much like general “Where we have to go” statements one ties the flights towards those and get invaluable metrics and updates towards the rest of the organisation – without having to dig through JIRA, Github, Releases or anything like that.<\/p>\n<\/p>\n<p>So essentially – this does not solve your biggest painpoint at all – and is still much of a Product Direction question. \ud83e\udee3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “headwinds\/tailwinds” language for communicating status upward is the best part of this. We burned months trying to get non-technical stakeholders to care about sprint metrics. Plain language that maps to something intuitive beats a velocity chart every time. How are you handling mid-flight scope changes when a captain wants to add crates after takeoff?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abayb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abayb<\/a> we could not agree more – the amount of times we’ve seen teams struggling with getting across the table with lingo that the counterpart does not understand is unfathomable.<\/p>\n<\/p>\n<p>“Oh, turbulence. I get it… …probably a bit delayed then.”<\/p>\n<\/p>\n<p>This is up to the Crew and Captain as a team – the methodology and app specifically states that the ownership is with the crew and they are flying on a schedule. If you can fit crates for some reason then by all means refuel mid-air. \ud83d\ude42 Same with dropping crates, just push them out the door…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 thought behind the name, <a href=\"https:\/\/www.producthunt.com\/@henrikhussfelt\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"henrikhussfelt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henrikhussfelt<\/a>. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/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><a href=\"https:\/\/www.producthunt.com\/@henrikhussfelt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henrikhussfelt<\/a> Congrats in the launch! I love this ideology. You mentioned the captains are strict which is great cause we need someone focused in landing that plane! However how does a small team with only a couple managers\/supervisors navigate this process with so many flights that need to take off? Or is this geared more towards bigger teams and enterprise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> In the concept when applied we have not looked at managers or super-visors at all; the <strong>Team<\/strong> ships stuff. Which means the team is <strong>cross functional<\/strong> for the Flight they are on. One of the members is a <strong>Captain<\/strong>. This means the Crew gets proper autonomy and can ship what they have been requested to ship.<\/p>\n<p>This methodology has been applied in both small teams and larger ones from what I have personally seen. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The flight metaphor is doing real work here \u2014 a sprint implies circular motion (you always restart), a flight has a destination and a real cost to rerouting mid-air. The “no story points, just done or not” discipline is the key insight.<\/p>\n<\/p>\n<p>Curious how you handle scope creep: if a crate grows during the flight, do you reroute mid-air (extend the flight) or leave it on the tarmac for the next one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> I know – we love it \ud83d\ude42<\/p>\n<\/p>\n<p>We have to handle scope creep much the same way; but here you have a designated Captain that is in charge. Either drop a crate; or adjust the span (having Headwind). Communication is key.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3EEXI6FGB44AXW\" class=\"app-title\">AssemblyAI: Universal-3 Pro Streaming<\/a><\/p>\n<div class=\"one-liner\"> The most accurate streaming speech model for voice agents.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AssemblyAI\u63a8\u51fa\u7684Universal-3 Pro Streaming\u662f\u4e00\u6b3e\u4e13\u4e3a\u8bed\u97f3\u667a\u80fd\u4f53\u6253\u9020\u7684\u5b9e\u65f6\u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u578b\uff0c\u901a\u8fc7\u9ad8\u7cbe\u5ea6\u8bc6\u522b\u4e0d\u6d41\u5229\u8868\u8fbe\u3001\u5b57\u6bcd\u6570\u5b57\u7ec4\u5408\u3001\u591a\u8bed\u8a00\u6df7\u7528\u53ca\u5608\u6742\u73af\u5883\u4e0b\u7684\u8bed\u97f3\uff0c\u89e3\u51b3\u4e86\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u4e2d\u56e0\u8bc6\u522b\u9519\u8bef\u5bfc\u81f4\u7684\u5173\u952e\u4fe1\u606f\u4e22\u5931\u548c\u4f53\u9a8c\u4e2d\u65ad\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95db1b06-cc6e-452b-86a7-93a4bcdce4a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce789ded-1996-4231-804e-1f98c55eea8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be01cbcf-4574-46bc-8a15-7f3b414b9e24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98dfb375-dc50-4523-8751-d5475879cb7e.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\/454937fc-2db7-4858-9906-9a7a8c7bd818.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xGXUchVP34I\"><source src=\"https:\/\/www.youtube.com\/watch?v=xGXUchVP34I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8bf4\u8bdd\u4eba\u5206\u79bb<\/span><br \/>\n <span class=\"tag\">\u566a\u58f0\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u4f53\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5207\u6362<\/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\u9ad8\u7cbe\u5ea6\u3001\u4f4e\u5ef6\u8fdf\u548c\u5f00\u53d1\u8005\u4f53\u9a8c\u3002\u5177\u4f53\u95ee\u9898\u5305\u62ec\uff1a\u5728\u5608\u6742\u53a8\u623f\u73af\u5883\u4e2d\u5bf9\u201c\u7ef4\u751f\u7d20B12\u201d\u7b49\u5b57\u6bcd\u6570\u5b57\u4e32\u7684\u8bc6\u522b\u8868\u73b0\uff0c\u4ee5\u53ca\u662f\u5426\u771f\u6b63\u89e3\u51b3\u4e86\u73b0\u6709\u6d41\u5f0f\u6a21\u578b\u5728\u590d\u6742\u573a\u666f\u4e0b\u7684\u5931\u8d25\u6848\u4f8b\u3002\u53e6\u6709\u8bc4\u8bba\u6307\u51fa\u5176\u5728\u91d1\u878d\u7b49\u91cd\u4fe1\u4efb\u9886\u57df\u7684\u91cd\u8981\u4ef7\u503c\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 Universal-3 Pro Streaming\u7684\u53d1\u5e03\uff0c\u8868\u9762\u662f\u6280\u672f\u53c2\u6570\u7684\u63d0\u5347\uff0c\u5b9e\u5219\u662fAssemblyAI\u5bf9\u8bed\u97f3AI\u843d\u5730\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u969c\u788d\u7684\u4e00\u6b21\u7cbe\u51c6\u7206\u7834\u3002\u4ea7\u54c1\u5ba3\u4f20\u7684\u201c\u4e3a\u56f0\u96be\u573a\u666f\u800c\u751f\u201d\u5e76\u975e\u7a7a\u8bdd\uff0c\u5b83\u76f4\u6307\u73b0\u6709\u6d41\u5f0f\u8bed\u97f3\u8f6c\u6587\u672c\uff08STT\uff09\u5728\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u4e2d\u7684\u6e83\u8d25\u70b9\uff1a\u5173\u952e\u5b57\u6bcd\u6570\u5b57\u4fe1\u606f\u7684\u9519\u8bef\uff08\u5982\u4fe1\u7528\u5361\u53f7\uff09\u3001\u8bf4\u8bdd\u4eba\u6807\u7b7e\u6df7\u4e71\u3001\u5b9e\u65f6\u4ea4\u4e92\u4e2d\u7684\u7a81\u5140\u6253\u65ad\u3002\u8fd9\u4e9b\u5e76\u975e\u8fb9\u7f18\u6848\u4f8b\uff0c\u800c\u662f\u6467\u6bc1\u7528\u6237\u4f53\u9a8c\u548c\u4fe1\u4efb\u7684\u81f4\u547d\u4f24\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u573a\u666f\u5316\u5c01\u88c5\u201d\u80fd\u529b\u3002\u5b83\u5c06\u8bed\u97f3\u8bc6\u522b\u4ece\u4e00\u4e2a\u901a\u7528\u6280\u672f\u6a21\u5757\uff0c\u91cd\u5851\u4e3a\u4e00\u4e2a\u9488\u5bf9\u201c\u8bed\u97f3\u667a\u80fd\u4f53\u201d\u4ea4\u4e92\u8303\u5f0f\u7684\u5782\u76f4\u89e3\u51b3\u65b9\u6848\u3002\u96c6\u6210\u5b9e\u65f6\u8bf4\u8bdd\u4eba\u5206\u79bb\uff08Diarization\uff09\u548c\u5168\u7403\u8bed\u8a00\u652f\u6301\uff0c\u610f\u5473\u7740\u5f00\u53d1\u8005\u65e0\u9700\u518d\u8d39\u529b\u62fc\u63a5\u591a\u4e2aAPI\u6216\u8fdb\u884c\u590d\u6742\u540e\u5904\u7406\uff0c\u4ece\u800c\u5927\u5e45\u964d\u4f4e\u6784\u5efa\u53ef\u9760\u8bed\u97f3\u4ea4\u4e92\u7684\u95e8\u69db\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201cLLM\u7f51\u5173+\u8f6c\u5f55\u5355API\u8c03\u7528\u201d\u6b63\u662f\u8fd9\u79cd\u601d\u8def\u7684\u4f53\u73b0\u2014\u2014\u5b83\u4f18\u5316\u7684\u662f\u5f00\u53d1\u8005\u7684\u51b3\u7b56\u94fe\u6761\u548c\u5f00\u53d1\u901f\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4f9d\u7136\u5b58\u5728\u3002\u9996\u5148\uff0c\u201c\u6700\u51c6\u786e\u201d\u662f\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u81ea\u8bc1\u7684\u5ba3\u8a00\uff0c\u5c24\u5176\u662f\u5728\u8bc4\u8bba\u8005\u5173\u5fc3\u7684\u7279\u5b9a\u566a\u58f0\u73af\u5883\u4e0e\u4e13\u4e1a\u672f\u8bed\u573a\u666f\u4e0b\uff0c\u6a21\u578b\u9700\u8981\u5c55\u793a\u51fa\u8d85\u8d8a\u8425\u9500\u8bf4\u8f9e\u7684\u7a33\u5065\u6027\u3002\u5176\u6b21\uff0c\u8be5\u6a21\u578b\u5c06\u8bed\u97f3\u667a\u80fd\u4f53\u7684\u7ade\u4e89\u4ece\u201c\u6709\u65e0\u8bc6\u522b\u80fd\u529b\u201d\u63a8\u5411\u201c\u573a\u666f\u7406\u89e3\u6df1\u5ea6\u201d\u7684\u65b0\u9636\u6bb5\uff0c\u4f46\u8fd9\u540c\u65f6\u4e5f\u610f\u5473\u7740\u5176\u6027\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5bf9\u5782\u76f4\u9886\u57df\u201c\u56f0\u96be\u6837\u672c\u201d\u7684\u8986\u76d6\u5ea6\u3002\u80fd\u5426\u6784\u5efa\u8d77\u6301\u7eed\u8fed\u4ee3\u7684\u884c\u4e1a\u6570\u636e\u98de\u8f6e\uff0c\u5c06\u662f\u5176\u957f\u671f\u58c1\u5792\u7684\u5173\u952e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u4ece\u6280\u672f\u9a71\u52a8\u5411\u573a\u666f\u4ef7\u503c\u9a71\u52a8\u7684\u91cd\u8981\u8de8\u8d8a\uff0c\u4f46\u6700\u7ec8\u8003\u9a8c\u7684\u662f\u5176\u5de5\u7a0b\u5316\u89e3\u51b3\u201c\u810f\u6570\u636e\u201d\u548c\u590d\u6742\u58f0\u5b66\u73af\u5883\u7684\u786c\u5b9e\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AssemblyAI: Universal-3 Pro Streaming<\/span>\n <\/div>\n<div class=\"comment-content\">Universal-3 Pro Streaming is the most accurate real-time STT model for voice agents. With entity detection, speaker labels, and code switching, it’s built for the hard stuff: disfluencies, alphanumerics, and noisy environments. One API. 99+ languages. Try it free.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b We just shipped the most accurate real-time STT model for voice agents.<\/p>\n<p>Universal-3 Pro Streaming is a first-of-its-kind realtime Speech Language Model built for the hard stuff voice agents actually encounter (disfluencies, emails, URLs, names, account numbers, alphanumerics, and code-switching across languages). All in noisy conditions. All at super low latency.<\/p>\n<p>Here’s what we kept seeing: incorrect credit card numbers. Turn detection cutting off customers mid-sentence. Speaker labels scrambled in multi-party calls. Voice agent failures cluster around the edge cases that matter most to your users. Existing streaming models weren’t solving them.<\/p>\n<p>So we took every capability from Universal-3 Pro and brought it to real-time streaming. Plus two new capabilities that didn’t exist in streaming before: real-time speaker diarization and global language support through the same API. <\/p>\n<p>We’d love to see what you build with it! \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>good luck on the launch guys, using your api sometimes for voice to text and vice versa<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Speech-to-text is a solved problem until you actually try to build on it, then you realize accuracy on accented English, speaker diarization, and real-time latency are three completely different challenges. AssemblyAI quietly nails all three.<\/em><\/p>\n<p><em>Exploring voice-based job interview prep features for Fillix – a Chrome extension that makes job hunting embarrassingly easy. The LLM gateway + transcription in one API call is exactly the kind of DX that makes a feature go from ‘maybe someday’ to ‘shipping this week.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Voice logging in FuelOS runs on streaming STT and the place it consistently fell apart was alphanumeric strings, things like “vitamin B12” or “omega-3” getting mangled mid-stream. How does Universal-3 Pro handle those in noisy kitchen environments specifically, where background noise compounds the problem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 of Universal-3 Pro! In the retirement planning space (<strong>Ready Aim Retire<\/strong>), accuracy isn’t just a metric; it\u2019s the foundation of user trust. Seeing a model that prioritizes the ‘hard stuff’ like alphanumerics and disfluencies without needing heavy prompt engineering is a big win for those of us building finance tools. Keep up the excellent work! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is very cool! Looking forward to trying it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/M3NLY6PGIMVONR\" class=\"app-title\">Personal AI Memory<\/a><\/p>\n<div class=\"one-liner\">Captures and stores your chat from various AI platforms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9690\u79c1\u4f18\u5148\u7684\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u901a\u8fc7\u672c\u5730\u5316\u65e0\u611f\u6293\u53d6\u5e76\u7d22\u5f15\u7528\u6237\u4e0e\u591a\u4e2aAI\u5e73\u53f0\u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5207\u6362\u4e0d\u540c\u5927\u6a21\u578b\u670d\u52a1\u65f6\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u624b\u52a8\u7ba1\u7406\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cc6c156-a6c3-4aab-90d4-f4981abc665a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/274b0bca-e3f3-4348-98e6-19349b21acac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d34dea05-4a0b-4a95-bee8-50e8b30ce166.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f89f14d-27b7-4c4b-873a-5a30f8b4b1c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1e0db15-4f15-4c4e-9bf9-5021734f3c70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/471baa33-da42-472c-a76d-68d9cad5790f.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\/e8160716-f8ba-459c-88fc-f9798576591e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GAnG7J3UF3g\"><source src=\"https:\/\/youtu.be\/GAnG7J3UF3g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u4fdd\u5b58<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4ebaAI\u8bb0\u5fc6\u5e93<\/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\u652f\u6301Perplexity\u7b49\u5e73\u53f0\u7684\u529f\u80fd\uff0c\u5e76\u70ed\u8bae\u201c\u8bb0\u5fc6\u201d\u529f\u80fd\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\u9690\u79c1\u5b89\u5168\u7ec6\u8282\uff0c\u5982\u662f\u5426\u652f\u6301\u6309\u5e73\u53f0\u6682\u505c\u6293\u53d6\u3001\u5bfc\u51fa\u524d\u7f16\u8f91\uff0c\u4ee5\u53ca\u5bf9\u6d4f\u89c8\u5668\u672c\u5730\u5b58\u50a8\u5b89\u5168\u6027\u7684\u62c5\u5fe7\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u5f3a\u8c03\u6570\u636e100%\u672c\u5730\u5b58\u50a8\u4e8e\u6d4f\u89c8\u5668\u6c99\u7bb1\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 Personal AI Memory \u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u8de8\u5e73\u53f0AI\u5bf9\u8bdd\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\u95ee\u9898\u3002\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u670d\u52a1\u5668\u201d\u548c\u201c\u88ab\u52a8\u6355\u83b7\u201d\u662f\u4ea7\u54c1\u7acb\u8eab\u7684\u4e24\u5927\u652f\u67f1\uff0c\u76f4\u63a5\u56de\u5e94\u4e86\u5f53\u524d\u7528\u6237\u5bf9\u9690\u79c1\u7684\u6781\u5ea6\u654f\u611f\u548c\u5bf9\u5de5\u4f5c\u6d41\u65e0\u7f1d\u8854\u63a5\u7684\u6e34\u6c42\u3002\u8fd9\u672c\u8d28\u4e0a\u4e0d\u662f\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u67b6\u6784\u4e0e\u4f53\u9a8c\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b58\u50a8\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u672c\u5730\u5316\u7684\u3001\u79c1\u6709\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u7d22\u5f15\u5c42\u3002\u5b83\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u4e0e\u5404\u7c7b\u4e91\u7aefAI\u4ea4\u4e92\u7684\u7edf\u4e00\u8bb0\u5fc6\u5c42\uff0c\u5c06\u788e\u7247\u5316\u7684\u3001\u5e73\u53f0\u6240\u5c5e\u7684\u5bf9\u8bdd\uff0c\u8f6c\u5316\u4e3a\u4e2a\u4eba\u53ef\u68c0\u7d22\u3001\u53ef\u8fc1\u79fb\u7684\u8d44\u4ea7\u3002\u8fd9\u6311\u6218\u4e86AI\u670d\u52a1\u5546\u901a\u8fc7\u9501\u5b9a\u5bf9\u8bdd\u5386\u53f2\u6765\u589e\u5f3a\u7528\u6237\u7c98\u6027\u7684\u6f5c\u5728\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u77db\u76fe\u4e5f\u6839\u690d\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5176\u5b89\u5168\u6027\u4e0e\u4fbf\u5229\u6027\u7ed1\u5b9a\u4e8e\u6d4f\u89c8\u5668\u751f\u6001\uff0c\u8bc4\u8bba\u4e2d\u5bf9Chrome\u5b89\u5168\u6027\u7684\u8d28\u7591\u76f4\u51fb\u8981\u5bb3\uff0c\u6c99\u7bb1\u673a\u5236\u867d\u63d0\u4f9b\u9694\u79bb\uff0c\u4f46\u65e0\u6cd5\u6d88\u9664\u672c\u5730\u6587\u4ef6\u88ab\u6076\u610f\u8f6f\u4ef6\u626b\u63cf\u7684\u98ce\u9669\u3002\u5176\u6b21\uff0c\u201c\u88ab\u52a8\u6355\u83b7\u201d\u5728\u63d0\u4f9b\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5f15\u53d1\u7528\u6237\u5bf9\u4fe1\u606f\u8fc7\u8f7d\u548c\u9690\u79c1\u7ec6\u7c92\u5ea6\u63a7\u5236\u7684\u62c5\u5fe7\u2014\u2014\u5e76\u975e\u6240\u6709\u4e34\u65f6\u5bf9\u8bdd\u90fd\u503c\u5f97\u201c\u8bb0\u5fc6\u201d\u3002\u6700\u540e\uff0c\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5bf9AI\u5e73\u53f0\u66f4\u65b0\u4e0e\u53cd\u6293\u53d6\u673a\u5236\u7684\u8ddf\u8fdb\u80fd\u529b\uff0c\u8fd9\u66f4\u50cf\u4e00\u573a\u6301\u7eed\u7684\u201c\u519b\u5907\u7ade\u8d5b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7406\u5ff5\u5148\u884c\u7684\u5de5\u5177\uff0c\u7cbe\u51c6\u547d\u4e2d\u4e86\u9ad8\u9636AI\u7528\u6237\u7684\u5b9e\u9645\u7126\u8651\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u6709\u7528\u7684\u5c0f\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u7edd\u5bf9\u672c\u5730\u5316\u4e0e\u672a\u6765\u53ef\u80fd\u5fc5\u8981\u7684\u3001\u7528\u6237\u53ef\u63a7\u7684\u8f7b\u91cf\u540c\u6b65\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5e76\u5efa\u7acb\u8d77\u6bd4\u539f\u751f\u7b14\u8bb0\u8f6f\u4ef6\uff08\u5982Obsidian\uff09\u66f4\u81ea\u52a8\u5316\u3001\u6bd4\u4e91\u670d\u52a1\u66f4\u53ef\u4fe1\u7684\u72ec\u7279\u58c1\u5792\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u9884\u793a\u7740\u4e2a\u4ebaAI\u6570\u636e\u4e3b\u6743\u7ba1\u7406\u65f6\u4ee3\u7684\u5e8f\u5e55\u6b63\u5728\u62c9\u5f00\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\">Personal AI Memory<\/span>\n <\/div>\n<div class=\"comment-content\">AI Memory is a privacy-first browser extension that captures, organizes, and lets you seamlessly recall your ChatGPT, Gemini, Claude, Perplexity (and more in the future!) conversations locally without data leaks.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful! Does it work inside perplexity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> yes, it supports Perplexity! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>memory popular these days<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> Absolutely! Memory builds what we are so we should manage it well by ourselves, keeping our OWN no matter where we go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Ever hit the OpenAI ChatGPT usage limit and had to switch to Google Gemini, only to realize you lost all your context?<\/p>\n<p>I was tired of constantly copy-pasting prompts and manually managing context between different LLM platforms. It completely broke my flow.<\/p>\n<p>So, instead of relying on another bloated note-taking app, I decided to solve it myself.<\/p>\n<p>Here is what makes it different:<br \/>\n\u2022 100% Zero-Server & Privacy-First: No backend database. No API keys required. All data storage happen strictly on your local machine.<br \/>\n\u2022 Passive Capture: Works silently in the background. It captures your important conversations and builds an index without changing your workflow at all.<br \/>\n\u2022 Seamless Import \/ Export: You can directly import your Google Takeout or ChatGPT data exports. Switching browsers? Just export your entire memory graph with one click.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marswangyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marswangyang<\/a> Silent capture plus local-only storage is a good combo. Does Personal AI Memory let you pause capture per platform and redact before you export the memory graph? That’s what makes it feel safe day to day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how about saving it into obsidian notes locally. Google chrome is vulnerable. Hackers stole my entire password chain from Chrome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shibichakravarthy_kannan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shibichakravarthy_kannan<\/a> <\/p>\n<p>Hi Shibichakravarthy,<\/p>\n<\/p>\n<p>I am so sorry to hear that. Chrome\u2019s local file indeed are massive targets for hackers. <\/p>\n<\/p>\n<p>Obsidian is a great desktop app and i use it myself, and its philosophy is actually what inspired me to build this.<\/p>\n<\/p>\n<p>However, this extension stores your memory graph inside the browser’s sandboxed IndexedDB. It is strictly 100% local. It makes zero external API calls and sends absolutely nothing to any 3rd-party cloud server.<\/p>\n<\/p>\n<p>Regarding your password leak, you could double-check your endpoint security and antivirus!<\/p>\n<\/p>\n<p>Let me know if you have any other questions about the local architecture.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/53VZXJJ45YO2TK\" class=\"app-title\">ClawOffice<\/a><\/p>\n<div class=\"one-liner\">Real Office for your Open Claw Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawOffice\u662f\u4e00\u4e2a3D\u865a\u62df\u529e\u516c\u5ba4\uff0c\u4e3a\u5df2\u90e8\u7f72\u7684OpenClaw AI\u667a\u80fd\u4f53\u63d0\u4f9b\u5b9e\u4f53\u5316\u5de5\u4f5c\u573a\u666f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u540c\u65f6\u7ba1\u7406\u591a\u4e2aAI\u667a\u80fd\u4f53\u65f6\uff0c\u56e0\u754c\u9762\u5272\u88c2\u3001\u4efb\u52a1\u5206\u914d\u4e0e\u72b6\u6001\u8ddf\u8e2a\u56f0\u96be\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u548c\u7ba1\u7406\u6df7\u4e71\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0e13d52-a617-41d3-a322-3af563555304.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/533f854c-5f03-4992-805e-7ab7a64ca6a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2aae40ab-f5de-4474-948a-e28afcd91009.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3596a9f-7bb3-405d-ac8a-544759388a6f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/969c043f-5fba-4d35-8f0f-0ff59e64ebe8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76e82886-1de7-4240-85fe-74654dde6a6b.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\/895e561e-add2-430d-82d0-90a8f448ff2b.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/12b33ab1f7ce4830bbbe414430a02d88\"><source src=\"https:\/\/www.loom.com\/share\/12b33ab1f7ce4830bbbe414430a02d88\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">3D\u865a\u62df\u529e\u516c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u7a7a\u95f4\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92\u521b\u65b0<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5143\u5b87\u5b99\u529e\u516c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u521b\u65b0\u6027\u4e0e\u8da3\u5473\u6027\uff0c\u8ba4\u4e3a\u80fd\u76f4\u89c2\u7ba1\u7406\u591a\u667a\u80fd\u4f53\u4efb\u52a1\uff0c\u89e3\u51b3\u4efb\u52a1\u5206\u914d\u8ddf\u8e2a\u96be\u9898\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u4e3a\u5de5\u4f4d\u589e\u52a0\u8fdc\u7a0b\u53ef\u89c6\u7684\u4efb\u52a1\u72b6\u6001\u680f\u3001\u6dfb\u52a0\u66f4\u591a\u529e\u516c\u5ba4\u793e\u4ea4\u5143\u7d20\uff08\u5982\u4e52\u4e53\u7403\u684c\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u90e8\u5206\u529f\u80fd\u5df2\u5b9e\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClawOffice\u7684\u5448\u73b0\u5f62\u5f0f\u770b\u4f3c\u8352\u8bde\uff0c\u5b9e\u5219\u5c16\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u667a\u80fd\u4f53\u6d6a\u6f6e\u4e0b\u4e00\u4e2a\u8feb\u5728\u7709\u776b\u7684\u201c\u7ba1\u7406\u5371\u673a\u201d\u3002\u5f53AI\u4ece\u6267\u884c\u5355\u4e00\u4efb\u52a1\u7684\u5de5\u5177\uff0c\u6f14\u53d8\u4e3a\u53ef\u957f\u671f\u8fd0\u884c\u3001\u627f\u62c5\u7279\u5b9a\u804c\u6743\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u65f6\uff0c\u4f20\u7edf\u7684\u804a\u5929\u7a97\u53e3\u6216\u4eea\u8868\u76d8\u5217\u8868\u5df2\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u4ea7\u54c1\u5c06\u62bd\u8c61\u7684\u201c\u667a\u80fd\u4f53\u8fdb\u7a0b\u201d\u5177\u8c61\u4e3a\u5750\u5728\u5de5\u4f4d\u4e0a\u7684\u201c\u5458\u5de5\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e3D\u573a\u666f\u7684\u70ab\u6280\uff0c\u800c\u662f\u901a\u8fc7\u201c\u7a7a\u95f4\u9690\u55bb\u201d\u91cd\u6784\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u4ea4\u4e92\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5de7\u5999\u5730\u5229\u7528\u4e86\u4eba\u7c7b\u5728\u7269\u7406\u4e16\u754c\u4e2d\u79ef\u7d2f\u7684\u3001\u6839\u6df1\u8482\u56fa\u7684\u7a7a\u95f4\u7ba1\u7406\u672c\u80fd\u3002\u5728\u771f\u5b9e\u529e\u516c\u5ba4\u4e2d\uff0c\u7ba1\u7406\u8005\u901a\u8fc7\u4f4d\u7f6e\u3001\u59ff\u6001\u3001\u73af\u5883\u4e0a\u4e0b\u6587\u6765\u5feb\u901f\u8bc4\u4f30\u5458\u5de5\u72b6\u6001\u3002ClawOffice\u5c06\u6b64\u6620\u5c04\u5230\u6570\u5b57\u4e16\u754c\uff1a\u201c\u8d70\u5230\u9762\u524d\u4ea4\u8c08\u201d\u5f3a\u5236\u4e86\u987a\u5e8f\u4e0e\u4e13\u6ce8\uff0c\u51cf\u5c11\u4e86\u591a\u7a97\u53e3\u5207\u6362\u7684\u8ba4\u77e5\u8d1f\u8377\uff1b\u201c\u5de5\u4f4d\u201d\u81ea\u7136\u6210\u4e3a\u4efb\u52a1\u4e0e\u4e0a\u4e0b\u6587\u7684\u5bb9\u5668\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u964d\u4f4e\u7ba1\u7406\u590d\u6742\u6027\u7684\u9ad8\u9636\u62bd\u8c61\uff0c\u5c06\u591a\u4efb\u52a1\u5e76\u884c\u5904\u7406\u7684\u201c\u5e76\u53d1\u6a21\u5f0f\u201d\uff0c\u8f6c\u5316\u4e3a\u7b26\u5408\u4eba\u7c7b\u76f4\u89c9\u7684\u201c\u4e32\u884c\u5de1\u89c6\u6a21\u5f0f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u9690\u55bb\u7684\u5ef6\u7eed\u6027\u3002\u5f53\u524d\u7248\u672c\u82e5\u4ec5\u505c\u7559\u5728\u201c\u8d70\u8fc7\u53bb\u804a\u5929\u201d\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u534e\u800c\u4e0d\u5b9e\u7684\u76ae\u80a4\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u5de5\u4f4d\u72b6\u6001\u8fdc\u8ddd\u79bb\u53ef\u89c6\u201d\u5efa\u8bae\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u76f8\u5f53\u4e8e\u5c06\u7269\u7406\u529e\u516c\u5ba4\u4e2d\u7684\u201c\u4e00\u773c\u626b\u8fc7\u5c3d\u5728\u638c\u63e1\u201d\u7684\u80fd\u529b\u6570\u5b57\u5316\u3002\u4ea7\u54c1\u7684\u957f\u8fdc\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u76f4\u89c2\u8da3\u5473\u7684\u540c\u65f6\uff0c\u6df1\u5ea6\u96c6\u6210\u667a\u80fd\u4f53\u7684\u771f\u5b9e\u5de5\u4f5c\u6d41\u3001\u72b6\u6001\u76d1\u63a7\u4e0e\u534f\u540c\u903b\u8f91\uff0c\u907f\u514d\u5728\u65b0\u9c9c\u611f\u8fc7\u540e\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u73a9\u5177\u201d\u3002\u5b83\u771f\u6b63\u7684\u5bf9\u624b\u4e0d\u662f\u5176\u4ed6\u7ba1\u7406\u9762\u677f\uff0c\u800c\u662f\u7528\u6237\u80fd\u5426\u5f62\u6210\u65b0\u7684\u3001\u7a33\u56fa\u7684\u7ba1\u7406\u4e60\u60ef\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u4eba\u673a\u4ea4\u4e92\u8303\u5f0f\u7684\u6709\u8da3\u8d4c\u535a\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\">ClawOffice<\/span>\n <\/div>\n<div class=\"comment-content\">ClawOffice is a 3D virtual office where your deployed OpenClaw AI agents actually sit at desks, hang out in cubicles, and wait for you to walk up and give them work.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b Taras here.<\/p>\n<p>Let me explain how this happened.<\/p>\n<p>People are out here launching entire AI-powered companies staffed exclusively by OpenClaw agents. Content teams, SEO squads, customer support – all AI. And how are they managing these “employees”? Slack threads? Telegram groups? A spreadsheet?<\/p>\n<p>These agents are doing real work. They deserve a real office.<\/p>\n<p>So I built them one. \ud83c\udfe2<\/p>\n<p>ClawOffice is a 3D office you walk through in your browser. Your deployed OpenClaw agents are sitting at their desks – literally. You walk up to one, start a conversation, give them an assignment, and move on to the next desk. Like a proper manager doing their rounds.<\/p>\n<p>It’s absurd. It’s also genuinely useful.<\/p>\n<p>Instead of juggling 5 chat windows to talk to 5 different agents, you walk through one office and talk to each one face-to-face (face-to-claw?). Context switches feel natural because you’re physically moving between conversations.<\/p>\n<p>How to try it:<\/p>\n<p>If you already have a ClawOneClick account – just enter your API key and your agents appear.<\/p>\n<p>No account? Hit “Try Demo” and walk through a pre-built office with demo agents.<\/p>\n<p>I’ll be here all day answering questions. Come roast my lobsters. \ud83e\udd9e<\/p>\n<p>P.S. – If you want the full stack (deploy your own AI agents + give them an office), check out ClawOneClick.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tarasshyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarasshyn<\/a> During a batch run with 5 agents, I lose track of who I asked to do what. The walk-up desks in ClawOffice feel like a real fix for that. Does each desk show a pinned assignment plus last update from a distance? A hallway status strip would make manager rounds genuinely fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 hilarious … but also super unique and innovative! Next step – add a ping pong table where your agents can take a load off and reset. Maybe a beer fridge for those Friday afternoon sessions. Water cooler anyone?<\/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\/@dkofoed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dkofoed<\/a> It wouldn’t have been a proper office without a ping pong table, cmon \ud83d\ude02 It’s already taken care of<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9750cd6b-8eeb-451e-a070-b94fa63e0f89.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Haha wow cool concept – can you have multiple openclaw agents hanging out together?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks for the support, Daniele \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HBMWTUVLFFT44Y\" class=\"app-title\">NOVA<\/a><\/p>\n<div class=\"one-liner\">AI coding that goes beyond suggestions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NOVA\u662f\u4e00\u6b3eAI\u7f16\u7a0b\u5de5\u5177\uff0c\u901a\u8fc7\u201c\u81ea\u52a8\u4fee\u590d\u201d\u529f\u80fd\u5728\u4ee3\u7801\u8fd0\u884c\u51fa\u9519\u65f6\u76f4\u63a5\u4ecb\u5165\u4fee\u6b63\uff0c\u5c06\u5f00\u53d1\u8005\u4ece\u53cd\u590d\u590d\u5236\u9519\u8bef\u3001\u624b\u52a8\u8c03\u8bd5\u7684\u5faa\u73af\u4e2d\u89e3\u653e\u51fa\u6765\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2bc208f7-cc7e-4f51-bdd0-461a2ca46cab.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2NLpy4ySlzw\"><source src=\"https:\/\/youtu.be\/2NLpy4ySlzw\" 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\/93d14084-4599-40b3-94b3-da184bb1990b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87f9e9aa-a3cf-4ba5-9a85-1edeb214d154.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6656b79e-bb8b-4c10-a4b7-7513040e0c00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22af19e0-1f57-438a-917e-cfa7b059f9da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1a60e9e-2ee1-459a-8188-417c70c345e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ccbd5dc-c0d0-41d5-8f75-3779b8a766ce.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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u7ea0\u9519<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8f85\u52a9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53efAuto-Heal\u662f\u6838\u5fc3\u4ef7\u503c\uff0c\u80fd\u8282\u7701\u5927\u91cf\u8c03\u8bd5\u65f6\u95f4\u3002\u5173\u952e\u5efa\u8bae\u662f\uff1a\u81ea\u52a8\u4fee\u590d\u9700\u5177\u5907\u660e\u786e\u7684\u505c\u6b62\u6761\u4ef6\u3001\u4fdd\u6301\u6700\u5c0f\u4ee3\u7801\u53d8\u66f4\u3001\u5e76\u5c55\u793a\u4fee\u590d\u8fc7\u7a0b\u4ee5\u5efa\u7acb\u4fe1\u4efb\u3002\u56e2\u961f\u88ab\u8be2\u95ee\u540e\u7eed\u8bed\u8a00\u652f\u6301\u4f18\u5148\u7ea7\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 NOVA\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u98a0\u8986\u201c\u5f00\u53d1\u8005\u4f5c\u4e3a\u4eba\u8089\u8c03\u8bd5\u4e2d\u4ecb\u201d\u8fd9\u4e00\u6839\u672c\u5de5\u4f5c\u6d41\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8d85\u8d8a\u5efa\u8bae\u201d\u76f4\u6307\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u8f6f\u808b\uff1a\u5b83\u4eec\u672c\u8d28\u662f\u589e\u5f3a\u578b\u641c\u7d22\u5f15\u64ce\uff0c\u4ecd\u9700\u4eba\u7c7b\u7406\u89e3\u3001\u6267\u884c\u548c\u9a8c\u8bc1\u3002NOVA\u7684\u201c\u81ea\u52a8\u4fee\u590d\u201d\u662f\u771f\u6b63\u7684\u8303\u5f0f\u6311\u6218\u2014\u2014\u5b83\u8ba9AI\u4ece\u987e\u95ee\u964d\u7ea7\u4e3a\u6267\u884c\u5c42\uff0c\u76f4\u63a5\u64cd\u4f5c\u7ec8\u7aef\u548c\u4ee3\u7801\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5e76\u975e\u6280\u672f\u53ef\u884c\u6027\uff0c\u800c\u662f\u4fe1\u4efb\u4e0e\u63a7\u5236\u3002\u5982\u8bc4\u8bba\u7280\u5229\u6307\u51fa\u7684\uff0c\u201c\u505c\u6b62\u6761\u4ef6\u201d\u548c\u201c\u5fae\u5c0f\u53d8\u66f4\u201d\u662f\u751f\u6b7b\u7ebf\u3002\u5728\u590d\u6742\u4ed3\u5e93\u4e2d\uff0c\u4e00\u4e2a\u4e0d\u53d7\u63a7\u7684AI\u81ea\u52a8\u63d0\u4ea4\u53ef\u80fd\u5f15\u53d1\u707e\u96be\u3002\u4ea7\u54c1\u76ee\u524d\u5c06Git\u64cd\u4f5c\u96c6\u6210\u8fdb\u7ec8\u7aef\uff0c\u770b\u4f3c\u63d0\u5347\u6548\u7387\uff0c\u5b9e\u5219\u5c06\u9ad8\u98ce\u9669\u64cd\u4f5c\u5e73\u6c11\u5316\uff0c\u8fd9\u8981\u6c42\u5176\u53ef\u9760\u6027\u5fc5\u987b\u63a5\u8fd1\u5de5\u4e1a\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n NOVA\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u5f00\u53d1\u8005\uff0c\u800c\u5728\u4e8e\u627f\u62c5\u90a3\u4e9b\u9ad8\u91cd\u590d\u3001\u4f4e\u8ba4\u77e5\u7684\u8c03\u8bd5\u810f\u6d3b\u3002\u5982\u679c\u5b83\u80fd\u5c06\u201c40%\u7684\u8c03\u8bd5\u65f6\u95f4\u201d\u538b\u7f29\uff0c\u5176\u4ef7\u503c\u7acb\u73b0\u3002\u4f46\u56e2\u961f\u9700\u6e05\u9192\uff1a\u5f53\u524d\u6f14\u793a\u573a\u666f\u591a\u4e3a\u72ec\u7acb\u811a\u672c\u6216\u4f5c\u4e1a\uff0c\u4e0e\u62e5\u6709\u4ea4\u7ec7\u4f9d\u8d56\u3001\u5386\u53f2\u503a\u52a1\u548c\u534f\u4f5c\u89c4\u8303\u7684\u4f01\u4e1a\u7ea7\u4ee3\u7801\u5e93\u76f8\u53bb\u751a\u8fdc\u3002\u5176\u4e0b\u4e00\u6b65\u7684\u8bed\u8a00\u548c\u73af\u5883\u6269\u5c55\uff0c\u4e0d\u4ec5\u662f\u529f\u80fd\u589e\u52a0\uff0c\u66f4\u662f\u5bf9\u590d\u6742\u7cfb\u7edf\u7406\u89e3\u80fd\u529b\u7684\u4e25\u5cfb\u8003\u8bd5\u3002\u82e5\u4ec5\u505c\u7559\u5728\u201c\u66f4\u597d\u7684\u9519\u8bef\u4fe1\u606f\u89e3\u91ca\u5668\u201d\u5c42\u9762\uff0c\u5b83\u7ec8\u5c06\u6ed1\u56de\u5b83\u8bd5\u56fe\u98a0\u8986\u7684\u201c\u5efa\u8bae\u5de5\u5177\u201d\u8001\u8def\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\">NOVA<\/span>\n <\/div>\n<div class=\"comment-content\">Every developer knows the loop: write code, run it, it breaks, paste the error into ChatGPT, fix, repeat. AI tools haven’t solved this. They’ve just moved the chat window closer. NOVA kills that loop. Build: Describe your goal, NOVA writes the files. Auto-Heal: Run your code, NOVA fixes errors automatically. Janitor: Refactor any file on demand. Git: Commit, push, pull inside the terminal. pip install nova-bridgeye What would make this irreplaceable for you?<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH!<br \/>\nTeam Bridgeye here, makers of NOVA.<br \/>\nWe built this because we kept running into the same wall, AI tools give you suggestions but you’re still the one running code, reading errors, and manually fixing things. NOVA is our answer to that.<\/p>\n<p>A few things I’d love your thoughts on:<\/p>\n<p>What would make Auto-Heal actually irreplaceable in your workflow?<br \/>\nAre there languages or environments you’d want us to prioritise next?<\/p>\n<p>To get started: pip install nova-bridgeye<\/p>\n<p>For docs and full command reference, check out our documentation at <a href=\"https:\/\/nova.bridgeye.com\/documentation\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nova.bridgeye.com\/docume…<\/a>. We’re early, actively shipping, and genuinely reading every comment. Roast us if you need to, it only makes NOVA better. \ud83d\ude4f<\/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\/@bridgeye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bridgeye<\/a> great tool so far it has helped me with my homework. Definately was an ease to use. Very interesting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bridgeye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bridgeye<\/a> This is super cool! All the best \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bridgeye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bridgeye<\/a> Stop conditions are the whole game. If NOVA Auto-Heal (pip install nova-bridgeye) can repro the failure, keep the diff tiny, and show the run that flips red to green, I’d trust it in real repos. That handoff boundary is what makes it feel safe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very cool! We’re doing something similar, but focused on Web3. All the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> Love that! All the best with your project. Definitely let us know what you think of <strong>NOVA<\/strong> once you\u2019ve had a chance to dive in; it\u2019d be awesome to see you build with 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>The Auto-Heal feature is the real hook here. Most of us waste 40% of our dev time just acting as a human clipboard between the terminal and a LLM. If Nova can intercept a traceback and just apply the fix, it moves the AI from a consultant to a co-pilot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adhithyan_sv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adhithyan_sv<\/a> Exactly. We wanted to move past the “consultant” phase and actually let the AI get its hands dirty in the terminal. Glad the Auto-Heal feature resonates with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/NIM5JUOU2CT3O3\" class=\"app-title\">Woven<\/a><\/p>\n<div class=\"one-liner\">Woven is a personal trainer for your relationship<\/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>Woven\u662f\u4e00\u6b3e\u57fa\u4e8e\u4f9d\u604b\u7406\u8bba\u7684\u4e2a\u6027\u5316\u5173\u7cfb\u8bad\u7ec3APP\uff0c\u901a\u8fc7\u6bcf\u65e55\u5206\u949f\u7684\u4e92\u52a8\u8bfe\u7a0b\uff08\u5982\u6a21\u62df\u56f0\u96be\u5bf9\u8bdd\u3001\u5206\u6790\u793a\u8303\u6027\u4e89\u8bba\uff09\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u4eb2\u5bc6\u5173\u7cfb\u4e2d\u5b9e\u9645\u7ec3\u4e60\u5e76\u63d0\u5347\u6c9f\u901a\u6280\u80fd\uff0c\u89e3\u51b3\u201c\u9053\u7406\u90fd\u61c2\u5374\u4e0d\u4f1a\u5b9e\u8df5\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/669dd224-c975-46ca-abe6-4a81d52fda36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae9a9927-d922-44ff-9944-4d703655b27e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e008e547-adc3-46a3-8b3f-08a27cf5eb61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0121525f-877a-4b58-94f8-73adf8ebe989.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6f02142-fa58-456e-a703-ace891c69877.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\/832c39da-217c-4a56-9d89-55d39d7d0a38.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=2p26hJESOsE\"><source src=\"https:\/\/www.youtube.com\/watch?v=2p26hJESOsE\" 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\">Dating<\/span><br \/>\n <span class=\"tag\">Couples<\/span><br \/>\n <span class=\"tag\">Intimacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5173\u7cfb\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6c9f\u901a\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u4f9d\u604b\u7406\u8bba<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u8bfe\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u4f34\u4fa3\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6539\u53d8<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\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>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u6982\u5ff5\u72ec\u7279\u4e14\u6709\u9700\u6c42\uff0c\u521b\u59cb\u4eba\u6545\u4e8b\u5f15\u53d1\u5171\u9e23\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728UX\/UI\u9700\u6253\u78e8\uff1a\u5f3a\u5236\u8f93\u516550\u5b57\u7b26\u7684\u53cd\u601d\u73af\u8282\u53ef\u80fd\u9020\u6210\u538b\u529b\uff1b\u804a\u5929\u529f\u80fd\u7b49\u754c\u9762\u6709\u5f85\u4f18\u5316\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u627f\u8bfa\u6539\u8fdb\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 Woven\u8bd5\u56fe\u5207\u5165\u4e00\u4e2a\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u8d5b\u9053\uff1a\u5173\u7cfb\u6280\u80fd\u7684\u4f53\u7cfb\u5316\u8bad\u7ec3\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u65b0\u77e5\uff08\u5982\u4e66\u7c4d\u6216\u5efa\u8bae\uff09\uff0c\u800c\u5728\u4e8e\u5f3a\u884c\u521b\u9020\u4e86\u201c\u884c\u4e3a\u6539\u53d8\u201d\u7684\u6700\u5c0f\u95ed\u73af\u2014\u2014\u5c06\u6a21\u7cca\u7684\u6c9f\u901a\u7406\u8bba\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u3001\u53ef\u91cd\u590d\u7684\u201c\u5fae\u7ec3\u4e60\u201d\uff0c\u8fd9\u76f4\u6307\u5173\u7cfb\u95ee\u9898\u7684\u6838\u5fc3\uff1a\u5927\u591a\u6570\u51b2\u7a81\u5e76\u975e\u6e90\u4e8e\u4e0d\u7231\uff0c\u800c\u662f\u7f3a\u4e4f\u5177\u4f53\u60c5\u5883\u4e0b\u7684\u5e94\u5bf9\u6280\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u501f\u9274\u4e86Duolingo\u7684\u6e38\u620f\u5316\u5916\u58f3\u548c\u201c\u6bcf\u65e55\u5206\u949f\u201d\u7684\u4f4e\u95e8\u69db\u627f\u8bfa\uff0c\u4ee5\u5bf9\u6297\u7528\u6237\u7684\u5b66\u4e60\u60f0\u6027\u4e0e\u60c5\u611f\u56de\u907f\u3002\u5176\u57fa\u4e8e\u4f9d\u604b\u7406\u8bba\u7684\u4e2a\u6027\u5316\u8def\u5f84\u8bbe\u8ba1\uff0c\u6697\u793a\u4e86\u4ece\u901a\u7528\u6280\u5de7\u6559\u5b66\u5411\u201c\u60c5\u611f\u6a21\u5f0f\u5e72\u9884\u201d\u7684\u6df1\u5316\u53ef\u80fd\uff0c\u8fd9\u6bd4\u6cdb\u6cdb\u7684\u201c\u6bcf\u65e5\u4e00\u95ee\u201d\u66f4\u5177\u4e34\u5e8a\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u98ce\u9669\u6070\u6070\u85cf\u4e8e\u5176\u6a21\u5f0f\u4e4b\u4e2d\uff1a\u5173\u7cfb\u7ec3\u4e60\u7684\u672c\u8d28\u662f\u60c5\u611f\u66b4\u9732\uff0c\u5f3a\u5236\u6027\u7684\u6bcf\u65e5\u4efb\u52a1\u53ef\u80fd\u5c06\u5185\u7701\u53d8\u4e3a\u8d1f\u62c5\uff0c\u751a\u81f3\u5f15\u53d1\u4f34\u4fa3\u95f4\u7684\u7ee9\u6548\u538b\u529b\u3002\u65e9\u671f\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5f3a\u5236\u53cd\u601d\u201d\u7684\u62b5\u89e6\u5df2\u521d\u73b0\u7aef\u502a\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u5355\u8fb9\u5de5\u5177\uff0c\u82e5\u53e6\u4e00\u65b9\u672a\u53c2\u4e0e\uff0c\u5176\u6548\u679c\u5bb9\u6613\u6ca6\u4e3a\u81ea\u6211\u5b89\u6170\uff1b\u800c\u82e5\u5f15\u5165\u4f34\u4fa3\u534f\u540c\uff0c\u5219\u9700\u9762\u5bf9\u66f4\u590d\u6742\u7684\u6570\u636e\u9690\u79c1\u4e0e\u4e92\u52a8\u8bbe\u8ba1\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cWoven\u4e0d\u662f\u5173\u7cfb\u201c\u4fee\u590d\u5668\u201d\uff0c\u800c\u662f\u6c9f\u901a\u201c\u5065\u8eab\u623f\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u7528\u6237\u4ea7\u751f\u60c5\u611f\u4e0d\u9002\u65f6\uff0c\u4ecd\u80fd\u901a\u8fc7\u6781\u81f4\u7ec6\u817b\u7684\u4f53\u9a8c\u8bbe\u8ba1\u7ef4\u6301\u5176\u4fe1\u4efb\u4e0e\u53c2\u4e0e\u2014\u2014\u8fd9\u8981\u6c42\u56e2\u961f\u517c\u5177\u4ea7\u54c1\u8fed\u4ee3\u7684\u654f\u6377\u6027\u4e0e\u5fc3\u7406\u54a8\u8be2\u822c\u7684\u6d1e\u5bdf\u529b\u3002\u5982\u679c\u5b83\u80fd\u8de8\u8d8a\u4ece\u201c\u6709\u8da3\u5c1d\u8bd5\u201d\u5230\u201c\u4e60\u60ef\u517b\u6210\u201d\u7684\u9e3f\u6c9f\uff0c\u6216\u8bb8\u80fd\u8bc1\u660e\uff1a\u60c5\u611f\u6280\u80fd\u4e0e\u8bed\u8a00\u6280\u80fd\u4e00\u6837\uff0c\u53ef\u4ee5\u901a\u8fc7\u523b\u610f\u7ec3\u4e60\u91cd\u5851\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\">Woven<\/span>\n <\/div>\n<div class=\"comment-content\">Woven is like Duolingo for your relationship. Unlike other relationship apps that just give you tips or daily questions, Woven helps you actually practice \u2014 including rehearsing difficult conversations out loud, analyzing demonstration arguments, and identifying fighting patterns. Built on attachment theory, Woven offers personalized journeys based on your unique relationship challenges. Each day, you complete one small lesson \u2014 just 5 minutes \u2014 to build real communication skills over time.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi! Founder here.<\/p>\n<p>I created Woven because I needed it. My relationship was struggling. Books felt overwhelming. I just wanted to learn the way I learn best: one small thing at a time, practice it, move on.<\/p>\n<p>I was blown away by how much I didn’t know \u2014 even basics. I didn’t REALLY understand what makes an apology a good apology. I didn’t REALLY know how to talk about my emotions.<\/p>\n<p>I wish we learned this stuff in school. It’s that important.<\/p>\n<p>If you try Woven, I hope it helps. Reach out anytime \u2014 I read everything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Creating any product takes real perseverance. Creating something that supports relationships takes even more devotion. Humans are complex\u2014and two humans trying to understand each other even more so.<\/p>\n<p>I respect the commitment it takes to step into that space and build something that helps close the gap between where people are in their relationships and what\u2019s possible for them.<\/p>\n<p>Excited to see the many relationships this will support. Congratulations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saritawalsh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saritawalsh<\/a> Thank you so much for the kind words!! They mean 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>Hey <a href=\"https:\/\/www.producthunt.com\/@keith_gould\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_gould<\/a> I really like the concept behind this, it encourages being better in relationships and I haven’t personally seen anything like this before, which is awesome. Best of luck with the launch! Love from India…..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>hahah that is very 2026<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Just downloaded and started going through the onboarding. LOVE the little quiz question to make sure users are super clear on the purpose of the app before getting into it. You’ve got me thinking about adding something like that to an app I’m working on.<\/p>\n<p>One piece of feedback: when I hit the reflection portion and was forced into typing at least 50 characters, I felt a little discouraged becuase I didn’t “feel” like it at that time, and was more interested in diving into the app and exploring more before committing a bunch of time. If it’s important to keep this, maybe even a little note could go a long way, acknowledging that users might nto feel like doing it right now and\/or why it’s important at this time to fill it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shaun_hurley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaun_hurley<\/a> Thank you so much for taking a good look at the app, and for your kinds words. I 100% agree with your feedback. One of the most difficult (but rewarding) challenges of this app is dealing with the complex emotions people have when using it. I’m very excited to improve the app’s UX to keep it a positive experience. All feedback welcomed when there is more!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@keith_gould\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"keith_gould\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_gould<\/a> I really like the concept behind this, it encourages being better in relationships and I haven’t personally seen anything like this before, which is awesome. Best of luck with the launch! I love the avatars, I would say one improvement, the UI could use a bit of work, particularly in the actual chat functionality. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> Thank you for the kind words, and agreed, things are still a bit rough around the edges. We are excited to improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CKXTKQBWXKPZ4U\" class=\"app-title\">ScreenTranslate<\/a><\/p>\n<div class=\"one-liner\">Translate any on-screen text with a simple drag<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8f7b\u91cf\u7ea7macOS\u5de5\u5177\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u62d6\u62fd\u64cd\u4f5c\uff0c\u5373\u53ef\u5b9e\u65f6\u7ffb\u8bd1\u5c4f\u5e55\u4e0a\u4efb\u4f55\u533a\u57df\u7684\u6587\u672c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u9605\u8bfb\u4e0d\u53ef\u590d\u5236\u6587\u672c\uff08\u5982\u56fe\u7247\u3001\u89c6\u9891\u5e27\u3001\u9501\u5b9aPDF\uff09\u65f6\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u6253\u65ad\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dc4d7c9-c2b3-458d-ba47-54e5b75cc93c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d954303f-9d62-4106-bdfa-87762a76ed8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20d83c8b-d42a-46fb-9219-b6b060b67822.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0a00639-d235-47b1-8cd1-f6e5f55ae835.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8054a081-d362-42db-bd01-5232b3bb475d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb233dd8-e8aa-4611-8f07-dceabe4096d0.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\/dac3e26e-fa01-4205-934b-73546e85a602.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/KkoiomZSW48\"><source src=\"https:\/\/youtu.be\/KkoiomZSW48\" 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\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u62d6\u62fd\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\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\u5bf9\u4ea7\u54c1\u4fdd\u6301\u5de5\u4f5c\u6d41\u8fde\u7eed\u6027\u7684\u5f39\u51fa\u5f0fUX\u8bbe\u8ba1\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u6f84\u6e05\u4e0a\uff0c\u6709\u7528\u6237\u8be2\u95ee\u97f3\u9891\/\u89c6\u9891\u7ffb\u8bd1\u80fd\u529b\uff0c\u5f00\u53d1\u8005\u6f84\u6e05\u76ee\u524d\u4ec5\u7ffb\u8bd1\u89c6\u9891\u5185\u7684\u89c6\u89c9\u6587\u672c\uff08\u5982\u5b57\u5e55\uff09\u3002\u5f00\u53d1\u8005\u672c\u4eba\u5206\u4eab\u4e86\u5176\u89e3\u51b3\u4e2a\u4eba\u75db\u70b9\u7684\u5f00\u53d1\u521d\u8877\u548c\u4f7f\u7528\u573a\u666f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ScreenTranslate\u5448\u73b0\u4e86\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5f00\u53d1\u8005\u4e3a\u81ea\u5df1\u9020\u5de5\u5177\u201d\u7684\u6781\u7b80\u4e3b\u4e49\u4ea7\u54c1\u54f2\u5b66\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5fae\u89c2\u6469\u64e6\u201d\u7684\u7cbe\u51c6\u6d1e\u5bdf\u4e0e\u6d88\u9664\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u7ffb\u8bd1\u8d28\u91cf\uff0c\u800c\u662f\u7ffb\u8bd1\u8fd9\u4e2a\u884c\u4e3a\u6240\u9644\u5e26\u7684\u3001\u88ab\u5e7f\u6cdb\u5ffd\u7565\u7684\u8ba4\u77e5\u6210\u672c\u4e0e\u6d41\u7a0b\u7a0e\u2014\u2014\u6bcf\u4e00\u6b21CMD+C\/V\u548c\u7a97\u53e3\u5207\u6362\uff0c\u90fd\u662f\u5bf9\u5fc3\u6d41\u72b6\u6001\u7684\u81f4\u547d\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u501f\u7528\u4e86ScreenHint\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u5c06\u7ffb\u8bd1\u4ece\u201c\u4e3b\u52a8\u64cd\u4f5c\u201d\u964d\u7ef4\u6210\u201c\u968f\u624b\u4e00\u5212\u201d\u7684\u88ab\u52a8\u53cd\u9988\uff0c\u8fd9\u7b26\u5408\u751f\u4ea7\u529b\u5de5\u5177\u7684\u7ec8\u6781\u5f62\u6001\uff1a\u6210\u4e3a\u7528\u6237\u611f\u5b98\u7684\u65e0\u611f\u5ef6\u4f38\u3002\u5176\u201c\u9690\u79c1\u4f18\u5148\u201d\u7684\u672c\u5730\u5316\u627f\u8bfa\uff0c\u5728\u5f53\u4e0bAI\u670d\u52a1\u666e\u904d\u4e91\u5316\u7684\u80cc\u666f\u4e0b\uff0c\u662f\u4e00\u4e2a\u806a\u660e\u7684\u5dee\u5f02\u5316\u652f\u70b9\uff0c\u5c24\u5176\u5951\u5408\u6280\u672f\u654f\u611f\u578b\u7528\u6237\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u91cd\u5ea6\u4f9d\u8d56\u7cfb\u7edf\u7ea7\u5c4f\u5e55\u6355\u6349\u4e0eOCR\uff0c\u7ffb\u8bd1\u51c6\u786e\u5ea6\u53d7\u9650\u4e8e\u5e95\u5c42\u5f15\u64ce\uff0c\u590d\u6742\u573a\u666f\uff08\u5982\u7279\u6b8a\u5b57\u4f53\u3001\u4f4e\u5bf9\u6bd4\u5ea6\u6587\u672c\uff09\u53ef\u80fd\u8868\u73b0\u4e0d\u7a33\u3002\u8bc4\u8bba\u533a\u7684\u529f\u80fd\u6f84\u6e05\u4e5f\u66b4\u9732\u4e86\u4ea7\u54c1\u8fb9\u754c\u95ee\u9898\uff1a\u5b83\u672c\u8d28\u662f\u201c\u89c6\u89c9\u6587\u672c\u7ffb\u8bd1\u5668\u201d\uff0c\u4e0e\u7528\u6237\u671f\u5f85\u7684\u201c\u591a\u5a92\u4f53\u5185\u5bb9\u7ffb\u8bd1\u201d\u5b58\u5728\u8ba4\u77e5\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f5c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u9996\u79c0\uff0c\u5b83\u5b8c\u7f8e\u5730\u670d\u52a1\u4e86\u4e00\u4e2a\u5782\u76f4\u573a\u666f\u3002\u4f46\u82e5\u60f3\u7a81\u7834\u5de5\u5177\u5c5e\u6027\uff0c\u4e0b\u4e00\u6b65\u9700\u601d\u8003\uff1a\u662f\u6df1\u8015OCR\u4e0e\u7ffb\u8bd1\u5f15\u64ce\u7684\u534f\u540c\u4f18\u5316\uff0c\u6210\u4e3a\u4e13\u4e1a\u7ea7\u5c4f\u5e55\u6587\u672c\u5904\u7406\u5de5\u5177\uff1f\u8fd8\u662f\u5f00\u653eAPI\uff0c\u5c06\u81ea\u5df1\u5d4c\u5165\u66f4\u5e9e\u5927\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff1f\u5176\u751f\u5b58\u4e4b\u9053\u5728\u4e8e\u6781\u81f4\u805a\u7126\uff0c\u800c\u975e\u529f\u80fd\u6cdb\u5316\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\">ScreenTranslate<\/span>\n <\/div>\n<div class=\"comment-content\">Stop the copy-paste loop. ScreenTranslate is a lightweight macOS utility for instant on-screen translation. Inspired by ScreenHint\u2019s seamless capture, I built this to solve a personal pain: translating uncopyable text in images, video frames, and locked PDFs. 1)Drag-to-Translate: Instant results by dragging over any area. 2)Stay in Flow: No more switching to Google Translate tabs. 3) Privacy-First: Native macOS experience with no data collection.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Changmin, a developer from Korea. I just graduated and finally built a product that I use every single day.<\/p>\n<p>To be honest, my English isn’t perfect. Even when text was copyable, the ritual of “Cmd+C \u2192 Open Browser \u2192 Tab to Google Translate \u2192 Cmd+V” was a massive flow-breaker for me. It\u2019s a tiny friction, but it adds up when you\u2019re trying to stay in the zone.<\/p>\n<p>So, I decided to build ScreenTranslate\u2014with a lot of help from Claude! My goal was to eliminate that “Google Translate tab” entirely. Now, I just drag over any text and understand it instantly without leaving my current window.<\/p>\n<p>As this is my first solo release, I know there is still plenty of room for improvement. I\u2019d be incredibly grateful for any feedback or suggestions you have. I\u2019m committed to evolving this tool continuously\u2014not just for you, but for myself as a daily user too.<\/p>\n<p>What feature should I build next? I\u2019d love to hear your thoughts!<\/p>\n<p>Thanks for hunting us! \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It does the same with audio files, I saw videos being mentioned in the description, how does that work? Kudos on having it as a pop-up so that we do not have to jump between tabs, that takes some frustration away<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> Hi Victor! Thanks for the kudos on the pop-up UX\u2014I\u2019m thrilled to hear that it\u2019s helping you stay in the flow, as that was exactly my goal!<\/p>\n<\/p>\n<p>Regarding your question about video and audio: I apologize for any confusion in the description. Currently, ScreenTranslate focuses on translating the ‘visual text’ within the video screen (like subtitles or on-screen captions) rather than translating the audio or speech itself.<\/p>\n<p>It works by capturing the text appearing on the screen in real-time. I\u2019ll make sure to clarify this in the description to avoid further misunderstanding. I really appreciate you pointing that out, and thanks again for the 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Changmin, congrats on your first solo launch! That Cmd+C, browser, paste, translate loop is such a quiet time killer. Was there a specific day where you caught yourself doing that ritual like 20 times and thought okay this is ridiculous, I need to fix this?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Thanks for the warm welcome! To answer your question\u2014yes, there was a very specific ‘aha’ moment.<\/p>\n<\/p>\n<p>I\u2019ve always been sensitive to tiny frictions that break my flow. The tipping point was when I was diving into the source code of OpenClaw to understand how AI agents structured their system prompts. I found myself stuck in a tedious loop: ‘Copy raw text \u2192 Switch to Chrome \u2192 Search Google Translate \u2192 Paste & Wait \u2192 Read \u2192 Switch back to VS Code.’ Doing this dozens of times a day felt like a massive tax on my productivity. The most important goal for me was the UX\u2014I wanted to understand the text instantly without the active window ever changing. I\u2019m a heavy user of ScreenHint, and its drag-to-action interaction gave me the perfect hint for how ScreenTranslate should work.<\/p>\n<\/p>\n<p>I actually used ScreenTranslate to read and reply to your comment just now! \ud83d\ude0a It\u2019s becoming an essential tool for me, especially for parsing long English responses from Gemini or Claude quickly. For me, the ultimate goal of AI is exactly this: building personal tools that solve my own frustrations and keep me in ‘the zone.’ Thanks again for noticing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4R4QC4SJ56VLOI\" class=\"app-title\">ClawPane<\/a><\/p>\n<div class=\"one-liner\">One API. LLM routing for cost, task-fit, latency per request<\/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>ClawPane\u662f\u4e00\u6b3e\u4e3aOpenClaw\u8bbe\u8ba1\u7684\u667a\u80fd\u6a21\u578b\u8def\u7531\u5c42\uff0c\u901a\u8fc7\u5728\u6bcf\u6b21\u8bf7\u6c42\u4e2d\u81ea\u52a8\u9009\u62e9\u6700\u4f18LLM\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efaAI\u667a\u80fd\u4f53\u65f6\u9762\u4e34\u7684\u9ad8\u6210\u672c\u3001\u6a21\u578b\u9009\u62e9\u4e0d\u5339\u914d\u53ca\u8fd0\u7ef4\u590d\u6742\u7b49\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89c672da-7894-4961-b039-8a798792dd91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0bb9233-a2b2-4700-a359-b64bc780134d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/478600d4-7497-499e-9557-694620373cd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e57a17a-029b-4b46-a385-3c8357390575.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8d301b2-6940-4114-a6e0-e17062c0aa7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u964d\u7ea7<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u6a21\u578b\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u53ef\u89c6\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u81ea\u52a8\u8def\u7531\u80fd\u663e\u8457\u8282\u7701\u6210\u672c\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u751f\u4ea7\u73af\u5883\u4e0b\u7684\u53ef\u89c2\u6d4b\u6027\u4e0e\u53ef\u63a7\u6027\uff0c\u4f8b\u5982\u5982\u4f55\u8bb0\u5f55\u8def\u7531\u51b3\u7b56\u94fe\u8def\u4ee5\u4f9b\u8c03\u8bd5\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u80fd\u5426\u67e5\u770b\u6216\u8986\u76d6\u5355\u6b21\u8bf7\u6c42\u7684\u6a21\u578b\u9009\u62e9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClawPane\u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6a21\u578b\u8def\u7531\u63d2\u4ef6\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u5f53\u524dAI\u5e94\u7528\u5de5\u7a0b\u5316\u6d6a\u6f6e\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u7f1d\u9699\uff1a\u4ece\u201c\u80fd\u7528\u201d\u5230\u201c\u597d\u7528\u4e14\u7ecf\u6d4e\u201d\u4e4b\u95f4\u7684\u6548\u7387\u65ad\u5c42\u3002\u4ea7\u54c1\u5c06\u6a21\u578b\u9009\u62e9\u4ece\u9759\u6001\u914d\u7f6e\u63d0\u5347\u4e3a\u52a8\u6001\u7684\u3001\u57fa\u4e8e\u6bcf\u6b21\u8bf7\u6c42\u7684\u667a\u80fd\u51b3\u7b56\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6210\u672c\u4f18\u5316\uff0c\u66f4\u662f\u5bf9AI\u5de5\u4f5c\u8d1f\u8f7d\u672c\u8d28\u7684\u91cd\u65b0\u5b9a\u4e49\u2014\u2014\u4e0d\u540c\u4efb\u52a1\u5bf9\u6a21\u578b\u7684\u9700\u6c42\u672c\u8d28\u4e0a\u662f\u5f02\u8d28\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u96f6\u914d\u7f6e\u66f4\u6539\u201d\u7684\u627f\u8bfa\uff0c\u8fd9\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u4f46\u540c\u65f6\u4e5f\u57cb\u4e0b\u4e86\u6f5c\u5728\u98ce\u9669\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8def\u7531\u900f\u660e\u5ea6\u548c\u53ef\u8c03\u8bd5\u6027\u7684\u8d28\u7591\u76f4\u51fb\u8981\u5bb3\uff1a\u5728\u8ffd\u6c42\u81ea\u52a8\u5316\u7684\u540c\u65f6\uff0c\u5982\u4f55\u907f\u514d\u6210\u4e3a\u4e00\u4e2a\u65e0\u6cd5\u5ba1\u8ba1\u548c\u5e72\u9884\u7684\u201c\u9ed1\u7bb1\u201d\uff1f\u8fd9\u662f\u5176\u80fd\u5426\u8fdb\u5165\u751f\u4ea7\u6838\u5fc3\u6d41\u7a0b\u7684\u5173\u952e\u3002\u4ea7\u54c1\u5c06OpenClaw\u5b9a\u4f4d\u4e3a\u201c\u7f16\u6392\u8005\u201d\uff0c\u800c\u81ea\u8eab\u6210\u4e3a\u201c\u4f18\u5316\u8005\u201d\uff0c\u8fd9\u79cd\u751f\u6001\u4f4d\u5361\u4f4d\u76f8\u5f53\u806a\u660e\uff0c\u65e2\u907f\u514d\u4e86\u4e0e\u5e95\u5c42\u5e73\u53f0\u7ade\u4e89\uff0c\u53c8\u521b\u9020\u4e86\u4e0d\u53ef\u6216\u7f3a\u7684\u9644\u52a0\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u5b83\u7684\u547d\u8fd0\u4e0eOpenClaw\u751f\u6001\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u62a4\u57ce\u6cb3\u5c1a\u6d45\u3002\u4e00\u65e6\u4e3b\u6d41\u4e91\u5382\u5546\u6216OpenClaw\u81ea\u8eab\u5c06\u7c7b\u4f3c\u529f\u80fd\u5185\u7f6e\uff0c\u5176\u72ec\u7acb\u4ef7\u503c\u5c06\u8fc5\u901f\u88ab\u7a00\u91ca\u3002\u5f53\u524d\u5b83\u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u201c\u663e\u6027\u75db\u70b9\u201d\uff0c\u4f46\u672a\u6765\u5fc5\u987b\u5411\u66f4\u5e7f\u4e49\u7684\u201cAI\u8d44\u6e90\u667a\u80fd\u8c03\u5ea6\u5e73\u53f0\u201d\u6f14\u8fdb\uff0c\u7eb3\u5165\u66f4\u591a\u7ef4\u5ea6\u7684\u4f18\u5316\u6307\u6807\uff08\u5982\u78b3\u8db3\u8ff9\uff09\u548c\u66f4\u590d\u6742\u7684\u7b56\u7565\uff0c\u624d\u80fd\u4ece\u201c\u4f18\u79c0\u63d2\u4ef6\u201d\u8715\u53d8\u4e3a\u201c\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\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\">ClawPane<\/span>\n <\/div>\n<div class=\"comment-content\">ClawPane plugs into OpenClaw as a model provider and automatically routes every agent request to the best model \u2014 cheapest, fastest, or highest quality. No model names in your agent config. 20\u201345% cost reduction. Zero config changes to your agents.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b I\u2019m Apostolos, the person behind ClawPane.<\/p>\n<\/p>\n<p>I built ClawPane after my first day on <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a>turned into a $50 bill from \u201csimple testing\u201d (Claude was the main culprit). OpenClaw is great at agent orchestration, but I kept running into the same gap: agents need a smart way to choose <strong><em>which<\/em> model should handle <em>this<\/em> prompt without me hand-tuning every step.<\/strong><\/p>\n<\/p>\n<p>ClawPane is <strong>an extension to OpenClaw that plugs in as a single custom provider<\/strong>. You set priorities (cost, speed, quality, carbon), and ClawPane <strong>automatically routes each request to the best-fit model.<\/strong> Your agents don\u2019t change. Your prompts don\u2019t change. Only the model selection does\u2014per request.<\/p>\n<\/p>\n<p><strong>Why ClawPane (instead of \u201cjust OpenClaw\u201d)? <\/strong>OpenClaw orchestrates agents and tools; it doesn\u2019t try to optimize model choice across providers and prompts. ClawPane adds that missing layer: per-prompt model selection, enforcement, and visibility\u2014built specifically to fit OpenClaw\u2019s provider pattern and drop in fast.<\/p>\n<\/p>\n<p>Here\u2019s what you get:<\/p>\n<ul>\n<li>\n<p><strong>Automatic routing per request:<\/strong> stop overpaying on easy prompts, reserve strong models for hard ones<\/p>\n<\/li>\n<li>\n<p><strong>Multiple router profiles:<\/strong> cost-first support agents, quality-first coding agents, latency-first realtime flows<\/p>\n<\/li>\n<li>\n<p><strong>Automatic fallbacks: <\/strong>keep running when a provider degrades or goes down<\/p>\n<\/li>\n<li>\n<p><strong>Real-time cost + latency per request:<\/strong> see exactly what each agent call costs and how long it took<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for:<\/strong> anyone building agents on OpenClaw <strong>who\u2019s tired of manual model picking<\/strong>, brittle defaults, and surprise bills\u2014especially with <strong>mixed workloads<\/strong> and <strong>production reliability requirements<\/strong>.<\/p>\n<\/p>\n<p>What models are you using with OpenClaw today\u2014and where does model choice hurt the most?<\/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\/@apostolosded\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apostolosded<\/a> ClawPane router profiles per agent type are a great touch. How do you log route reasons and fallback chains per request so a weird run is easy to debug later? That’s what makes routing safe in production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea, automatic model routing could save a lot of cost. \u0421an developers see or override which model was chosen for a specific request if they want more control?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful, following this and will look to integrate with our platform moltin.work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6HFXW4EQYAXSAO\" class=\"app-title\">Floyd enterprise world model<\/a><\/p>\n<div class=\"one-liner\">Enterprise world model that learns how you would do tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Floyd\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7\u4e16\u754c\u6a21\u578b\uff0c\u901a\u8fc7\u5b66\u4e60\u7528\u6237\u64cd\u4f5c\u8ba1\u7b97\u673a\u7684\u4e60\u60ef\u548c\u6b65\u9aa4\uff0c\u5728\u529e\u516c\u81ea\u52a8\u5316\u573a\u666f\u4e2d\u6a21\u4eff\u7528\u6237\u6267\u884c\u7279\u5b9a\u4efb\u52a1\uff0c\u89e3\u51b3\u91cd\u590d\u6027\u624b\u52a8\u64cd\u4f5c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9362e909-a619-4cd5-a451-ccf91dd2ed3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ff9c52a-c579-41c8-99ed-1b42b40360aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/caefd239-b9ff-46b1-95ae-fb818dec8119.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/982cd08d-135f-4e6b-ac1f-391ef2ba986c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a302e8c3-2c8c-4162-a30b-6d45dc4a7e30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c83c82f-98f0-4dc0-8fb5-f8c20e81ad7d.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\/84eb4c51-95ea-404a-8e4d-680bb36007bf.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/ecf98b88c6c746f082a2c121c6015398\"><source src=\"https:\/\/www.loom.com\/share\/ecf98b88c6c746f082a2c121c6015398\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Computers<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u4e16\u754c\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u6a21\u4eff<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u9884\u6d4b\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5176\u80fd\u5426\u5b9e\u73b0\u201c\u7c7b\u4eba\u201d\u64cd\u4f5c\u53ca\u9002\u7528\u56e2\u961f\u89c4\u6a21\uff08\u83b7\u56de\u590d\u53ef\u63d0\u4f9b\u8bd5\u7528\uff09\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u6a21\u578b\u5982\u4f55\u9884\u6d4b\u4e0b\u4e00\u6b65\u884c\u52a8\uff0c\u4ee5\u53ca\u8bef\u64cd\u4f5c\u65f6\u662f\u5426\u6709\u56de\u9000\u673a\u5236\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u6682\u65e0\u56de\u9000\u529f\u80fd\uff0c\u5c06\u6b64\u89c6\u4e3a\u9700\u589e\u52a0\u7684\u4fdd\u969c\u63aa\u65bd\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 Floyd\u6240\u6807\u699c\u7684\u201c\u4f01\u4e1a\u7ea7\u4e16\u754c\u6a21\u578b\u201d\u6982\u5ff5\u9887\u5177\u91ce\u5fc3\uff0c\u5176\u6838\u5fc3\u5728\u4e8e\u6355\u6349\u5e76\u590d\u523b\u4e2a\u4f53\u7684\u6570\u5b57\u884c\u4e3a\u6a21\u5f0f\uff0c\u8bd5\u56fe\u5c06RPA\uff08\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316\uff09\u4ece\u57fa\u4e8e\u89c4\u5219\u7684\u811a\u672c\u63d0\u5347\u81f3\u57fa\u4e8e\u884c\u4e3a\u7684\u6a21\u4eff\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u662f\u201c\u6570\u5b57\u5b6a\u751f\u5458\u5de5\u201d\u7684\u96cf\u5f62\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u901a\u8fc7\u6a21\u62df\u8fdb\u884c\u8bd5\u9519\u5b66\u4e60\u201d\u673a\u5236\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524d\u4ea7\u54c1\u7684\u6838\u5fc3\u98ce\u9669\u4e0e\u903b\u8f91\u6096\u8bba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6a21\u4eff\u201d\uff0c\u800c\u5728\u4e8e\u201c\u6cdb\u5316\u201d\u4e0e\u201c\u51b3\u7b56\u201d\u3002\u5355\u7eaf\u6a21\u4eff\u9f20\u6807\u70b9\u51fb\u548c\u952e\u76d8\u8f93\u5165\u5e8f\u5217\uff0c\u82e5\u65e0\u5bf9\u5e94\u7528\u8bed\u4e49\u3001\u4e1a\u52a1\u903b\u8f91\u7684\u62bd\u8c61\u7406\u89e3\uff0c\u6781\u6613\u5728\u975e\u8bad\u7ec3\u573a\u666f\u4e2d\u5931\u6548\uff0c\u751a\u81f3\u56e0\u76f2\u76ee\u8bd5\u9519\u5f15\u53d1\u64cd\u4f5c\u4e8b\u6545\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u62c5\u5fe7\u7684\u201c\u56de\u9000\u673a\u5236\u7f3a\u5931\u201d\u53ea\u662f\u8868\u5c42\u95ee\u9898\uff0c\u66f4\u6df1\u5c42\u7684\u662f\u8d23\u4efb\u754c\u5b9a\u4e0e\u53ef\u63a7\u6027\uff1a\u5f53\u6a21\u578b\u201c\u4ee5\u4f60\u7684\u65b9\u5f0f\u201d\u6267\u884c\u4e00\u7b14\u9519\u8bef\u6c47\u6b3e\u65f6\uff0c\u8d23\u4efb\u5728\u201c\u4f60\u201d\u8fd8\u662f\u201c\u5b83\u201d\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u9ad8\u98ce\u9669\u7684\u5f55\u5c4f\u5b8f\uff0c\u800c\u975e\u5177\u5907\u8ba4\u77e5\u80fd\u529b\u7684\u201c\u4e16\u754c\u6a21\u578b\u201d\u3002\u5176\u201c\u4eea\u8868\u76d8\u663e\u793a\u7f6e\u4fe1\u5ea6\u201d\u7684\u8bbe\u8ba1\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u5173\u952e\u5728\u4e8e\uff0c\u7f6e\u4fe1\u5ea6\u8bc4\u4f30\u5fc5\u987b\u57fa\u4e8e\u5bf9\u4efb\u52a1\u76ee\u6807\u7684\u7406\u89e3\uff0c\u800c\u975e\u5355\u7eaf\u7684\u884c\u4e3a\u5339\u914d\u6982\u7387\u3002\u4f01\u4e1a\u5e02\u573a\u7684\u91c7\u7eb3\u5c06\u6781\u5ea6\u8c28\u614e\uff0c\u5b89\u5168\u3001\u5ba1\u8ba1\u3001\u53ef\u63a7\u6027\u9700\u6c42\u8fdc\u9ad8\u4e8e\u5bf9\u201c\u62df\u4eba\u5316\u201d\u7684\u6b23\u8d4f\u3002Floyd\u82e5\u60f3\u8de8\u8d8a\u73a9\u5177\u9636\u6bb5\uff0c\u5fc5\u987b\u5c06\u7814\u53d1\u91cd\u70b9\u4ece\u884c\u4e3a\u6a21\u4eff\u8f6c\u5411\u4efb\u52a1\u76ee\u6807\u7406\u89e3\uff0c\u5e76\u6784\u5efa\u575a\u5b9e\u7684\u64cd\u4f5c\u6c99\u76d2\u4e0e\u5ba1\u6279\u5c42\uff0c\u5426\u5219\u53ea\u80fd\u505c\u7559\u5728\u70ab\u6280\u6982\u5ff5\u5c42\u9762\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\">Floyd enterprise world model<\/span>\n <\/div>\n<div class=\"comment-content\">Floyd is an enterprise-level world model that actually learns how you’ll use a computer and learns exactly which steps you’ll take to do certain tasks, so it does them as you would. You can train it to mimic you so that every action taken would be like you are doing it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m trying to crack the human-like use of computers with AI<\/div>\n<div class=\"comment-actions\">\n<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>Looks cool man! Is it mainly for enterprises or for smaller teams as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> Hey man, it can be used for both. I can give you a 3-day guest pass to try it out unrestricted <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@tirell_arzu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tirell_arzu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tirell_arzu<\/a> super glad I stumbled upon this! Next step in automation for sure. Love the performance dashboard showing confidence score and analytics. Wishing you all the best with the launch \ud83d\ude80<\/p>\n<p>Questions: <\/p>\n<ol>\n<li>\n<p>How do you determine next actions to take for the model in terms of predicting what comes next? <\/p>\n<\/li>\n<li>\n<p>Is there a fallback option on the off chance the model incorrectly defined and carried out steps but you would want to reverse a task? <\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> Hey man thanks for the response <\/p>\n<p>The next action is predicated based on training data captured from people using a computer. The model then goes into the simulation and keeps learning, so for right now, it’s doing its own trial and error until it gets it right <\/p>\n<p>Currently, there is no fallback option, but thanks for that i’ll place that guardrail there for that. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = 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