{"id":177,"date":"2026-03-31T11:35:31","date_gmt":"2026-03-31T03:35:31","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/31\/2026-03-30\/"},"modified":"2026-03-31T11:35:31","modified_gmt":"2026-03-31T03:35:31","slug":"2026-03-30","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/31\/2026-03-30\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-30"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-30<\/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 | 2026-03-30<\/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\/4YOM25QCPRUPJB\" class=\"app-title\">Notion MCP<\/a><\/p>\n<div class=\"one-liner\">Your Notion workspace, inside every AI agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">408<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Notion MCP \u662f\u4e00\u6b3e\u5b98\u65b9\u53d1\u5e03\u7684AI\u5de5\u5177\u8fde\u63a5\u5668\uff0c\u5b83\u5c06ChatGPT\u3001Claude\u3001Cursor\u7b49AI\u667a\u80fd\u4f53\u76f4\u63a5\u63a5\u5165\u4f60\u7684Notion\u5de5\u4f5c\u533a\uff0c\u901a\u8fc7\u5b9e\u65f6\u8bfb\u5199\u7b14\u8bb0\u3001\u6587\u6863\u548c\u6570\u636e\u5e93\uff0c\u89e3\u51b3\u4e86\u5728\u77e5\u8bc6\u7ba1\u7406\u3001\u4efb\u52a1\u89c4\u5212\u7b49\u573a\u666f\u4e2d\uff0c\u7528\u6237\u9700\u5728AI\u5de5\u5177\u4e0e\u5de5\u4f5c\u533a\u4e4b\u95f4\u624b\u52a8\u590d\u5236\u7c98\u8d34\u3001\u6570\u636e\u5206\u6563\u4e14\u7f3a\u4e4f\u4e0a\u4e0b\u6587\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\/a007002e-17e9-4544-8e04-ec5ea07d51f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8babfe7-8a51-4a97-b384-2a3a36ba7c33.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\/a5533d62-76c8-4deb-ad13-d3961855d937.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\/a66538fe-2671-4744-8668-78fcbc5d22fe.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\/a5070d17-74f2-48d0-b4a9-11e06e44926b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Z1ZQ68DFN6E\"><source src=\"https:\/\/www.youtube.com\/watch?v=Z1ZQ68DFN6E\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Notion<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u8bfb\u5199<\/span><br \/>\n <span class=\"tag\">Notion\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u5b98\u65b9MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">SaaS\u8fde\u63a5\u5668<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u5c06AI\u6df1\u5ea6\u96c6\u6210\u81f3\u5de5\u4f5c\u6d41\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u6743\u9650\u63a7\u5236\u3001API\u901f\u7387\u9650\u5236\u5bf9\u5199\u5165\u7684\u5f71\u54cd\u3001\u4e0e\u73b0\u6709\u7b2c\u4e09\u65b9MCP\u7684\u533a\u522b\uff08\u672c\u6b21\u4e3a\u5b98\u65b9\u53d1\u5e03\uff09\u3001\u5728\u590d\u6742\u6570\u636e\u5e93\u5c5e\u6027\u5c42\u9762\u7684\u64cd\u4f5c\u7c92\u5ea6\uff0c\u4ee5\u53ca\u5b9e\u9645\u5199\u5165\u5ef6\u8fdf\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3a\u53d1\u5e03\u65f6\u673a\u665a\u4e8e\u7ade\u54c1\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 Notion MCP\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u4e2a\u65b0\u7684API\u8fde\u63a5\u5668\u3002\u5b83\u6807\u5fd7\u7740\u4e3b\u6d41\u751f\u4ea7\u529b\u5e73\u53f0\u5bf9AI\u667a\u80fd\u4f53\uff08Agent\uff09\u8303\u5f0f\u7684\u6b63\u5f0f\u63a5\u7eb3\u4e0e\u201c\u5b98\u65b9\u94fa\u8f68\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06Notion\u4ece\u4e00\u4e2a\u88ab\u52a8\u5b58\u50a8\u7684\u77e5\u8bc6\u5e93\uff0c\u5347\u7ea7\u4e3aAI\u667a\u80fd\u4f53\u53ef\u4e3b\u52a8\u611f\u77e5\u3001\u64cd\u4f5c\u548c\u534f\u8c03\u7684\u201c\u6570\u5b57\u5de5\u4f5c\u7a7a\u95f4\u4e2d\u67a2\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5229\u7528\u4e86Model Context Protocol\uff08MCP\uff09\u8fd9\u4e00\u65b0\u5174\u6807\u51c6\uff0c\u907f\u514d\u4e86\u4e0e\u6bcf\u4e2aAI\u5de5\u5177\u8fdb\u884c\u6df1\u5ea6\u3001\u5c01\u95ed\u7684\u5b9a\u5236\u96c6\u6210\uff0c\u800c\u662f\u901a\u8fc7\u5f00\u653e\u534f\u8bae\u5c06\u81ea\u5df1\u8f6c\u5316\u4e3a\u4e00\u4e2a\u53ef\u88ab\u4e3b\u6d41AI\u667a\u80fd\u4f53\uff08\u5982Claude\u3001Cursor\uff09\u76f4\u63a5\u8c03\u7528\u7684\u6807\u51c6\u5316\u201c\u6280\u80fd\u201d\u3002\u8fd9\u4f7fNotion\u5728AI\u65f6\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\u7ade\u4e89\u4e2d\u5360\u636e\u4e86\u6709\u5229\u4f4d\u7f6e\u2014\u2014\u5b83\u4e0d\u518d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5e94\u7528\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u901a\u8fc7AI\u667a\u80fd\u4f53\u8fdb\u884c\u7f16\u6392\u548c\u589e\u5f3a\u7684\u64cd\u4f5c\u7cfb\u7edf\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u62c5\u5fe7\uff08\u6743\u9650\u3001\u901f\u7387\u9650\u5236\uff09\u6070\u6070\u70b9\u660e\u4e86\u5176\u9762\u4e34\u7684\u6311\u6218\uff1a\u5f53AI\u83b7\u5f97\u5b9e\u65f6\u5199\u5165\u6743\u9650\u540e\uff0c\u4f01\u4e1a\u7684\u6570\u636e\u6cbb\u7406\u548c\u73b0\u6709API\u6027\u80fd\u74f6\u9888\u5c06\u9762\u4e34\u66f4\u5927\u538b\u529b\u3002\u8fd9\u8981\u6c42\u56e2\u961f\u5fc5\u987b\u5177\u5907\u66f4\u7cbe\u7ec6\u7684\u6743\u9650\u67b6\u6784\u8bbe\u8ba1\u548c\u6d41\u7a0b\u628a\u63a7\u80fd\u529b\u3002\u540c\u65f6\uff0c\u4e0eGoogle Workspace\u7b49\u7ade\u54c1\u5de5\u5177\u7684\u5bf9\u6bd4\u4e5f\u8868\u660e\uff0c\u5e73\u53f0\u95f4\u7684AI\u5165\u53e3\u4e89\u593a\u6218\u5df2\u6084\u7136\u5f00\u59cb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7280\u5229\u70b9\u770b\uff0cNotion MCP\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u4f7f\u80fd\u5668\u201d\uff0c\u5176\u5ba3\u4f20\u7684\u201c\u5c06\u5206\u6563\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u5de5\u4f5c\u6d41\u201d\u7684\u613f\u666f\uff0c\u4ecd\u9700\u4f9d\u8d56\u7528\u6237\u81ea\u8eab\u6784\u5efa\u7cbe\u5999\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u6765\u5b9e\u73b0\u3002\u5b83\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8fde\u63a5\u80fd\u529b\uff0c\u4f46\u771f\u6b63\u7684\u201c\u667a\u80fd\u201d\u4e0e\u201c\u81ea\u52a8\u5316\u201d\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u5176\u4e0a\u8fd0\u884c\u7684AI\u667a\u80fd\u4f53\u7684\u80fd\u529b\u4e0e\u7528\u6237\u7684\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u3002\u6b64\u4e3e\u5de9\u56fa\u4e86Notion\u4f5c\u4e3a\u77e5\u8bc6\u6838\u5fc3\u7684\u5730\u4f4d\uff0c\u4f46\u4e5f\u5c06\u5176\u66f4\u6df1\u5730\u7ed1\u5b9a\u5728AI\u751f\u6001\u7684\u6f14\u8fdb\u8f68\u9053\u4e0a\u2014\u2014\u672a\u6765\u5176\u4ef7\u503c\u5c06\u968fAI\u667a\u80fd\u4f53\u80fd\u529b\u7684\u8d77\u4f0f\u800c\u6ce2\u52a8\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\">Notion MCP<\/span>\n <\/div>\n<div class=\"comment-content\">Notion MCP connects AI tools like ChatGPT, Claude, and Cursor directly to your workspace, enabling real-time read\/write access to your notes, docs, and databases. Built for AI agents, it delivers context-aware automation for creating docs, managing tasks, generating reports, and organizing knowledge turning scattered data into actionable workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/notion\" target=\"_blank\" rel=\"noopener\">@Notion<\/a> MCP brings your AI tools directly into your Notion workspace acting as a real-time bridge for tools like <a href=\"https:\/\/www.producthunt.com\/products\/claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/chatgpt\" target=\"_blank\" rel=\"noopener\">@ChatGPT by OpenAI<\/a>, and <a href=\"https:\/\/www.producthunt.com\/products\/cursor\" target=\"_blank\" rel=\"noopener\">@Cursor<\/a>.<\/p>\n<\/p>\n<p>It solves the gap between scattered data and generic AI outputs by making AI context-aware with your actual notes, docs, and workflows. Unlike traditional integrations, MCP is built specifically for AI agents… fast, seamless, and no complex setup.<\/p>\n<\/p>\n<p>Key features include real-time read\/write access to Notion pages, support for multiple AI tools, admin controls, and workspace-level governance.<\/p>\n<\/p>\n<p>Perfect for developers, product teams, researchers, creators, and personal productivity – use it for documentation, roadmaps, research organization, content planning, and more. <\/p>\n<p><strong>Get started<\/strong>: <\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/www.notion.com\/help\/notion-mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.notion.com\/help\/notion-mcp<\/a> <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/developers.notion.com\/guides\/mcp\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/developers.notion.com\/guides\/mcp\/mcp<\/a> <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/makenotion\/notion-mcp-server\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/makenotion\/notion-mcp-server<\/a> <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/developers.notion.com\/guides\/mcp\/get-started-with-mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/developers.notion.com\/guides\/mcp\/get-started-with-mcp<\/a> <\/p>\n<\/li>\n<\/ul>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does it handle data privacy and rate limits for high-volume teams using Claude or Cursor daily?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! My team uses Notion as our main knowledge base, so the idea of having AI actually read and write to it in real time is pretty compelling – instead of copy and pasting context every time you want something done. How does it handle permissions across a team workspace and can you control which pages or databases each AI tool actually has access to? <\/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\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> Thanks, Simon. MCP respects your existing Notion permissions, and you can further scope which pages\/databases each agent can touch in your config.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Perfect timing! We launched our MCP and Skills today as well, and this evolving ecosystem is making it possible for agents to collaborate through MCPs to deliver intelligent, multimodal content localization. Thank you to the Notion team for introducing official MCP support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting direction.<\/p>\n<p>We\u2019re starting to see AI agents move from tools to orchestration layers.<\/p>\n<p>We\u2019re building something similar in travel an AI agent coordinating real-world services like transfers, restaurants, and experiences.<\/p>\n<\/p>\n<p>Feels like this is where AI is heading.<\/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\/@pedrostaykeasy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pedrostaykeasy<\/a> Really appreciate you sharing this, Pedro. Completely agree that AI is shifting from \u201csingle tool\u201d to orchestration layer. I would love to check out when you launch your travel agent. Feel free to reach out to me \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>Does the MCP structure materially change how many Claude AI credits are used for the average user (who uses primarily Chat and Cowork, not Code)? Or is it more determined by the context window?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 news: For Claude connector with Notion, it seems they now have the following write\/delete permissions that one can set to always approve, rather than requiring approval from the user. <\/p>\n<p>It might be too trusting to enable them all at first, but I think that might solve some of the frustration shared in the video!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c0aa410-b853-43dc-8471-ccc16abaca8e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The launch of Notion MCP feels a bit late.<\/p>\n<p>As another core productivity SaaS, Google Workspace already introduced the GWS CLI earlier this month.<\/p>\n<p>That said, I\u2019m a loyal Notion user, and I\u2019ll definitely consider using MCP.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hongyu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hongyu1<\/a> Thanks a lot for taking the time to share this perspective, Hongyu, especially as a loyal Notion user. Actually this was launched earlier this year, I got a chance to dig into it today hence I hunted it a bit late. I am glad you could discover the Notion MCP through 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using MCP servers since they came out and it’s wild how fast the ecosystem is growing. The fact that Notion went official with this instead of leaving it to third-party wrappers is a good sign. Curious \u2014 does the read\/write access work at the database property level or is it more page-level? For task management setups with lots of relations and rollups, that distinction matters a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> Totally agree, Christophe, the MCP ecosystem has moved fast, and I’m glad Notion now has an official server in that stack. Agents can work with both pages and databases, so they can plug into fairly complex Notion setups. Hope this helps \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>Real read\/write MCP access to Notion databases is actually useful for sprint planning workflows – I can see agents updating task status, pulling blockers from a database, writing standup summaries back to a page. The “turning scattered data into actionable workflows” bit is doing a lot of work though. What’s the write latency like in practice? Notion’s API has rate limits that can make write-heavy agent loops painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> I like that sprint-planning example, that\u2019s exactly the kind of workflow Notion MCP is built for. It runs on Notion\u2019s existing API, so normal rate limits apply; batching writes usually gives the smoothest experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>This looks rally practical . Learning by tackling slightly tricky areas makes sense.<\/p>\n<p> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>How does it differ from actual Notion MCP? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kamil_maksymowicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kamil_maksymowicz<\/a> This is the official Notion MCP server from the Notion team, not a wrapper. It uses the standard MCP spec and connects Claude, ChatGPT, Cursor, etc. directly to your Notion workspace for real-time read\/write. \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>We knew this was coming. Does this handle large posts, earlier we had to go the chunking API route, does MCP have something similar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Is it different from current Notion MCP?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Already using from Codex, highly appreciate for the support of that, a lot of work has been simplified within documentation and task tracking and updates across different systems in our ecosystem. We are using it to update the metadata of our datasets, provide columns description, buckets\/s3\/db paths, special params, previously all the hard work was done using manual source-to-table porting, but now its all done by AI and we are happy with the results<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>didn’t Notion already have an MCP for a while? a bit confused what’s new with 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">There was an MCP already, right? What\u2019s new?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4W5ACCCHTEADFO\" class=\"app-title\">PopTask<\/a><\/p>\n<div class=\"one-liner\">Light menu bar task manager for quickly capturing tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">281<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u83dc\u5355\u680f\u7684\u8f7b\u91cf\u7ea7macOS\u4efb\u52a1\u7ba1\u7406\u5668\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u548cAI\u667a\u80fd\u89e3\u6790\uff0c\u5b9e\u73b0\u79d2\u7ea7\u4efb\u52a1\u6355\u83b7\u4e0e\u81ea\u52a8\u6392\u671f\uff0c\u89e3\u51b3\u4e86\u591a\u5e94\u7528\u5207\u6362\u573a\u666f\u4e0b\u4efb\u52a1\u8bb0\u5f55\u6d41\u7a0b\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\/b4dfa2f7-f3cd-4ca5-9038-37499a0e54a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60ae4ec8-8564-49d2-94f0-0692b12e1013.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d7e8352-5ea9-4f92-a127-82f05195ebb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85107d2d-26a6-4275-8953-391e0f6366d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df7d6291-c2d5-4574-9657-48e0262a8c18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b9d0c92-1462-4b0c-92ac-fb655e3fd867.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\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4efb\u52a1\u5206\u89e3<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u5f00\u53d1\u8005\u4f5c\u54c1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8f93\u5165<\/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\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u548c\u6781\u901f\u4f53\u9a8c\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5168\u5c40\u5feb\u6377\u952e\/Tab\u5bfc\u822a\u7b49\u6548\u7387\u529f\u80fd\uff1b\u96c6\u6210Apple\u63d0\u9192\u4e8b\u9879\u7b49\u5916\u90e8\u7cfb\u7edf\uff1b\u63d0\u4f9b\u79fb\u52a8\u7aef\u7248\u672c\uff1b\u5b9e\u73b0\u56fe\u7247OCR\u8bc6\u522b\u65e5\u7a0b\uff1b\u516c\u5f00\u672c\u5730\u6570\u636e\u683c\u5f0f\u4ee5\u652f\u6301CLI\u811a\u672c\u8c03\u7528\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 PopTask\u5728\u8fc7\u5ea6\u590d\u6742\u5316\u7684\u4efb\u52a1\u7ba1\u7406\u5e02\u573a\u4e2d\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\uff1a\u77ac\u65f6\u6355\u83b7\u7684\u6d41\u7545\u6027\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975eAI\u6807\u7b7e\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06AI\u4f5c\u4e3a\u5b9e\u73b0\u201c\u96f6\u683c\u5f0f\u8f93\u5165\u201d\u7684\u9690\u5f62\u5f15\u64ce\u2014\u2014\u7528\u6237\u65e0\u9700\u4ece\u601d\u7ef4\u6d41\u4e2d\u5207\u6362\u81f3\u5de5\u5177\u903b\u8f91\uff0c\u8fd9\u79cd\u201c\u65e0\u611f\u7ed3\u6784\u5316\u201d\u624d\u662f\u5bf9\u4f20\u7edf\u4efb\u52a1\u521b\u5efa\u6d41\u7a0b\u7684\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u663e\u73b0\u51fa\u6e05\u9192\u7684\u53d6\u820d\u54f2\u5b66\uff1a\u4ee5\u4e25\u683c\u7684\u672c\u5730\u5316\u4e0e\u79bb\u7ebf\u4f18\u5148\u7b56\u7565\uff0c\u727a\u7272\u8de8\u5e73\u53f0\u540c\u6b65\u7684\u4fbf\u5229\u6027\uff0c\u6362\u53d6\u9690\u79c1\u5b89\u5168\u548c\u542f\u52a8\u901f\u5ea6\uff0c\u8fd9\u6070\u597d\u8fce\u5408\u4e86\u5f53\u524d\u5bf9\u6570\u636e\u4e3b\u6743\u654f\u611f\u7684\u9ad8\u7aef\u751f\u4ea7\u529b\u7528\u6237\u3002\u5176\u201c\u83dc\u5355\u680f\u5e38\u9a7b\u201d\u7684\u5f62\u6001\uff0c\u672c\u8d28\u662f\u5c06\u4efb\u52a1\u7ba1\u7406\u4ece\u201c\u9700\u8981\u6253\u5f00\u7684\u5e94\u7528\u201d\u964d\u7ea7\u4e3a\u201c\u7cfb\u7edf\u7ea7\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u529f\u80fd\u521b\u65b0\u66f4\u5177\u8303\u5f0f\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u4f5c\u4e3a\u4e2a\u4eba\u5f00\u53d1\u8005\u4f5c\u54c1\uff0c\u6df1\u5ea6\u96c6\u6210\u80fd\u529b\u7684\u7f3a\u5931\uff08\u5982\u65e5\u5386\u540c\u6b65\u3001\u56e2\u961f\u534f\u4f5c\uff09\u4f7f\u5176\u53ef\u80fd\u957f\u671f\u56f0\u4e8e\u201c\u4e2a\u4eba\u901f\u8bb0\u5de5\u5177\u201d\u7684\u5b9a\u4f4d\u3002\u672c\u5730AI\u6a21\u578b\u5728\u590d\u6742\u8bed\u5883\u7406\u89e3\u4e0a\u7684\u5c40\u9650\uff0c\u4ee5\u53ca\u7eaf\u672c\u5730\u5b58\u50a8\u5e26\u6765\u7684\u591a\u8bbe\u5907\u5272\u88c2\uff0c\u662f\u5176\u89c4\u6a21\u5316\u524d\u5fc5\u987b\u903e\u8d8a\u7684\u9e3f\u6c9f\u3002\u82e5\u4e0d\u80fd\u5c06\u201c\u77ac\u65f6\u6355\u83b7\u201d\u4f18\u52bf\u5ef6\u4f38\u81f3\u201c\u667a\u80fd\u6267\u884c\u201d\u4e0e\u201c\u751f\u6001\u8054\u52a8\u201d\u5c42\u9762\uff0c\u5b83\u6216\u8bb8\u7ec8\u5c06\u53ea\u662f\u6548\u7387\u7231\u597d\u8005\u73a9\u5177\u7bb1\u4e2d\u53c8\u4e00\u679a\u7cbe\u81f4\u7684\u5229\u5203\uff0c\u800c\u975e\u91cd\u5851\u5de5\u4f5c\u6d41\u7684\u57fa\u77f3\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\">PopTask<\/span>\n <\/div>\n<div class=\"comment-content\">PopTask is a lightweight macOS menu bar task manager for quickly capturing tasks. Just type naturally even if the input is messy, shorthand, or full of slang and PopTask understands it and schedules it automatically. It supports 7 languages, shows smart countdown alerts, and includes AI powered scheduling and task breakdown. Everything runs on device on macOS 26 and later, with cloud support for earlier macOS versions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">heyy folks! It’s Haider, the maker of PopTask \ud83d\ude4c\ud83c\udffd<br \/>\ni got tired of losing tasks the second i switched apps, every task manager i tried needed too many clicks just to add something simple, so i built one that lives in my Mac menu bar and actually keeps up with how fast i think<\/p>\n<p>here’s what makes it different:<br \/>\ntype like you talk: write something like “mtg w team mon wed fri 9am” and PopTask picks up the date, cleans the title, and schedules it .. no calendars, no dropdowns, done in seconds!!<\/p>\n<p>AI task breakdown: hit one button and a big vague task splits into 3 clear steps you can start on right now<\/p>\n<p>7 languages: type in English, Arabic, Spanish, French, German, Chinese, or Japanese, it understands all of them<\/p>\n<p>smart reminders: get notified at the right time plus a morning summary of your full day.<\/p>\n<p>works offline: common patterns like “tomorrow 9am” or “in 20 min” parse instantly on your Mac with zero network calls<br \/>\nno account, no cloud, no signup, everything stays local on your machine<\/p>\n<p>i built this as a solo dev and I’m here all day .. would appreciate your feedback and happy to answer any questions about how it works under the hood!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lilhadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lilhadi<\/a> Many congratulations. Does this have context too? Example, vague stuff like “follow up on that contract thing next week” when you’ve got multiple contracts going, does it just parse the timing or try to get smarter about screen context too?<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lilhadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lilhadi<\/a> How does the AI task breakdown handle super vague ones like “research AI sales tools,” and does it pull from any local context to make subtasks even smarter?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lilhadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lilhadi<\/a> Just checked out PopTask Haider and had to upvote it. Loving how fast and natural it feels to add tasks straight from the menu bar and the AI task breakdown is such a game changer. Really impressive work for a solo build, can\u2019t wait to see how it evolves!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Upvoted and downloaded! Will see how it goes.<\/p>\n<\/p>\n<p>Do you see the possibility of integrating this with other task managers? One bane of them is not having something “universal” that connects through systems\/platforms to keep things truly organized.<\/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\/@apparentforgmail\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apparentforgmail<\/a> thanks \ud83d\ude4c\ud83c\udffd really appreciate the download and upvote!<\/p>\n<p>integrations are definitely on my list, things like syncing with Apple reminders would make PopTask way more powerful as a universal capture layer .. not in the current version but it’s a direction i find really interesting, would love to know which task manager you’re coming from, might help me prioritize what to build first!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/@lilhadi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lilhadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lilhadi<\/a> — as someone who has tried just about every to-do app, I really dig this. Really simple + the natural language support is killer. Two requests\/comments: Thought about adding a system wide shortcut to initiate the menu bar pop down? Also, TAB support on the pop down to switch between fields and CMD + Enter to add new a new task? Feel like that would make it even faster to use. Nice work!<\/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>heyy <a href=\"https:\/\/www.producthunt.com\/@dannygreer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dannygreer<\/a> thanks, really appreciate that coming from someone who actually understands the pain of using other to-do apps<\/p>\n<\/p>\n<p>well, both of your suggestions are great ^<\/p>\n<p>i actually added global keyboard shortcut to open PopTask from anywhere, but i was facing some errors so i skipped it in V1 .. definitely adding that in V2 \ud83d\udcaf<\/p>\n<\/p>\n<p>tab support between fields and CMD+Enter to submit are solid ideas too, will look into both on the upcoming updates .. thank you so much again, for such and amazing 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 is so clean. curious about Focus Mode: what does it actually do? does it hide everything and just show the one task you’re on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> heyy .. this is already in my list but for now, there is no focus mode for specific task<\/p>\n<p>currently, it shows due time on menu bar for the most recent task <br \/>(will update you \ud83d\udcaf once i go live with focus mode) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>U know I maintain the tasks in notepad just because its always available quickly, but this will be a game changer for sure in long term!<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> thanks youu my man! trust me this is the reason i built this app, i wanted something very quick and fast to schedule my tasks without switching apps .. hope this gonna help everyone! btw, this is \ud83d\udcaf FREE <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 solid for quick task entry, but I’m curious about how well it handles context. What happens with tasks that require follow-ups or details?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>heyy <a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> \ud83d\udc4b\ud83c\udffd you can add notes to any task for extra context, and the AI breakdown button splits it into clear steps .. and for now, follow-ups are just new tasks, you type “follow up with xyz on fri” and it schedules it instantly<\/p>\n<p>but yes, gonna add this too in the next version \ud83d\ude4c\ud83c\udffd<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wish I’d had this when I was using my Mac! Excellent work. By the way, do you have plans to release a Windows version?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@employ_networks heyy thank you so good words \ud83d\ude4c\ud83c\udffd and yess!! soon you\u2019ll be able to get it for windows<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 comments, I always got some picture with schedule, it will be great if I can paste the picture and popTask can OCR and find the schedule ,setup everything<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chinadata\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chinadata<\/a> heyy emily \ud83d\udc4b\ud83c\udffd am ngl, this is such an amazing idea !!<br \/>gonna add this in newer version, here a cookie for you \ud83c\udf6a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “just type whatever and it figures it out” approach is underrated. I’ve been building a focus timer app and the biggest UX lesson I keep learning is that fewer inputs = more people actually use it. Does the on-device AI handle stuff like “call dentist sometime next week” or is it more structured than 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\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> yeaa, that\u2019s something i\u2019m trying to keep in mind while building this too, fewer inputs usually means people actually use the app cuz it’s easy<\/p>\n<\/p>\n<p>PopTask tries to handle both messy and structured inputs, if you type something vague like \u201ccall dentist sometime next week\u201d it understands the context but won\u2019t force a specific time<br \/>but if you write something clearer like \u201ccall dentist next wed 3ish\u201d then it can schedule it automatically<\/p>\n<\/p>\n<p>the goal is just to let people type naturally and only structure things when there\u2019s enough info<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Since the task data is just a local JSON file on the Mac, have you thought about documenting the format so people can pipe tasks in from scripts? Something like `echo task | poptask add` from the terminal. Keeps the no-cloud thing going and opens it up to the developer crowd without touching the main UI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>heyy <a href=\"https:\/\/www.producthunt.com\/@juelz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juelz<\/a> \ud83d\udc4b\ud83c\udffd yeah this is actually on the list, the json format is pretty simple right now, just title, due date, recurrence, and subtasks .. a CLI tool that writes directly to the file and triggers a refresh would be totally doable \ud83d\udcaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “mtg w team mon wed fri 9am” example sold me, that’s exactly the friction point, most task tools make you format your thoughts before they’ll accept them.<\/p>\n<\/p>\n<p>does it handle recurring patterns from freeform input? like if i type “standup every weekday 9am” does it set up a repeat automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>heyy <a href=\"https:\/\/www.producthunt.com\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> \ud83d\udc4b\ud83c\udffd thanks mate!! honestly that was the idea, MAKE IT QUICK AND FAST IN ANYWAY<br \/>and yes, it does! “standup every weekday 9am” will automatically detect the recurrence and set it up for you .. daily, weekly, weekdays, monthly all work from natural input, exactly the kind of thing you shouldn’t have to think about when adding a task <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Appreciate it.<\/p>\n<\/p>\n<p>Will This be available for mobile platforms? Syncing with mobile will gain you more benefits. <\/p>\n<\/p>\n<p>See am commenting using phone \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>haha <a href=\"https:\/\/www.producthunt.com\/@rakibulism\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakibulism<\/a> love that you’re commenting from phone while asking about mobile support!<\/p>\n<p>PopTask is Mac only for now, but let’s just say mobile is something i’m very actively thinking about for the next version, stay tuned \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it connected with Google Calendar or Calendly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> heyy \ud83d\udc4b\ud83c\udffd sadly, not now! PopTask is fully local, no external calendar connections yet .. everything stays on your Mac as a JSON file, Google Calendar integration is something worth exploring in a future version though <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 going to be so handy to manage tasks. I’ll try it out. <\/p>\n<p>Congrats on the launch \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a> thanks mate! please give it a try and lemme know if you have any feedback, appreciate it \ud83d\ude4c\ud83c\udffd<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/45AIAQA2MKI7AG\" class=\"app-title\">Goals<\/a><\/p>\n<div class=\"one-liner\">AI turns your goal into one daily action.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">248<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Goals\u662f\u4e00\u6b3eAI\u76ee\u6807\u5206\u89e3\u5e94\u7528\uff0c\u5b83\u5c06\u7528\u6237\u8f93\u5165\u7684\u5b8f\u5927\u76ee\u6807\u81ea\u52a8\u62c6\u89e3\u4e3a\u6e05\u6670\u7684\u6bcf\u65e5\u5355\u4e00\u884c\u52a8\uff0c\u5728\u7528\u6237\u9762\u5bf9\u76ee\u6807\u6a21\u7cca\u3001\u89c4\u5212\u8d1f\u62c5\u8fc7\u91cd\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u56e0\u590d\u6742\u4efb\u52a1\u7ba1\u7406\u800c\u4ea7\u751f\u7684\u62d6\u5ef6\u4e0e\u51b3\u7b56\u762b\u75ea\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\/5fdb4cf1-45c6-4d56-92df-b24c4bc19c3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54866d14-e533-4cea-a534-ccec3629e69e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e7d115d-0ecf-4e3d-bafb-4acf6410fa6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe7f7653-d4d4-48ed-8288-1ab3791c3b18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c063fb86-1451-4ea1-a763-fc4bca6682f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1ef8461-5808-4f5e-80d2-85cbbcc0fce5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5648078b-d6d4-4e87-aeea-e5f669879cab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91878632-4194-4765-bf39-450abed68477.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\/27a98671-12ed-433b-aeeb-3fe33ef1802d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/4ZAVJTe8kBQ\"><source src=\"https:\/\/www.youtube.com\/shorts\/4ZAVJTe8kBQ\" 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\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u76ee\u6807\u5206\u89e3<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u884c\u52a8<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u76ee\u6807\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9632\u8fc7\u8f7d\u8bbe\u8ba1<\/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\u201c\u6bcf\u65e5\u5355\u4e00\u884c\u52a8\u201d\u7684\u6781\u7b80\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u907f\u514d\u4e86\u4efb\u52a1\u8fc7\u8f7d\u3002\u4e3b\u8981\u7591\u95ee\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1aAI\u62c6\u89e3\u903b\u8f91\u7684\u900f\u660e\u6027\u4e0e\u4e2a\u6027\u5316\u7a0b\u5ea6\u3001\u8ba1\u5212\u4e2d\u9014\u8c03\u6574\u7684\u7075\u6d3b\u6027\u3001\u4e0e\u73b0\u6709\u65e5\u5386\/\u4efb\u52a1\u5de5\u5177\u7684\u96c6\u6210\u53ef\u80fd\u3001\u5b9a\u4ef7\u7b56\u7565\u6e05\u6670\u5ea6\uff0c\u4ee5\u53ca\u5b9e\u9645\u4f7f\u7528\u4e2d\u9047\u5230\u7684\u7a0b\u5e8f\u5d29\u6e83\u7b49\u6280\u672f\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Goals\u63d0\u51fa\u7684\u201c\u53cd\u9879\u76ee\u7ba1\u7406\u201d\u7406\u5ff5\uff0c\u76f4\u51fb\u4e86\u5f53\u4e0b\u751f\u4ea7\u529b\u5de5\u5177\u7684\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a\u5de5\u5177\u672c\u4e3a\u51cf\u8f7b\u8d1f\u62c5\uff0c\u5374\u5f80\u5f80\u56e0\u590d\u6742\u7684\u8bbe\u7f6e\u3001\u770b\u677f\u548c\u5206\u7c7b\u7cfb\u7edf\u800c\u6210\u4e3a\u65b0\u7684\u8d1f\u62c5\u3002\u5176\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u6280\u672f\u6709\u591a\u6df1\u5965\uff0c\u800c\u5728\u4e8e\u5bf9\u7528\u6237\u5fc3\u667a\u6a21\u578b\u7684\u7cbe\u51c6\u628a\u63e1\u2014\u2014\u7528\u786e\u5b9a\u7684\u3001\u5fae\u5c0f\u7684\u6bcf\u65e5\u884c\u52a8\uff0c\u5bf9\u6297\u9762\u5bf9\u5b8f\u5927\u76ee\u6807\u65f6\u7684\u6a21\u7cca\u6027\u4e0e\u754f\u96be\u60c5\u7eea\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u884c\u4e3a\u5fc3\u7406\u5b66\u4e2d\u7684\u201c\u5c0f\u6b65\u5feb\u8dd1\u201d\u539f\u5219\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u6070\u6070\u63ed\u793a\u4e86\u5176\u5546\u4e1a\u5316\u548c\u53ef\u6301\u7eed\u6027\u7684\u6f5c\u5728\u98ce\u9669\u3002\u9996\u5148\uff0c\u5176AI\u4f5c\u4e3a\u201c\u9ed1\u76d2\u201d\u51b3\u7b56\u8005\uff0c\u6743\u5a01\u6027\u4ece\u4f55\u800c\u6765\uff1f\u5f53\u7528\u6237\u8f93\u5165\u201c\u53d8\u5f97\u66f4\u5065\u5eb7\u201d\u65f6\uff0cAI\u63a8\u8350\u201c\u8dd1\u6b655\u516c\u91cc\u201d\u8fd8\u662f\u201c\u559d8\u676f\u6c34\u201d\uff0c\u5176\u4f9d\u636e\u548c\u4e2a\u6027\u5316\u7a0b\u5ea6\u662f\u4ea7\u54c1\u53ef\u4fe1\u5ea6\u7684\u57fa\u77f3\uff0c\u4f46\u76ee\u524d\u4fe1\u606f\u672a\u900f\u660e\u3002\u5176\u6b21\uff0c\u201c\u6bcf\u65e5\u4e00\u6b65\u201d\u7684\u521a\u6027\u6a21\u5f0f\u4e0e\u771f\u5b9e\u751f\u6d3b\u7684\u52a8\u6001\u53d8\u5316\u5b58\u5728\u5929\u7136\u77db\u76fe\u3002\u7528\u6237\u5173\u4e8e\u201c\u9519\u8fc7\u4e00\u5929\u5982\u4f55\u8c03\u6574\u201d\u7684\u63d0\u95ee\uff0c\u70b9\u51fa\u4e86\u8be5\u6a21\u5f0f\u53ef\u80fd\u7f3a\u4e4f\u5f39\u6027\u7684\u8f6f\u808b\u3002\u82e5AI\u4e0d\u80fd\u806a\u660e\u5730\u5e94\u5bf9\u4e2d\u65ad\u4e0e\u53d8\u66f4\uff0c\u7528\u6237\u6781\u6613\u56e0\u4e00\u6b21\u8ba1\u5212\u5916\u4e8b\u4ef6\u800c\u4ea7\u751f\u632b\u8d25\u611f\u5e76\u653e\u5f03\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u5176\u8bd5\u56fe\u5728\u201c\u6781\u7b80\u529f\u80fd\u201d\u4e0e\u201c\u4ed8\u8d39\u5899\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u4f46\u5c06\u6838\u5fc3\u7684\u201c\u521b\u5efa\u76ee\u6807\u6570\u91cf\u201d\u4f5c\u4e3a\u514d\u8d39\u4e0e\u4ed8\u8d39\u7684\u5206\u754c\u7ebf\uff0c\u7b56\u7565\u7565\u663e\u5355\u8584\u3002\u66f4\u6df1\u523b\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u4e60\u60ef\u4e86\u8fd9\u79cd\u201c\u65e0\u8111\u8ddf\u968f\u201d\u7684\u6a21\u5f0f\uff0c\u5176\u7c98\u6027\u7a76\u7adf\u6765\u81ea\u4e8e\u5bf9\u76ee\u6807\u7684\u5fe0\u8bda\uff0c\u8fd8\u662f\u5bf9\u4ea7\u54c1\u672c\u8eab\u7684\u4f9d\u8d56\uff1f\u4e00\u65e6\u76ee\u6807\u8fbe\u6210\u6216\u4e2d\u9014\u653e\u5f03\uff0c\u4ea7\u54c1\u7684\u7559\u5b58\u5c06\u6210\u95ee\u9898\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u76ee\u6807\u5468\u671f\u7684\u201c\u4e00\u6b21\u6027\u4f34\u4fa3\u201d\uff0c\u800c\u975e\u50cf\u7b14\u8bb0\u6216\u65e5\u5386\u90a3\u6837\u7684\u6301\u7eed\u6027\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cGoals\u662f\u4e00\u6b3e\u7406\u5ff5\u5148\u884c\u7684\u4f18\u79c0\u201c\u77db\u578b\u201d\u4ea7\u54c1\uff0c\u7280\u5229\u5730\u523a\u4e2d\u4e86\u751f\u4ea7\u529b\u7126\u8651\u3002\u4f46\u5b83\u5fc5\u987b\u5c3d\u5feb\u8bc1\u660e\u5176AI\u4e0d\u4ec5\u4f1a\u62c6\u89e3\uff0c\u66f4\u4f1a\u52a8\u6001\u5bfc\u822a\uff1b\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0d\u4ec5\u80fd\u83b7\u5ba2\uff0c\u66f4\u80fd\u6784\u5efa\u957f\u671f\u966a\u4f34\u7684\u6df1\u5ea6\u4ef7\u503c\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u6210\u4e3a\u7528\u6237\u5c1d\u8bd5\u53c8\u4e00\u6279\u5f03\u7684\u201c\u6570\u5b57\u5174\u594b\u5242\u201d\uff0c\u96be\u4ee5\u6210\u4e3a\u771f\u6b63\u6539\u53d8\u884c\u4e3a\u6a21\u5f0f\u7684\u201c\u6570\u5b57\u6559\u7ec3\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\">Goals<\/span>\n <\/div>\n<div class=\"comment-content\">Most goal apps give you a to-do list and hope for the best. Goals works differently. Type in what you want to achieve, and AI breaks it into a step-by-step plan with one clear daily action. No dashboards, no task management. Just open the app, see what to do today, and check it off. Streaks keep you consistent. Check-ins adapt your plan. I built this because you shouldn’t need to be a project manager to go after what you want.<\/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! I’m Jeff. I built Goals because every productivity app I tried gave me more work to manage instead of less. I wanted something where I could just open the app, see what to do today, and get on with it.<\/p>\n<p>The idea is simple: you type in a goal, AI breaks it into a realistic plan, and each day you see one action. You can still check in and see your lists, but the focus is on action over Type-A nonsense, just the next thing.<\/p>\n<p>I’d love your feedback on what’s working and what’s not. Try it and let me know what goal you set! \ud83d\udea1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeffalgera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeffalgera<\/a> Really like this idea . Most productivity apps just add more stuff to juggle \ud83d\ude00<\/p>\n<p>Having one clear thing to focus on each day feels way more practical . keen to see how it handles changes if plans shift midway.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeffalgera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeffalgera<\/a> This one action per day approach is really smart because most people get paralyzed by endless task lists.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jeffalgera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeffalgera<\/a> How does the AI adapt plans if life throws curveballs, like missing a day without killing momentum?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one-action model sounds clean, but I\u2019m curious who decides what that action is? If I type \u201cget healthier,\u201d the AI has to make a lot of assumptions about what I actually mean. How much does the output depend on how well someone writes their goal? And what happens when the goal shifts over time? Does the AI course-correct? 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Jeff. I really like the idea and the minimalism here! I think this will turn those long “planning sessions” into a simple “do this today”, which is what actually drives results. <\/p>\n<p>One thing I noticed: The pricing structure isn’t clear yet. I don’t see it either here or on the website. The app and play stores say it’s free with in-app purchases, which is typical of subscription models with a free trial. Is that what you’re going for? It would be great to see this upfront, and it will definitely prevent user suprises and churn. <\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sammy_anagolum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sammy_anagolum<\/a> Really appreciate this insight and thoughtful response. I’ll add pricing clarification to the marketing site now. You can have up to 3 tracked goals and contribute to goals others share with you for free, no account necessary. Anything above that, and we charge $1.99\/mo, which also lets you share the goals you create with others. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a great tool to accomplish tasks. <\/p>\n<p>All the best on your 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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/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>Any plans to attempt to integrate this with established task managers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Hey Jeff! I just downloaded this. Like others, very much enjoy the simplistic nature of the app and the UI.<\/p>\n<p>Wanted to give you a heads up. I created a goal to complete a bathroom renovation\/addition (something my wife and I have been working on the last 4ish months). I went to create some steps and complete them to get caught up to the point of where I am in the project. As soon I completed one of my goals, the app kept crashing. <\/p>\n<p>Outside of this,I\u2019m still very enthusiastic to use this.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@layne_norris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@layne_norris<\/a> eek! I’ll check it out, thanks for the report!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>HI Jeff <a href=\"https:\/\/www.producthunt.com\/@jeffalgera\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jeffalgera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeffalgera<\/a> Happy to be one of Goals early users! the UI design is really friendly to people like me who need schedule my goals specific and detailed. I used to waste a lot of time to sub-schedule my goals which is the pain point for me and Goals deal\uff01<br \/>Before goals I used Rosebud which actucally is a pretty journal app which record\u3001communicate as well as plan the goals. Now I think I have a better choice to arrange my daily routine and goals. Thanks you guys\ud83c\udf39<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@laura_1217_will\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laura_1217_will<\/a> Love to hear it, thank you! If you are in need of additional features or changes, just lmk!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s a pretty good product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hllinc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hllinc<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this would be so useful if I can create a separate work workspace, it would read tasks from my cal for this week, help me make progress and optionally create small achievable milestones by blocking time in my cal. then it would notify me of progress or required reschedules. And then I’d like to do the same for my personal cal and personal tasks. Looks great nifty 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>The idea of AI turning goals into to-do lists sounds great, but the official website looks <strong>too basic<\/strong>, which is a bit confusing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LXC3Q4GVW5FIFZ\" class=\"app-title\">Letterbook<\/a><\/p>\n<div class=\"one-liner\">AI support platform built for founders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">221<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u521b\u59cb\u4eba\u6253\u9020\u7684AI\u539f\u751f\u652f\u6301\u5e73\u53f0\uff0c\u901a\u8fc7\u8fde\u63a5\u6570\u636e\u5e93\u548cStripe\uff0c\u5728\u5ba2\u670d\u573a\u666f\u4e0b\u81ea\u52a8\u5904\u7406\u8de8\u6e20\u9053\u7684\u5de5\u5355\uff0c\u89e3\u51b3\u65e9\u671f\u56e2\u961f\u652f\u6301\u6d41\u7a0b\u7e41\u7410\u3001\u8017\u65f6\u4e14\u4f20\u7edf\u5de5\u5177\u8fc7\u4e8e\u590d\u6742\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\/880839dc-d1b1-4564-ac6b-fa4726ec1cc2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57612a31-b519-40de-8456-bfc492e2457e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8532131a-cb0b-4b5d-a9ac-eb45e531a58a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abdce857-6197-4b0e-9b48-846d801dba5e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3db45c08-440c-43c0-a677-9324bc11ea35.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\/8b02a89f-978d-4433-ac61-97c48feb0952.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=S1vNoMTcKoI\"><source src=\"https:\/\/www.youtube.com\/watch?v=S1vNoMTcKoI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Email<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u670d\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5de5\u5355\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Zendesk<\/span><br \/>\n <span class=\"tag\">B2C\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a9\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">YC\u521b\u4e1a\u516c\u53f8<\/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\u201c5\u5206\u949f\u8bbe\u7f6e\u201d\u548c\u81ea\u52a8\u5316\u89e3\u5feb\u65b9\u6848\u7684\u6548\u7387\uff0c\u5c24\u5176\u8d5e\u8d4f\u5bf9Stripe\u548c\u6570\u636e\u5e93\u7684\u6df1\u5ea6\u96c6\u6210\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aAI\u5904\u7406\u8fb9\u7f18\u6848\u4f8b\u548c\u7f3a\u4e4f\u81ea\u4fe1\u65f6\u7684\u5e94\u5bf9\u673a\u5236\u3001\u4ece\u73b0\u6709\u5e73\u53f0\u8fc1\u79fb\u7684\u4fbf\u5229\u6027\u3001\u6ce8\u518c\u6d41\u7a0b\u7684\u521d\u59cb\u6469\u64e6\u70b9\uff0c\u4ee5\u53ca\u662f\u5426\u5177\u5907\u5e2e\u52a9\u4e2d\u5fc3\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Letterbook\u7684\u53d9\u4e8b\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4f20\u7edf\u5ba2\u670d\u8f6f\u4ef6\uff08\u5982Zendesk\uff09\u7684\u201c\u8fc7\u5ea6\u8bbe\u8ba1\u201d\u75fc\u75be\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4e3a\u521b\u59cb\u4eba\u800c\u975e\u652f\u6301\u526f\u603b\u88c1\u6253\u9020\u201d\u7684\u5b9a\u4f4d\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u548c\u6df1\u5ea6\u96c6\u6210\uff08Stripe\u3001\u6570\u636e\u5e93\uff09\u89e3\u6784\u4e00\u4e2a\u539f\u672c\u9700\u8981\u4eba\u5de5\u914d\u7f6e\u548c\u5224\u65ad\u7684\u590d\u6742\u6d41\u7a0b\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176AI\u7684\u901a\u7528\u667a\u80fd\uff0c\u800c\u5728\u4e8e\u5176\u5c06\u9ad8\u9891\u3001\u91cd\u590d\u3001\u4e14\u4e0e\u4e1a\u52a1\u6570\u636e\u5f3a\u76f8\u5173\u7684\u652f\u6301\u573a\u666f\uff08\u5982\u9000\u6b3e\u3001\u767b\u5f55\u3001\u53d1\u7968\u67e5\u8be2\uff09\u6807\u51c6\u5316\u548c\u81ea\u52a8\u5316\uff0c\u4ece\u800c\u5c06\u521b\u59cb\u4eba\u4ece\u4f4e\u4ef7\u503c\u56de\u590d\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u201c\u4ec5\u5efa\u8bae\u3001\u9700\u4eba\u5de5\u6279\u51c6\u201d\u7684\u6a21\u5f0f\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5904\u4e8e\u201c\u534a\u81ea\u52a8\u5316\u201d\u7684\u8fc7\u6e21\u9636\u6bb5\u3002\u8fd9\u65e2\u662f\u51fa\u4e8e\u5bf9AI\u53ef\u9760\u6027\u7684\u8c28\u614e\uff0c\u4e5f\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u6311\u6218\uff1a\u5982\u4f55\u6e05\u6670\u5b9a\u4e49AI\u7684\u51b3\u7b56\u8fb9\u754c\uff0c\u5e76\u5efa\u7acb\u53ef\u9760\u7684\u7f6e\u4fe1\u5ea6\u4e0e\u5347\u7ea7\u673a\u5236\u3002\u7528\u6237\u7684\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\u2014\u2014\u8fb9\u7f18\u6848\u4f8b\u548c\u8fc1\u79fb\u6210\u672c\u3002\u82e5\u65e0\u6cd5\u4f18\u96c5\u5904\u7406\u524d\u8005\uff0c\u5176\u6548\u7387\u627f\u8bfa\u5c06\u5927\u6253\u6298\u6263\uff1b\u82e5\u4e0d\u80fd\u7b80\u5316\u540e\u8005\uff0c\u5219\u96be\u4ee5\u64ac\u52a8\u5df2\u6df1\u9677\u4f20\u7edf\u5de5\u5177\u6ce5\u6f6d\u7684\u201c\u7406\u60f3\u5ba2\u6237\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u524d\u666f\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u80fd\u5426\u5c06\u201c15\u5206\u949f\u89e3\u51b3\u9996\u5f20\u5de5\u5355\u201d\u7684\u94a9\u5b50\uff0c\u8f6c\u5316\u4e3a\u5bf9\u66f4\u590d\u6742\u652f\u6301\u5de5\u4f5c\u6d41\u7684\u6301\u7eed\u638c\u63a7\u529b\uff1b\u4e8c\u662f\u80fd\u5426\u5728\u201c\u5168\u81ea\u52a8\u53d1\u9001\u201d\u4e0e\u201c\u4eba\u5de5\u628a\u5173\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u8fd9\u9700\u8981\u6781\u5176\u7cbe\u7ec6\u7684\u573a\u666f\u9897\u7c92\u5ea6\u5212\u5206\u3002\u5b83\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u901a\u7528\u7684\u5bf9\u8bddAI\uff0c\u800c\u662f\u5728\u6253\u9020\u4e00\u4e2a\u6df1\u5ea6\u5d4c\u5165\u4e1a\u52a1\u6d41\u7684\u201c\u652f\u6301\u6d41\u7a0b\u5f15\u64ce\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u5173\u952e\u5728\u4e8e\u5176\u573a\u666f\u5316\u96c6\u6210\u7684\u6df1\u5ea6\u4e0e\u51b3\u7b56\u903b\u8f91\u7684\u900f\u660e\u5ea6\uff0c\u800c\u975eAI\u672c\u8eab\u7684\u9ed1\u76d2\u80fd\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\">Letterbook<\/span>\n <\/div>\n<div class=\"comment-content\">The modern alternative to Zendesk, Freshdesk, Intercom, and Front. Connect your database and Stripe. Our AI support agent resolves tickets across email, forms, and other channels.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>I’m Dawson, co-founder @ Letterbook.<\/p>\n<\/p>\n<p>We grew our last product, Martin, to 100k users. At one point, we’d get 50 support requests every day:<\/p>\n<ul>\n<li>\n<p>“How do I use this feature?”<\/p>\n<\/li>\n<li>\n<p>“Can I get a refund?”<\/p>\n<\/li>\n<li>\n<p>“I can’t log into my account.”<\/p>\n<\/li>\n<\/ul>\n<p>I had to hire a virtual assistant in the Philippines to reply to users and solve billing issues. <\/p>\n<p>I had to use Zendesk, which was built 20 years ago and designed for a VP of Support, not a founder.<\/p>\n<p>None of this made sense, so we built our own modern, AI-native support platform. We integrate with your database, knowledge base, and Stripe, and our AI auto-prepares resolutions to every ticket.<\/p>\n<p>We\u2019ve already replaced Intercom, Zendesk, Zohodesk, Helpscout, and Freshdesk for many fast-growing companies in YC. <\/p>\n<p>If you\u2019re building a B2C or self-serve B2B product, give it a try or book a demo at:<br \/><a href=\"https:\/\/letterbook.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/letterbook.ai<\/a><\/p>\n<\/p>\n<p>P.S. Unlike Zendesk, which takes days to set up (a friend literally hired a consultant to teach him), Letterbook takes 5 mins. And if you need help, you better believe we have top-notch customer support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darweenist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darweenist<\/a> Many congratulations, the 5 minute setup vs days for Zendesk is compelling. Quick question though, how does the AI handle edge cases where customers need actual human judgment calls?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@darweenist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darweenist<\/a> congrats this looks like a fantastic tool and great job on a successful launch \ud83e\udd42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@darweenist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darweenist<\/a> Congratulations on the launch! \ud83c\udf89 I love that you are taking on Zendesk and Intercom \u2014 most small founders struggle to afford those tools. Letterbook feels like the perfect solution for that gap. I am a sales professional and I would love to help you get your first 100 business customers. Would you be open to a 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>Went through the signup flow. The 15 minutes to first resolved ticket claim on the landing page is the right hook, that’s exactly what a founder dealing with support volume wants to hear. <\/p>\n<p>The gap is that Signup asks for the organization name before showing any evidence that the 15 minutes is real. For a founder evaluating whether to commit, that’s a small friction at exactly the wrong moment. The stronger move would be showing one resolved ticket in a demo state before asking for anything, let the claim prove itself before the founder has to name their organization. What does drop-off look like between landing page and completed signup?<\/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\/@arun_tamang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_tamang<\/a> Hey Arun thanks for the feedback! We’ll definitely improve the flow based on what you mentioned. Were you able to eventually resolve a ticket?<\/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>Dawson this is so real. We’re two founders building WTMF and support has been one of those things that just quietly eats your time. Never felt like Zendesk was made for teams like ours.<\/p>\n<p>The auto-prepared resolutions thing is what caught my eye. Going to try it out. Congrats on the launch and honestly 100k on Martin is a tough act to follow, excited to see where Letterbook goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyak_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyak_singh<\/a> Absolutely man. We’ve switched several founder friends off Zendesk and would love to help you fix your support stack too! Feel free to book a demo <a href=\"https:\/\/cal.com\/dawson-chen-iuthbm\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a> and I can get you set up!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyak_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyak_singh<\/a> Support quietly eating your time is such an accurate description. Never feels urgent until it’s the first thing you deal with every morning. <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@dawson_chen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dawson_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawson_chen<\/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>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\">Hey Dawson, that line about Zendesk being built for a VP of Support, not a founder, really stands out. Was there a specific day where you were drowning in those 50 daily tickets, juggling a VA and a tool that felt way too complicated, and thought why do I need enterprise software just to answer basic questions?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Totally. I started shopping for a support platform around May of last year and was shocked that Zendesk was the best thing out there. We ended up building an internal tool to track and resolve tickets and eventually spun that out into Letterbook!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Support is one of those things that sneaks up on you, and can eat away at your hours. Once you connect Stripe, how much customer context does the AI actually pull in when it’s drafting a reply? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> Good question! The AI has full context of that customer’s purchases, invoices, subscriptions – basically anything a human support agent would get from Stripe. If that’s not enough information to resolve a ticket, a database integration can often fill in the gaps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Support tooling for founders is usually an afterthought – either paying for Intercom before you have revenue, or handling everything manually through email threads. The AI angle makes sense here. What does Letterbook do when it doesn’t know the answer – does it hand off to you, or does it try to figure it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Great question! Letterbook actually just prepares resolutions for you to approve right now. For example, you’ll see a draft of the email response + a suggested Stripe\/Database action that you can approve in 1 click!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good one <a href=\"https:\/\/www.producthunt.com\/@darweenist\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"darweenist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darweenist<\/a> I want to ask if there is a provision for seamless migration from existing support platforms to Letterbook. This will be a game changer for companies with large user database on their existing platforms instead of starting over. The homepage could also do with some relevant FAQs. Good luck with the launch.<\/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\/@bhadmus_olaide\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhadmus_olaide<\/a> Thanks so much for the feedback! Right now we the founders just hop in a Slack channel and help you migrate manually. We could definitely make it more seamless, like one click to migrate from Zendesk would be huge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Letterbook is the best support platform ever. We love it at Respan. Congrats on the launch Dawson and team!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andydy25\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andydy25<\/a> Thanks for the support Andy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Happy to be a paid customer. Letterbook is a game-changer (and we’ve tried and paid for zohodesk, help scout and freshdesk in the past)! <\/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\/@edrei_chua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edrei_chua<\/a> Thank you so much for all the amazing feedback Edrei!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m exactly your ICP (as the founder who is replying to every single CS ticket)!<\/p>\n<p>I actually chose Zendesk because it also supports a Help Center. Does Letterbox also come with a Help Center? If not, what are the usual ways you see your users setting them up and connecting to Letterbox?<\/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\/@joycechin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joycechin<\/a> Hey Joyce, thanks for the comment! We actually do come with a help center, so you can fully host your user facing portal on Letterbook. Or, if you want to keep Zendesk, we can just integrate with your Help Center so Letterbook AI can use it as extra context during responses.<\/p>\n<\/p>\n<p>Since you’re such an ICP, I’d love to show you how it works in more detail!<\/p>\n<\/p>\n<p>Grab a time: <a href=\"https:\/\/cal.com\/dawson-chen-iuthbm\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/dawson-chen-iuthbm\/demo<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Stripe + database integration is what sells this for me. Running a B2B SaaS with self-serve billing, and 60% of our support tickets are “where’s my invoice” or “cancel my subscription” \u2014 exactly the kind of thing AI should handle autonomously. How does the AI handle edge cases where it’s not confident? Does it escalate to a human automatically or does it attempt a response anyway?<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Hey Ilya good questions! Right now our AI just surfaces the task for you to approve in 1 click. It never executes anything without approval. Def want to graduate to full send soon though, for easier tasks!<\/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. Is it possible to close the loop from tickets -> code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aagam_dalal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aagam_dalal<\/a> Right now we just add a Linear ticket, but this is the natural 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>Congrats! Trying it now…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jahooma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jahooma<\/a> Thanks for the support James!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, this is one of those products where I wish I knew about it way sooner!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhruv_roongta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_roongta<\/a> Thanks for the support Dhruv!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Zendesk is v bad<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> V true!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Dawson!! That’s incredible that it can even process the refunds on stripe as well. Excited to try it out!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@amysunyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amysunyan<\/a> Thank you for the support Amy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Dawson!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/GKBVMA7PP4ZOOQ\" class=\"app-title\">FreeCAD 1.1<\/a><\/p>\n<div class=\"one-liner\">Extremely powerful, completely free 3D CAD modeling<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">220<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FreeCAD 1.1\u662f\u4e00\u6b3e\u529f\u80fd\u5f3a\u5927\u4e14\u5b8c\u5168\u514d\u8d39\u76843D CAD\u5efa\u6a21\u8f6f\u4ef6\uff0c\u901a\u8fc7\u5f15\u5165\u900f\u660e\u9884\u89c8\u3001\u4ea4\u4e92\u5f0f\u62d6\u62fd\u5668\u7b49\u91cd\u5927\u4f53\u9a8c\u4f18\u5316\uff0c\u4e3a\u5de5\u7a0b\u5e08\u3001\u8bbe\u8ba1\u5e08\u53ca\u786c\u4ef6\u521d\u521b\u516c\u53f8\u63d0\u4f9b\u4e86\u53ef\u5ab2\u7f8e\u6602\u8d35\u5546\u4e1a\u8f6f\u4ef6\u7684\u514d\u8d39\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u4e13\u4e1a3D\u8bbe\u8ba1\u5de5\u5177\u6210\u672c\u9ad8\u6602\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\/62368a27-d280-43cb-90a4-327923a9e8f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/486a249a-8890-4b47-ae01-4539068b4509.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7365879f-0f30-4134-a0b4-8f8aeb1d0d90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f9488ad-5fbe-411c-8731-eee9d217128a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ddcdf448-f9dc-423c-ac51-ae3d06f7c076.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a59f568d-8d0e-4ea8-b188-ba3d9858a641.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8f10115-4283-4cc3-86ce-2cd17e9c3d35.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\/5a19843f-c857-4c33-8364-9a191aa91485.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=a9biWv_M8p8\"><source src=\"https:\/\/www.youtube.com\/watch?v=a9biWv_M8p8\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">3D Modeling<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90CAD<\/span><br \/>\n <span class=\"tag\">3D\u5efa\u6a21<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u8f85\u52a9\u5236\u9020<\/span><br \/>\n <span class=\"tag\">\u6709\u9650\u5143\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u8bbe\u8ba1\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u53c2\u6570\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8f6f\u4ef6\u66ff\u4ee3\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u6b64\u6b21\u66f4\u65b0\u5de8\u5927\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5de5\u4f5c\u6d41\u6548\u7387\uff0c\u7279\u522b\u662f\u900f\u660e\u9884\u89c8\u3001\u4ea4\u4e92\u62d6\u62fd\u5668\u548c\u5168\u65b0CAM\u5de5\u5177\u5e93\u3002\u7528\u6237\u80af\u5b9a\u5176\u6b63\u7f29\u5c0f\u4e0eSolidWorks\u7b49\u5546\u4e1a\u8f6f\u4ef6\u7684\u5dee\u8ddd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u590d\u6742\u88c5\u914d\u4f53\u4e0b\u7684\u7a33\u5b9a\u6027\u4e0e\u62d3\u6251\u547d\u540d\u95ee\u9898\u662f\u5426\u5f97\u5230\u5b9e\u8d28\u6027\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 FreeCAD 1.1\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5f00\u6e90\u5de5\u4e1a\u8bbe\u8ba1\u8f6f\u4ef6\u5411\u4e3b\u6d41\u5546\u4e1a\u5e02\u573a\u53d1\u8d77\u7684\u4e00\u6b21\u6b63\u5f0f\u201c\u4ef7\u503c\u5ba3\u8a00\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u7784\u51c6\u4e86\u5546\u4e1aCAD\u8f6f\u4ef6\u751f\u6001\u4e2d\u6700\u8106\u5f31\u7684\u73af\u8282\uff1a\u9ad8\u6602\u7684\u6388\u6743\u8d39\u7528\u4e0e\u50f5\u5316\u7684\u7528\u6237\u7ed1\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u6b21\u66f4\u65b0\u7684\u201c\u900f\u660e\u9884\u89c8\u201d\u3001\u201c\u4ea4\u4e92\u5f0f\u62d6\u62fd\u5668\u201d\u7b49\u529f\u80fd\uff0c\u76f4\u6307\u4f20\u7edfCAD\u8f6f\u4ef6\u7528\u6237\u4f53\u9a8c\u7684\u201c\u9ed1\u7bb1\u201d\u4e0e\u7e41\u7410\u64cd\u4f5c\uff0c\u662f\u5bf9\u8bbe\u8ba1\u76f4\u89c9\u6d41\u7684\u56de\u5f52\u3002\u800c\u5168\u65b0CAM\u5de5\u5177\u5e93\u7684\u52a0\u5165\uff0c\u5219\u6807\u5fd7\u7740FreeCAD\u6b63\u4ece\u5355\u4e00\u7684\u5efa\u6a21\u5de5\u5177\uff0c\u5411\u6db5\u76d6\u8bbe\u8ba1\uff08CAD\uff09\u3001\u5236\u9020\uff08CAM\uff09\u3001\u4eff\u771f\uff08FEA\uff09\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u5e73\u53f0\u6f14\u8fdb\uff0c\u8fd9\u76f4\u63a5\u4fb5\u8680\u4e86\u5982SolidWorks\u3001Fusion 360\u7b49\u8f6f\u4ef6\u8d56\u4ee5\u751f\u5b58\u7684\u201c\u529f\u80fd\u96c6\u6210\u201d\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u4e0d\u518d\u611f\u89c9\u5728\u65e5\u5e38\u6700\u91cd\u8981\u7684\u65b9\u9762\u660e\u663e\u843d\u540e\u4e8e\u6602\u8d35\u7684\u5546\u4e1a\u8f6f\u4ef6\u201d\u8fd9\u4e00\u5224\u65ad\uff0c\u6781\u5177\u5206\u91cf\u3002\u5b83\u63ed\u793a\u4e86\u4e00\u4e2a\u4e34\u754c\u70b9\uff1a\u5f53\u5f00\u6e90\u8f6f\u4ef6\u5728\u6838\u5fc3\u5de5\u4f5c\u6d41\u4f53\u9a8c\u4e0a\u8fbe\u5230\u201c\u53ef\u7528\u201d\u751a\u81f3\u201c\u597d\u7528\u201d\uff0c\u5176\u96f6\u6210\u672c\u7684\u538b\u5012\u6027\u4f18\u52bf\u4fbf\u4f1a\u6025\u5267\u653e\u5927\uff0c\u5c24\u5176\u5bf9\u9884\u7b97\u654f\u611f\u7684\u521d\u521b\u516c\u53f8\u3001\u6559\u80b2\u673a\u6784\u53ca\u4e2a\u4eba\u521b\u4f5c\u8005\u6784\u6210\u81f4\u547d\u5438\u5f15\u529b\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201c\u62d3\u6251\u547d\u540d\u201d\u95ee\u9898\uff0c\u6070\u6070\u662fFreeCAD\u4e43\u81f3\u8bb8\u591a\u5f00\u6e90\u5de5\u7a0b\u8f6f\u4ef6\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5b83\u5173\u4e4e\u53c2\u6570\u5316\u8bbe\u8ba1\u7684\u5e95\u5c42\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\uff0c\u662f\u5e94\u5bf9\u6781\u7aef\u590d\u6742\u8bbe\u8ba1\u7684\u57fa\u77f3\u3002\u82e5\u6b64\u6839\u672c\u6027\u67b6\u6784\u95ee\u9898\u672a\u83b7\u7a81\u7834\uff0cFreeCAD\u5728\u9ad8\u7aef\u590d\u6742\u573a\u666f\u4e0b\u4ecd\u96be\u6446\u8131\u201c\u73a9\u5177\u201d\u6216\u201c\u5907\u7528\u9009\u9879\u201d\u7684\u6807\u7b7e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cFreeCAD 1.1\u7684\u771f\u6b63\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u6210\u529f\u5730\u5c06\u7ade\u4e89\u7ef4\u5ea6\u4ece\u201c\u529f\u80fd\u6709\u65e0\u201d\u63d0\u5347\u5230\u4e86\u201c\u4f53\u9a8c\u4f18\u52a3\u201d\uff0c\u8feb\u4f7f\u5e02\u573a\u91cd\u65b0\u8bc4\u4f30\u201c\u529f\u80fd\u4e0e\u4ef7\u683c\u201d\u7684\u6027\u4ef7\u6bd4\u516c\u5f0f\u3002\u5b83\u7684\u6301\u7eed\u8fdb\u51fb\uff0c\u4e0d\u4ec5\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u9009\u62e9\uff0c\u66f4\u53ef\u80fd\u5012\u903c\u6574\u4e2a\u5546\u4e1aCAD\u884c\u4e1a\u53cd\u601d\u5176\u5b9a\u4ef7\u7b56\u7565\u4e0e\u6280\u672f\u5f00\u653e\u7a0b\u5ea6\u3002\u524d\u8def\u867d\u4ecd\u6709\u786c\u6838\u6280\u672f\u96be\u5173\uff0c\u4f46\u5176\u5e26\u6765\u7684\u884c\u4e1a\u9cb6\u9c7c\u6548\u5e94\u5df2\u7136\u5f00\u59cb\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\">FreeCAD 1.1<\/span>\n <\/div>\n<div class=\"comment-content\">FreeCAD 1.1 is a massive update to the highly capable, free, and open-source 3D CAD\/CAM\/FEA modeler. It introduces major quality-of-life improvements including transparent previews, interactive draggers, new CAM tools, and enhanced assembly features.<\/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 only got into FreeCAD recently, and what surprised me most is how powerful it already feels for a tool that is, quite literally, <strong><em>free<\/em><\/strong>.<\/p>\n<p>FreeCAD 1.1 is a <em>HUGE<\/em> release. There is a lot of <a href=\"https:\/\/wiki.freecad.org\/Release_notes_1.1#\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">real workflow<\/a> polish here: transparent Part Design previews, interactive draggers for tools like Fillet and Chamfer, three-point lighting, Clarify Selection, Assembly and FEM improvements, and a completely new <a href=\"https:\/\/github.com\/knipknap\/better-tool-library\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CAM tool library system<\/a>.<\/p>\n<p>I am also used to the SolidWorks style of interaction, so it was great to see FreeCAD support that <a href=\"https:\/\/wiki.freecad.org\/Mouse_navigation\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">navigation style<\/a> directly. <\/p>\n<p>For a free and open-source tool spanning <strong><em>CAD, CAM, and FEM<\/em><\/strong>, this honestly no longer feels meaningfully behind expensive commercial software in the ways that matter most day to day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Congratulation . <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How much time did the new CAM tool library and interactive draggers save you on a real project, and any tips for SolidWorks users switching over?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> The gap between FreeCAD and commercial tools has historically been stability under complex assemblies has 1.1 made any meaningful progress on topological naming, or is that still the main thing that breaks parametric workflows when you modify early features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Saw this update last week, hadn’t checked it out yet! Congrats on bumping that number haha.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the 1.1 release! the combination of transparent previews, interactive draggers, and the new CAM tool library in one update is a big deal. open source CAD closing the gap with SolidWorks genuinely matters for hardware startups who can’t afford the $$$ licenses \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<\/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\/MQ52L6PPBWZUA2\" class=\"app-title\">Invoke<\/a><\/p>\n<div class=\"one-liner\">Agentic coding IDE with visual planning boards and canvas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">194<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Invoke Studio\u662f\u4e00\u6b3e\u684c\u9762AI\u7f16\u7a0bIDE\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u89c4\u5212\u677f\u3001\u8bbe\u8ba1\u753b\u5e03\u548c\u6c99\u76d2\u5b9e\u9a8c\u73af\u5883\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728AI\u8f85\u52a9\u7f16\u7a0b\u4e2d\u89c4\u5212\u4e0d\u6e05\u3001\u8bbe\u8ba1\u8131\u8282\u548c\u4ee3\u7801\u5408\u5e76\u98ce\u9669\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1276f752-c022-45e7-8d26-73bef0147c0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/783c8c37-dd0a-4247-b195-fe8da68a563f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9914e559-d582-487a-99e6-932e8a660872.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a381101-c907-4fe2-8152-fdf93da7c1df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7daa1566-4ded-49e1-8299-e995971a467b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6480918b-8d42-4f51-a141-78a6ff50e1c2.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\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0bIDE<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u6d4b\u8bd5<\/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\u53ef\u89c6\u5316\u89c4\u5212\u4e0e\u4f9d\u8d56\u7ba1\u7406\u7684\u72ec\u7279\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u8d85\u8d8a\u4e86\u4ec5\u751f\u6210\u4ee3\u7801\u7684\u5e38\u89c1AI\u5de5\u5177\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1aAI\u5408\u5e76\u590d\u6742\u51b2\u7a81\u7684\u5b9e\u9645\u80fd\u529b\u3001\u89c4\u5212\u677f\u5728\u8fed\u4ee3\u4e2d\u662f\u5426\u88ab\u5f03\u7528\u3001\u4f9d\u8d56\u56fe\u5982\u4f55\u5f71\u54cd\u4efb\u52a1\u5e76\u884c\u6027\uff0c\u4ee5\u53ca\u5bf9\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u7684\u671f\u5f85\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 Invoke Studio\u7684\u91ce\u5fc3\uff0c\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u66f4\u5feb\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u539f\u751f\u65f6\u4ee3\u7684\u201c\u5f00\u53d1\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201cAI\u5199\u4ee3\u7801\u201d\uff0c\u800c\u662f\u7528\u53ef\u89c6\u5316\u7ed3\u6784\uff08Boards\uff09\u53bb\u201c\u89c4\u8bad\u201dAI\u667a\u80fd\u4f53\uff0c\u5c06\u4eba\u7c7b\u7cfb\u7edf\u8bbe\u8ba1\u601d\u7ef4\u8f6c\u5316\u4e3a\u673a\u5668\u53ef\u7cbe\u786e\u6267\u884c\u7684\u8ba1\u5212\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u7f16\u7801\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5927\u6a21\u578b\u80fd\u751f\u6210\u8bed\u6cd5\u6b63\u786e\u7684\u4ee3\u7801\u5757\uff0c\u5374\u96be\u4ee5\u7406\u89e3\u5e76\u5b9e\u65bd\u590d\u6742\u7684\u3001\u6709\u4f9d\u8d56\u5173\u7cfb\u7684\u7cfb\u7edf\u7ea7\u6784\u5efa\u610f\u56fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u753b\u5e03\u8bbe\u8ba1\u8f6c\u751f\u4ea7\u4ee3\u7801\u201d\u548c\u201c\u6c99\u76d2\u667a\u80fd\u5408\u5e76\u201d\u529f\u80fd\uff0c\u5206\u522b\u7784\u51c6\u4e86\u524d\u7aef\u5f00\u53d1\u4e2d\u8bbe\u8ba1\u4e0e\u4ee3\u7801\u7684\u65ad\u5c42\uff0c\u4ee5\u53ca\u5b9e\u9a8c\u6027\u5f00\u53d1\u4e0e\u4e3b\u5e72\u4ee3\u7801\u7684\u878d\u5408\u98ce\u9669\u3002\u8fd9\u4f53\u73b0\u4e86\u4e00\u4e2a\u6df1\u523b\u7684\u6d1e\u5bdf\uff1aAI\u5f15\u5165\u5f00\u53d1\u6d41\u7a0b\u540e\uff0c\u6700\u5927\u7684\u6210\u672c\u4ece\u201c\u7f16\u5199\u201d\u8f6c\u5411\u4e86\u201c\u89c4\u5212\u3001\u534f\u8c03\u4e0e\u96c6\u6210\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u53ef\u89c6\u5316\u89c4\u5212\u201d\u672c\u8eab\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u8ba4\u77e5\u8d1f\u62c5\uff0c\u5c24\u5176\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\uff0c\u7ef4\u62a4\u89c4\u5212\u56fe\u7684\u989d\u5916\u6210\u672c\u53ef\u80fd\u5bfc\u81f4\u5176\u88ab\u5f03\u7528\uff0c\u6b63\u5982\u90e8\u5206\u7528\u6237\u6240\u62c5\u5fe7\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u610f\u56fe\u7684\u667a\u80fd\u5408\u5e76\u201d\u5728\u590d\u6742\u7684\u3001\u8bed\u4e49\u51b2\u7a81\u7684\u4ee3\u7801\u53d8\u66f4\u9762\u524d\uff0c\u80fd\u5426\u771f\u6b63\u53ef\u9760\uff0c\u4ecd\u9700\u5728\u5927\u578b\u771f\u5b9e\u9879\u76ee\u4e2d\u7ecf\u53d7\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5f53\u524d\u805a\u7126\u4e8e\u5355\u4eba\u5f00\u53d1\u8005\uff0c\u867d\u80fd\u6253\u78e8\u6838\u5fc3\u4f53\u9a8c\uff0c\u4f46\u4e5f\u53ef\u80fd\u9519\u5931\u5b9a\u4e49\u56e2\u961f\u534f\u4f5c\u8303\u5f0f\u7684\u65e9\u671f\u673a\u4f1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cInvoke\u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u5f53AI\u667a\u80fd\u4f53\u6210\u4e3a\u6807\u914d\uff0c\u5f00\u53d1\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u5c06\u4e0a\u79fb\u81f3\u66f4\u7cbe\u786e\u7684\u201c\u5143\u6307\u4ee4\u201d\uff08\u89c4\u5212\u3001\u8bbe\u8ba1\u3001\u96c6\u6210\u89c4\u5219\uff09\u5b9a\u4e49\u80fd\u529b\u3002\u5b83\u4e0d\u662f\u5728\u66ff\u4ee3\u7a0b\u5e8f\u5458\uff0c\u800c\u662f\u5728\u4e3a\u7a0b\u5e8f\u5458\u63d0\u4f9b\u9a7e\u9a6dAI\u667a\u80fd\u4f53\u519b\u56e2\u7684\u53ef\u89c6\u5316\u6307\u6325\u7cfb\u7edf\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u8fd9\u5957\u7cfb\u7edf\u5e26\u6765\u7684\u7ed3\u6784\u6536\u76ca\uff0c\u662f\u5426\u80fd\u6301\u7eed\u8d85\u8d8a\u5176\u7ef4\u62a4\u6210\u672c\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\">Invoke<\/span>\n <\/div>\n<div class=\"comment-content\">Invoke Studio is a desktop AI coding IDE with visual planning, design canvas, and intelligent agents. Map features on Boards, draw dependencies, and let AI build them in order. Design pages in Canvas \u2014 drag, resize, edit visually \u2014 then export as production code. Experiment safely in Sandbox with AI-powered merging. Run parallel agents, create custom subagents and agents. Works with Claude, OpenAI, Google, xAI, and Ollama. Free with your own API keys.<\/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’m Bharath, the maker behind Invoke Studio.<\/p>\n<p>Every AI coding tool today can write, edit, and review code. That’s table stakes. What’s missing is everything around the code \u2014 planning what to build, designing how it looks, and safely experimenting before committing.<\/p>\n<p>Invoke Studio is a desktop IDE that covers the full development loop:<br \/>\nBoards \u2014 Lay out features as cards on a canvas, draw dependency arrows, @mention files, hit Build. The AI implements the whole plan in order.<\/p>\n<p>Canvas \u2014 Describe a page, AI generates it with real design. Edit visually \u2014 drag, resize, tweak \u2014 then export into your actual codebase as production code.<\/p>\n<p>Sandbox \u2014 Fork your entire project into an isolated copy. Experiment freely. When you’re done, AI merges your changes back \u2014 even if your main project has changed since. It understands the intent of both sides, resolves conflicts intelligently, and explains its reasoning..<\/p>\n<p>Skills \u2014 Teach your agents reusable capabilities with instructions, scripts, and references. Follows the open Agent Skills spec \u2014 cross-compatible with Cursor and Claude skill directories.<\/p>\n<p>And yes \u2014 it has a full code editor with TypeScript LSP, integrated terminal, live preview, AI code review, parallel agents, subagents, checkpoints, memory, and browser automation built in.<\/p>\n<p>Works with Claude, OpenAI, Google, xAI, and local models via Ollama. Every feature is free with your own API keys. Use WELCOME70 for 70% off your first month if you want built-in credits.<\/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\/@mention\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mention<\/a>  <a href=\"https:\/\/www.producthunt.com\/@yugintech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yugintech<\/a> How well does the AI handle merging complex changes in large TypeScript\/React codebases with multiple devs, like resolving intent across divergent branches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mention\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mention<\/a>  <a href=\"https:\/\/www.producthunt.com\/@yugintech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yugintech<\/a> Hey! When the Sandbox AI merges experimental changes back into a project that has diverged, how does it handle cases where the “intent” of both sides is genuinely contradictory rather than just syntactically conflicting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 board and sandbox together make sense, but after a few iterations things usually start drifting a bit, do people keep updating the board or does it get ignored over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a>  Fair point. Most planning tools end up like that, you make a plan and never look at it again.<\/p>\n<p>Boards are a bit different though because the agent actually reads them every time you hit Build. So there’s a real reason to keep them updated. Add new features, rework connections, change the flow, and the agent picks it all up.<\/p>\n<p>Some people use them as a one-shot plan and move on, that works too. For bigger stuff, creating separate boards per milestone works better than trying to maintain one giant one.<\/p>\n<\/p>\n<p>With Sandbox, the combo is nice. Plan on the board, experiment in sandbox, and if things drift you can rethink the board and spin up a fresh sandbox.<\/p>\n<p>We’re also thinking about the agent suggesting board updates based on what actually got built. 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 is exceptional, I was using clickup and the claude code as well as the Xcalidraw to manage my projects, an all in one solution was much needed thanks man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a>  Thanks so much! That’s exactly the problem we wanted to solve \u2014 too many tools, too much context switching. Give it a try and let us know how it goes. We’re constantly improving based on feedback like yours!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Boards + dependency mapping before agents start building is a legitimately different take. Most coding agents are just “here’s a prompt, generate code” – having explicit task ordering baked into the IDE means the agent isn’t deciding what to tackle next based on vibes. How does it handle when a dependency is partially built? Does the dependent task queue or does the agent try to work around it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Thanks! That’s exactly why we built it that way. Most agents just take a prompt and figure it out on the fly \u2014 Boards lets you lay the whole thing out first so the agent actually knows what it’s working with.<\/p>\n<p>You can use it for dependency ordering, but it’s also just for showing how features connect and relate to each other. Like “auth flow ties into dashboard which ties into user settings” \u2014 the agent sees that full picture, not just isolated tasks.<\/p>\n<p>When you hit Build, everything on the board \u2014 features, descriptions, file references, connections \u2014 goes to the agent as one structured prompt. It reads the flow, respects the order, and builds with the whole system in mind.<\/p>\n<p>For your question about partial builds \u2014 right now the whole board goes as a single plan, so the agent works through it sequentially following the connection order. It’s not a separate queue system yet, but that’s something we’re thinking about. We’re constantly shipping improvements so this kind of feedback genuinely helps shape what comes next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 “draw dependency arrows, hit Build” approach is interesting, most agentic IDEs just hand the whole task list to the model at once and hope it figures out the order.<\/p>\n<\/p>\n<p>does the dep graph actually affect parallelism, like does it run independent branches concurrently or is it always sequential?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> Thanks! Yeah that was the idea, give the agent structure instead of hoping it figures out the right order on its own.<\/p>\n<p>Right now when you hit Build, the board goes to the agent as one structured prompt and it works through it sequentially following the dependency flow. It doesn’t automatically split independent branches into parallel agents yet.<\/p>\n<p>But the agent can spin up sub-agents on its own if it decides tasks can be parallelized. So if it sees independent features with no dependencies, it might delegate them to sub-agents and run them concurrently. You can also do it manually, send independent features to separate agents yourself. You get up to 5 running at the same time.<\/p>\n<p>Automatic parallelism based on the dependency graph is something we’re actively thinking about though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks awesome, congrats! Any plans for team collaboration features or is it mainly solo for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thanks so much! Right now Invoke is focused on the solo developer experience. Team collaboration is something we\u2019re exploring but we want to make sure the core product is solid first. Would love to hear what kind of team features would be most useful for you, that\u2019ll help us prioritize what to build next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 visualization on dependencies and data flow. This is personally something I plan out before rolling out a feature, and it takes time. Looks interesting and useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syaman<\/a> Thanks! Planning dependencies and data flow before building saves so much time, especially when AI agents are handling the implementation. That\u2019s exactly why we built Boards so you can visually map it all out and let the agent follow the plan. Give it a try and if you need any feature or improvement, let us know. We\u2019re constantly improving it!\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Visual planning boards for agentic coding is a good call. The hard part isn’t getting agents to write code – it’s defining what to build clearly enough that they build the right thing. Multi-model support across Claude, OpenAI, Google, xAI, and Ollama is a lot to maintain but the flexibility is real. If you want to catch bugs while launch traffic is up, we built a free community stress-testing tool called VibeFix Playground. Post your URL, people try to break it, reports come in with screenshots.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@onryo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onryo_builds<\/a> Thanks! You are right, the hard part isn’t getting agents to write code, it’s defining what to build clearly enough. That’s exactly why we built Boards so you can visually define the plan before agents start executing. Appreciate the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MEPNXW7UCHMMYB\" class=\"app-title\">Ollang DX<\/a><\/p>\n<div class=\"one-liner\">The AI Language Execution Layer for Enterprise<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">157<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ollang DX \u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u4f01\u4e1a\u7ea7\u591a\u6a21\u6001\u672c\u5730\u5316\u6267\u884c\u5c42\uff0c\u901a\u8fc7\u7edf\u4e00\u7684API\u3001MCP\u534f\u8bae\u548cSDK\uff0c\u4e00\u7ad9\u5f0f\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u89c6\u9891\u3001\u97f3\u9891\u3001\u6587\u6863\u3001\u5e94\u7528\u7b49\u591a\u683c\u5f0f\u5185\u5bb9\u672c\u5730\u5316\u4e2d\u9700\u62fc\u63a5\u591a\u5de5\u5177\u3001\u6d41\u7a0b\u788e\u7247\u5316\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\/ab713454-5f21-4a33-89fc-aeb125872d11.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\/5854a112-d433-45d8-9c29-e35af41259b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d59c9c0c-adc2-4af0-a36e-1da248238184.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\/fa37f197-9568-4080-920d-e725cfc6bbc2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=z0qPMkivYcs\"><source src=\"https:\/\/www.youtube.com\/watch?v=z0qPMkivYcs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u672c\u5730\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u5316\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">\u97f3\u89c6\u9891\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5\u7ffb\u8bd1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u5de5\u5177\u788e\u7247\u5316\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u4e0a\u4e0b\u6587\u4e0e\u672f\u8bed\u4e00\u81f4\u6027\u5904\u7406\u3001\u591a\u683c\u5f0f\uff08JSON\u3001\u5b57\u5e55\uff09\u652f\u6301\u8d28\u91cf\u3001\u4e0eCursor\/Claude Code\u7b49\u667a\u80fd\u4f53\u7684\u96c6\u6210\u6df1\u5ea6\u3001\u5b66\u4e60\u53cd\u9988\u673a\u5236\u4ee5\u53ca\u4f01\u4e1a\u7ea7\u5de5\u4f5c\u6d41\u7684\u5b9a\u5236\u5316\u80fd\u529b\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 Ollang DX\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u66f4\u4f18\u7684\u7ffb\u8bd1API\uff0c\u800c\u5728\u4e8e\u5b9a\u4e49\u201cAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u672c\u5730\u5316\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u662f**\u5c06\u672c\u5730\u5316\u4ece\u4e00\u79cd\u4e8b\u540e\u3001\u5b64\u7acb\u3001\u6807\u51c6\u5316\u7684\u201c\u6587\u672c\u5904\u7406\u670d\u52a1\u201d\uff0c\u91cd\u6784\u4e3a\u4e00\u79cd\u53ef\u5d4c\u5165\u4efb\u4f55AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u201c\u6267\u884c\u80fd\u529b\u201d**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u4ee5MCP\uff08Model Context Protocol\uff09\u534f\u8bae\u4e3a\u6838\u5fc3\u6954\u5b50\uff0c\u6253\u5165\u5f53\u524d\u6700\u6d3b\u8dc3\u7684AI\u7f16\u7a0b\u667a\u80fd\u4f53\u751f\u6001\uff08\u5982Cursor\u3001Claude Code\uff09\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u96c6\u6210\uff0c\u66f4\u662f\u751f\u6001\u5b9a\u4f4d\uff1a\u5b83\u8ba9\u672c\u5730\u5316\u6210\u4e3a\u667a\u80fd\u4f53\u201c\u601d\u8003\u201d\u8fc7\u7a0b\u4e2d\u53ef\u81ea\u7136\u8c03\u7528\u7684\u4e00\u4e2a\u52a8\u4f5c\uff0c\u800c\u975e\u5f00\u53d1\u6d41\u7a0b\u4e2d\u4e00\u4e2a\u65ad\u88c2\u7684\u5916\u5305\u73af\u8282\u3002\u5176\u5ba3\u4f20\u7684\u201cOne API\u201d\u9488\u5bf9\u7684\u5e76\u975e\u4ec5\u662f\u6280\u672f\u7b80\u5316\uff0c\u800c\u662f**\u8ba4\u77e5\u8d1f\u8377\u7684\u964d\u4f4e**\u2014\u2014\u5f00\u53d1\u8005\u65e0\u9700\u518d\u4e3a\u89c6\u9891\u3001\u97f3\u9891\u3001\u6587\u6863\u7b49\u4e0d\u540c\u5a92\u4ecb\u7ef4\u62a4\u8fe5\u5f02\u7684\u672c\u5730\u5316\u7ba1\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u7b49\u9c9c\u660e\u3002\u9996\u5148\uff0c\u201c\u4e00\u81f4\u6027\u201d\u5728\u9ad8\u5ea6\u52a8\u6001\u3001\u591a\u6a21\u6001\u7684\u4e0a\u4e0b\u6587\u4e2d\u6210\u4e3a\u590d\u6742\u547d\u9898\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cnetwork\u201d\u7b49\u672f\u8bed\u7684\u7591\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5f53\u667a\u80fd\u4f53\u81ea\u4e3b\u51b3\u7b56\u65f6\uff0c\u5982\u4f55\u786e\u4fdd\u9879\u76ee\u7ea7\u672f\u8bed\u7ea6\u675f\u4e0e\u4e0a\u4e0b\u6587\u7075\u6d3b\u6027\u7684\u5e73\u8861\uff1f\u8fd9\u9700\u8981\u5e73\u53f0\u5177\u5907\u5f3a\u5927\u7684\u201c\u5143\u7ba1\u7406\u201d\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u662f\u7ffb\u8bd1\u7b97\u6cd5\u3002\u5176\u6b21\uff0c\u4ece\u201c\u597d\u7528\u201d\u5230\u201c\u53ef\u4fe1\u201d\u5b58\u5728\u9e3f\u6c9f\uff0c\u5c24\u5176\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u7528\u6237\u3002\u8bc4\u8bba\u4e2d\u201c\u5148\u7528\u4e8e\u526f\u4e1a\u9879\u76ee\u201d\u7684\u666e\u904d\u5fc3\u6001\uff0c\u53cd\u6620\u4e86\u5bf9AI\u9ed1\u7bb1\u5904\u7406\u590d\u6742\u672c\u5730\u5316\u4efb\u52a1\u7684\u5408\u7406\u8c28\u614e\u3002\u5e73\u53f0\u5171\u4eabQC\u5c42\u4e0e\u6a21\u6001\u7279\u5b9a\u6821\u9a8c\u7684\u67b6\u6784\u601d\u8def\u6b63\u786e\uff0c\u4f46\u9700\u5728\u900f\u660e\u5ea6\u548c\u53ef\u63a7\u6027\u4e0a\u63d0\u4f9b\u66f4\u591a\u8bc1\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cOllang DX\u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u5373AI\u667a\u80fd\u4f53\u6210\u4e3a\u6838\u5fc3\u751f\u4ea7\u5de5\u5177\uff0c\u800c\u672c\u5730\u5316\u5c06\u4f5c\u4e3a\u5176\u57fa\u7840\u80fd\u529b\u4e4b\u4e00\u88ab\u6df1\u5ea6\u5185\u5316\u3002\u5b83\u63d0\u4f9b\u7684\u662f\u4e00\u5957\u9002\u5e94\u672a\u6765AI\u539f\u751f\u5de5\u4f5c\u6d41\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5b9a\u4e49\u7684\u5c06\u4e0d\u4ec5\u662f\u4ea7\u54c1\uff0c\u800c\u662f\u4e00\u4e2a\u65b0\u7684\u6807\u51c6\u63a5\u53e3\u3002\u4f46\u773c\u4e0b\uff0c\u5b83\u5fc5\u987b\u9996\u5148\u5728\u73b0\u6709\u590d\u6742\u3001\u4fdd\u5b88\u7684\u4f01\u4e1a\u672c\u5730\u5316\u6d41\u7a0b\u4e2d\u8bc1\u660e\uff0c\u5176\u201c\u667a\u80fd\u201d\u4e0d\u4ec5\u4f18\u96c5\uff0c\u800c\u4e14\u53ef\u9760\u3001\u53ef\u63a7\u3002\u8fd9\u6761\u8def\uff0c\u59cb\u4e8e\u5f00\u53d1\u8005\u4f53\u9a8c\uff0c\u4f46\u5fc5\u5c06\u7ec8\u4e8e\u4f01\u4e1a\u7ea7\u4fe1\u4efb\u7684\u8270\u96be\u6784\u5efa\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\">Ollang DX<\/span>\n <\/div>\n<div class=\"comment-content\">Ollang is the AI language execution layer for localization across web, apps, video, audio, and documents. Use MCP to let AI agents run workflows, SKILLS for reusable agent actions, the SDK to scan and apply translations, and the API to build end-to-end localization pipelines. One platform for multimodal localization and production-ready developer integration.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We’ve been quietly building something we believe the developer community has been missing: <strong>A proper localization layer for the agentic era<\/strong><\/p>\n<p>Why we built this:<\/p>\n<p>Every AI agent, every app, every workflow is still English-first by default. Getting to <strong>240+ languages<\/strong> means stitching together 5+ APIs, managing file conversions, handling dubbing, subtitles, and i18n files separately, all while keeping quality consistent. It’s a mess \ud83e\udd2f.<\/p>\n<p><strong>\ud83c\udf81 What Ollang MCP Skills API & SDK does:<\/strong><\/p>\n<p>\u2192 One API call to localize any file type \u2014 video, audio, DOCX, PDF, SRT, JSON etc.<\/p>\n<p>\u2192 Native MCP\/SKILLS integration \u2014 Claude Code, Cursor, Cline, Codex and 15+ agents can localize files directly from their workflow<\/p>\n<\/p>\n<p><strong>Begin like this now:<\/strong><\/p>\n<pre><code>npx skills add ollang\/skills<\/code><\/pre>\n<\/p>\n<p><strong>or like this:<\/strong><\/p>\n<pre><code>claude mcp add --transport http ollang <a href=\"https:\/\/mcp.ollang.com\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mcp.ollang.com\/mcp<\/a><\/code><\/pre>\n<\/p>\n<p>What we’d love your feedback on:<\/p>\n<p>– Which agent integrations matter most to you?<\/p>\n<p>– What file types are critical for your localization workflow?<\/p>\n<p>– Would you use this for a personal project, startup, or enterprise?<\/p>\n<p>We’re answering every question today. Drop your hardest localization challenge below, and we’d love to solve it with you.<\/p>\n<\/p>\n<p>Get started free \u2192 <a href=\"http:\/\/ollang.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ollang.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mazula95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazula95<\/a> This actually solves a pain I\u2019ve been dealing with for a while. I hate juggling multiple tools just to localize simple assets. I\u2019d personally use this for side projects first. Curious how well it handles tone consistency across languages though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mazula95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazula95<\/a> I like the idea of one API doing everything instead of patching tools together. For me, JSON and subtitle files are critical. I\u2019d probably test this in a small app before trusting it fully. Quality and accuracy will matter most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mazula95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazula95<\/a> I\u2019ve been looking for something like this honestly. My biggest issue is managing subtitles and docs separately. I\u2019d try this on personal projects first. Would love to know how customizable the translations are per region.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>AI agents are everywhere, but localization is still fragmented, manual, and painfully multi-step.<\/p>\n<p>We built Ollang MCP, Skills, and SDK to fix that.<\/p>\n<p>\u2192 One API to localize any file type<br \/>\u2192 Works directly inside your agent workflows<br \/>\u2192 Built for real-world complexity (video, audio, docs, i18n \u2014 all in one flow)<\/p>\n<p>Curious, what\u2019s the most painful part of localization in your current stack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Localization is one of those things that gets shoved to the end of every sprint and done badly. The MCP + SKILLS approach for agent-driven workflows is interesting – what does a typical localization workflow look like when the agent runs it end-to-end? I’m curious how it handles context (strings that need different translations depending on UI placement) vs just raw key-value substitution.<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Thank you for your support!<br \/>A typical MCP or Skills flow is not just key-value in, key-value out. The agent can ingest content, preserve structure, translate with context, run QC, rerun low-confidence segments, and push the result back into the target file or system.<\/p>\n<p>For ambiguous portions, the system does its best to provide surrounding context like screen\/component info, neighboring strings, comments, placeholders, content type, plus custom instructions, memory, and project-level guidelines, so it behaves more like product-aware localization, not blind substitution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Localization is one of those things that always gets pushed to “later” and then becomes a nightmare when you finally need it. How does it handle context-dependent translations? Like in our app, the word “network” means something very specific – does it learn domain-specific terminology or do you need to manually define a glossary?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Thank you, Ben, for the thoughtful question.<\/p>\n<p>If a word like <strong>\u201cnetwork\u201d<\/strong> has a very specific meaning in your app, we do not want the system to treat it like a generic standalone word and translate it blindly. We try to give it more context where it appears, what screen or flow it belongs to, nearby strings, comments, and any project-level instructions.<\/p>\n<p>And for terminology, you are not limited to just one approach. If you already know a term should always be translated a certain way, you can define that through glossary-style rules, <strong>custom instructions<\/strong>, or project guidelines. But if the meaning changes depending on the UI or feature, the agents can use context and memory to make a better choice instead of forcing the same translation everywhere.<\/p>\n<p>So, both: you can lock things down where consistency matters, and let the system stay flexible where context matters more. That balance is a big part of why we built it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of product that makes you think ‘why didn’t this exist before?’ Multimodal localization with MCP + Skills + SDK in one platform is genuinely elegant architecture. The developer experience looks clean, and the enterprise angle is well thought out. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@mazula95\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mazula95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazula95<\/a> \u2014 the future of AI-native localization is in good hands. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alen_erboga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alen_erboga<\/a> Thank you! Appreciate the kind words and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Aziz! <\/p>\n<\/p>\n<p>Localization has always been one of those things that feels like it should be a one-liner but ends up being 5 different tools duct-taped together. Can’t wait to finally having something work natively inside agent workflows instead of as a separate step is a big deal! Nice work \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mertyerekapan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertyerekapan<\/a> Thank you so much! That\u2019s exactly the pain we wanted to solve \ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Long time Ollang user! Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@mazula95\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mazula95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazula95<\/a> ! <\/p>\n<p>I\u2019m curious, how do you handle iteration and feedback loops? Like when translations get revised multiple times (by PMs, local teams, etc.), does the agent learn from those edits over time or is each run stateless?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “english-first by default” framing is spot on. every ai workflow i’ve seen just assumes english and offloads the rest to a separate team or pipeline.<\/p>\n<\/p>\n<p>curious how the SKILLS layer works in practice across different agents, is it framework-agnostic or does each one need its own wrapper?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> Thank you for the thoughtful comment \ud83d\ude42<\/p>\n<p>Yes, the SKILLS layer is designed to be framework-agnostic. Once connected to an agent like Cursor, Claude Code, Devin, Replit, or Lovable, the agent can use Ollang capabilities on the fly. It can understand your tech stack and workflow context, then trigger the right multimodal localization actions accordingly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 proud of you for shipping this! \ud83c\udf89 Honestly, it is such a clever move. To answer your questions: Cursor and Claude Code are definitely the most critical agent integrations for my workflow right now. As for file types, handling JSON for i18n directly within the workflow without breaking the structure is a lifesaver. Congratulations! \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\/@bsurmen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bsurmen<\/a> Thank you so much \ud83d\ude4f<\/p>\n<p>Cursor and Claude Code are two of the most important agents to support well from day one. And not just JSON, but many file types and media formats need the structure to stay intact while the localization remains context-aware.<br \/>Thanks again \ud83d\udc9c<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! feels like something that should\u2019ve existed already.<\/p>\n<p>Curious about one thing: how do you handle quality consistency across very different modalities (e.g., subtitles vs. dubbed audio vs. structured JSON)? Is there a shared evaluation\/QC layer, or does it vary per file type?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@selcukkeser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@selcukkeser<\/a> Thank you Selcuk! <\/p>\n<p>Yes, there is a shared QC layer, but it is not one-size-fits-all. We use a common evaluation mindset across all modalities, then apply modality-specific intelligent validators on top of it. So the agents check core things like meaning preservation, terminology, consistency, structure, and instruction adherence everywhere, while also handling file-specific rules like subtitle timing and length, dubbing sync and speech naturalness, or JSON\/schema integrity.<\/p>\n<p>That balance is what helps us keep quality consistent across very different outputs without treating them as if they are all the same.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Impressive work on MCP 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osman_kocs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osman_kocs<\/a> Thank you Osman! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If I want to make my app available in whatever language users want, is this something Ollang can help with? I’ve noticed llms are good at some languages, and less fluent in others, which can make for a non-uniform experience for users<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/HVSKZ7WWRMMLWN\" class=\"app-title\">Bluor AI<\/a><\/p>\n<div class=\"one-liner\">Beautiful emails, in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">156<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u572860\u79d2\u5185\u751f\u6210\u7f8e\u89c2\u3001\u54cd\u5e94\u5f0f\u3001\u54c1\u724c\u4e00\u81f4\u7684\u8425\u9500\u90ae\u4ef6\u7684AI\u8bbe\u8ba1\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u4eba\u5458\u5728\u90ae\u4ef6\u8bbe\u8ba1\u73af\u8282\u8017\u65f6\u8fc7\u957f\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\/37b3d08a-b901-40a4-9bc8-0b136e7ef3e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c3636b3-c66a-4fed-98a2-60fbad89a1a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f4aad8e-fcac-462c-a6a6-69b00fc1b116.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41be1374-9891-4ce8-8cb0-0a0f6e345178.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/668e8be0-2961-4d91-9c0c-8ff3b4d3dfab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1891007c-8fbb-41e3-bc6b-b88253e5ca42.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\/816fdd78-8bc1-4bac-9632-ab4397107b43.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/fI7lGk-fWeY\"><source src=\"https:\/\/youtu.be\/fI7lGk-fWeY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Email Marketing<\/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\u90ae\u4ef6\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">Klaviyo\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Mailchimp\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u90ae\u4ef6\u8bbe\u8ba1\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8f93\u51fa\u8d28\u91cf\u83b7\u8d5e\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u514d\u8d39\u7248\u989d\u5ea6\u592a\u5c11\u3001\u4ef7\u683c\u68af\u5ea6\u9700\u4f18\u5316\uff1b\u9700\u660e\u786e\u96c6\u6210\u65b9\u5f0f\u662f\u5426\u4e3a\u201c\u4e00\u952e\u63a8\u9001\u201d\uff1b\u5173\u6ce8\u5bf9\u590d\u6742\u5e03\u5c40\u3001\u52a8\u6001\u5185\u5bb9\u53ca\u8001\u65e7\u90ae\u4ef6\u5ba2\u6237\u7aef\u517c\u5bb9\u6027\u7684\u5904\u7406\u80fd\u529b\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 Bluor AI\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u4ea7\u54c1\u53d1\u5e03\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4f20\u7edf\u201c\u62d6\u62fd\u5f0f\u201d\u90ae\u4ef6\u7f16\u8f91\u8303\u5f0f\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u884c\u4e1a\u6096\u8bba\uff1a\u5728AI\u5df2\u80fd\u751f\u6210\u590d\u6742\u4ee3\u7801\u548c\u8bbe\u8ba1\u7684\u4eca\u5929\uff0c\u90ae\u4ef6\u521b\u5efa\u6d41\u7a0b\u5374\u4ecd\u505c\u7559\u5728Web 2.0\u7684\u624b\u5de5\u7ec4\u88c5\u65f6\u4ee3\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u901f\u5ea6\u63d0\u5347\u201d\uff0c\u800c\u662f\u901a\u8fc7\u201c\u63cf\u8ff0\u5373\u751f\u6210\u201d\u7684\u8303\u5f0f\u8f6c\u79fb\uff0c\u5c06\u90ae\u4ef6\u8bbe\u8ba1\u4ece\u4e00\u9879\u9700\u8981\u53cd\u590d\u8c03\u6574\u7684\u201c\u6280\u80fd\u52b3\u52a8\u201d\uff0c\u91cd\u6784\u4e3a\u4e00\u79cd\u57fa\u4e8e\u610f\u56fe\u7684\u201c\u521b\u610f\u51b3\u7b56\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u5200\u5203\u5728\u4e8e\u5176\u201c\u65e0\u7f16\u8f91\u5668\u201d\u54f2\u5b66\u3002\u8fd9\u5e76\u975e\u529f\u80fd\u7f3a\u5931\uff0c\u800c\u662f\u4e00\u79cd\u6fc0\u8fdb\u7684\u4ea7\u54c1\u7acb\u573a\uff1a\u5b83\u8bd5\u56fe\u5c06\u7528\u6237\u5fc3\u667a\u4ece\u201c\u5982\u4f55\u6392\u5217\u6a21\u5757\u201d\u7684\u7410\u788e\u4e2d\u5f7b\u5e95\u89e3\u653e\uff0c\u805a\u7126\u4e8e\u201c\u60f3\u4f20\u8fbe\u4ec0\u4e48\u201d\u8fd9\u4e00\u6838\u5fc3\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u8bbe\u8ba1\u8d28\u91cf\u521d\u6b65\u901a\u8fc7\u4e86\u5e02\u573a\u68c0\u9a8c\uff0c\u8fd9\u80cc\u540e\u662fAI\u5ba1\u7f8e\u4e0e\u7ec4\u4ef6\u5316\u5de5\u7a0b\u80fd\u529b\u7684\u7ed3\u5408\uff0c\u7a81\u7834\u4e86\u65e9\u671fAI\u5de5\u5177\u201c\u80fd\u7528\u4f46\u4e11\u201d\u7684\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u5b9a\u4ef7\u4e0e\u4fe1\u7528\u4f53\u7cfb\u5f15\u53d1\u7684\u7528\u6237\u7126\u8651\uff0c\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u201c\u7528\u6237\u4f53\u9a8c\u95ed\u73af\u201d\u4e0a\u7684\u7c97\u7c9d\u3002\u66f4\u6df1\u5c42\u7684\u8003\u9a8c\u5728\u4e8e\u5176\u80fd\u529b\u8fb9\u754c\uff1a\u5b83\u80fd\u5426\u5904\u7406\u9ad8\u5ea6\u5b9a\u5236\u5316\u3001\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u8425\u9500\u573a\u666f\uff1f\u5f53\u7528\u6237\u4ece\u201c\u751f\u6210\u7b2c\u4e00\u5c01\u6f02\u4eae\u90ae\u4ef6\u201d\u7684\u60ca\u559c\uff0c\u8fdb\u5165\u201c\u6279\u91cf\u7ef4\u62a4\u54c1\u724c\u8d44\u4ea7\u201d\u7684\u65e5\u5e38\uff0c\u5176\u5bf9\u201c\u4e00\u81f4\u6027\u201d\u7684\u7406\u89e3\u9700\u4ece\u89c6\u89c9\u5ef6\u4f38\u81f3\u7b56\u7565\u4e0e\u8f6c\u5316\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0cBluor AI\u6210\u529f\u5730\u5c06\u81ea\u5df1\u6253\u5165\u4e86\u201c\u8bbe\u8ba1-\u96c6\u6210\u201d\u7684\u5de5\u4f5c\u6d41\u7f1d\u9699\u3002\u4f46\u5176\u957f\u671f\u62a4\u57ce\u6cb3\uff0c\u6216\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u66f4\u597d\u7684\u90ae\u4ef6\u751f\u6210\u5668\u201d\uff0c\u6f14\u8fdb\u4e3a\u201c\u57fa\u4e8e\u54c1\u724c\u8bed\u8a00\u7684\u8425\u9500\u5185\u5bb9\u534f\u8c03\u4e2d\u67a2\u201d\u3002\u8fd9\u573a\u5bf9\u201c\u62d6\u62fd\u201d\u7684\u544a\u522b\uff0c\u53ea\u662f\u4e00\u4e2a\u5f00\u59cb\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\">Bluor AI<\/span>\n <\/div>\n<div class=\"comment-content\">Bluor is the AI email designer that’s actually good at design. Most tools give you blocks to rearrange. Bluor gives you a finished email (beautiful, responsive, on-brand) in under 60 seconds. Describe your campaign in plain language and watch it come to life. The kind of result that used to take a designer hours now takes you one prompt. Stop wasting hours on email design.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b I’m Santi, a marketer with 10+ years building growth strategies for brands and startups.<\/p>\n<p>I built Bluor because I kept experiencing the same frustration: I’d have a campaign idea ready in minutes, then spend 45+ minutes fighting a drag-and-drop editor.<\/p>\n<p>The existing tools weren’t broken, they were just built for a different era. Drag-and-drop made sense before AI. It doesn’t anymore.<\/p>\n<p>Bluor is what I always wanted: describe your email in plain language, and get a professionally designed, brand-consistent, mobile-responsive email in under 60 seconds, ready to push directly to Klaviyo, Mailchimp, or HubSpot.<\/p>\n<p>No editor. No templates to customize. Just describe and ship.<\/p>\n<p>Would love your honest feedback, especially from fellow marketers who know this pain firsthand.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Happy to share! You can try it free at <a href=\"http:\/\/bluor.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bluor.ai<\/a> <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5db32e0e-97fb-4a63-985b-d2e1882e485f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@santifarre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santifarre<\/a> congrats on your launch!!<br \/>is it only for designing Email template OR we can also have option to send emails directly from your server?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@santifarre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santifarre<\/a> just one quick question how does this handles the filters which block most of the content! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Samuel, the developer behind Bluor.<\/p>\n<p>The hardest part wasn’t the ESP integrations or the AI pipeline. It was making the output genuinely look good. Most AI email tools are functional but visually mediocre. We didn’t ship until we solved that.<\/p>\n<p>We’d love your feedback \u2014 what ESPs or integrations would you like to see next? We currently support Klaviyo and Mailchimp, with more on the way.<\/p>\n<p>Happy to answer anything technical.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Incredibly useful tool, but how does Bluor handle complex layouts or dynamic content? Sometimes one prompt oversimplifies the nuanced needs of diverse campaigns.<\/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\">@trydoff Good question! Bluor uses 32+ tested components (metric cards, product grids, testimonials, etc.) and the AI picks the right ones based on your prompt.<\/p>\n<p>You can also iterate \u2014 generate, then refine with follow-ups like “add a testimonial” or “make the CTA more urgent”. Each edit takes under 10 seconds.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just tried this. Works really well. The number of credits for the free plan we are all going to start with to test this out seems low. I created my email, had to make a couple of edits to correct the text chosen and I’ve run out of credits. There does not seem to be a way to simply edit the suggested text. I had to tell it exactly what to change. Burning through an unknown amount of credits. Pricing for the first monthly tier seems quite expensive if, based on my free test, I will probably only be able to generate 2-3 emails. Your Pro tier works out to about $31 Canadian. For casual users I’d suggest another tier between free and pro. This tool seems really, really great (I love what it did for my test) but like all tools that rely on a credit system, you never what that really gets you until they’re gone. Now I’m not sure what to do with my first seemingly uneditable email that is 90% finished.<\/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\/@brent_kilner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_kilner<\/a> Thank you for this! seriously, this is exactly the feedback we need on day one.<\/p>\n<p>You’re right on all counts. The credit limits are too tight for a first experience, the pricing gap between free and pro is too big, is a real friction point we need to fix.<\/p>\n<p>We’re taking notes on everything. A middle tier is going on the priority list.<\/p>\n<p>Really glad the output quality landed well though, that means a lot \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>This is surely a pain point I’ve been experiencing. I even thought of building something like this, thanks for not making me go through that phase \ud83d\ude42 Looks super cool. Does this also handle weird email processing of older outlook versions and whatnot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syaman<\/a> Haha glad we saved you the trouble \ud83d\ude04 Yes, all emails are generated to be fully responsive and compatible across clients including the older Outlook versions that still haunt everyone’s nightmares.<\/p>\n<p>Give it a try at <a href=\"http:\/\/bluor.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bluor.ai<\/a> and let us know how it holds up for your use case (your feedback would be super valuable \ud83d\ude4f)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Good job on the new Bluor launch, <a href=\"https:\/\/www.producthunt.com\/@santifarre\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"santifarre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santifarre<\/a>! Changing from drag-and-drop to prompt-based design is a good move. Email tools should have done this many years ago.<\/p>\n<p>I visited your website. One thing caught my eye. Your homepage says: “<strong>Stop wasting hours on email design<\/strong>.” Then it shows this example: [A welcome email for a new SaaS product launch.] <\/p>\n<p>That is okay. <\/p>\n<p>But the real power of your tool is not just speed. It is consistency. <\/p>\n<p>You have a brand kit section. Users can upload their logo, colors, and fonts there. This makes emails match their brand without extra work. <\/p>\n<p>Any AI can make an email. But not every AI can make an email that looks exactly like the brand. This brand kit is the big difference.<\/p>\n<p>Right now, this feature is hidden. It is under the words [<strong>your brand in every email<\/strong>.]<\/p>\n<p>A marketer who visits your page first sees the speed message. But what they really need is consistency for many emails. <\/p>\n<p>Speed is just one feature. Brand consistency is the real value.<\/p>\n<p>Also, your “works with your stack” part shows logos of Klaviyo, Mailchimp, HubSpot, Brevo, and SendGrid. <\/p>\n<p>That is good. But it does not explain how the integration works. <\/p>\n<p>Does it push with one click? Or do users still need to copy and paste HTML? <\/p>\n<p>People want to know this to feel safe. I saw a few more small things that can make your message clearer. Happy to share if you want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you Taimur, this is genuinely useful feedback. You’re right, brand consistency is probably the deeper value and we’re burying it under the speed message. That’s something we’ll revisit.<\/p>\n<p>On the integrations: it’s one click. No HTML copy-pasting. You connect your ESP once and push directly from Bluor. We should make that clearer on the page.<\/p>\n<\/p>\n<p>Would love to hear the rest of your observations if you’re happy to share \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wow! Looks great. Is the website is necessary or can I upload branding and general guidance? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yotam_dahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yotam_dahan<\/a> Both work perfectly! You can either drop your website URL and Bluor extracts your brand automatically, or upload your own assets directly (logo, colors, typography, design references…) Whatever works best for your workflow. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting. Email design is one of those things that always takes longer than it should, especially if you want it to actually look good.<\/p>\n<\/p>\n<p>Getting something usable in seconds is a big shift if the quality holds up.<\/p>\n<\/p>\n<p>How close are the outputs to being ready to send without tweaking? That\u2019s usually the sticking point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> That’s exactly the question we obsessed over. Honestly the output quality is what we’re most proud of. It’s not functional-but-generic like most AI tools, it actually looks like a senior designer spent time on it. Most people send it as-is. Give it a try and let us know what you think \ud83d\udc49 <a href=\"http:\/\/bluor.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bluor.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Santi this is so well timed. We were literally prompting Claude, copying the output, cleaning it up, then manually pushing it into Mailchimp. Every single time. It worked but it was such a painful workflow.<\/p>\n<p>Browsed the website and this solves that exact problem. The direct integrations are what got us. Congrats on shipping this, trying it out today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“no editor. no templates. just describe and ship.” santi nailed the positioning here. this is what email design should’ve been from the start \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea is great, but i a missing a round button on the right corner for a feedback agent or chat. had some troubles while using the preview-button, that didn’t work at all. The integration of <a href=\"http:\/\/www.klaviyo.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.klaviyo.com\/<\/a> is a great idea and the results are good, but the synchronisation sometimes fails. Keep on optimizing 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<\/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\/GYDE7YMNIMXBQR\" class=\"app-title\">Blood Sugar Journal<\/a><\/p>\n<div class=\"one-liner\">AI-powered diabetes tracking for the modern era. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7531GPT-4o-mini\u9a71\u52a8\u7684iOS\u5065\u5eb7\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u8840\u7cd6\u3001\u80f0\u5c9b\u7d20\u7b49\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u6e05\u6670\u53ef\u64cd\u4f5c\u7684\u62a5\u544a\uff0c\u4e3a\u7cd6\u5c3f\u75c5\u60a3\u8005\u5728\u65e5\u5e38\u751f\u6d3b\u7ba1\u7406\u548c\u533b\u60a3\u6c9f\u901a\u573a\u666f\u4e2d\uff0c\u51cf\u8f7b\u4e86\u6570\u636e\u8bb0\u5f55\u4e0e\u89e3\u8bfb\u7684\u8ba4\u77e5\u8d1f\u62c5\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\/94a5467e-e267-4475-a5bf-c10502a035d5.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\/112496e7-fd81-4c8a-b0d8-b03c3ef2940d.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\/c9c30cf5-e5b2-46fd-a429-1c99e03d73e5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fWngm_vhvvc\"><source src=\"https:\/\/www.youtube.com\/watch?v=fWngm_vhvvc\" 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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Biohacking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u7cd6\u5c3f\u75c5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5065\u5eb7\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6162\u6027\u75c5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">Apple Health\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u671f\u5f85\u81ea\u52a8\u6570\u636e\u540c\u6b65\uff08\u5982\u901a\u8fc7Apple Health\u8fde\u63a5CGM\u52a8\u6001\u8840\u7cd6\u4eea\uff09\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u6df1\u5316AI\u5bf9\u996e\u98df\u3001\u8fd0\u52a8\u7b49\u60c5\u5883\u7684\u5173\u8054\u5206\u6790\uff0c\u589e\u52a0\u4e2a\u6027\u5316\u63d0\u9192\u529f\u80fd\uff0c\u4ee5\u53ca\u62d3\u5c55Android\u5e73\u53f0\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 Blood Sugar Journal\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u6570\u5b57\u5065\u5eb7\u9886\u57df\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u77db\u76fe\uff1a\u65e5\u76ca\u590d\u6742\u7684\u4e2a\u4eba\u5065\u5eb7\u6570\u636e\u4e0e\u7528\u6237\uff08\u5c24\u5176\u662f\u6162\u6027\u75c5\u60a3\u8005\uff09\u6709\u9650\u7684\u89e3\u8bfb\u80fd\u529b\u53ca\u884c\u52a8\u529b\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u6765\u81ea\u7b80\u5355\u7684\u6570\u636e\u7f57\u5217\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e00\u4e2a\u201c\u6570\u636e\u7ffb\u8bd1\u5b98\u201d\uff0c\u5229\u7528GPT-4o-mini\u5c06\u67af\u71e5\u7684\u6307\u6807\u8f6c\u5316\u4e3a\u201c actionable reports\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u53ef\u64cd\u4f5c\u201d\u7684\u8fb9\u754c\u6781\u4e3a\u654f\u611f\u3002\u521b\u59cb\u4eba\u5f3a\u8c03AI\u201c\u4fdd\u6301\u8c28\u614e\u201d\u3001\u4e0d\u66ff\u4ee3\u533b\u751f\uff0c\u8fd9\u867d\u662f\u5408\u89c4\u7684\u5fc5\u8981\u59ff\u6001\uff0c\u4f46\u4e5f\u7acb\u523b\u5f15\u51fa\u4e86\u6838\u5fc3\u95ee\u9898\uff1a\u5728\u6392\u9664\u4e86\u5177\u4f53\u533b\u7597\u5efa\u8bae\u540e\uff0cAI\u62a5\u544a\u7684\u4ef7\u503c\u7a76\u7adf\u505c\u7559\u5728\u201c\u8d8b\u52bf\u63cf\u8ff0\u201d\u8fd8\u662f\u80fd\u5b9e\u73b0\u201c\u60c5\u5883\u5f52\u56e0\u201d\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u7eb3\u5165\u201c\u7528\u9910\u65f6\u95f4\u6216\u8fd0\u52a8\u201d\u56e0\u5b50\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u5176AI\u6a21\u578b\u6709\u6548\u6027\u7684\u5173\u952e\u2014\u2014\u6ca1\u6709\u591a\u7ef4\u5ea6\u3001\u7ed3\u6784\u5316\u7684\u4e0a\u4e0b\u6587\u6570\u636e\u8f93\u5165\uff0c\u4ec5\u51ed\u8840\u7cd6\u503c\u751f\u6210\u7684\u6d1e\u5bdf\u6ce8\u5b9a\u6d41\u4e8e\u8868\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u4ea7\u54c1\u67b6\u6784\u4f53\u73b0\u4e86\u5178\u578b\u7684\u201c\u82f9\u679c\u751f\u6001\u201d\u7cbe\u81f4\u5229\u57fa\u7b56\u7565\u3002\u6df1\u5ea6\u6574\u5408iOS 26\u7279\u6027\u3001\u6ce8\u91cd\u8bbe\u8ba1\u611f\u548ciCloud\u540c\u6b65\uff0c\u80fd\u8fc5\u901f\u4fd8\u83b7\u7279\u5b9a\u7528\u6237\u7fa4\uff0c\u4f46\u8fd9\u4e5f\u6784\u6210\u4e86\u589e\u957f\u5929\u82b1\u677f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eAndroid\u7248\u672c\u7684\u8be2\u95ee\u548c\u5bf9\u63a5\u5177\u4f53\u786c\u4ef6\u4f20\u611f\u5668\u7684\u8feb\u5207\u9700\u6c42\uff0c\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u72ec\u7acb\u6570\u636e\u5e73\u53f0\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u8106\u5f31\u6027\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u77ed\u671f\u5185\u53ef\u80fd\u66f4\u53d6\u51b3\u4e8e\u4e0eApple Health\u53ca\u4e3b\u6d41CGM\u8bbe\u5907\u7684\u96c6\u6210\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u800c\u975eAI\u672c\u8eab\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u7b2c\u4e00\u6b65\u7684\u4f5c\u54c1\u3002\u5b83\u8bd5\u56fe\u7528\u73b0\u4ee3\u7528\u6237\u4f53\u9a8c\u548cAI\u53d9\u4e8b\uff0c\u53bb\u89e3\u51b3\u4e00\u4e2a\u53e4\u8001\u7684\u95ee\u9898\u3002\u4f46\u5176\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u662f\u5426\u201c\u7528\u4e86AI\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u65e0\u7f1d\u3001\u591a\u6e90\u7684\u6570\u636e\u805a\u5408\u7ba1\u9053\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4f7fAI\u5206\u6790\u771f\u6b63\u89e6\u53ca\u4e2a\u6027\u5316\u7ba1\u7406\u7684\u6838\u5fc3\u2014\u2014\u5efa\u7acb\u6570\u636e\u3001\u5177\u4f53\u884c\u4e3a\u4e0e\u751f\u7406\u7ed3\u679c\u4e4b\u95f4\u7684\u53ef\u4fe1\u5173\u8054\u3002\u5426\u5219\uff0c\u5b83\u4ecd\u6709\u6ca6\u4e3a\u53e6\u4e00\u6b3e\u201c\u7f8e\u89c2\u65e5\u5fd7\u201d\u7684\u98ce\u9669\uff0c\u53ea\u662f\u8fd9\u6b21\uff0c\u65e5\u5fd7\u7531AI\u751f\u6210\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\">Blood Sugar Journal<\/span>\n <\/div>\n<div class=\"comment-content\">Managing diabetes shouldn’t feel like a chore. Blood Sugar Journal uses AI (GPT-4o-mini) to turn raw glucose & insulin data into clear, actionable reports. Built for iOS 26 with a focus on speed, beautiful design, and seamless iCloud sync. \ud83d\udcc9\ud83d\ude80<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is going to be a highly useful app for the diabetic. <\/p>\n<p>All the best for your 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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a> Thanks for the support \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Dmitry, the creator of Blood Sugar Journal.<\/p>\n<p>Managing a chronic condition is a mental marathon. I noticed that most medical apps are either too complex or look like they haven’t been updated since 2010. I wanted to build something that feels like a modern iOS app\u2014fluid, fast, and actually helpful.<\/p>\n<p>With the power of iOS 26 and GPT-4o-mini, we\u2019re moving beyond simple logging. The app helps you visualize trends and understand why your numbers are moving, making your next doctor’s visit much more productive.<\/p>\n<p>I\u2019m just starting out and would love to hear your feedback! What features would make your (or your loved ones’) health journey easier?<\/p>\n<p>I’ll be here all day to answer your questions! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Huge congrats on getting this out <a href=\"https:\/\/www.producthunt.com\/@dmitry_mashkin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dmitry_mashkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_mashkin<\/a>! We need more applications of AI in the medical field. <\/p>\n<p>I’ve been advising a few healthcare startups and the iCloud sync piece is often where apps fall short, so glad to see you prioritized that from the start. <\/p>\n<p>BTW, how does the AI actually interprets patterns in glucose data… does it factor in things like meal timing or exercise when generating those reports? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_mashkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_mashkin<\/a> This looks really thoughtful and useful, love how it’s simple but actually helps make sense of the numbers . Have you thought about adding reminders or personalized tips based on trends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitry_mashkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_mashkin<\/a> How are you thinking about Apple Health integrations for seamless CGM data pull and trend spotting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 best usecases of tech I can see is in the medicine. I would wish to have more similar tools that help with quality of personal life \ud83d\ude42 Wishing a successful launch \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hey Nika,<\/p>\n<\/p>\n<p>Thank you so much \u2014 really appreciate your words.<\/p>\n<\/p>\n<p>I completely agree. When technology is used carefully in healthcare, it can genuinely improve everyday life, not just add more noise.<\/p>\n<\/p>\n<p>With this app, I\u2019m trying to keep things simple and useful \u2014 focusing on clarity, patterns, and reducing mental load rather than overwhelming people with features.<\/p>\n<\/p>\n<p>Thanks again for the support, it really means a lot \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Dmitry, <br \/>I really love your idea! My girlfriend has diabetes.<\/p>\n<p>So I will definitely need something like this. One thing I don’t understand is:<\/p>\n<p>she has a sensor on her arm, how can she connect it to the app? <br \/>For people with diabetes it’s already annoying to have a sensor on their arm, so she will never enter data manually into your app.<\/p>\n<p>I would love to help you build this app, how can I contribute?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@christian_b_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_b_1<\/a> Hey Christian,<\/p>\n<\/p>\n<p>Thanks a lot for your message \u2014 I really appreciate it.<\/p>\n<\/p>\n<p>I know type 1 diabetes not just from the outside, so I care a lot about making this app feel as simple and low-friction as possible.<\/p>\n<\/p>\n<p>And yes \u2014 you\u2019re absolutely right about the sensor. Manually entering everything would be exhausting, and that\u2019s not the experience I want to build. I\u2019m planning to add Apple Health integration so glucose data can be pulled automatically from supported devices, leaving only insulin and meals to log manually.<\/p>\n<\/p>\n<p>I\u2019ve also been very careful with the AI part. It\u2019s included in the subscription, but it\u2019s designed to stay cautious: no reckless advice, no pretending to replace a doctor. Its role is to observe data and highlight possible patterns. There\u2019s also a local on-device algorithm that looks for patterns too, just in a more basic and structured way.<\/p>\n<\/p>\n<p>If you\u2019d like to help, that would honestly mean a lot. Right now the most valuable support is real testing and honest feedback from people who understand this space.<\/p>\n<\/p>\n<p>Would love to have you involved.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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! are you planning to make it available on google play store? \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have one question, how does the tracking works, I mean we still need to have a glucose monitor attached right?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Great question.<\/p>\n<\/p>\n<p>Yes \u2014 you still need a glucose monitor or sensor to get the actual readings.<\/p>\n<\/p>\n<p>Right now, the app works as a clean journal where you can log glucose values, insulin, and meals in one place. I\u2019m also planning to integrate with Apple Health, so data from supported sensors can be imported automatically.<\/p>\n<\/p>\n<p>The goal is to reduce manual work as much as possible and focus on clarity and patterns rather than just raw numbers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2MOLRZXFUBNCD4\" class=\"app-title\">Git Blog<\/a><\/p>\n<div class=\"one-liner\">Publish sites using Markdown & GitHub from your phone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u76f4\u63a5\u4eceiPhone\u4e0a\u64b0\u5199Markdown\u6587\u7ae0\u3001\u5904\u7406\u56fe\u7247\u5e76\u53d1\u5e03\u5230GitHub\u4ed3\u5e93\u7684\u79fb\u52a8\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u79fb\u52a8\u573a\u666f\u4e0b\u65e0\u6cd5\u53ca\u65f6\u66f4\u65b0\u9759\u6001\u535a\u5ba2\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/dd248f29-3c17-4116-bc4c-7a7e7afd7784.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/SMWCdGQQWkg?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/SMWCdGQQWkg?feature=share\" 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\/3ddcc80e-7c0d-44df-a167-a62950ed177a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f4b2bb3-67ad-445e-9e90-0c2955787eaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3001f1d-26b7-419f-b13d-5b9850754004.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55d6c898-73c6-46c1-8481-f0b9d92a52f2.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\">Writing<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9759\u6001\u535a\u5ba2\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5185\u5bb9\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">Markdown\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56fe\u7247\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u51cf\u5c11\u53d1\u5e03\u6469\u64e6\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8be2\u95eeMDX\u683c\u5f0f\u652f\u6301\u3001\u5b89\u5353\u7248\u672c\u5f00\u53d1\u8ba1\u5212\u3001\u56fe\u7247\u4f18\u5316\u53c2\u6570\u7684\u5177\u4f53\u914d\u7f6e\u4e0e\u81ea\u5b9a\u4e49\uff0c\u4ee5\u53ca\u4e0e\u4f20\u7edfNotion\u53d1\u5e03\u65b9\u5f0f\u7684\u5dee\u5f02\u5bf9\u6bd4\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 Git Blog\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06\u201cGitHub\u4f5c\u4e3aCMS\u201d\u7684\u5de5\u4f5c\u6d41\u5f7b\u5e95\u79fb\u52a8\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u79fb\u52a8\u7aefMarkdown\u7f16\u8f91\u5668\uff0c\u800c\u5728\u4e8e\u5c06\u672c\u5730\u56fe\u7247\u5904\u7406\u3001Front Matter\u6a21\u677f\u3001\u5206\u652f\/PR\u63a8\u9001\u8fd9\u4e00\u7cfb\u5217\u4e13\u4e1a\u4e14\u7e41\u7410\u7684\u9759\u6001\u7ad9\u70b9\u53d1\u5e03\u6d41\u7a0b\uff0c\u65e0\u7f1d\u5c01\u88c5\u8fdb\u4e00\u4e2a\u6781\u7b80\u7684\u79fb\u52a8\u64cd\u4f5c\u4e2d\u3002\u5b83\u670d\u52a1\u7684\u5e76\u975e\u666e\u901a\u7528\u6237\uff0c\u800c\u662f\u90a3\u4e9b\u4f7f\u7528Jekyll\u3001Hugo\u7b49\u6846\u67b6\u7684\u6280\u672f\u535a\u4e3b\u6216\u5f00\u53d1\u8005\uff0c\u5c06\u4ed6\u4eec\u7684\u201c\u7075\u611f-\u53d1\u5e03\u201d\u5468\u671f\u4ece\u201c\u6570\u5929\/\u6570\u5c0f\u65f6\u201d\u7f29\u77ed\u81f3\u201c\u6570\u5206\u949f\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u5f00\u53d1\u8005\u7684\u4e13\u4e1a\u5de5\u4f5c\u6d41\u8fdb\u884c\u4e86\u6d88\u8d39\u7ea7\u7684\u4ea7\u54c1\u5316\u6539\u9020\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u660e\u663e\u3002\u673a\u9047\u5728\u4e8e\u9ad8\u5ea6\u805a\u7126\u7684\u5b9a\u4f4d\u8d62\u5f97\u4e86\u6838\u5fc3\u7528\u6237\u7684\u5171\u9e23\uff08\u201c\u51cf\u5c11\u6469\u64e6\u201d\uff09\u3002\u6311\u6218\u5219\u5728\u4e8e\u5176\u4e13\u4e1a\u6027\u7684\u8fb9\u754c\uff1a\u7528\u6237\u5173\u4e8eMDX\u3001\u56fe\u7247\u53c2\u6570\u914d\u7f6e\u7684\u8be2\u95ee\uff0c\u6b63\u8bd5\u63a2\u7740\u5176\u4f5c\u4e3a\u901a\u7528\u5de5\u5177\u7684\u53ef\u80fd\u6027\u3002\u82e5\u76f2\u76ee\u6269\u5c55\u529f\u80fd\u4ee5\u6ee1\u8db3\u6240\u6709\u8fb9\u7f18\u9700\u6c42\uff0c\u53ef\u80fd\u4f1a\u635f\u5bb3\u5176\u9488\u5bf9\u4e3b\u6d41\u9759\u6001\u751f\u6210\u5668\u7684\u7b80\u6d01\u6027\u3002\u800c\u4e0eNotion\u53d1\u5e03\u7684\u5bf9\u6bd4\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u6838\u5fc3\u7ade\u4e89\u529b\uff1a\u5b83\u4e0d\u521b\u9020\u65b0\u7684\u5185\u5bb9\u6258\u7ba1\u5c42\uff0c\u800c\u662f\u5f3a\u5316\u5f00\u53d1\u8005\u65e2\u6709\u7684\u3001\u57fa\u4e8eGit\u7684\u7248\u672c\u63a7\u5236\u548c\u81ea\u52a8\u5316\u90e8\u7f72\u6d41\u7a0b\uff0c\u8fd9\u662f\u4e00\u79cd\u66f4\u7b26\u5408\u6280\u672f\u4eba\u7fa4\u5fc3\u667a\u6a21\u578b\u7684\u201c\u65e0\u9501\u5b9a\u201d\u65b9\u6848\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u6838\u5fc3\u8def\u5f84\u6781\u5ea6\u6d41\u7545\u7684\u540c\u65f6\uff0c\u6709\u8282\u5236\u5730\u54cd\u5e94\u4e13\u4e1a\u7528\u6237\u7684\u8fdb\u9636\u9700\u6c42\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\">Git Blog<\/span>\n <\/div>\n<div class=\"comment-content\">Your post shouldn’t wait until you’re back at a desk. Git Blog lets you write and publish Markdown posts and photos to your GitHub repo supporting your static site from your iPhone. Works with Jekyll, Hugo, Eleventy, Astro, Next.js, Gatsby, Hexo, and most static site setups. Set up YAML front matter templates, add images, then push to a branch or open a PR. Images are resized and optimised, drafts stay on-device until you’re ready. Blog from anywhere.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Matt I lead the design and research teams at 1Password, I built this app in my spare time to make publishing post photos and stories to my blog while travelling not weeks later.<\/p>\n<p>It connects to your GitHub-backed static site, lets you write Markdown, resize and attach photos straight from your camera roll, set up front matter templates, and push live or open a PR all from your phone.<\/p>\n<p>Works with Jekyll, Hugo, Eleventy, Astro, Next.js, and anything else running on Markdown and GitHub. Let me know what static site setup you’re running would love to hear how it fits your workflow.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Calcking.app My best platform it fulfills all my needs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattdavey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattdavey<\/a> This will reduce the friction on creating new content for blogs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ok ‘your post shouldn’t wait until you’re back at a desk’ actually got me. the push live or open a PR straight from your phone is genuinely well thought out. well done matt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really cool, love the Git-as-CMS approach.<\/p>\n<p>I\u2019m building a docs framework called MDX Docs (<a href=\"http:\/\/mdxdocs.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mdxdocs.com<\/a>) that uses MDX files in a repo and maps them directly to routes (React + Vite).<\/p>\n<p>Curious if Git Blog supports MDX, or if it assumes plain Markdown today? If not, do you think MDX support would be feasible? I\u2019d love to try wiring it up on my side.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 … but only for apple?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The image resize and optimise step is the part that would actually save me the most time-curious what formats and size targets you’re working with, and whether that’s configurable per site setup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> This is a great idea, I’ll add something like this soon. Currently it just optimises and resizes to the longest side to 1500px.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! I’m wondering how is this different from publishing a Notion site?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RC6OKPLWDWMLRU\" class=\"app-title\">Latchkey<\/a><\/p>\n<div class=\"one-liner\">Credential layer for local AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Latchkey \u662f\u4e00\u4e2a\u672c\u5730AI\u4ee3\u7406\u7684\u51ed\u8bc1\u7ba1\u7406\u5c42\uff0c\u901a\u8fc7\u5728\u6807\u51c6\u8c03\u7528\u4e2d\u81ea\u52a8\u6ce8\u5165\u52a0\u5bc6\u51ed\u8bc1\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4e3a\u591a\u4e2a\u7b2c\u4e09\u65b9\u670d\u52a1\u96c6\u6210\u8ba4\u8bc1\u65f6\u9762\u4e34\u7684\u590d\u6742\u3001\u4e0d\u5b89\u5168\u4e14\u9690\u79c1\u6cc4\u9732\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/437eef12-32a3-4b6a-9192-9a1ee5acfe51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/184ecaf1-87c1-4428-90fb-f4061f97ac2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c61d459-a08a-4fe3-873c-510d68df239b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6170187-f14b-4add-aa8d-849206079394.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\/344e5ff4-008f-4ff3-9896-bb864989d8eb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=OkRuI6F6vCg\"><source src=\"https:\/\/www.youtube.com\/watch?v=OkRuI6F6vCg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u51ed\u8bc1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u51ed\u8bc1\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u8d5e\u8d4f\u51ed\u8bc1\u4e0d\u843d\u5165\u65e5\u5fd7\u7684\u9690\u79c1\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u591a\u4ee3\u7406\u5171\u4eab\u8ba4\u8bc1\u65f6\u7684\u901f\u7387\u9650\u5236\u5904\u7406\u3001\u4ee4\u724c\u81ea\u52a8\u5237\u65b0\u673a\u5236\u7b49\u5177\u4f53\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\u4e0a\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 Latchkey \u7784\u51c6\u7684\u662f\u4e00\u4e2a\u968f\u7740\u672c\u5730AI\u4ee3\u7406\u666e\u53ca\u800c\u65e5\u76ca\u5c16\u9510\u7684\u201c\u7f1d\u9699\u5e02\u573a\u201d\u95ee\u9898\uff1a\u5b89\u5168\u3001\u4fbf\u6377\u7684\u8ba4\u8bc1\u6d41\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u652f\u630125+\u670d\u52a1\u201d\uff0c\u800c\u5728\u4e8e\u5176\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u5c06\u51ed\u8bc1\u89c6\u4e3a\u72ec\u7acb\u4e8e\u5e94\u7528\u7684\u751f\u547d\u5468\u671f\u8fdb\u884c\u7ba1\u7406\uff0c\u5e76\u5f7b\u5e95\u5c06\u5176\u4ece\u65e5\u5fd7\u3001\u5bf9\u8bdd\u8bb0\u5f55\u7b49\u660e\u6587\u6d41\u901a\u73af\u8282\u4e2d\u5265\u79bb\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u4e2d\u7684\u4e00\u4e2a\u8352\u8c2c\u73b0\u72b6\uff1a\u5f00\u53d1\u8005\u4e00\u8fb9\u7528\u7740\u5c16\u7aefAI\uff0c\u4e00\u8fb9\u5374\u7528\u6587\u672c\u6587\u4ef6\u6216\u73af\u5883\u53d8\u91cf\u8fd9\u79cd\u539f\u59cb\u65b9\u5f0f\u7ba1\u7406\u5bc6\u94a5\uff0c\u5b89\u5168\u94fe\u6761\u6781\u5176\u8106\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u4e00\u5c42\u201d\uff08layer\uff09\u662f\u7cbe\u660e\u7684\uff0c\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2aMCP\u670d\u52a1\u5668\u6216\u4e2d\u5fc3\u5316\u7f51\u5173\uff0c\u800c\u662f\u4ee5\u8f7b\u91cf\u3001\u5f00\u6e90\u7684\u65b9\u5f0f\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\u3002\u8fd9\u79cd\u201c\u4f4e\u8c03\u201d\u53cd\u800c\u53ef\u80fd\u662f\u5176\u6700\u5927\u4f18\u52bf\uff0c\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u7684\u5c1d\u8bd5\u95e8\u69db\u548c\u66ff\u6362\u6210\u672c\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c\u5b83\u91cd\u5ea6\u4f9d\u8d56\u201c\u6807\u51c6\u201d\u8c03\u7528\uff0c\u5bf9\u4e8e\u4f7f\u7528\u975e\u6807\u51c6\u8ba4\u8bc1\u6d41\u7a0b\u6216\u534f\u8bae\u7684\u201c\u5947\u8469\u201dAPI\uff0c\u5176\u201c\u81ea\u52a8\u68c0\u6d4b\u4e0e\u6ce8\u5165\u201d\u7684\u627f\u8bfa\u80fd\u5b9e\u73b0\u591a\u5c11\uff1f\u5176\u6b21\uff0c\u5728\u590d\u6742\u7684\u4f01\u4e1a\u73af\u5883\u4e2d\uff0c\u51ed\u8bc1\u7ba1\u7406\u5f80\u5f80\u6d89\u53ca\u5ba1\u6279\u6d41\u7a0b\u3001\u89d2\u8272\u6743\u9650\u548c\u5ba1\u8ba1\u8ddf\u8e2a\uff0cLatchkey\u5f53\u524d\u805a\u7126\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u7684\u201c\u672c\u5730\u5b58\u50a8\u201d\u6a21\u5f0f\uff0c\u80fd\u5426\u5411\u4e0a\u6269\u5c55\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u901f\u7387\u9650\u5236\u548c\u4ee4\u724c\u5237\u65b0\u7684\u95ee\u9898\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u4ece\u201c\u80fd\u7528\u201d\u5230\u201c\u53ef\u9760\u201d\u7684\u5173\u952e\u8dc3\u8fc1\u3002\u5982\u679cLatchkey\u53ea\u662f\u673a\u68b0\u5730\u6ce8\u5165\u51ed\u8bc1\uff0c\u800c\u4e0d\u5177\u5907\u5bf9\u540e\u7aefAPI\u72b6\u6001\uff08\u5982\u9650\u6d41\u3001\u4ee4\u724c\u8fc7\u671f\uff09\u7684\u611f\u77e5\u4e0e\u534f\u8c03\u80fd\u529b\uff0c\u90a3\u4e48\u5728\u591a\u4ee3\u7406\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u5b83\u53ef\u80fd\u53cd\u800c\u4f1a\u6210\u4e3a\u7cfb\u7edf\u4e0d\u7a33\u5b9a\u7684\u5bfc\u706b\u7d22\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u4e0b\u4e00\u6b65\u8fdb\u5316\uff0c\u6216\u8bb8\u9700\u8981\u4ece\u88ab\u52a8\u7684\u201c\u51ed\u8bc1\u6ce8\u5165\u5668\u201d\u8f6c\u5411\u66f4\u4e3b\u52a8\u7684\u201c\u8ba4\u8bc1\u534f\u8c03\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLatchkey \u5728\u6b63\u786e\u7684\u65f6\u95f4\u70b9\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u6838\u5fc3\u89e3\u51b3\u65b9\u6848\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u628a\u7cbe\u5bc6\u7684\u201c\u9501\u82af\u201d\uff0c\u8981\u6210\u4e3a\u652f\u6491\u6574\u4e2a\u95e8\u7981\u7cfb\u7edf\u7684\u201c\u5b89\u5168\u6846\u67b6\u201d\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u793e\u533a\u662f\u5426\u63a5\u7eb3\u5176\u6807\u51c6\uff0c\u4ee5\u53ca\u5b83\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u4f18\u96c5\u5730\u5904\u7406\u90a3\u4e9b\u4e0d\u53ef\u907f\u514d\u7684\u590d\u6742\u8fb9\u754c\u60c5\u51b5\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\">Latchkey<\/span>\n <\/div>\n<div class=\"comment-content\">Getting your agent authenticated with third-party services shouldn’t require a custom connector for each one. Add Latchkey once and agents prepend latchkey to standard curl calls. Credentials are detected and injected automatically. They’re stored encrypted on your machine, and never show up in logs or chat transcripts. 25+ services supported out of the box. Register any HTTP API at runtime. Works with Claude Code, OpenCode, Codex, and more. Open source software by Imbue.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Imbue’s engineers have been thinking about a problem that didn’t have a clean solution yet: <\/p>\n<p>How do local AI agents authenticate with third-party services? Without making it painful for the developer, the end user, or anyone’s privacy?<\/p>\n<p>MCP servers work, but you need one for every service. Centralized connectors work, but now a third party sits between your agent and your data. Manual token management works, until you hand the tool to someone non-technical.<\/p>\n<p>Latchkey was built to cut through that.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrtibbets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrtibbets<\/a> Congrats on getting this out! How Latchkey handles rate limiting when multiple agents are hitting the same service with shared auth? <\/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>sent this to a couple of engineers i know who are building local agent setups. they’ve been duct-taping credential management together for months, this is right up their alley.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> amazing. This is just the type of feedback we love to hear and it’s why we build the way we do. Thank you for paying it forward!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use Claude Code and Cursor daily and I’ve learned that you can’t just trust the output blindly – agents will tell you they implemented something and you’ll find out later it was half done or the tests were never actually run. How does Vet handle cases where the agent made a reasonable interpretation of an ambiguous request? Does it flag those as potential issues or only catch clear deviations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> hey hey I think you may have intended to post your question and comment on Vet’s page, here: <a href=\"https:\/\/www.producthunt.com\/products\/imbue-7\/launches\/vet-2\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/imbue-7\/launches\/vet-2<\/a> \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 credentials never showing up in logs or chat transcripts detail is the actually important thing here. I’ve seen agent setups where the auth storage is secure but the credential ends up in tool call output anyway – solved the wrong problem. Does token rotation work automatically? If a service refreshes the token mid-session does latchkey pick that up, or does the agent need to restart?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Really glad that resonates \ud83d\ude42 The credentials lifecycle is not connected to the agent lifecycle so you wouldn’t need to restart agents. Supported services that work with the standard access token + refresh token pair should “just work”.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DWHTMVXWZRNQ6O\" class=\"app-title\">VibeTalent<\/a><\/p>\n<div class=\"one-liner\">Find vibe coders who actually ship<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VibeTalent\u662f\u4e00\u4e2a\u9762\u5411\u201c\u6c1b\u56f4\u7f16\u7a0b\u201d\u5f00\u53d1\u8005\u7684\u5e02\u573a\uff0c\u901a\u8fc7\u8ffd\u8e2a\u5f00\u53d1\u8005\u7684\u8fde\u7eed\u7f16\u7801\u5929\u6570\u3001\u5df2\u4e0a\u7ebf\u9879\u76ee\u7b49\u5b9e\u9645\u4ea7\u51fa\u6570\u636e\u6765\u5efa\u7acb\u4fe1\u8a89\u4f53\u7cfb\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u57fa\u4e8e\u7b80\u5386\u62db\u8058\u65e0\u6cd5\u6709\u6548\u8bc6\u522b\u548c\u8bc4\u4f30\u771f\u6b63\u80fd\u6301\u7eed\u4ea4\u4ed8\u4ea7\u54c1\u7684\u5f00\u53d1\u8005\u8fd9\u4e00\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\/b349ad28-f5be-42e5-9dd7-a0d40949d680.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c6ce99a12b464580a5481a9d13697be9\"><source src=\"https:\/\/www.loom.com\/share\/c6ce99a12b464580a5481a9d13697be9\" 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\/422e7ae8-85d7-4771-a556-6409e6e9b28d.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\/d0b90334-ca11-4f41-9158-de9fe6350a64.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\/d888b1d9-b097-42d7-888c-42cff4ad432c.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\/4cfdf5f1-dc27-4c79-b15d-eaf1ca9d4f2c.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\/79a5fcb3-0ec6-4310-bb2d-94d61e0aa387.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span><br \/>\n <span class=\"tag\">Freelance<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u6c1b\u56f4\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u4fe1\u8a89\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u8bc1\u660e\u6027\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u9a8c\u8bc1<\/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\u901a\u8fc7\u201c\u8fde\u7eed\u4ea7\u51fa\u201d\u8bc4\u4f30\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5bf9\u4f20\u7edf\u7b80\u5386\u62db\u8058\u7684\u9769\u65b0\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u5982\u4f55\u66f4\u5168\u9762\u8861\u91cf\u9879\u76ee\u8d28\u91cf\uff08\u5982\u4ee3\u7801\u8d28\u91cf\u3001\u8bbe\u8ba1\u3001\u7528\u6237\u53cd\u9988\uff09\uff0c\u4ee5\u53ca\u5bf9\u201c\u6c1b\u56f4\u7f16\u7a0b\u8005\u201d\u5b9a\u4e49\u3001\u8d39\u7387\u900f\u660e\u5ea6\u3001\u6280\u672f\u6808\u7b5b\u9009\u5fc5\u8981\u6027\u7684\u7591\u95ee\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u901a\u8fc7\u81ea\u52a8\u5316\u4ee3\u7801\u8d28\u91cf\u5206\u6790\u3001\u8ba1\u5212\u5f15\u5165\u540c\u884c\u80cc\u4e66\u7b49\u65b9\u5f0f\u5e94\u5bf9\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 VibeTalent\u7684\u91ce\u5fc3\uff0c\u5728\u4e8e\u8bd5\u56fe\u5c06\u8f6f\u4ef6\u5f00\u53d1\u4eba\u624d\u8bc4\u4f30\u4ece\u201c\u53d9\u4e8b\u4f53\u7cfb\u201d\u626d\u8f6c\u4e3a\u201c\u5b9e\u8bc1\u4f53\u7cfb\u201d\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u5f53\u524d\u62db\u8058\u5e02\u573a\u7684\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a\u7b80\u5386\u548cGitHub\u661f\u661f\u6570\u8fd9\u4e9b\u6613\u4e8e\u7c89\u9970\u7684\u6307\u6807\uff0c\u4e0e\u5019\u9009\u4eba\u5b9e\u9645\u201c\u4ea4\u4ed8\u53ef\u9760\u4ea7\u54c1\u201d\u7684\u80fd\u529b\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u65ad\u5c42\u3002\u5176\u63d0\u51fa\u7684\u201c\u8fde\u7eed\u5929\u6570\u201d\u3001\u201c\u4e0a\u7ebf\u9879\u76eeURL\u201d\u3001\u201c\u6c1b\u56f4\u5206\u6570\u201d\u7ec4\u5408\u62f3\uff0c\u76f4\u6307\u201c\u6301\u7eed\u4ea4\u4ed8\u201d\u8fd9\u4e00\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u804c\u4e1a\u7d20\u517b\uff0c\u8fd9\u65e0\u7591\u662f\u5176\u6700\u7280\u5229\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9677\u5165\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5ea6\u91cf\u56f0\u5883\u201d\u3002\u5f53\u201c\u8fde\u7eed\u7f16\u7801\u5929\u6570\u201d\u6210\u4e3a\u4e00\u4e2a\u663e\u6027\u4e14\u91cd\u8981\u7684\u6392\u540d\u6307\u6807\u65f6\uff0c\u5b83\u662f\u5426\u4f1a\u50ac\u751f\u65b0\u7684\u201c\u5237\u6570\u636e\u201d\u884c\u4e3a\uff1f\u5c3d\u7ba1\u56e2\u961f\u58f0\u79f0\u901a\u8fc7\u4ee3\u7801\u8d28\u91cf\u5206\u6790\u3001\u9879\u76ee\u7ed3\u6784\u7b49\u591a\u9879\u6307\u6807\u8fdb\u884c\u52a0\u6743\uff0c\u4f46\u201c\u6c1b\u56f4\u5206\u6570\u201d\u7684\u5177\u4f53\u7b97\u6cd5\u4ecd\u662f\u4e00\u4e2a\u9ed1\u76d2\uff0c\u5176\u516c\u6b63\u6027\u4e0e\u6297\u535a\u5f08\u80fd\u529b\u5b58\u7591\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u80f6\u5e26\u9879\u76ee\u201d\u548c\u6a21\u677f\u5316\u8bbe\u8ba1\u7684\u62c5\u5fe7\uff0c\u6b63\u662f\u5bf9\u6b64\u7684\u76f4\u63a5\u53cd\u6620\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u4ea7\u54c1\u5728\u5b9a\u4e49\u201c\u6c1b\u56f4\u7f16\u7a0b\u8005\u201d\u8fd9\u4e00\u76ee\u6807\u7fa4\u4f53\u65f6\u5b58\u5728\u6a21\u7cca\u6027\u3002\u8fd9\u7a76\u7adf\u662f\u4e00\u4e2a\u4e13\u5c5e\u4e8e\u6d3b\u8dc3\u4e8e\u793e\u4ea4\u5a92\u4f53\u7684\u5168\u6808\u6781\u5ba2\u7684\u7cbe\u82f1\u4ff1\u4e50\u90e8\uff0c\u8fd8\u662f\u5bf9\u6240\u6709\u8df5\u884c\u654f\u6377\u3001\u6301\u7eed\u4ea4\u4ed8\u7684\u5f00\u53d1\u8005\u7684\u5f00\u653e\u5e73\u53f0\uff1f\u8fd9\u79cd\u5b9a\u4f4d\u7684\u6447\u6446\uff0c\u5c06\u76f4\u63a5\u5f71\u54cd\u5176\u793e\u533a\u6587\u5316\u548c\u4fe1\u8a89\u4f53\u7cfb\u7684\u6743\u5a01\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u673a\u4f1a\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53d6\u4ee3\u4f20\u7edf\u62db\u8058\u5e73\u53f0\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u5176\u4e0a\u6e38\u7684\u201c\u8fc7\u6ee4\u5668\u201d\u548c\u201c\u4fe1\u53f7\u589e\u5f3a\u5668\u201d\u3002\u4e3a\u90a3\u4e9b\u538c\u5026\u4e86\u7a7a\u6d1e\u7b80\u5386\u3001\u771f\u6b63\u770b\u91cd\u4ea4\u4ed8\u6587\u5316\u7684\u6280\u672f\u56e2\u961f\u548c\u521d\u521b\u516c\u53f8\uff0c\u63d0\u4f9b\u4e00\u4e2a\u7ecf\u8fc7\u521d\u6b65\u9a8c\u8bc1\u7684\u4eba\u624d\u6c60\u3002\u4f46\u8981\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u5b83\u5fc5\u987b\u5728\u201c\u9632\u4f5c\u5f0a\u673a\u5236\u201d\u548c\u201c\u8d28\u91cf\u8bc4\u4f30\u7ef4\u5ea6\u201d\u4e0a\u6784\u5efa\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u53ef\u88ab\u64cd\u7eb5\u7684\u6d41\u91cf\u6e38\u620f\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u8bc1\u660e\u6027\u5de5\u4f5c\u201d\u8fd9\u4e2a\u597d\u6982\u5ff5\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u96be\u4ee5\u4f2a\u9020\u7684\u201c\u786c\u4fe1\u53f7\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\">VibeTalent<\/span>\n <\/div>\n<div class=\"comment-content\">The marketplace for vibe coders. Build your reputation through streaks, proof of work, and shipping projects consistently.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Abhinav, the maker of VibeTalent.<\/p>\n<p>I built this because hiring developers based on resumes is broken. With the rise of vibe coding, there are tons of talented builders shipping real products \u2014 but no way to find or evaluate them.<\/p>\n<p>VibeTalent solves this by ranking developers on what actually matters: how consistently they ship. Every builder gets a profile with their streak (consecutive days coding), shipped projects with live URLs, a vibe score, and GitHub activity.<\/p>\n<p>You can browse builders by tech stack, streak, and badge level or use the AI agent to describe your project and get matched automatically.<\/p>\n<p>The whole thing was vibe coded itself. Would love your feedback, what features would make this useful for you?<\/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>Stoked to see this launch <a href=\"https:\/\/www.producthunt.com\/@abhinav71\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abhinav71\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav71<\/a>! Is there a way we can also see their base rates because reaching out to hire? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abhinav71\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav71<\/a> I really like the idea because I\u2019ve always felt resumes don\u2019t show real ability. I\u2019d personally find it useful if I could see deeper breakdowns of projects, like challenges solved and impact. That would help me trust the ranking system more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abhinav71\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav71<\/a> This feels fresh and practical to me. I like focusing on consistency but I\u2019d want to know how quality is measured alongside streaks. Maybe adding peer reviews or user feedback on projects could make the platform more balanced and trustworthy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>proof of work displayed on a profile makes it clear who is serious and who just talks about building<\/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\/@julia_pollard1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_pollard1<\/a> exactly, glad you liked it. do you have any feedbacks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 quality of design? So much vibe coding is simply templatized..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Streak and live URLs show who’s consistent, but how do you tell quality apart? Tons of projects are technically “live” but held together with duct tape. Does the vibe score look at activity only, or does it factor in stuff like uptime or actual users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vibewrench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibewrench<\/a>Good question! We go beyond just activity. Every project with a GitHub repo gets an automated quality analysis, we check for test suites, CI\/CD pipelines, README quality, code structure, and commit history. Projects also get a quality score badge visible on their card. Live URLs are checked for actual uptime too. The vibe score itself combines project quality (weighted heaviest since it’s hardest to fake), client outcomes, tech breadth, consistency, activity, and reputation. So someone with a duct-tape project and a high streak will still score lower than someone with well tested, properly structured code. We’re also adding peer endorsements so other builders can vouch for quality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice. <\/p>\n<p>In the page <strong>Find Talent the <\/strong>field <strong>Required Tech Stack<\/strong> I am not sure if necessary since for Vibe coder the stack is less relevant and easy to adjust?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@felipe_daguila\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felipe_daguila<\/a> hmm, thanks for the feedback. i’ll make changes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this mean, regular coders can’t participate in this? and how do you define vibecoder unless they define themselves as vibecoder?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> yes, all coders are able to participate. real coders also vibe code rn<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Much needed marketplace. 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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a> thanks man, did u check out the product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>we’ve hired a few contractors for features.vote over the years and the evaluation process is always the same mess. going off portfolios and github stars with no real signal on whether someone will actually ship.<\/p>\n<\/p>\n<p>the streak + proof of work angle here is exactly the missing signal. bookmarked.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IEFW3GKTMXNC2R\" class=\"app-title\">Streva<\/a><\/p>\n<div class=\"one-liner\">Instant Translation, Anywhere you type<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Streva\u662f\u4e00\u6b3e\u539f\u751fmacOS\u5e94\u7528\uff0c\u901a\u8fc7\u5b9e\u65f6\u8bed\u97f3\u8f93\u5165\uff0c\u5728\u4efb\u610f\u6587\u672c\u8f93\u5165\u6846\u5185\u76f4\u63a5\u751f\u6210\u7ffb\u8bd1\u6587\u672c\uff0c\u89e3\u51b3\u4e86\u8de8\u8bed\u8a00\u5de5\u4f5c\u8005\u5728\u4e0d\u540c\u5e94\u7528\u95f4\u53cd\u590d\u5207\u6362\u3001\u590d\u5236\u7c98\u8d34\u7684\u6d41\u7a0b\u4e2d\u65ad\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\/5e7561a2-183a-4db0-812d-870207128545.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1727c15e-95c5-4cd3-bf8f-c0573eb14bc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b3a16ec-56b9-47ee-82e1-0f2ddb43f120.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\/c7ea9ad5-bd6d-45e9-b96b-9b8980d13504.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ZwS06niKb5w\"><source src=\"https:\/\/www.youtube.com\/watch?v=ZwS06niKb5w\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bed\u8a00\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u65e0\u7f1d\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5e94\u7528\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u601d\u7ef4\u4e0e\u5de5\u4f5c\u8bed\u8a00\u4e0d\u540c\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u5f3a\u70c8\u9700\u6c42\u589e\u52a0\u201c\u5b9e\u65f6\u952e\u5165\u7ffb\u8bd1\u201d\u529f\u80fd\uff1b2. \u5173\u5fc3\u7ffb\u8bd1\u7ed3\u679c\u7684\u81ea\u7136\u5ea6\u548c\u4e0a\u4e0b\u6587\u51c6\u786e\u6027\uff1b3. \u8be2\u95ee\u5bf9\u4e13\u4e1a\u672f\u8bed\u7684\u5904\u7406\uff1b4. \u671f\u5f85Windows\u7248\u672c\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u900f\u9732\u5df2\u5728\u89c4\u5212\u76f8\u5173\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Streva\u7684\u91ce\u5fc3\uff0c\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u5feb\u7684\u7ffb\u8bd1\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u7684\u201c\u8bed\u8a00\u5c42\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u7ffb\u8bd1\u4ece\u201c\u76ee\u7684\u6027\u64cd\u4f5c\u201d\u91cd\u6784\u4e3a\u201c\u4f34\u968f\u6027\u670d\u52a1\u201d\uff0c\u76f4\u63a5\u5d4c\u5165\u6587\u672c\u8f93\u5165\u7684\u5149\u6807\u5904\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u51c6\u786e\u7387\u63d0\u5347\u66f4\u5177\u8303\u5f0f\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u5b58\u5728\u660e\u663e\u201c\u5355\u70b9\u8106\u5f31\u6027\u201d\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u8bed\u97f3\u8f93\u5165\u3002\u6838\u5fc3\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u952e\u5165\u7ffb\u8bd1\u201d\u9700\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u7406\u60f3\uff08\u65e0\u7f1d\u5de5\u4f5c\u6d41\uff09\u4e0e\u73b0\u5b9e\uff08\u4ec5\u652f\u6301\u5355\u4e00\u8f93\u5165\u6a21\u5f0f\uff09\u7684\u65ad\u5c42\u3002\u5728\u6df1\u5ea6\u5199\u4f5c\u3001\u4ee3\u7801\u6ce8\u91ca\u6216\u5608\u6742\u73af\u5883\u4e2d\uff0c\u8bed\u97f3\u8f93\u5165\u5e76\u975e\u9996\u9009\uff0c\u8fd9\u4f7f\u5176\u5e94\u7528\u573a\u666f\u53d7\u9650\u3002\u521b\u59cb\u4eba\u201c\u6b63\u5728\u63a2\u7d22\u201d\u7684\u56de\u5e94\uff0c\u4e5f\u5370\u8bc1\u4e86\u4ea7\u54c1MVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\u7684\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u4e0a\u4e0b\u6587\u7ffb\u8bd1\u201d\u662f\u6280\u672f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u6700\u5927\u6311\u6218\u3002\u5728\u90ae\u4ef6\u3001IM\u3001\u6587\u6863\u7b49\u4e0d\u540c\u573a\u666f\u4e2d\uff0c\u8bed\u8c03\u548c\u672f\u8bed\u5e93\u622a\u7136\u4e0d\u540c\uff0c\u901a\u7528\u6a21\u578b\u96be\u4ee5\u517c\u987e\u3002\u8fd9\u8981\u6c42\u5176AI\u5fc5\u987b\u5177\u5907\u6781\u5f3a\u7684\u573a\u666f\u611f\u77e5\u4e0e\u81ea\u9002\u5e94\u80fd\u529b\uff0c\u5426\u5219\u201c\u4eba\u7c7b\u5316\u201d\u7ffb\u8bd1\u5c06\u6d41\u4e8e\u53e3\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cStreva\u5207\u5165\u70b9\u7684\u786e\u7280\u5229\uff0c\u6293\u4f4f\u4e86\u9ad8\u7aef\u751f\u4ea7\u529b\u7528\u6237\u672a\u88ab\u6ee1\u8db3\u7684\u201c\u6d41\u7a0b\u6469\u64e6\u201d\u3002\u4f46\u82e5\u4e0d\u80fd\u5feb\u901f\u4ece\u201c\u8bed\u97f3\u8f93\u5165\u63d2\u4ef6\u201d\u6f14\u8fdb\u4e3a\u201c\u5168\u8f93\u5165\u6a21\u5f0f\u7684\u8bed\u8a00\u4e2d\u67a2\u201d\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u662f\u4e00\u4e2a\u4f53\u9a8c\u826f\u597d\u7684\u5c0f\u4f17\u5de5\u5177\uff0c\u800c\u975e\u98a0\u8986\u5de5\u4f5c\u6d41\u7684\u4e0b\u4e00\u4ee3\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u7684\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u9690\u5f62\u4e14\u667a\u80fd\u201d\u505a\u5230\u6781\u81f4\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\">Streva<\/span>\n <\/div>\n<div class=\"comment-content\">Streva is a native macOS app for real-time translation anywhere you type. What makes it different is that it works directly inside your existing apps, so you can speak in one language and write in another without tab-switching or copy-pasting. Instead of being just another dictation or translation tool, Streva is built for fast, cross-language writing across your entire Mac workflow.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Helloooooo Product Hunt! Rajveer here, founder of Streva.<\/p>\n<p>I built Streva because I kept seeing the same frustrating workflow over and over: people think in one language, work in another, and end up stuck in this loop of typing, translating, and pasting everything back into the app they were already using.<\/p>\n<p>A lot of tools help with one part of that process. Some transcribe. Some translate. Some rewrite. But the actual problem is still there: getting from what you want to say to something you can confidently send, without breaking your flow.<\/p>\n<p>That\u2019s what I built Streva for.<\/p>\n<p>Streva is lets you speak naturally and generate translated text wherever your cursor lives.<\/p>\n<p>For me, the most exciting part is that it\u2019s not just dictation and it\u2019s not just translation. It\u2019s a faster way to communicate across languages without the usual copy\/paste workflow.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajveer_sagoo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_sagoo<\/a> Many congratulations on shipping this! How does Streva handle context when translating technical terms or industry jargon that might not have direct equivalents? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rajveer_sagoo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_sagoo<\/a> I really like how you framed the problem because I\u2019ve felt that exact friction myself. The constant switching breaks my focus. Streva sounds like it removes that barrier in a practical way and I appreciate how it fits directly into the flow instead of adding another step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rajveer_sagoo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_sagoo<\/a> This resonates with me a lot. I often think in one language and work in another and it\u2019s exhausting to keep translating manually. What I like about it is how it simplifies that entire loop and keeps everything in one smooth, uninterrupted experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kath_nguyen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kath_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kath_nguyen<\/a> Seems like a really nice idea . Does it work with normal typing as well , not just via voice ? Sometimes I wished there was a popup that generates the translated version of my writing in place as I type .<\/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\/@connor_hayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@connor_hayes<\/a> We really appreciate your input! As of right now, this feature is only available on voice. We\u2019re actively reviewing user feedback and exploring ways to expand it further!<\/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>Switching between apps to translate is always frustrating. This makes a lot of sense.<br \/>How do you make sure the final translation sounds truly human and not AI-generated?<\/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\/@amraniyasser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amraniyasser<\/a> This is a wonderful question! <\/p>\n<\/p>\n<p>Making translation sound genuinely human, rather than overly literal or obviously AI-generated, has been one of our biggest areas of focus. It took months of iteration, optimization, and fine-tuning across different voice models, guided heavily by how early users actually communicated and used the product in real-world settings.<\/p>\n<p>What makes our approach different is contextual translation. Instead of translating text word for word, we focus on preserving the speaker\u2019s intent, tone, and meaning wherever they type. <\/p>\n<\/p>\n<p>A lot of translations on the market feel too direct, which can make them sound unnatural or even subtly change the original meaning. Our goal is to avoid that by producing translations that feel much more native and natural.<\/p>\n<\/p>\n<p>That said, we still see this as an area with huge room for improvement. We\u2019re continuing to make major advances in both how we optimize the models and how the AI understands context, nuance, and expression. We\u2019re proud of the progress so far, but we believe we\u2019re still only scratching the surface of what\u2019s possible.<\/p>\n<\/p>\n<p>I really appreciate the question, thank you so much!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looks amazing. Congrats on your 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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a> We really appreciate the input, thank you so much!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a> Thank you so much! We can’t wait for you to try and enjoy Streva!<\/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>Seems like a really nice idea. does it work with normal typing as well, not just via voice? Sometimes I wished there was a popup that generates the translated version of my writing in-place as I type.<\/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\/@teok555\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@teok555<\/a> Not yet! We’ve been exploring additional workflows based on user request and input, and this was one of them. I genuinely appreciate your comment and direct input here! Thank you so much!<\/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>shared this with someone we collaborate with who writes in both english and spanish all day. the constant copy-paste loop in and out of google translate while messaging is exactly the kind of thing that sounds small but adds up fast. good timing on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@gabrielpineda thank you so much, we really appreciate it!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a relevant pain point! Coming to PC soon 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yotam_dahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yotam_dahan<\/a> Absolutely! We\u2019re actively developing a version for Windows! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QAUXHW62OCLDLA\" class=\"app-title\">dictate.<\/a><\/p>\n<div class=\"one-liner\">Replace your iPhone keyboard with AI voice typing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7528AI\u8bed\u97f3\u8f93\u5165\u66ff\u4ee3\u6253\u5b57\u7684iOS\u952e\u76d8\uff0c\u5728\u9700\u8981\u9ad8\u6548\u6587\u5b57\u8f93\u5165\u7684\u4efb\u4f55\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u82f9\u679c\u539f\u751f\u542c\u5199\u529f\u80fd\u8986\u76d6\u4e0d\u5168\u3001\u51c6\u786e\u7387\u4f4e\u4e14\u7f3a\u4e4f\u5b9e\u65f6\u7ffb\u8bd1\u548c\u667a\u80fd\u683c\u5f0f\u5316\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\/27ef6a18-ce60-4d70-9e4e-b415194290c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ff85c51-40f8-4657-b195-afc1ec31e497.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\/834e9189-fe59-4c26-aee3-b03064d9f2b8.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\/93ba33b1-74ad-4358-b17d-0d547a1606a7.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\/d09845d6-7e05-444a-9930-e032c266f039.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\/aecb68c9-227a-464d-a83f-6a0d4561252b.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\/0f7d55d5-7b79-4ce9-8a6a-afe65bb61f68.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/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\u89e3\u51b3iOS\u539f\u751f\u8bed\u97f3\u8f93\u5165\u5c40\u9650\u6027\u7684\u9700\u6c42\uff0c\u5c24\u5176\u5bf9\u591a\u8bed\u8a00\u548c\u5b9e\u65f6\u7ffb\u8bd1\u529f\u80fd\u611f\u5174\u8da3\u3002\u53cd\u9988\u4e3b\u8981\u6d89\u53ca\u5177\u4f53\u8bed\u8a00\uff08\u5982\u8377\u5170\u8bed\uff09\u7684\u51c6\u786e\u6027\u3001\u5bf9\u7ed3\u6784\u5316\u8f93\u5165\uff08\u5982\u65e5\u671f\uff09\u7684\u5904\u7406\u80fd\u529b\u3001\u4ee5\u53ca\u521d\u671f\u5b89\u88c5\u4e2d\u8bed\u8a00\u8bbe\u7f6e\u9009\u9879\u7684\u663e\u793a\u95ee\u9898\u3002\u5f00\u53d1\u8005\u5df2\u79ef\u6781\u4e92\u52a8\u5e76\u89e3\u7b54\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 dictate. \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u7b80\u5355\u4f18\u5316\u8bed\u97f3\u8f93\u5165\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u79fb\u52a8\u7aef\u8f93\u5165\u8303\u5f0f\u2014\u2014\u5c06\u952e\u76d8\u4ece\u4e00\u4e2a\u201c\u8f93\u5165\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u4e00\u4e2a\u201cAI\u611f\u77e5\u4e0e\u4ea4\u4e92\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u70b9\uff1a\u9996\u5148\uff0c\u5b83\u4ee5\u7cfb\u7edf\u7ea7\u952e\u76d8\u5f62\u6001\uff0c\u5b9e\u73b0\u4e86\u8de8\u5e94\u7528\u7684\u65e0\u7f1dAI\u80fd\u529b\u6ce8\u5165\uff0c\u8fd9\u6bd4\u72ec\u7acbApp\u66f4\u5177\u4fb5\u5165\u6027\u548c\u4fbf\u5229\u6027\u3002\u5176\u6b21\uff0c\u201c\u8bed\u97f3\u8f93\u5165+\u5b9e\u65f6\u7ffb\u8bd1+AI\u683c\u5f0f\u5316\u201d\u7684\u4e09\u4f4d\u4e00\u4f53\uff0c\u5c06\u6c9f\u901a\u4ece\u201c\u6253\u5b57\u201d\u89e3\u653e\u4e3a\u201c\u601d\u8003\u201d\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u8de8\u56fd\u534f\u4f5c\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u9ad8\u4ef7\u503c\u573a\u666f\u3002\u6700\u540e\uff0c\u5176\u201c\u9690\u79c1\u4f18\u5148\u3001\u97f3\u9891\u5373\u5220\u201d\u7684\u7b56\u7565\uff0c\u662f\u5728\u654f\u611f\u8bed\u97f3\u6570\u636e\u5904\u7406\u4e0a\u5bf9\u7528\u6237\u7126\u8651\u7684\u7cbe\u51c6\u5b89\u629a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u6301\u7eed\u9886\u5148\u7684\u8f6c\u5f55\u51c6\u786e\u7387\uff0c\u5c24\u5176\u662f\u5728\u5608\u6742\u73af\u5883\u3001\u4e13\u4e1a\u672f\u8bed\u53ca\u591a\u8bed\u8a00\u6df7\u6742\u573a\u666f\u4e0b\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u6295\u5165\u5e76\u4f9d\u8d56\u5e95\u5c42AI\u6a21\u578b\u7684\u8fdb\u5316\u3002\u7528\u6237\u5173\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u8f93\u5165\u7684\u7591\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524dAI\u5728\u7406\u89e3\u4e25\u683c\u8bed\u4e49\u683c\u5f0f\uff08\u5982\u90ae\u4ef6\u5934\u3001\u7535\u8bdd\u53f7\u7801\uff09\u65f6\u7684\u666e\u904d\u77ed\u677f\u3002\u514d\u8d39\u7248\u7684\u6b21\u6570\u9650\u5236\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u80fd\u5f15\u6d41\uff0c\u4f46\u53ef\u80fd\u65e0\u6cd5\u8ba9\u7528\u6237\u5f62\u6210\u7a33\u5b9a\u4f9d\u8d56\u3002\u957f\u8fdc\u770b\uff0c\u5176\u6a21\u5f0f\u6613\u88ab\u5de8\u5934\u590d\u5236\uff0c\u4e14\u4f5c\u4e3a\u7b2c\u4e09\u65b9\u952e\u76d8\uff0c\u5728iOS\u7cfb\u7edf\u5185\u7684\u4f53\u9a8c\u6df1\u5ea6\u548c\u6743\u9650\u59cb\u7ec8\u53d7\u9650\u3002\u80fd\u5426\u5728\u5de8\u5934\u89c9\u9192\u524d\uff0c\u51ed\u501f\u5782\u76f4\u573a\u666f\u7684\u6781\u81f4\u4f53\u9a8c\u548c\u5feb\u901f\u8fed\u4ee3\u7684Mac\u7248\u751f\u6001\u6784\u5efa\u62a4\u57ce\u6cb3\uff0c\u5c06\u662f\u6210\u8d25\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">dictate.<\/span>\n <\/div>\n<div class=\"comment-content\">dictate. is a custom iOS keyboard that replaces typing with AI voice dictation. Tap the mic, speak naturally, and text appears in Messages, WhatsApp, Mail, Notes, or any app. Key features: – Works in every app (custom keyboard) – 30+ languages supported – Real-time translation between languages – AI formatting and punctuation – Privacy-first: audio deleted after transcription Free with 70 transcriptions\/week. Pro unlocks unlimited use.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Gabriel, the maker of dictate.<\/p>\n<p>I built dictate. because I was frustrated with how limited voice typing is on iOS. Apple’s built-in dictation only works in some places, the accuracy isn’t great, and there’s no way to translate or format on the fly.<\/p>\n<p>So I built a keyboard replacement. dictate. is a custom iOS keyboard \u2014 once you enable it, it works in every app on your phone. Messages, WhatsApp, Mail, Notes, anywhere you type. Just tap the mic and speak.<\/p>\n<p>Under the hood, it uses advanced AI models for transcription, so the accuracy is significantly better than Apple’s built-in option. You can also speak in one language and have it typed in another (real-time translation), and the AI handles punctuation and formatting automatically.<\/p>\n<p>It’s free to download with 70 transcriptions\/week. Pro unlocks unlimited transcriptions and the advanced features.<\/p>\n<p>I’m also working on a macOS version that works system-wide \u2014 same concept, speak anywhere on your Mac.<\/p>\n<p>Would love to hear your feedback! Happy to answer any questions.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Happy launch day <a href=\"https:\/\/www.producthunt.com\/@gabriel_alonso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_alonso<\/a>, the real-time translation feature sounds incredibly useful for international teams like ours.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabriel_alonso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_alonso<\/a> I have tried voice typing in Iphone and it’s not that great! Integrating AI in to it will surely 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>Voice typing in iOS is very limited, especially for Polish, so I totally understand of the need for such solutions… good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 idea! How does it do on Dutch?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting approach going mobile-first with voice typing. The challenge I’ve seen is accuracy drops significantly with form fields vs free text \u2014 how does it handle structured input like emails, phone numbers, dates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@gabriel_alonso I’ve installed dictate, but I can’t change the language from Portuguese to any other language. There is no Language option in my keyboard settings\u2026 I see on the screenshots in the wizard that it should appear under the \u2018Full Access\u2019 switch, but in my case, it\u2019s not there.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">OK, I skipped the Test step in the wizard and I can see language selector in the app config \ud83d\udc4d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@gabriel_alonso\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gabriel_alonso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_alonso<\/a> ! <\/p>\n<p>How does your transcription accuracy compare to Apple’s native dictation (this is literally pain in the ass apples feature) and models like Whisper in real-world scenarios? Also, is the processing done on-device or via cloud?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/53SX2CQAMNWLVP\" class=\"app-title\">Neuralingo Language Learning<\/a><\/p>\n<div class=\"one-liner\">slowly inch your way to mastery: try, fail, learn, get good<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Neuralingo\u662f\u4e00\u6b3e\u57fa\u4e8e\u795e\u7ecf\u79d1\u5b66\u201c\u9057\u5fd8\u66f2\u7ebf\u201d\u548c\u201c\u5408\u610f\u96be\u5ea6\u201d\u7406\u8bba\u7684\u8bed\u8a00\u5b66\u4e60APP\uff0c\u901a\u8fc7\u8986\u76d6\u542c\u8bf4\u8bfb\u5199\u7684\u516d\u79cd\u4e3b\u52a8\u5b66\u4e60\u6a21\u5f0f\uff0c\u9488\u5bf9\u7528\u6237\u8584\u5f31\u73af\u8282\u8fdb\u884c\u523b\u610f\u7ec3\u4e60\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u8bed\u8a00\u5e94\u7528\u201c\u5b66\u5f97\u8f7b\u677e\u4f46\u6548\u679c\u4e0d\u4f73\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e2e\u52a9\u7528\u6237\u5b9e\u73b0\u4ece\u77e5\u8bc6\u5230\u5b9e\u9645\u5e94\u7528\u80fd\u529b\u7684\u771f\u6b63\u8f6c\u5316\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\/38c86deb-1dcd-412f-9aa7-a8c35d5e5909.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/4bdf5e73ff6d450a8eec25925a920eca\"><source src=\"https:\/\/www.loom.com\/share\/4bdf5e73ff6d450a8eec25925a920eca\" 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\/d013ccec-576f-4f7c-9e78-4810edf83c2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d3c5f83-a79a-4b09-ba33-f61fb6ff7eb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55ca9044-d259-449e-8aa5-f239f6bcd39e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f43e62b4-2e5e-499a-bf86-4dbc36e1ac1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e1ef837-5417-4a9b-85cc-08b29b512aa1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60fb94c4-f96a-496d-a8cd-ce66bb2a1495.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2a40798-8daf-4e07-856f-7c74437fddfd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/547bf000-d103-48f6-b929-30cfacf1406f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a7d71b5-9126-4286-bc0a-f7facbacce2c.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u795e\u7ecf\u79d1\u5b66<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u9057\u5fd8\u66f2\u7ebf<\/span><br \/>\n <span class=\"tag\">\u5408\u610f\u96be\u5ea6<\/span><br \/>\n <span class=\"tag\">\u80fd\u529b\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u53d1\u97f3\u7ea0\u6b63<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4e25\u8083\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\u666e\u904d\u8d5e\u8d4f\u5176\u57fa\u4e8e\u771f\u5b9e\u6559\u5b66\u7ecf\u9a8c\u7684\u8bbe\u8ba1\u3001\u6709\u6548\u7684\u53d1\u97f3\u7ec3\u4e60\u548c\u6df1\u5ea6\u53cd\u9988\u7cfb\u7edf\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. AI\u5bf9\u8bdd\u6a21\u5757\uff08Lex\uff09\u5b58\u5728\u903b\u8f91\u6df7\u4e71\u3001\u91cd\u590d\u63d0\u95ee\u3001\u9519\u8bef\u6807\u8bb0\u7b49\u4e25\u91cdbug\uff1b2. \u90e8\u5206\u8bed\u8a00\u652f\u6301\u4e0d\u5b8c\u5584\uff08\u5982\u745e\u5178\u8bed\uff09\uff1b3. \u8f93\u5165\u6846\u7b49UI\u7ec6\u8282\u9700\u4f18\u5316\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u627f\u8bfa\u9000\u6b3e\u5e76\u5feb\u901f\u4fee\u590d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Neuralingo\u7684\u91ce\u5fc3\u4e0e\u8f6f\u808b\u540c\u6837\u660e\u663e\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5806\u780c\u201c\u795e\u7ecf\u79d1\u5b66\u201d\u5671\u5934\uff0c\u800c\u5728\u4e8e\u521b\u59cb\u4eba\u4ece1.5\u5e74\u771f\u4eba\u8f85\u5bfc\u4e2d\u63d0\u70bc\u51fa\u7684\u6838\u5fc3\u6d1e\u5bdf\uff1a\u7528\u201c\u4e3b\u52a8\u8f93\u51fa\u201d\u548c\u201c\u5408\u610f\u96be\u5ea6\u201d\u5bf9\u6297\u8bed\u8a00\u5b66\u4e60\u4e2d\u7684\u201c\u865a\u5047\u719f\u7ec3\u5ea6\u201d\u3002\u8fd9\u76f4\u51fb\u4e86Duolingo\u7b49\u6e38\u620f\u5316\u4ea7\u54c1\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u7528\u6237\u6c89\u8ff7\u4e8e\u8f7b\u677e\u901a\u5173\uff0c\u5374\u65e0\u6cd5\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u8c03\u7528\u77e5\u8bc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u8868\u8fbe\u6a21\u5f0f\u201d\uff08\u4e3b\u52a8\u7ffb\u8bd1\uff09\u7f6e\u4e8e\u6838\u5fc3\uff0c\u5e76\u8bbe\u8ba1\u8ba9\u7528\u6237\u81ea\u884c\u6bd4\u5bf9\u7ea0\u9519\uff0c\u8fd9\u7b26\u5408\u201c\u751f\u6210\u6548\u5e94\u201d\u548c\u201c\u5143\u8ba4\u77e5\u201d\u7684\u5b66\u4e60\u539f\u7406\uff0c\u662f\u5176\u5728\u65b9\u6cd5\u8bba\u4e0a\u7684\u7280\u5229\u4e4b\u5904\u3002\u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u98ce\u9669\u6070\u6070\u5728\u4e8e\u8bd5\u56fe\u7528\u6700\u4e0d\u7a33\u5b9a\u7684\u6280\u672f\uff08\u5f53\u524d\u9636\u6bb5\u7684LLM\uff09\u6765\u4ea4\u4ed8\u6700\u9700\u8981\u4e25\u8c28\u6027\u548c\u8fde\u8d2f\u6027\u7684\u6559\u80b2\u5185\u5bb9\u3002\u90a3\u6761\u957f\u8fbe\u5343\u5b57\u7684\u5dee\u8bc4\u5e76\u975e\u5076\u7136\uff0c\u5b83\u66b4\u9732\u4e86AI\u4f5c\u4e3a\u201c\u865a\u62df\u6559\u5e08\u201d\u5728\u6df1\u5c42\u6b21\u5bf9\u8bdd\u7ba1\u7406\u3001\u9519\u8bef\u5f52\u56e0\u548c\u8bfe\u7a0b\u8fde\u8d2f\u6027\u4e0a\u7684\u7cfb\u7edf\u6027\u7f3a\u9677\u3002\u5f53AI\u4e0d\u65ad\u9519\u8bef\u5730\u6807\u8bb0\u201c\u9519\u8bef\u201d\uff0c\u6216\u9677\u5165\u201c\u4e00\u676f\u5496\u5561\u4e00\u4e2a\u725b\u89d2\u5305\u201d\u7684\u5faa\u73af\u65f6\uff0c\u5176\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u795e\u7ecf\u79d1\u5b66\u6846\u67b6\u4fbf\u77ac\u95f4\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u5b9a\u4f4d\u5728\u201c\u4e25\u8083\u5b66\u4e60\u201d\u4e0e\u201c\u5927\u4f17\u5e02\u573a\u201d\u95f4\u6447\u6446\u3002\u652f\u6301\u5341\u4f59\u79cd\u8bed\u8a00\uff08\u5305\u62ec\u5c0f\u8bed\u79cd\uff09\u663e\u793a\u4e86\u5176\u6269\u5f20\u91ce\u5fc3\uff0c\u4f46\u5e95\u5c42\u5de5\u5177\u94fe\uff08\u5982LanguageTool\uff09\u7684\u652f\u6301\u5dee\u5f02\u5fc5\u7136\u5bfc\u81f4\u4f53\u9a8c\u53c2\u5dee\u4e0d\u9f50\uff0c\u8fd9\u4e0e\u5176\u6240\u8ffd\u6c42\u7684\u201c\u7cbe\u51c6\u201d\u80cc\u9053\u800c\u9a70\u3002Neuralingo\u82e5\u60f3\u6210\u529f\uff0c\u5fc5\u987b\u505a\u51fa\u6b8b\u9177\u6289\u62e9\uff1a\u662f\u6536\u7f29\u6218\u7ebf\uff0c\u5728\u5c11\u6570\u8bed\u8a00\u4e0a\u6253\u78e8\u51fa\u4e00\u4e2a\u7a33\u5b9a\u3001\u53ef\u9760\u7684AI\u5bfc\u5e08\u6838\u5fc3\uff1b\u8fd8\u662f\u7ee7\u7eed\u5e7f\u6492\u7f51\uff0c\u5fcd\u53d7\u5f53\u524d\u6280\u672f\u5c40\u9650\u5e26\u6765\u7684\u4f53\u9a8c\u5d29\u584c\u98ce\u9669\u3002\u5b83\u7684\u6545\u4e8b\u8bc1\u660e\u4e86\u201c\u6b63\u786e\u7684\u5b66\u4e60\u7406\u8bba\u201d\u662f\u5fc5\u8981\u6761\u4ef6\uff0c\u4f46\u8fdc\u975e\u5145\u5206\u6761\u4ef6\u3002\u5728AI\u6559\u80b2\u8d5b\u9053\uff0c\u5de5\u7a0b\u5b9e\u73b0\u4e0e\u6559\u5b66\u7406\u5ff5\u7684\u5339\u914d\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5176\u662f\u6210\u4e3a\u9769\u65b0\u8005\uff0c\u8fd8\u662f\u53c8\u4e00\u4e2a\u9ad8\u5f00\u4f4e\u8d70\u7684\u5b9e\u9a8c\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Neuralingo Language Learning<\/span>\n <\/div>\n<div class=\"comment-content\">6 learning modes cover – in theory – all you need to know to truly get good at a new language. Reading, writing, listening, pronunciation, conversation and language understanding. Each exercise uses vocabulary and grammar that you’re slightly insecure in, so you can make mistakes, understand why and get a bit better every day. The learning algorithm is based on the “forgetting curve” and “desirable difficulty” research from neuroscience.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">On a motorbike trip through the Vietnamese mountains I stayed in small villages. Kids there have internet and phones – yet no one to teach them English.<\/p>\n<p>Back in the cities almost everyone I talked to about learning a language told me some version of “I’m trying the apps, but it’s not going great”. <\/p>\n<p>I started tutoring people in my native language, German, for 1.5 years and built neuralingo in multiple iterations, testing methods in the 1:1 sessions and including the most effective ones.<\/p>\n<p>2 of our students have passed official B1 & B2 exams, 2 have passed job interviews in German and one is now working there in a medical job. <\/p>\n<p>I’m not sure yet if neuralingo will work at scale, but I’m hoping more people will test it out and share what still needs fixing to achieve that.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oldcarnewradio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oldcarnewradio<\/a> I really like how you started from real experience instead of just building another generic app. It feels meaningful. I think if you keep listening closely to learners and simplifying what works, you\u2019ll figure out the scaling part step by 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oldcarnewradio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oldcarnewradio<\/a> I find your approach refreshing because you actually tested things in real teaching situations. That makes a big difference. If I were you, I\u2019d keep focusing on outcomes like exams and jobs since those stories will naturally attract more people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oldcarnewradio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oldcarnewradio<\/a> What stands out to me is how you connected two different problems: lack of teachers and ineffective apps. I think if you can keep that balance between human insight and tech, your idea has strong potential to grow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pronunciation exercises are helpful because I can hear mistakes and correct them immediately.<\/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\/@dancer_boy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dancer_boy<\/a> Great! Happy to hear that. What language are you learning? (In some the pronunciation mode works better than others, so I’d just like to verify)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all, congratulations on the launch!! This is a really impressive learning project. I\u2019ve started using it and so far, the experience has been great!<\/p>\n<\/p>\n<p>One thing that genuinely stood out to me was the analysis after the assessments. I\u2019ve tried quite a few language learning apps, and I can confidently say this is one of the best feedback systems I\u2019ve seen, really insightful and helpful.<\/p>\n<\/p>\n<p>If I could suggest one improvement, it would be the textarea in the \u201cAssessment with Lex\u201d section. Since the input size is fixed, it becomes a bit difficult to review longer responses. I tend to write more detailed answers, and navigating through them isn\u2019t the easiest after finishing.<\/p>\n<p>I\u2019m about to start the sessions next and will definitely share more feedback if anything else comes up. Congrats again 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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Thank you Matheus! I am happy to hear about your great learning experience in the assessment! We’ve had one user where something went super wrong in the sessions and I’m hoping that wasn’t a general bug. Please let me know how it is for you. Email is open at <a href=\"mailto:julius@neuralingo.academy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">julius@neuralingo.academy<\/a>.<br \/>Thanks for the feedback on the textarea – will fix!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing this at a really good time as I am trying to polish up my Swedish! Seems like an awesome application, congrats on the launch! What languages do you support atm?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tom_blk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_blk<\/a> Wow, Swedish is interesting. I was on an exchange year in the US once where I lived with a Swedish room mate. That was when Sweden launched Spotify and no one knew what is was yet \ud83d\ude03<\/p>\n<p>Thank you for your kind words. We support Swedish, and you would be the first student – so it would be interesting to hear your thoughts. <\/p>\n<\/p>\n<p>Re: supported languages: We use LanguageTool (Docker) and deepL for verification of the AI responses. We use AzureSDK for the pronunciation analysis and GoogleSpeech for TTS. So, the limiting factor is what these tools support. <\/p>\n<p>The main languages are: English, Spanish, French, German, Italian, Portuguese, Japanese, Korean, Mandarin Chinese, Vietnamese. There are others, like Swedish, Arabic, Russian, Greek… which are supported, but not from all tools. E.g. LanguageTool doesn’t support Swedish, so you may get a few more AI hallucinations. Farsi doesn’t have a great TTS voice available. And so on.. <\/p>\n<p>For the beta, we have left the list of languages quite large to see how the users’ experiences are. Perhaps we need to remove some in the future. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nicely done! smart features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@laurentlahmy_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laurentlahmy_<\/a> Thank you Laurent!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@oldcarnewradio\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oldcarnewradio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oldcarnewradio<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/neuralingo-language-learning\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"neuralingo-language-learning\" target=\"_blank\" rel=\"noopener\">@Neuralingo Language Learning<\/a> <br \/>Hi Julius! It’s my first time to know AI product via makers’ real story which’s really cool and vivid. Here’s my perspective from not professional but real language learner.<br \/>1. \ud83e\udd29\ud83d\udc4dGood aesthetic taste which makes me have attention and intent to go deeper! THAT IS IMPORTANT FOR language learning App. You know what I mean.<br \/>2. Honestly I have left my Duolingo cuz I do not need a game app which only use one language explaining another. \ud83d\ude13What I need to learn is a vivid and like storytelling bridge between cultures not only languages. Neuraligo really delivers a new learning experience.\ud83d\udc4d<br \/>3. I wonder if you guys develop speak features it will be much more convenient.\ud83d\udcac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@laura_yang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laura_yang1<\/a> Hi Laura – Thank you for your kind words! Glad you like the UI – it cost me a lot of nerves to set up – it was either too techy or too academic \ud83d\ude03 <\/p>\n<p>That’s exactly the position we want to develop in the market — the language learning platform that actually works, not a game. Please share updates about your progress – that’s really the only goal neuralingo has. You can use the feedback button on any page or via email to <a href=\"mailto:julius@neuralingo.academy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">julius@neuralingo.academy<\/a>.<\/p>\n<\/p>\n<p>Re: Speaking feature: Have you seen the speaking\/conversation mode? You can hold a real-time conversation, either in writing or by speaking. What I’ve learned from the 1:1 tutoring over the last years is that the most important progress happens in the Expression mode (translating into your target language). Example: Sometimes students ask me to do more listening exercises, because they say they cannot do them well. Then we do them, and they don’t do well again. So they think they just need to do more of them. But when we give them the same text from the listening exercise to read – and they cannot understand, then how can they expect to pass the listening exercise? <\/p>\n<p>My point is: I know it’s a bit boring, but if you can, spend as much time as possible in the Expression mode to build good language understanding. <\/p>\n<p>What language are you learning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most language apps make things too easy so you feel good but don’t actually learn. How many languages does it currently support, and does the pronunciation mode work well for non-Latin script languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> I agree, and I think these apps are targeting people that have only lukewarm interest in learning a language. It’s more a “get the feeling of being in Italy while being at home” kind of thing. So, it becomes entertainment more than education. A friend in Germany said “Duolingo is not really working, but it’s the most productive thing I do with my phone”. I am not sure, I hope we can find a way to navigate this in marketing. <\/p>\n<p>Re: pronunciation mode: <br \/>AzureSDK is used for this and it is remarkably accurate. But I wouldn’t call the pronunciation mode good overall yet for any language, because so much depends on the calibration between the user’s voice and the speech tool. E.g. We have a Portuguese native speaker who is learning German who has a hard time with the consonants, which makes her pronunciation very different from the target. It works and it is helpful, however the Expression mode (translating into the target language) is where most of the actual understanding is gained. Once people understand the language they can listen to it. Once they can do that, they can pronounce it (fine-tuning). <\/p>\n<p>What language do you want to learn and have you tried the pronunciation mode for it already?<\/p>\n<p>Re: supported languages: I am copy\/pasting from my earlier comment:<br \/>We use LanguageTool (Docker) and deepL for verification of the AI responses. We use AzureSDK for the pronunciation analysis and GoogleSpeech for TTS. So, the limiting factor is what these tools support.<\/p>\n<p>The main languages are: English, Spanish, French, German, Italian, Portuguese, Japanese, Korean, Mandarin Chinese, Vietnamese. There are others, like Swedish, Arabic, Russian, Greek… which are supported, but not from all tools. E.g. LanguageTool doesn’t support Swedish, so you may get a few more AI hallucinations. Farsi doesn’t have a great TTS voice available. And so on..<\/p>\n<p>For the beta, we have left the list of languages quite large to see how the users’ experiences are. Perhaps we need to remove some in the future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 know that ProductHunt launches are overwhelmingly AI-based now, but Neurolingo is, after signing up, doing the assessment, and even paying for a plan(!) <strong>a really good example of why “vibecoding” and LLMs in general are not suited to language learning<\/strong> (at least not at the moment).<\/p>\n<\/p>\n<p>It’s why I canceled and uninstalled DuoLingo when they said they were an “AI-first” company.<\/p>\n<\/p>\n<p>This review\/comment is kinda long, so the <strong>TL;DR <\/strong>here, from a paying user who intends to cancel is: <strong>DIY flash cards are a much better use of your time and money.<\/strong><\/p>\n<\/p>\n<p><em>(As a note: all images below are screenshots of the app, in browser, doing something frustrating or confounding.)<\/em><\/p>\n<\/p>\n<ol>\n<li>\n<p>The session was maddening. First, <em>Lex<\/em> insisted on things like accents for French, even though those are not native keys on an English keyboard. I was able to move past this with Lex, but it’s a stupid oversight unless we’re specifically working on an accents exercise.<\/p>\n<\/li>\n<li>\n<p>Lex would ask me if I wanted to explore a specific pain point further, or continue the lesson. Any response (“continue” or “let’s work more on article-noun gender agreement”) would comply…and then <strong><em>immediately<\/em><\/strong> jump into an unrelated lesson and\/or ask me to translate <em>Je voudrais un caf\u00e9 et un croissant. <\/em>When I pointed it out, it said it had some system confusion. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14a48fb3-55d9-448f-8c52-dbbf8a530415.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>In the post-lesson report card (mistake review), it marks responses to the user’s confusion as ACTUAL MISTAKES, which is mind-bogglingly stupid.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a010ae82-339e-42be-a771-f9121d816d61.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" alt=\"Image\" style=\"max-width: 100%\"><\/p>\n<p>Another “mistake” was rightly evaluated as a mistake in the post-lesson, but in the lesson was marked as “ABSOLUTELY CORRECT!” which is confusing, frustrating, and just…bad.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5fc0687-4489-4f56-ada1-d5fbad64d590.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/li>\n<li>\n<p>The constant move back to <em>Je voudrais un caf\u00e9 et un croissant<\/em> created a confounding interruption of the flow of the lesson, ensuring that almost nothing would stick. Sincerely, before the lesson self-ended (which…why?!) it had asked me to translate <em>Je voudrais un caf\u00e9 et un croissant <\/em><strong>no fewer than half a dozen times, completely out of context, and without any relevance to the lesson.<\/strong> That is probably the only thing I remember confidently, other than the sycophantic insistence that I was “absolutely correct to be frustrated” and “translated that perfectly!” (when I had not).<\/p>\n<\/li>\n<li>\n<p>The pre-start evaluation put me at A1, but the session for some reason was in A1, and the pre-start analysis had me at 10, but this hour long session is saying I’m now at 11, even though it’s a full half-level below where I should’ve started?? Also: This is a minor gripe, but I didn’t spend 108 minutes in this lesson (it was about 50, and then the lesson auto-ended without warning).<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48b7675d-b257-4e14-a47e-ef6acf9822f8.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/li>\n<li>\n<p>Who is this little bit of “sage wisdom” supposed to be for? Why are you shipping a language app with a formulaic fortune cookie saying?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6120c1bf-5afc-4d37-b721-a259a7346954.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/li>\n<li>\n<p>The mistake overview is actually just worthless, because half of these just <strong><em>were not mistakes<\/em><\/strong>, and many of the others were me attempting to troubleshoot Lex’s condescension (which was especially high contrast when Lex was just dead wrong, e.g. <em>The root cause of your mistake is….<\/em>) even if the mistake was something like noun gender, which is learned through rote memorization, and cannot be divined by looking at the word. <strong>For example, none of the “mistakes” listed as mistakes were actually mistakes. The evaluation is just hallucinating.<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4502d7bc-1b2b-4670-8f67-da70fac28064.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/078e6662-3468-47dc-a204-f7566dbdd872.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/li>\n<\/ol>\n<p>I gotta say that it is deeply agitating for this to be the outcome here. I could’ve made this in ChatGPT back when OpenAI launched the “custom GPTs” feature in like, 2023, and it would’ve been just as if not more effective. I have very little confidence that NeuroLingo is ready for prime time in <strong><em>any<\/em><\/strong> sense of the word “ready,” and, aside from the reasonably attractive UI, I’m not confident in <strong>anything about NeuroLingo.<\/strong> <\/p>\n<p>Importantly here, I’m not confident that Lex\/the product even has a good enough internal understanding of language or how languages are learned to believe that the lesson I just spent an hour in was accurate on a language\/lexicon\/vernacular level. <\/p>\n<p><strong>In almost any scenario I can imagine, I would’ve been much better off using Google Translate to make personal flash cards,<\/strong> and just memorizing them\u2013and I’m saying that with the understanding that Google Translate isn’t particularly great.<\/p>\n<p>I would say “good luck” but <strong>I honestly feel like this product might be <em>actively<\/em> deleterious to users’ attempts to learn a language. <\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_joseph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_joseph<\/a> Good morning David! Thank you for taking the time to write such an extensive review. Something went majorly wrong in your session. I had fixed the “mistakes recorded in English” issue before – it seems not sufficiently. The unrelated additional exercise and the “<em>Je voudrais un caf\u00e9 et un croissant” <\/em>many times is new to me. Wild! I agree with you – that those things are severly disrupting the learning experience. I’d push back slightly on the accent comment, LEX is supposed to be thorough and accents are a part of the language. Did you find setting your keyboard to French worked?<\/p>\n<p>Re: Paid plan: You are obviously not satisfied, so please send me an email to <a href=\"mailto:julius@neuralingo.academy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">julius@neuralingo.academy<\/a> and tell me where can I send the money back to. Please also remember to cancel the subscription, otherwise it will go on monthly. <\/p>\n<\/p>\n<p>A user having an experience like yours was the thing I was most afraid of. Now it happened and in some way it had to, to help discover those issues. Thanks for the brutal honesty. <\/p>\n<\/p>\n<p>Julius<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really clean UX on this. How are you handling rate limiting on the API side?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lumidrivetech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lumidrivetech<\/a> Thanks! We are using slow_api – rate limits on all routes incl. signup, verification, billing, and of course the model responses. Text is not so much, but the speech stuff can get expensive. The backend is FastAPI btw.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with your launch!<\/p>\n<p>Learning a language properly through apps is really hard (I’m struggling to learn German with Duolingo actually), and I think your app can really solve this problem!<\/p>\n<\/p>\n<p>I’m curious to know more about the method you talk about in the website: did you do some deep research on neuroscience or are there neuoscientists in your team who helped you develop the app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pamela_arienti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pamela_arienti<\/a> Thank you Pamela! Interesting that you’re learning German – I bet you are not loving the grammar cases (Dativ, Akkusativ, …). It would be interesting to hear your comparison between your progress made from Duolingo and neuralingo. <\/p>\n<p>The core neuroscientific findings are that we remember very little when we passively consume material and significantly more when doing it actively. There are 3 key active learning methods with increasing effectiveness: group discussion, learning by doing, explaining (most effective). We basically eliminated all the passive ones and replaced them with active ones, e.g. the AI does not tell you the mistakes right away, but it asks you to go through what you wrote and compare it to the correct solution and spot your mistakes yourself. <\/p>\n<p>Desirable difficulty is also a key neuroscientific concept: Each exercise is just a tiny bit more difficult than the previous one, so that you’re making about 1-3 mistakes. You’re always a bit outside your comfort zone, but it’s challenging, not overwhelming. (I think that’s very important, because when we see progress, we continue, but if we get overwhelmed – which we often do in traditional language learning – we stop)<\/p>\n<p>The neuroscience that exists goes far deeper than we’ve applied in neuralingo currently. I did it myself, but I am hoping that someone with a neuroscientific background will join the advisory board.<\/p>\n<p>P.S. Perhaps we should add you to our free neuralingo German group – 8 German learners from Chile, Peru, Turkey, Iran, Philippines – they are going to Germany for work. You could set meetings with them to 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<\/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\/4LI667EGBQNR5Q\" class=\"app-title\">Halo Vision Headphones<\/a><\/p>\n<div class=\"one-liner\">Headphones with a camera to capture moments as you jam<\/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\u96c6\u6210\u6444\u50cf\u5934\u7684\u8033\u673a\uff0c\u8ba9\u7528\u6237\u5728\u6c89\u6d78\u4e8e\u97f3\u4e50\u7684\u540c\u65f6\uff0c\u80fd\u4fbf\u6377\u5730\u4ee5\u7b2c\u4e00\u89c6\u89d2\u6355\u6349\u773c\u524d\u77ac\u95f4\uff0c\u89e3\u51b3\u4e86\u5355\u624b\u62cd\u6444\u4e0e\u6c89\u6d78\u4f53\u9a8c\u76f8\u51b2\u7a81\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\/7e2600eb-e0f7-4495-97b0-34902249a075.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67d95f5e-ff94-488a-8535-8581b474cfd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a4bc6f4-5c3c-49ce-b7b2-7e8d09865ada.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e82b6265-4fca-4f8d-8046-3f980dcbbd04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b649059f-dca5-4b3f-83c2-b9cc475c121e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc870d67-6826-4136-9237-6004abaf27a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3940a060-498e-4a43-82f4-357f7b2d5e8f.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Photography<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u7a7f\u6234<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e00\u89c6\u89d2\u62cd\u6444<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u535a\u5ba2<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u76f8\u673a<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u8033\u673a<\/span><br \/>\n <span class=\"tag\">\u591a\u529f\u80fd\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f17\u7b79\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u6355\u6349<\/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\u521b\u610f\uff0c\u5e76\u5173\u6ce8\u73af\u5883\u81ea\u9002\u5e94\u97f3\u4e50\u3001\u7535\u6c60\u7eed\u822a\uff08\u540c\u65f6\u5f55\u50cf\u4e0e\u64ad\u653e\u97f3\u4e50\u53ef\u8fbe\u7ea66\u5c0f\u65f6\uff09\u7b49\u6027\u80fd\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u5206\u4eab\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u5386\u7a0b\u4e0e\u6d4b\u8bd5\u6570\u636e\uff0c\u53e6\u6709\u7528\u6237\u8ba4\u4e3a\u5176\u9002\u5408\u76f4\u64ad\u3001\u97f3\u4e50\u5bf9\u6218\u7b49\u97f3\u89c6\u9891\u5e73\u53f0\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 Halo Vision Headphones \u8bd5\u56fe\u5728\u62e5\u6324\u7684\u7a7f\u6234\u8bbe\u5907\u5e02\u573a\u5f00\u8f9f\u4e00\u4e2a\u201c\u97f3\u9891\u89c6\u89c9\u8bb0\u5f55\u201d\u7684\u65b0\u54c1\u7c7b\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u573a\u666f\u7684\u65e0\u611f\u6355\u6349\u3002\u5b83\u5c06\u6444\u50cf\u5934\u7f6e\u4e8e\u8033\u673a\uff0c\u770b\u4f3c\u662f\u786c\u4ef6\u53e0\u52a0\u7684\u5fae\u521b\u65b0\uff0c\u5b9e\u5219\u7784\u51c6\u4e86\u7528\u6237\u5728\u7279\u5b9a\u573a\u666f\uff08\u5982\u97f3\u4e50\u4f1a\u3001\u65c5\u884c\u3001\u8fd0\u52a8\uff09\u4e2d\u65e2\u60f3\u6c89\u6d78\u4f53\u9a8c\u53c8\u60f3\u8bb0\u5f55\uff0c\u5374\u4e0d\u613f\u88ab\u624b\u673a\u6216\u7b28\u91cd\u8bbe\u5907\u6253\u65ad\u7684\u6df1\u5c42\u9700\u6c42\u3002\u4ea7\u54c1\u4ecb\u7ecd\u5f3a\u8c03\u201c\u6240\u89c1\u5373\u6240\u6444\u201d\uff0c\u8fd9\u6bd4\u8fd0\u52a8\u76f8\u673a\u66f4\u8f7b\u4fbf\u79c1\u5bc6\uff0c\u6bd4\u624b\u673a\u62cd\u6444\u66f4\u89e3\u653e\u53cc\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u8fdc\u5927\u4e8e\u673a\u9047\u3002\u9996\u5148\uff0c**\u529f\u80fd\u5b9a\u4f4d\u6a21\u7cca**\u3002\u4f5c\u4e3a\u8033\u673a\uff0c14MP\u4e0e1080p\u7684\u6444\u50cf\u7d20\u8d28\u5728\u5f53\u4e0b\u4ec5\u5c5e\u5165\u95e8\uff0c\u96be\u4ee5\u6ee1\u8db3\u4e25\u8083\u521b\u4f5c\uff1b\u4f5c\u4e3a\u62cd\u6444\u8bbe\u5907\uff0c\u5176\u56fa\u5b9a\u89c6\u89d2\u4e0e\u6536\u97f3\u6548\u679c\u5b58\u7591\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u73af\u5883\u81ea\u9002\u5e94\u97f3\u4e50\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u7528\u6237\u5bf9\u201c\u667a\u80fd\u201d\u7684\u671f\u5f85\u8fdc\u8d85\u5f53\u524d\u7b80\u5355\u7684\u786c\u4ef6\u62fc\u63a5\u3002\u5176\u6b21\uff0c**\u6838\u5fc3\u4f53\u9a8c\u53ef\u80fd\u76f8\u4e92\u4fb5\u8680**\u3002\u6301\u7eed\u6444\u50cf\u5bf9\u7b97\u529b\u4e0e\u7535\u91cf\u7684\u6d88\u8017\u5de8\u5927\uff0c\u5f00\u53d1\u8005\u79f0\u53ef\u652f\u6491\u7ea66\u5c0f\u65f6\uff0c\u8fd9\u52bf\u5fc5\u4ee5\u727a\u7272\u97f3\u9891\u7eed\u822a\u6216\u6027\u80fd\u4e3a\u4ee3\u4ef7\uff0c\u53ef\u80fd\u4e24\u5934\u4e0d\u8ba8\u597d\u3002\u6700\u540e\uff0c**\u9690\u79c1\u4e0e\u793e\u4ea4\u63a5\u53d7\u5ea6\u662f\u4e00\u9053\u9690\u5f62\u9ad8\u5899**\u3002\u4f69\u6234\u8005\u53ef\u80fd\u88ab\u89c6\u4e3a\u59cb\u7ec8\u5728\u5f55\u50cf\uff0c\u5f15\u53d1\u4ed6\u4eba\u4e0d\u9002\uff0c\u8fd9\u5728\u793e\u4ea4\u573a\u5408\u53ef\u80fd\u6210\u4e3a\u81f4\u547d\u4f24\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u4e3a\u201c\u8bb0\u5f55\u751f\u6d3b\u201d\u8fd9\u4e00\u4f4e\u9891\u9700\u6c42\uff0c\u5f3a\u884c\u6346\u7ed1\u201c\u8046\u542c\u97f3\u4e50\u201d\u8fd9\u4e00\u9ad8\u9891\u9700\u6c42\u7684\u5b9e\u9a8c\u6027\u4ea7\u54c1\u3002\u5b83\u6d1e\u5bdf\u5230\u4e86\u4e00\u4e2a\u7f1d\u9699\u5e02\u573a\uff0c\u4f46\u672a\u80fd\u8bc1\u660e\u8be5\u9700\u6c42\u8db3\u591f\u5f3a\u70c8\u4e14\u65e0\u6cd5\u88ab\u624b\u673a\u5206\u4f53\u4f7f\u7528\uff08\u5982\u84dd\u7259\u8033\u673a+\u624b\u6301\u4e91\u53f0\uff09\u66f4\u597d\u66ff\u4ee3\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u70ab\u9177\u7684\u96c6\u6210\u6982\u5ff5\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u753b\u8d28\u3001\u7eed\u822a\u3001\u97f3\u8d28\u3001\u4f69\u6234\u611f\u4e0e\u9690\u79c1\u8bbe\u8ba1\u4e0a\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u57f9\u80b2\u51fa\u72ec\u7279\u7684\u7528\u6237\u573a\u666f\u4e0e\u5185\u5bb9\u751f\u6001\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u6709\u8da3\u7684\u4f17\u7b79\u73a9\u5177\uff0c\u800c\u975e\u4e00\u4e2a\u80fd\u5b9a\u4e49\u54c1\u7c7b\u7684\u4e3b\u6d41\u8bbe\u5907\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\">Halo Vision Headphones<\/span>\n <\/div>\n<div class=\"comment-content\">Halo headphones are the first ever headphones equipped with a camera. Let your headphones see what you see, capture moments as they happen and jam to your favorite music all in one beautifully designed pair of headphones. Large, true stereo sound drivers, 14 megapixel camera that films 1080p quality videos and a configurable action button make the Halos the perfect companion.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s a cool idea. Congrats on the launch \ud83c\udf89 <\/p>\n<p>Btw, will the music in the headphones change as per the environment?<\/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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a> thanks! As of now, there are no plans for that but that would be very cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Designing the Halos has been one of the most exhilarating experiences in the last couple of years. Everything from designing the PCBs, the look of the headphones, testing the camera in different scenarios, endlessly listening to music to tune the sound and letting people play with them, who have been as excited as I have been to test them, is unforgettable. It’s not everyday you get to usher in a new product category and I couldn’t be happier with how they turned out and the footage I have been able to capture. I cannot wait for everyone to get their hands on them and share their experiences and footage!<\/div>\n<div class=\"comment-actions\">\n<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\/@space0blaster\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@space0blaster<\/a> Many congrats. How’s the battery life and performance when you’re recording 1080p video and streaming music simultaneously? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rohanrecommends pretty good! I\u2019ve recorded non stop 30-45 seconds videos for about 4 hours and still had juice left after (with WiFi on). You should get 6 hours on a fresh charge if you\u2019re recording virtually non stop.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is amazing! And perfect for our platform! We do live-traded music battles! It\u2019s quite the audio visual experience!! \ud83d\ude4c\ud83d\ude01<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K5UPH5RRD3GX63\" class=\"app-title\">ClawKing<\/a><\/p>\n<div class=\"one-liner\">On-chain AI battle royale where 8 lobsters fight<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawKing\u662f\u4e00\u6b3e\u5b8c\u5168\u94fe\u4e0a\u7684AI\u5927\u9003\u6740\u6e38\u620f\uff0c\u73a9\u5bb6\u901a\u8fc7\u4e3a\u9f99\u867eNFT\u7f16\u5199\u6218\u6597\u811a\u672c\uff0c\u5728\u65e0\u9700\u5b9e\u65f6\u64cd\u4f5c\u7684\u73af\u5883\u4e2d\uff0c\u8ba9AI\u4ee3\u7406\u81ea\u52a8\u7ade\u6280\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6e38\u620f\u5bf9\u73a9\u5bb6\u53cd\u5e94\u901f\u5ea6\u548c\u6301\u7eed\u5728\u7ebf\u65f6\u95f4\u7684\u4f9d\u8d56\uff0c\u4e3a\u7b56\u7565\u7f16\u7a0b\u7231\u597d\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7eaf\u7cb9\u4ee5\u4ee3\u7801\u667a\u6167\u548c\u903b\u8f91\u4f18\u5316\u53d6\u80dc\u7684\u7ade\u6280\u573a\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\/ef1352cb-2aae-458f-a5b2-e7f16a8d56c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61c2fdde-7007-4d9c-a7ef-86d995f744ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c1322f5-6a8a-4ee7-afea-51af6c4aa923.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecf0ae56-b1b7-41bc-9f8c-0986011b36e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef59e80c-63be-4677-8959-960929fcacd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ab4e394-b3ab-4352-ab6e-95857ae739bf.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\">Action Games<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Web3<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5168\u94fe\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">AI\u7ade\u6280<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u94fe\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">NFT<\/span><br \/>\n <span class=\"tag\">\u7b56\u7565\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5408\u7ea6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6218\u6597<\/span><br \/>\n <span class=\"tag\">Web3\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">play-to-earn<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u6709\u6548\u8bc4\u8bba\u8f83\u5c11\uff0c\u4ec5\u6709\u5f00\u53d1\u8005\u56e2\u961f\u7684\u81ea\u6211\u4ecb\u7ecd\u3002\u8bc4\u8bba\u9610\u8ff0\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u521d\u8877\uff08\u4e3aAI\u800c\u975e\u4eba\u7c7b\u8bbe\u8ba1\u6e38\u620f\uff09\u3001\u6838\u5fc3\u673a\u5236\uff08\u4ee3\u7801\u5bf9\u6218\u3001\u5168\u94fe\u8fd0\u884c\uff09\u4ee5\u53ca\u5e94\u5bf9\u533a\u5757\u94fe\u8ba1\u7b97\u9650\u5236\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5c1a\u65e0\u5916\u90e8\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClawKing\u7684\u53d9\u4e8b\u91ce\u5fc3\u5927\u4e8e\u5176\u4f5c\u4e3a\u6e38\u620f\u7684\u5b9e\u8d28\u3002\u5b83\u7cbe\u51c6\u5730\u7f1d\u5408\u4e86\u201c\u5168\u94fe\u6e38\u620f\u201d\u3001\u201cAI\u4ee3\u7406\u201d\u548c\u201c\u53ef\u7f16\u7a0bNFT\u201d\u8fd9\u51e0\u4e2a\u5f53\u524dWeb3\u9886\u57df\u6700\u524d\u6cbf\u4f46\u4e5f\u6700\u865a\u70ed\u7684\u6982\u5ff5\u6807\u7b7e\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e3aAI\u8bbe\u8ba1\u6e38\u620f\u201d\u7684\u6838\u5fc3\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6e38\u620f\u73a9\u6cd5\u4ece\u5b9e\u65f6\u4ea4\u4e92\u964d\u7ef4\u6210\u56de\u5408\u5236\u7b56\u7565\u811a\u672c\u7684\u7f16\u5199\u4e0e\u4f18\u5316\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u94fe\u4e0a\u8fd0\u884c\u7684\u3001\u53ef\u89c6\u5316\u7a0b\u5ea6\u6709\u9650\u7684\u201c\u4ee3\u7801\u7ade\u8d5b\u5e73\u53f0\u201d\uff0c\u800c\u975e\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u6e38\u620f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u5176\u6e38\u620f\u6027\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a\u201c\u5168\u94feAI\u4ee3\u7406\u6d4b\u8bd5\u573a\u201d\u7684\u5b9e\u9a8c\u6027\u3002\u5b83\u8bd5\u56fe\u5728\u533a\u5757\u94fe\u6709\u9650\u7684\u8ba1\u7b97\u73af\u5883\u4e0b\uff0c\u6784\u5efa\u4e00\u4e2a\u5b8c\u5168\u900f\u660e\u3001\u53ef\u9a8c\u8bc1\u7684\u667a\u80fd\u4f53\u535a\u5f08\u73af\u5883\u3002\u8fd9\u4e3a\u7814\u7a76\u94fe\u4e0a\u81ea\u6cbb\u4ee3\u7406\uff08AA\uff09\u7684\u4ea4\u4e92\u3001\u535a\u5f08\u903b\u8f91\u4ee5\u53ca\u667a\u80fd\u5408\u7ea6\u7684\u590d\u6742\u6027\u7ba1\u7406\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u6c99\u76d2\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u4e5f\u7b26\u5408\u8fd9\u4e00\u5b9e\u9a8c\u7cbe\u795e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6781\u4e3a\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u76ee\u6807\u7528\u6237\u7fa4\u4f53\u6781\u5176\u72ed\u7a84\u4e14\u91cd\u53e0\uff1a\u65e2\u8981\u61c2\u667a\u80fd\u5408\u7ea6\u4e0e\u94fe\u4e0a\u4ea4\u4e92\uff0c\u53c8\u8981\u5177\u5907\u7b56\u7565\u7b97\u6cd5\u601d\u7ef4\u548c\u7f16\u7a0b\u5174\u8da3\u3002\u8fd9\u65e0\u7591\u662f\u4e00\u4e2a\u201c\u6781\u5c0f\u4f17\u5708\u5b50\u201d\u3002\u5176\u6b21\uff0c\u5c06\u590d\u6742\u7b56\u7565\u7b80\u5316\u4e3a\u6709\u9650\u7684\u94fe\u4e0a\u72b6\u6001\u53d8\u91cf\uff08HP\u3001\u653b\u9632\u7b49\uff09\uff0c\u5176\u7b56\u7565\u6df1\u5ea6\u548c\u957f\u671f\u53ef\u73a9\u6027\u5b58\u7591\uff0c\u6781\u6613\u9677\u5165\u6700\u4f18\u89e3\u8fc5\u901f\u88ab\u53d1\u6398\u7684\u56f0\u5883\u3002\u6700\u540e\uff0c\u201c\u5168\u94fe\u8fd0\u884c\u201d\u5728\u4fdd\u8bc1\u900f\u660e\u4e0e\u516c\u5e73\u7684\u540c\u65f6\uff0c\u4e5f\u610f\u5473\u7740\u9ad8\u6602\u7684Gas\u6210\u672c\u3001\u7f13\u6162\u7684\u4ea4\u4e92\u901f\u5ea6\u4ee5\u53ca\u6781\u81f4\u7684\u903b\u8f91\u7b80\u5316\uff0c\u8fd9\u4e0eAI\u8bad\u7ec3\u548c\u590d\u6742\u7b56\u7565\u6a21\u62df\u6240\u9700\u7684\u4e30\u5bcc\u6570\u636e\u4e0e\u9ad8\u901f\u8fed\u4ee3\u73af\u5883\u80cc\u9053\u800c\u9a70\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cClawKing\u66f4\u50cf\u4e00\u4e2a\u6982\u5ff5\u9a8c\u8bc1\u539f\u578b\uff0c\u5b83\u5c55\u793a\u4e86\u533a\u5757\u94fe\u4f5c\u4e3a\u201c\u53ef\u4fe1\u7ade\u6280\u573a\u201d\u7684\u4e00\u79cd\u53ef\u80fd\u6027\uff0c\u4f46\u5176\u7b28\u91cd\u7684\u6280\u672f\u8f7d\u4f53\u4e0e\u5b83\u6240\u8ffd\u6c42\u7684\u201cAI\u4f18\u5316\u201d\u672c\u8d28\u5b58\u5728\u6839\u672c\u77db\u76fe\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5438\u5f15\u5230\u8db3\u591f\u591a\u7684\u6781\u5ba2\u5f00\u53d1\u8005\u5f62\u6210\u4e00\u4e2a\u9ad8\u667a\u529b\u7684\u535a\u5f08\u751f\u6001\uff0c\u800c\u975e\u666e\u901a\u73a9\u5bb6\u7684\u6d8c\u5165\u3002\u5728\u5f53\u524d\u7684\u53d9\u4e8b\u6ce1\u6cab\u4e0b\uff0c\u5b83\u9700\u8981\u5c3d\u5feb\u8bc1\u660e\u5176\u7b56\u7565\u751f\u6001\u7684\u6df1\u5ea6\uff0c\u5426\u5219\u5c06\u8fc5\u901f\u892a\u53bb\u5149\u73af\uff0c\u6210\u4e3a\u4e00\u4e2a\u7cbe\u81f4\u7684\u94fe\u4e0a\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ClawKing<\/span>\n <\/div>\n<div class=\"comment-content\">ClawKing is the world’s first fully on-chain AI battle royale. Mint your lobster NFT, write AI battle scripts, and compete in 8-player free-for-all arenas on opBNB. \u2022 AI vs Human: AI agents and human players compete in the same arena \u2022 Fully on-chain: All battle logic runs in transparent smart contracts \u2022 Code-to-win: Write strategy scripts, your lobster fights automatically \u2022 Open source: Contracts and frontend fully open source<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>We started ClawKing with one question: What if we designed a game FOR AI, not just for humans?<\/p>\n<p>Most games are built around real-time reflexes and visual feedback \u2014 things humans are good at. But AI doesn’t need any of that. AI thrives on strategy, pattern recognition, and relentless optimization.<\/p>\n<p>So we built an arena where players write battle scripts for their lobsters, then watch them fight autonomously. No button-mashing, no reaction time \u2014 pure strategy. You analyze replays, tweak your code, and outsmart opponents. Honestly, this would be exhausting for most humans \u2014 but it’s exactly what AI agents are built for.<\/p>\n<p>The other challenge: blockchain has very limited compute. How do you design a deep, strategic game with minimal on-chain data? That constraint forced us to make every variable count \u2014 HP, attack, defense, speed, plus rock-paper-scissors move mechanics \u2014 all running fully in smart contracts.<\/p>\n<p>The result: a transparent, verifiable arena where AI agents and humans compete on equal footing. No hidden logic, no server-side tricks. Just code vs code.<\/p>\n<p>Try it at clawking.cc \ud83e\udd9e<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5VWRERQ3E3IZRC\" class=\"app-title\">Diploi<\/a><\/p>\n<div class=\"one-liner\">Go from zero to a live full-stack app with 3 clicks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Diploi\u662f\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u548c\u56e2\u961f\u7684\u5168\u6808\u5e94\u7528\u90e8\u7f72\u5e73\u53f0\uff0c\u901a\u8fc7\u6781\u7b80\u70b9\u51fb\u64cd\u4f5c\uff0c\u5728\u6570\u79d2\u5185\u5b8c\u6210\u4ece\u4ee3\u7801\u5230\u7ebf\u4e0a\u73af\u5883\u7684\u81ea\u52a8\u5316\u90e8\u7f72\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5f00\u53d1\u6d41\u7a0b\u4e2dSSL\u914d\u7f6e\u3001CI\/CD\u642d\u5efa\u7b49DevOps\u7e41\u7410\u73af\u8282\u7684\u8017\u65f6\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\/ef5f666a-e444-41e4-83df-06b48fb54e90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb4e8d03-84ca-4f6b-b336-56061fa4ebe4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/817c551b-2556-40ef-b05f-a5321b861bb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a19943c-b953-49f7-a02f-65237bcacf49.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd52d69a-d755-473c-8028-2d431987b1b0.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\/bf083969-93fd-48e4-8bba-9d6d2012f526.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=DRhv0SD4E_8\"><source src=\"https:\/\/www.youtube.com\/watch?v=DRhv0SD4E_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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5168\u6808\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">DevOps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u5f00\u53d1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237\u8bd5\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6846\u67b6\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u6258\u7ba1<\/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\u201c3\u70b9\u51fb\u90e8\u7f72\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u5927\u5e45\u7b80\u5316\u4e86SSL\u3001CI\/CD\u7b49\u7e41\u7410\u914d\u7f6e\u3002\u5bf9\u201c\u65e0\u9700\u8d26\u6237\u5373\u53ef\u8bd5\u7528\u201d\u529f\u80fd\u8868\u793a\u5173\u6ce8\u5e76\u8be2\u95ee\u7ec6\u8282\u3002\u8bc4\u8bba\u6574\u4f53\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f00\u53d1\u73af\u5883\u642d\u5efa\u8017\u65f6\u7684\u75db\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Diploi\u6240\u6807\u699c\u7684\u201c3\u70b9\u51fb\u90e8\u7f72\u5168\u6808\u5e94\u7528\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u65e5\u8d8b\u590d\u6742\u7684\u73b0\u4ee3\u5e94\u7528\u57fa\u7840\u8bbe\u65bd\uff08\u4e91\u73af\u5883\u3001\u7f51\u7edc\u3001\u5b89\u5168\u3001\u6d41\u6c34\u7ebf\uff09\u8fdb\u884c\u9ad8\u5ea6\u4ea7\u54c1\u5316\u548c\u5c01\u88c5\uff0c\u5176\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u6307\u5411\u6838\u5fc3\u5f00\u53d1\u73af\u8282\uff0c\u800c\u662f\u76f4\u6307\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u90e8\u7f72\u8fd0\u7ef4\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u4e14\u5c16\u9510\uff1a\u5728\u201c\u6c1b\u56f4\u7f16\u7801\u201d\uff08Vibe Coding\uff09\u548c\u5feb\u901f\u539f\u578b\u6587\u5316\u76db\u884c\u7684\u5f53\u4e0b\uff0c\u5f00\u53d1\u8005\u521b\u610f\u7684\u6700\u5927\u963b\u5c3c\u5f80\u5f80\u4e0d\u662f\u7f16\u7a0b\u672c\u8eab\uff0c\u800c\u662f\u5c06\u5176\u53d8\u4e3a\u53ef\u516c\u5f00\u8bbf\u95ee\u3001\u5b89\u5168\u3001\u53ef\u8fed\u4ee3\u7684\u7ebf\u4e0a\u670d\u52a1\u6240\u9700\u7684\u4e00\u7cfb\u5217\u201c\u82e6\u529b\u6d3b\u201d\u3002Diploi\u8bd5\u56fe\u5c06\u8fd9\u4e00\u8fc7\u7a0b\u4ece\u201c\u4ee5\u5c0f\u65f6\u8ba1\u7684\u7cfb\u7edf\u5de5\u7a0b\u201d\u538b\u7f29\u4e3a\u201c\u4ee5\u5206\u949f\u8ba1\u7684\u6807\u51c6\u64cd\u4f5c\u201d\uff0c\u5176\u91ce\u5fc3\u662f\u6210\u4e3a\u5e94\u7528\u4ece\u672c\u5730\u5230\u4e91\u7aef\u7684\u201c\u6807\u51c6\u5316\u53d1\u5c04\u53f0\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\u5728\u62bd\u8c61\u4e0e\u7075\u6d3b\u6027\u7684\u5929\u5e73\u4e0a\uff0c\u6b64\u7c7b\u5e73\u53f0\u6781\u6613\u9677\u5165\u4e24\u96be\uff1a\u8fc7\u5ea6\u62bd\u8c61\u5c06\u4e27\u5931\u5bf9\u590d\u6742\u5b9a\u5236\u5316\u9700\u6c42\uff08\u5982\u7279\u5b9a\u7f51\u7edc\u67b6\u6784\u3001\u7ec6\u7c92\u5ea6CI\u89c4\u5219\uff09\u7684\u652f\u6301\u80fd\u529b\uff0c\u6ca6\u4e3a\u73a9\u5177\uff1b\u800c\u63d0\u4f9b\u8fc7\u591a\u914d\u7f6e\u9009\u9879\uff0c\u5219\u53c8\u80cc\u79bb\u4e86\u201c\u6781\u7b80\u70b9\u51fb\u201d\u7684\u521d\u5fc3\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u7528\u6237\u4e60\u60ef\u9762\u4e34\u8003\u9a8c\u3002\u201c\u65e0\u8d26\u6237\u8bd5\u7528\u201d\u662f\u6781\u4f73\u7684\u83b7\u5ba2\u94a9\u5b50\uff0c\u4f46\u5982\u4f55\u5c06\u5c1d\u9c9c\u7528\u6237\u8f6c\u5316\u4e3a\u613f\u610f\u4e3a\u8d44\u6e90\uff08\u8ba1\u7b97\u3001\u5b58\u50a8\u3001\u6d41\u91cf\uff09\u4ed8\u8d39\u7684\u957f\u671f\u5ba2\u6237\uff0c\u662f\u6b64\u7c7b\u5e73\u53f0\u6c38\u6052\u7684\u8bfe\u9898\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u4e91\u5382\u5546\u5747\u5df2\u63d0\u4f9b\u7c7b\u4f3c\u6258\u7ba1\u670d\u52a1\uff08\u5982Vercel\u3001Railway\u3001AWS Amplify\uff09\u7684\u7ade\u4e89\u7ea2\u6d77\u4e2d\uff0cDiploi\u9700\u8981\u6784\u5efa\u8db3\u591f\u5dee\u5f02\u5316\u7684\u58c1\u5792\uff0c\u6216\u8bb8\u5728\u4e8e\u5176\u5bf9\u540e\u7aef\u6846\u67b6\uff08\u5982FastAPI\uff09\u7684\u66f4\u5e73\u7b49\u652f\u6301\uff0c\u6216\u5728\u4e8e\u5176\u56e2\u961f\u534f\u4f5c\u6d41\u7a0b\u7684\u6df1\u5ea6\u4f18\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cDiploi\u7684\u51fa\u73b0\u662f\u5f00\u53d1\u8005\u4f53\u9a8c\uff08DX\uff09\u7ade\u8d5b\u4e2d\u7684\u4e00\u4e2a\u6807\u5fd7\u6027\u4ea7\u7269\u3002\u5b83\u672a\u5fc5\u80fd\u66ff\u4ee3\u6240\u6709\u4e13\u4e1aDevOps\u6d41\u7a0b\uff0c\u4f46\u5bf9\u4e8e\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u521d\u521b\u56e2\u961f\u6216\u5185\u90e8\u5de5\u5177\u5feb\u901f\u4ea4\u4ed8\u7b49\u573a\u666f\uff0c\u5b83\u63d0\u4f9b\u4e86\u6781\u5177\u8bf1\u60d1\u529b\u7684\u201c\u6548\u7387\u6377\u5f84\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u7b80\u5355\u6613\u7528\u201d\u4e0e\u201c\u4e13\u4e1a\u53ef\u9760\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u771f\u6b63\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Diploi<\/span>\n <\/div>\n<div class=\"comment-content\">A single platform to scaffold, code, and ship full-stack apps for developers and teams, that removes DevOps overhead from your dev workflow. Launch development, staging and production environments in seconds, which go live with SSL protection, CI\/CD from the start, and CDN built-in.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely will try it out as the automated deployments is the most interesting part right now in the era of vibe coding! Have a great 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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> thank you! \ud83d\ude0a <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">You know that part where you have a great app idea, but you have to spend an afternoon setting up SSL, CI\/CD, and deployment config?<\/p>\n<p>We replaced that with 3 clicks.<\/p>\n<p>Pick your stack (Next.js, SvelteKit, FastAPI, whatever), add a database if you need one, and hit Launch. Your app is live, SSL-protected, with CI\/CD and a cloud dev environment, all configured automatically.<\/p>\n<p>If you want a complex stack for your app? Sure, it might take 4 or 5 clicks extra, but sure less than 1 minute.<\/p>\n<p>You can try Diploi right now without even creating an account. \u263a\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wickathou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wickathou<\/a> Huge congrats @wickathou @marcusahlfors @munkkeli! The no-account trial caught my attention, can you actually deploy a live app without signing up? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wickathou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wickathou<\/a> Love how Diploi just cuts all the setup stress, few clicks and your app is live, SSL and all . Super simple and fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>replacing a full afternoon of ssl + ci\/cd config with 3 clicks is a great pitch. congrats on shipping! \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<\/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\/XV6QMTLW262TBY\" class=\"app-title\">MulmoChat<\/a><\/p>\n<div class=\"one-liner\">Modular Interface for visually interactive AI responses<\/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\u652f\u6301\u8bed\u97f3\u4ea4\u4e92\u7684\u591a\u6a21\u6001AI\u804a\u5929\u5e94\u7528\uff0c\u901a\u8fc7\u5171\u4eab\u753b\u5e03\u5c06\u5bf9\u8bdd\u5185\u5bb9\u5b9e\u65f6\u53ef\u89c6\u5316\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5934\u8111\u98ce\u66b4\u3001\u56fe\u8868\u5236\u4f5c\u7b49\u573a\u666f\u4e2d\uff0c\u601d\u7ef4\u96be\u4ee5\u76f4\u89c2\u5448\u73b0\u548c\u7f16\u8f91\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40ce6d64-6b37-474e-963f-e71e932a71d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2205d52-af73-4789-b3c4-73ec35ec4cda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0355b54-06df-4be4-bcb9-6e40156c2fe5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b42082e7-2541-48ac-85d6-ea40db896843.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\">GitHub<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u6a21\u6001AI\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u5934\u8111\u98ce\u66b4\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5e73\u53f0<\/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\u591a\u4eba\u5b9e\u65f6\u534f\u4f5c\u529f\u80fd\uff0c\u5f00\u53d1\u8005\u56de\u590d\u5f53\u524d\u753b\u5e03\u4e0d\u652f\u6301\u3002\u7528\u6237\u8be2\u95ee\u80fd\u5426\u5236\u4f5c\u5e26\u52a8\u753b\u7684\u6f14\u793a\u6587\u7a3f\uff0c\u88ab\u5f15\u5bfc\u81f3\u5176\u59ca\u59b9CLI\u5de5\u5177MulmoCast\u3002\u53e6\u6709\u7528\u6237\u5f3a\u70c8\u5171\u9e23\uff0c\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u7cbe\u51c6\u89e3\u51b3\u4e86AI\u751f\u6210\u601d\u7ef4\u5bfc\u56fe\u683c\u5f0f\u9519\u4f4d\u3001\u9700\u624b\u52a8\u79fb\u690d\u7684\u75db\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MulmoChat\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u804a\u5929\u524d\u7aef\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u201c\u754c\u9762\u201d\u672c\u8eab\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u6587\u751f\u56fe\u201d\u6216\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u201d\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u201c\u5171\u4eab\u753b\u5e03\u201d\u4e3a\u4e2d\u592e\u5904\u7406\u5668\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5728\u8fd9\u91cc\uff0c\u8bed\u97f3\u662f\u8f93\u5165\u6d41\uff0cAI\u662f\u89e3\u6790\u4e0e\u751f\u6210\u5f15\u64ce\uff0c\u800c\u753b\u5e03\u6210\u4e3a\u4e86\u52a8\u6001\u3001\u7d2f\u79ef\u3001\u53ef\u6269\u5c55\u7684\u201c\u5de5\u4f5c\u8bb0\u5fc6\u4f53\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u5de8\u5934\u5728\u7eaf\u6587\u672c\u5bf9\u8bdd\u8d28\u91cf\u4e0a\u7684\u7f20\u6597\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u53ef\u89c6\u5316\u601d\u7ef4\u8fc7\u7a0b\u201d\u8fd9\u4e00\u7a7a\u767d\u5730\u5e26\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u601d\u7ef4\u5bfc\u56fe\u7684\u5f3a\u70c8\u5171\u9e23\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u5176\u75db\u70b9\u6293\u53d6\u7684\u7cbe\u51c6\u2014\u2014\u5f53\u524dAI\u64c5\u957f\u751f\u6210\u7ed3\u6784\u5316\u6587\u672c\uff0c\u5374\u65e0\u6cd5\u5c06\u5176\u7f6e\u4e8e\u4e00\u4e2a\u53ef\u7a7a\u95f4\u5316\u64cd\u4f5c\u7684\u53ef\u89c6\u4e0a\u4e0b\u6587\u3002MulmoChat\u8bd5\u56fe\u6210\u4e3a\u90a3\u4e2a\u4e0a\u4e0b\u6587\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u753b\u5e03\u201d\u76ee\u524d\u4ec5\u662f\u4e2a\u4eba\u6c99\u76d8\uff0c\u7f3a\u4e4f\u5b9e\u65f6\u534f\u4f5c\u80fd\u529b\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u5176\u5728\u56e2\u961f brainstorming\u3001\u8fdc\u7a0b\u6559\u80b2\u7b49\u6838\u5fc3\u5e94\u7528\u573a\u666f\u7684\u60f3\u8c61\u529b\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0e\u98ce\u9669\uff0c\u5747\u7cfb\u4e8e\u201c\u53ef\u6269\u5c55\u63d2\u4ef6\u67b6\u6784\u201d\u3002\u5f00\u6e90\u7b56\u7565\u80fd\u5feb\u901f\u5438\u5f15\u5f00\u53d1\u8005\uff0c\u6784\u5efa\u89c6\u89c9\u4f53\u9a8c\u7684\u201c\u957f\u5c3e\u751f\u6001\u201d\uff0c\u4f46\u82e5\u4e0d\u80fd\u5f62\u6210\u6838\u5fc3\u7684\u3001\u9ad8\u7c98\u6027\u7684\u53ef\u89c6\u5316\u6a21\u7248\uff08\u5982\u6d41\u7a0b\u56fe\u3001UI\u8349\u56fe\u3001\u6570\u636e\u56fe\u8868\uff09\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u590d\u6742\u914d\u7f6e\u7684\u201c\u73a9\u5177\u201d\uff0c\u800c\u975e\u751f\u4ea7\u529b\u5de5\u5177\u3002\u5b83\u5c06\u9762\u4e34\u6765\u81ea\u4e13\u4e1a\u7ed8\u56fe\u5de5\u5177\uff08\u5982Miro\u3001Figma\uff09\u65e5\u76ca\u589e\u5f3a\u7684AI\u96c6\u6210\u80fd\u529b\uff0c\u4ee5\u53caNotion\u7b49\u5168\u80fd\u5de5\u4f5c\u53f0\u7684\u964d\u7ef4\u6253\u51fb\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u901a\u8fc7\u63d2\u4ef6\u751f\u6001\uff0c\u5feb\u901f\u5b75\u5316\u51fa\u51e0\u4e2a\u201c\u6740\u624b\u7ea7\u201d\u53ef\u89c6\u5316\u7528\u4f8b\uff0c\u8bc1\u660e\u8fd9\u79cd\u4ea4\u4e92\u8303\u5f0f\u4e0d\u4ec5\u662f\u70ab\u6280\uff0c\u66f4\u662f\u6548\u80fd\u7684\u9769\u547d\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\">MulmoChat<\/span>\n <\/div>\n<div class=\"comment-content\">Talk to AI, see the results. A multimodal chat app where voice conversations come alive on a shared canvas. Ask for a map and it appears. Request artwork and watch it generate. Play games, brainstorm mind maps, or explore spreadsheets \u2014 all through natural conversation. Supports OpenAI, Claude, and Gemini. Extensible plugin architecture lets developers build custom visual experiences. Open source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@snakajima\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"snakajima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@snakajima<\/a> and good hunt <a href=\"https:\/\/www.producthunt.com\/@gabe\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a>, the plugin architecture sounds really smart for letting developers build custom visual experiences. Can multiple people collaborate on the canvas simultaneously during voice conversations? <\/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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a>  <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Thank you. Yes, the plugin architecture is the key feature of MulmoCast. The current implementation of canvas is, however, not designed for multiple people to collaborate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 diagrams were always a problem for me to draw. In the past, good diagram drawing tools were paid and expensive. And the free versions of them were so painful to use. <\/p>\n<\/p>\n<p>Can I use the tool to create a whole presentations with some visual animations? Like, moving the text, images fading out, etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stoyan_minchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stoyan_minchev<\/a> MulmoChat uses MulmoCast as the presentation tool. MulmoCast has many features such as animations. Here is the link. <a href=\"https:\/\/github.com\/receptron\/mulmocast-cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/receptron\/mulmocast-cli<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>spent way too long trying to get ai to generate a proper mind map and it always just spit out markdown. ended up copying it into miro manually every single time. this is what it should’ve looked like from the start.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/O6CALM7I5IOI46\" class=\"app-title\">nCompass AI Assistant<\/a><\/p>\n<div class=\"one-liner\">Enabling everyone to write GPU kernels<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>nCompass AI Assistant \u662f\u4e00\u6b3e\u96c6\u6210\u5728VSCode\u4e2d\u7684AI\u4ee3\u7406\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u81ea\u52a8\u5206\u6790GPU\u4ee3\u7801\u6027\u80fd\u8ffd\u8e2a\u6587\u4ef6\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u8ba1\u7b97\u74f6\u9888\u5e76\u534f\u540c\u7f16\u7801\u667a\u80fd\u4f53\uff08\u5982Claude Code\uff09\u751f\u6210\u4f18\u5316\u65b9\u6848\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728GPU\u5185\u6838\u4f18\u5316\u573a\u666f\u4e0b\uff0c\u5c06\u539f\u672c\u8017\u65f6\u6570\u5468\u7684\u6027\u80fd\u8bca\u65ad\u4e0e\u8fed\u4ee3\u5468\u671f\u7f29\u77ed\u81f3\u6570\u5c0f\u65f6\u751a\u81f3\u4e00\u5929\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\/160dc612-de13-4871-b02e-00f6b98b67f6.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\/5a68876f-b699-4d92-9f40-72e7b2da8be6.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\/cacb71ae-602b-420e-a254-21a59769b5de.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\/ec0e2de0-155f-46a5-b1d5-c440346554f3.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\/3472228f-368a-4c6d-b795-9a6d9ee0f6e6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Q3Pq-BPU2Ec\"><source src=\"https:\/\/www.youtube.com\/watch?v=Q3Pq-BPU2Ec\" 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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GPU\u6027\u80fd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u5185\u6838\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u74f6\u9888\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">VSCode\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7801\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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5b9a\u4f4d\u4f18\u5316\u76ee\u6807\u201d\u6838\u5fc3\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u51cf\u5c11\u624b\u52a8\u5206\u6790\u8017\u65f6\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u521d\u59cb\u914d\u7f6e\u590d\u6742\u5ea6\u4e0a\uff0c\u8be2\u95ee\u9700\u8981\u591a\u5c11\u524d\u7f6e\u8bbe\u7f6e\u624d\u80fd\u83b7\u5f97\u6709\u610f\u4e49\u7684\u4f18\u5316\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n nCompass \u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u91cd\u8981\u7684\u7f1d\u9699\u5e02\u573a\uff1aAI\u8f85\u52a9\u7684\u9ad8\u6027\u80fd\u8ba1\u7b97\u4f18\u5316\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53e6\u4e00\u4e2aAI\u5199\u4ee3\u7801\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u9876\u5c16GPU\u5de5\u7a0b\u5e08\u7684\u201c\u6027\u80fd\u76f4\u89c9\u201d\u4e0e\u201c\u8bca\u65ad\u5de5\u4f5c\u6d41\u201d\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4e3b\u6d41AI\u7f16\u7801\u52a9\u624b\uff08\u5982Claude Code\uff09\u5728\u751f\u6210\u5177\u4f53\u4ee3\u7801\u7247\u6bb5\u4e0a\u80fd\u529b\u5f3a\u5927\uff0c\u4f46\u9762\u5bf9\u201c\u4e3a\u4f55\u4ee3\u7801\u6162\u201d\u4ee5\u53ca\u201c\u8be5\u4f18\u5316\u54ea\u91cc\u201d\u8fd9\u7c7b\u9700\u8981\u7cfb\u7edf\u7ea7\u6d1e\u5bdf\u548c\u9886\u57df\u77e5\u8bc6\uff08Domain Knowledge\uff09\u7684\u95ee\u9898\u65f6\uff0c\u5f80\u5f80\u675f\u624b\u65e0\u7b56\u3002nCompass \u7684\u5b9a\u4f4d\u6b63\u662f\u5145\u5f53\u8fd9\u4e2a\u201c\u9886\u57df\u4e13\u5bb6\u5927\u8111\u201d\uff0c\u5b83\u901a\u8fc7\u89e3\u6790NCU\u7b49\u4e13\u4e1a\u5de5\u5177\u751f\u6210\u7684\u6d77\u91cf\u3001\u6666\u6da9\u7684\u6027\u80fd\u8ffd\u8e2a\u6570\u636e\uff0c\u5c06\u6570\u636e\u6cbc\u6cfd\u8f6c\u5316\u4e3a\u6e05\u6670\u7684\u3001\u53ef\u6267\u884c\u7684\u4f18\u5316\u4efb\u52a1\u6e05\u5355\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u201c\u6027\u80fd\u53ef\u89c2\u6d4b\u6027\u201d\u4e0e\u201cAI\u9a71\u52a8\u4f18\u5316\u201d\u4e4b\u95f4\u7684\u5173\u952e\u6865\u6881\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u201c\u5355\u65e5\u751f\u6210\u6bd4NVIDIA CUTLASS\u5feb3%\u7684\u77e9\u9635\u4e58\u6cd5\u5185\u6838\u201d\u7684\u6848\u4f8b\u6781\u5177\u51b2\u51fb\u529b\uff0c\u4f46\u8fd9\u628a\u53cc\u5203\u5251\u4e5f\u5e26\u6765\u4e86\u8d28\u7591\uff1a\u8fd9\u4e2a\u201c3%\u201d\u662f\u5728\u4f55\u79cd\u786c\u4ef6\u3001\u4f55\u79cd\u95ee\u9898\u89c4\u6a21\u4e0b\u7684\u7ed3\u679c\uff1f\u5176\u6cdb\u5316\u80fd\u529b\u5982\u4f55\uff1f\u5bf9\u4e8e\u66f4\u590d\u6742\u3001\u975e\u89c4\u6574\u7684\u8ba1\u7b97\u6a21\u5f0f\u662f\u5426\u540c\u6837\u6709\u6548\uff1f\u8fd9\u9700\u8981\u66f4\u900f\u660e\u7684\u57fa\u51c6\u6d4b\u8bd5\u62a5\u544a\u6765\u652f\u6491\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u751f\u6001\u89d2\u5ea6\u770b\uff0c\u5b83\u9009\u62e9\u4ee5MCP\u534f\u8bae\u548cVSCode\u6269\u5c55\u5f62\u5f0f\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\u662f\u660e\u667a\u7684\uff0c\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\u3002\u4f46\u5176\u957f\u671f\u6311\u6218\u5728\u4e8e\uff1a\u9996\u5148\uff0c\u5176\u8bca\u65ad\u6a21\u578b\u7684\u201c\u9ed1\u76d2\u201d\u7279\u6027\u5982\u4f55\u53d6\u5f97\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u4fe1\u4efb\uff1f\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u53ea\u662f\u7b54\u6848\uff0c\u66f4\u662f\u53ef\u7406\u89e3\u7684\u63a8\u7406\u8fc7\u7a0b\u3002\u5176\u6b21\uff0c\u8fd9\u4e2a\u5e02\u573a\u867d\u7136\u75db\u70b9\u660e\u786e\uff0c\u4f46\u7528\u6237\u7fa4\u4f53\uff08\u9ad8\u6027\u80fd\u8ba1\u7b97\u3001\u5927\u6a21\u578b\u63a8\u7406\u4f18\u5316\u5de5\u7a0b\u5e08\uff09\u76f8\u5bf9\u5782\u76f4\u548c\u7cbe\u82f1\u5316\uff0c\u4ed6\u4eec\u5de5\u5177\u94fe\u590d\u6742\u3001\u6807\u51c6\u6781\u9ad8\uff0c\u4ea7\u54c1\u5fc5\u987b\u8fbe\u5230\u8fd1\u4e4e\u4e13\u5bb6\u7ea7\u7684\u51c6\u786e\u5ea6\u624d\u80fd\u88ab\u6301\u7eed\u91c7\u7528\u3002\u6700\u540e\uff0c\u5b83\u5fc5\u987b\u8dd1\u5728\u786c\u4ef6\u5382\u5546\uff08\u5982NVIDIA\uff09\u548cAI\u7f16\u7801\u52a9\u624b\u5e73\u53f0\u8fed\u4ee3\u7684\u524d\u9762\uff0c\u4e00\u65e6\u540e\u8005\u5728\u81ea\u8eab\u5de5\u5177\u94fe\u4e2d\u96c6\u6210\u7c7b\u4f3c\u8bca\u65ad\u529f\u80fd\uff0c\u5176\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cnCompass \u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u666f\u7684\u65b9\u5411\uff1aAI\u4e0d\u4ec5\u751f\u6210\u4ee3\u7801\uff0c\u66f4\u5e94\u7406\u89e3\u7cfb\u7edf\u884c\u4e3a\u5e76\u6307\u5bfc\u4f18\u5316\u3002\u5b83\u76ee\u524d\u8fc8\u51fa\u4e86\u624e\u5b9e\u7684\u7b2c\u4e00\u6b65\uff0c\u4f46\u5176\u6280\u672f\u6df1\u5ea6\u3001\u751f\u6001\u4f4d\u9632\u5fa1\u4ee5\u53ca\u5546\u4e1a\u5316\u8def\u5f84\uff0c\u90fd\u5c06\u9762\u4e34\u6bd4\u6280\u672f\u6f14\u793a\u66f4\u4e3a\u4e25\u5cfb\u7684\u8003\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\">nCompass AI Assistant<\/span>\n <\/div>\n<div class=\"comment-content\">Coding agents like Claude Code are great at generating GPU kernels if they\u2019re told what your bottlenecks are. But they struggle to diagnose these performance bottlenecks themselves. The nCompass agent fills this gap by identifying key performance bottlenecks in the code and providing strategies to resolve them. By supercharging Claude Code with our agent, we generated matrix multiplication kernels that were 3% faster than NVIDIA’s CUTLASS kernels in a single session. Now it\u2019s your turn.<\/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! Aditya here, co-founder of nCompass.<\/p>\n<p><strong>My team and I have spent years accelerating GPU kernels.<\/strong> It\u2019s complex and time consuming, primarily because we spent most our time identifying which kernel to optimize and then identifying what the bottlenecks were in our new kernel. Using the dev tool we\u2019re launching today, we implemented a Hopper GEMM kernel that outperformed NVIDIA’s CUTLASS GEMMs by 3%, within a day – this took us months before.<\/p>\n<p><strong>Here’s the problem today:<\/strong> if you profile a system like vLLM, you have to copy a giant trace file to your local machine just to view it. Then you spend hours identifying which GPU kernels to target. Then you profile the kernel, spend hours or days digging through .ncu traces that are massive data dumps. Then you identify your bottlenecks and formulate a plan. Running this loop till you have a performant kernel can take weeks, even months before you have a performant kernel.<\/p>\n<p><strong>All of this is going to change.<\/strong> Coding agents have gotten great at writing GPU kernels once they know what to target. What’s missing is the tooling to identify these targets.<\/p>\n<p><strong>We built the tool we wish we had.<\/strong> With our VSCode extension, you can view traces natively \u2014 no more copying files around. Once our MCP is integrated, just “@” an execution trace into Claude Code \/ Cursor and our agent takes over: our agent analyzes the trace and gives you a prioritized list of GPU kernels to target. Using NCU, profile your kernel source code, “@” the .ncu-rep in your favorite coding agent, and the nCompass agent works together with your coding agent to develop the high performing kernel you were looking to build! <\/p>\n<p><strong>If you’re an experienced GPU engineer<\/strong> \u2014 this removes the busywork. You stay in control, vet the agent’s outputs, and only act on what makes sense. <\/p>\n<p><strong>If you’re learning GPU optimization<\/strong> \u2014 you now have an expert pair-programmer you can always consult. It’s the best way to learn how to optimize GPU code.<\/p>\n<p>We’d love for you to try it and let us know how it works for you. We’re building fast and your feedback directly shapes what ships next.<\/p>\n<p>Try it \u2192 <a href=\"https:\/\/docs.ncompass.tech\/quick-start\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.ncompass.tech\/quick…<\/a><br \/>Full feature list \u2192 <a href=\"https:\/\/docs.ncompass.tech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.ncompass.tech<\/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\/@aditya_rajagopal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_rajagopal<\/a><\/p>\n<p>This looks super useful, Love how it cuts down all the manual profiling time , I am wondering that how much setup is needed before the agent can start giving meaningful kernel targets ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_rajagopal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_rajagopal<\/a> This really nails the hardest part , figuring out what to optimize . If it truly cuts that loop down, that’s a big win .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>‘outperformed nvidia’s cutlass gemms by 3%, in a day’ is the kind of before\/after that sells itself. congrats on launching this \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/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 = 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