\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-21<\/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 | 2026-03-21<\/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\/DW6P33NOZTQ6LJ\" class=\"app-title\">Design Agent by Lokuma<\/a><\/p>\n<div class=\"one-liner\">The designer for your AI agents (Openclaw, CC, Codex)<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">381<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lokuma Design Agent \u662f\u4e00\u4e2a\u4e13\u4e3aAI\u667a\u80fd\u4f53\uff08\u5982OpenClaw\u3001Claude Code\uff09\u8bbe\u8ba1\u7684\u667a\u80fd\u8bbe\u8ba1\u5c42\uff0c\u901a\u8fc7\u8d4b\u4e88AI\u5bf9\u7248\u5f0f\u3001\u5b57\u4f53\u3001\u89c6\u89c9\u5e73\u8861\u7684\u63a8\u7406\u80fd\u529b\uff0c\u89e3\u51b3AI\u751f\u6210\u5185\u5bb9\u529f\u80fd\u5b8c\u5907\u4f46\u7f3a\u4e4f\u8bbe\u8ba1\u611f\u548c\u89c6\u89c9\u4e00\u81f4\u6027\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\/1e755961-1d11-4b69-8716-57e9d6b337d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/906f12c0-eaf8-4f74-a5a3-d5d0c0b25eef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8531d30e-5763-4491-84e0-b51456360c14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5786b7f6-4b19-4435-89a9-d01034dbfd46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45b01f1b-4ee4-48de-ad3f-2318b6282ad6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e0a256b-1445-43d3-bff4-9ef71d7f5313.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\/9cebad1d-110b-48ed-af81-1bd1531dcefa.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=m3A9M-UBRBw\"><source src=\"https:\/\/www.youtube.com\/watch?v=m3A9M-UBRBw\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bbe\u8ba1\u5c42<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u6392\u7248\u5f15\u64ce<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u65b9\u5411\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86AI\u751f\u6210\u754c\u9762\u201c\u80fd\u7528\u4f46\u4e0d\u7f8e\u89c2\u201d\u7684\u96be\u9898\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u5982\u4f55\u9632\u6b62\u8bbe\u8ba1\u53d8\u5f97\u201c\u901a\u7528\u5316\u201d\u3001\u4e0eGoogle Stitch\u7b49\u5de5\u5177\u7684\u533a\u522b\u3001\u5bf9\u56e2\u961f\u534f\u4f5c\u548c\u81ea\u5b9a\u4e49\u4e3b\u9898\u529f\u80fd\u7684\u671f\u5f85\uff0c\u4ee5\u53ca\u5e0c\u671b\u770b\u5230\u66f4\u591a\u524d\u540e\u5bf9\u6bd4\u6848\u4f8b\u4ee5\u8bc1\u660e\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Lokuma Design Agent 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\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4eba\u7c7b\u8bbe\u8ba1\u5e08\uff0c\u800c\u5728\u4e8e\u6210\u4e3aAI\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u8bbe\u8ba1\u7ea6\u675f\u7cfb\u7edf\u201d\u3002\u5f53\u524dAI\u751f\u6210\u7684\u5185\u5bb9\uff0c\u5f80\u5f80\u5728\u903b\u8f91\u548c\u529f\u80fd\u4e0a\u6b63\u786e\uff0c\u5374\u5728\u89c6\u89c9\u5c42\u6b21\u3001\u95f4\u8ddd\u5173\u7cfb\u548c\u6574\u4f53\u534f\u8c03\u6027\u4e0a\u6e83\u8d25\uff0c\u5448\u73b0\u51fa\u4e00\u79cd\u201c\u673a\u68b0\u7684\u6b63\u786e\u6027\u201d\u3002Lokuma\u8bd5\u56fe\u5c06\u6210\u719f\u7684\u8bbe\u8ba1\u539f\u5219\uff08\u5982\u6805\u683c\u7cfb\u7edf\u3001\u89c6\u89c9\u91cd\u91cf\u5e73\u8861\u3001\u6392\u7248\u6bd4\u4f8b\uff09\u7f16\u7801\u6210AI\u53ef\u7406\u89e3\u548c\u8c03\u7528\u7684\u903b\u8f91\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u91ce\u86ee\u751f\u957f\u7684AI\u521b\u9020\u529b\u5957\u4e0a\u201c\u8bbe\u8ba1\u89c4\u8303\u201d\u7684\u7f30\u7ef3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u8bbe\u8ba1\u667a\u80fd\u201d\u7684\u5ea6\u6781\u96be\u628a\u63e1\u3002\u8fc7\u4e8e\u4e25\u82db\u7684\u89c4\u5219\u4f1a\u5bfc\u81f4\u8f93\u51fa\u6a21\u677f\u5316\uff0c\u9677\u5165\u5176\u8bd5\u56fe\u89e3\u51b3\u7684\u201c2018\u5e74Bootstrap\u201d\u56f0\u5883\uff1b\u8fc7\u4e8e\u7075\u6d3b\u5219\u53ef\u80fd\u4e27\u5931\u63d0\u5347\u4e00\u81f4\u6027\u7684\u521d\u8877\u3002\u521b\u59cb\u4eba\u63d0\u5230\u7684\u201c\u9632\u6b62\u901a\u7528\u5316\u201d\u539f\u5219\uff0c\u5c06\u662f\u5176\u6838\u5fc3\u6280\u672f\u58c1\u5792\u3002\u5176\u6b21\uff0c\u751f\u6001\u4f9d\u8d56\u6027\u6781\u5f3a\u3002\u5b83\u7684\u751f\u5b58\u5b8c\u5168\u4f9d\u9644\u4e8e\u4e3b\u6d41AI\u7f16\u7a0b\u667a\u80fd\u4f53\uff08\u5982Claude Code\u3001Cursor\uff09\u7684\u91c7\u7528\u4e0e\u63a5\u53e3\u5f00\u653e\u7a0b\u5ea6\uff0c\u547d\u8fd0\u5e76\u4e0d\u5b8c\u5168\u638c\u63e1\u5728\u81ea\u5df1\u624b\u4e2d\u3002\u6700\u540e\uff0c\u4ece\u201c\u8bbe\u8ba1\u5de5\u5177\u201d\u5230\u201c\u56e2\u961f\u8bbe\u8ba1\u534f\u8c03\u5c42\u201d\u7684\u613f\u666f\u867d\u597d\uff0c\u4f46\u6d89\u53ca\u66f4\u590d\u6742\u7684\u7cfb\u7edf\u8bbe\u8ba1\u3001\u8d44\u4ea7\u7ba1\u7406\u548c\u5ba1\u9605\u6d41\u7a0b\uff0c\u8fdc\u975e\u4e00\u4e2a\u8bbe\u8ba1\u63a8\u7406API\u6240\u80fd\u6db5\u76d6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLokuma\u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u5361\u4f4d\u3002\u5b83\u8d4c\u7684\u662f\u201c\u667a\u80fd\u4f53\u4f18\u5148\u201d\u6280\u672f\u6808\u7684\u672a\u6765\uff0c\u8bd5\u56fe\u5728\u4ee3\u7801\u3001\u7814\u7a76\u3001\u6267\u884c\u7b49\u667a\u80fd\u4f53\u76f8\u7ee7\u51fa\u73b0\u540e\uff0c\u586b\u8865\u201c\u8bbe\u8ba1\u667a\u80fd\u4f53\u201d\u7684\u7a7a\u767d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u8bbe\u8ba1\u903b\u8f91\u7684\u201c\u7384\u5b66\u201d\u80fd\u5426\u6210\u529f\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u53ef\u89e3\u91ca\u4e14\u6548\u679c\u663e\u8457\u7684\u201c\u5de5\u7a0b\u5b66\u201d\uff0c\u5e76\u5728\u8fd9\u573a\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u7684\u519b\u5907\u7ade\u8d5b\u4e2d\uff0c\u627e\u5230\u81ea\u5df1\u4e0d\u53ef\u66ff\u4ee3\u7684\u751f\u6001\u4f4d\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\">Design Agent by Lokuma<\/span>\n <\/div>\n<div class=\"comment-content\">Lokuma Design Agent, is an AI designer your agents can call, a design intelligence layer for agents like OpenClaw, Claude Code, or Codex. AI can generate almost anything. But generation isn\u2019t design. Turning raw outputs into something clear, structured, and visually refined still requires design thinking. Built by design tool makers, Lokuma helps AI reason about layout, typography, and visual balance \u2014 transforming outputs into landing pages, websites, and campaign pages that feel designed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt,<\/p>\n<\/p>\n<p>I\u2019m Mu, founder of Lokuma.<\/p>\n<p>Before this, I built Readdy and Creatie \u2014 tools used by over 500,000 designers and creators. Most of my work has been around design systems and how products actually feel, not just how they function.<\/p>\n<p>This time, I\u2019m working with a small indie team \u2014 a mix of designers, AI researchers, and people from growth and marketing.<\/p>\n<\/p>\n<p><strong><em>Recently, something started to shift.<\/em><\/strong><\/p>\n<\/p>\n<p>Tools like Claude Code, Cursor, Codex, and even things like Google Stitch, are changing how software gets built.<\/p>\n<p>We\u2019re no longer just using tools ourselves.<\/p>\n<p><strong>We\u2019re starting to work <em>with<\/em> AI, and AI is starting to use tools on our behalf.<\/strong><\/p>\n<p><strong>That changes the interface.<\/strong><\/p>\n<\/p>\n<p>The new \u201cuser\u201d of many tools is no longer a human – it\u2019s <em>an agent.<\/em><\/p>\n<p>And most tools today aren\u2019t built for that.<\/p>\n<p>AI can generate almost anything.<br \/>But generation isn\u2019t <em>design.<\/em><\/p>\n<p>What we see today, including a lot of outputs from varied AI agents, is that AI can produce UI, code, layouts very quickly.<br \/>But the results often lack structure, hierarchy, and visual coherence.<\/p>\n<p>They work.<br \/>But they don\u2019t feel designed.<\/p>\n<p>That gap becomes much more obvious when AI is the one building.<\/p>\n<p>So we started thinking:<\/p>\n<p>If agents are going to build products,<br \/>they need something closer to a designer, instead of just another generator.<\/p>\n<\/p>\n<p><strong>That\u2019s why we built Lokuma Design Agent.<\/strong><\/p>\n<\/p>\n<p>It\u2019s a <strong><em>design intelligence layer for AI<\/em><\/strong> – something your agents can call to reason about layout, typography, hierarchy, and visual balance.<\/p>\n<p>Your AI handles logic and generation.<br \/>Lokuma handles how it actually comes together.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/464853d3-d3e7-490a-a740-e75866cbb8a4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Why now?<\/p>\n<p>Because we\u2019re entering an <strong><em>agent-first stack.<\/em><\/strong><br \/>Coding has agents. Research has agents. Execution has agents.<\/p>\n<p>Design is still missing.<\/p>\n<\/p>\n<p>Why us?<\/p>\n<p>Because our team brings together experience across design tools, real product building, AI systems, and growth.<\/p>\n<p>We\u2019ve spent years understanding what makes interfaces actually feel right, and now we\u2019re translating that into something AI can use.<\/p>\n<\/p>\n<p>We\u2019re still early, just a <em>small indie team<\/em> moving fast. But this feels like a new category:<br \/><strong><em>tools built not for humans, but for AI.<\/em><\/strong><\/p>\n<p>Curious how others here see it:<\/p>\n<p>If your AI is already writing code,<br \/>what\u2019s still missing for it to ship something that feels complete?<\/p>\n<p>\u2014 Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mu_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mu_li<\/a> Congrats on the launch. What’s one specific design principle you’ve encoded into Lokuma that prevents AI-generated UIs from feeling “generic,” and how could founders test it in their agent workflows today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mu_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mu_li<\/a> Congrats<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mu_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mu_li<\/a> Love this direction. Design layer for agents makes a lot of sense. Excited to see where this goes! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been part of the marketing team on two AI website builder tools. We watched the category explode and then hit a ceiling. The category grew fast, but the outputs started converging. Generic layouts, same patterns. Hard to keep up with what actually feels current. AI got really good at generating. It never got <strong>a good sense for design<\/strong>.<\/p>\n<p>So when Lokuma decided not to build “yet another AI website builder” and instead focus on being the <strong>design layer for AI agents<\/strong>, I thought that was the right call. Crowded category and it really was the yesterday’s problem.<\/p>\n<\/p>\n<p>It works as a skill that your AI agent can directly call. You just tell Claude Code or Codex to ” install and design with Lokuma,” and it actually reasons through the layout before generate anything.<\/p>\n<\/p>\n<p>It’s still early, and to be honestly there’s a lot Lokuma can’t do yet. But the overall direction feels right to our team. Your agent handles the logic, Lokuma handles how it actually comes together. Hierarchy, balance, what guides the eye.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch! We work in the same industry and fully understand the need to use AI agents in the right way. <\/p>\n<p>Can I create an agent for the whole team of 20+ designers to manage the progress and share feedback?<\/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\/@olya_vasilevskaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olya_vasilevskaya<\/a> Great question! And yeah, this is exactly where things get interesting.<\/p>\n<\/p>\n<p>Short answer: yes, that\u2019s very much the direction we\u2019re building toward.<\/p>\n<\/p>\n<p>Right now, agents can already plug into workflows and help with generation + iteration. For a team of 20+ designers, the real value comes from having a shared layer \u2014 where the agent understands your design standards, keeps outputs consistent, and helps with feedback loops instead of everyone working in isolation.<\/p>\n<\/p>\n<p>We\u2019re actively thinking about:<\/p>\n<ul>\n<li>\n<p>team-level context (so the agent \u201cknows\u201d your system)<\/p>\n<\/li>\n<li>\n<p>shared assets \/ patterns<\/p>\n<\/li>\n<li>\n<p>lightweight ways to review and iterate together<\/p>\n<\/li>\n<\/ul>\n<p>Would love to learn how your team currently manages design feedback. It feels like there\u2019s a lot we can build here together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Yesterday, Google launched stitch 2.0 which has already got most of capabilities. How do you differentiate your USP now?<\/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\/@ishwarjha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishwarjha<\/a> Stitch gives humans AI-powered design.<\/p>\n<p>Lokuma gives AI agents design intelligence.<\/p>\n<p>They\u2019re not competing \u2014 they actually fit together pretty well.<\/p>\n<p>As more building shifts to agents, design can\u2019t stay human-only. Tools like Stitch help people create faster, while Lokuma makes sure what agents produce actually feels designed.<\/p>\n<p>Both matter. And together, they cover both sides of where things are going.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello everyone, I’m Joy, co-founder of Lokuma.<\/p>\n<p>Before starting Lokuma, I was running a branding and marketing agency focused on helping SMBs build their online presence covering social media, branding, and website development. But over time, I noticed a recurring problem: many SMBs were stuck with either an outdated website or no website at all, simply due to limited budgets and resources.<\/p>\n<p>But things are shifting. I saw many entrepreneurs now having AI agents such as OpenClaw, Claude Code to help them. And this is why we’re building Lokuma Agent. Simply install our agent with any of yours be it Claude Code, Cursor, Codex and watch your own agent design website in seconds using Lokuma’s intelligence. <\/p>\n<p>This will really help individuals to offload heavy lifting tasks to our agents and equip your personal AI agent with website development intelligence to build websites that TRULY knows design & conversion logic! <\/p>\n<p>This is a groundbreaking function in the world of AI agents and we have received many positive feedback. <\/p>\n<p>We’d love to have you to try it and offer us any feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joyzhanlokuma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joyzhanlokuma<\/a> <\/p>\n<p>Hi Joy,<\/p>\n<p>I came across your post about Lokuma on Product Hunt\u2014what you\u2019re building is really interesting. You\u2019re solving a big problem for business owners who struggle with creating a functional, conversion-focused website, especially with limited budget or resources.<\/p>\n<p>One thing I noticed is that even when the <em>build<\/em> problem is solved, many founders still struggle with <em>what the website actually says<\/em>\u2014the messaging, positioning, and how it drives conversions.<\/p>\n<p>That\u2019s where I believe you can strengthen Lokuma even more.<\/p>\n<p>You could make a blog post around something like:<br \/><strong>\u201cWhy Most Business Websites Don\u2019t Convert (And How AI + Better Messaging Fix It)\u201d<\/strong><br \/>or<br \/><strong>\u201cFrom Website to Sales Machine: Where Most Founders Get It Wrong\u201d<\/strong><\/p>\n<p>This would help you:<\/p>\n<ul>\n<li>\n<p>Educate your users<\/p>\n<\/li>\n<li>\n<p>Position Lokuma as a complete solution (not just a builder)<\/p>\n<\/li>\n<li>\n<p>Show how better messaging + your tool can drive real results<\/p>\n<\/li>\n<\/ul>\n<p>Best,<br \/>Emmanuel<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Mu, that line about AI outputs that work but don\u2019t feel designed is such a good distinction. Was there a specific moment where you looked at something an agent built and thought technically this is fine, but something\u2019s just off?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Yeah, we kept seeing outputs that were functionally correct but visually unresolved.<\/p>\n<p>Like the agent knew <em>what<\/em> to build, but not <em>how it should feel as a whole<\/em>.<br \/>Everything was there, but nothing really related.<\/p>\n<p>And sometimes, it was <em>too correct<\/em> – almost mechanical – which made it feel less designed, not more.<\/p>\n<p>That gap between correctness and coherence is basically what pushed us to build this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been running openclaw for a week now and the one thing missing was decent UI for the agents’ output. this fills that gap nicely. does it support custom themes per agent?<\/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\/@hikaruai_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hikaruai_<\/a> Appreciate it, Hikaru! That\u2019s exactly the gap we\u2019re aiming to fill.<\/p>\n<p>Not fully per-agent themes yet, but you can already steer style via prompts. We\u2019re expanding the design capabilities and scope pretty quickly. Would love to hear how you\u2019d want to use 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>Been building stuff with Claude Code lately and the design gap is real. Everything comes out looking like a bootstrap template from 2018 lol. The idea of plugging in a design layer instead of manually fixing spacing and typography every single time is exactly what I need. Gonna test this out today.<\/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\/@abdullah_mohamed14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdullah_mohamed14<\/a> Haha REAL! That’s literally why we built Lokuma, tired of watching agents write perfect logic and then ruin it with garbage spacing. Let us know how it goes, genuinely curious what you’re building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting direction.<\/p>\n<p>AI can generate fast, but \u201cgood design\u201d is still the missing layer \u2014 structure, spacing, hierarchy, all the things that make something actually usable.<\/p>\n<p>I like how Lokuma positions itself as a design intelligence layer for agents instead of just another generator. If this works well in practice, it could become a core piece of the agent stack.<\/p>\n<p>Curious to see more before\/after examples \u2014 that would make the value even clearer.<\/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\/@zenlee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zenlee<\/a> Thanks Zen, this means a lot. Feels like generation is solved \u201cenough\u201d, but structure, spacing, hierarchy are still where things break. That\u2019s really what we\u2019re focused on. Thanks again for your kind support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zenlee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zenlee<\/a> Thanks! That’s exactly the gap we’re going after; as we said we’re launching Lokuma as a design smart layer for agents, not just another generator. defiantly will create more before after examples coming soon\uff01<\/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>it\u2019s time to get SMB really powerful design agent! Congrats Mu and Joy launching this new product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kellyann3644\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kellyann3644<\/a> Thanks a lot, Kelly! That\u2019s the goal. Helping team from all size get to a much higher design baseline with less effort.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Tech Lead at Lokuma here. \ud83d\udee0\ufe0f<\/p>\n<p>We built Lokuma because we were tired of AI-generated websites that looked like templates from 2010. Design Agent provides a sophisticated design layer that any agent can call via a simple API.<\/p>\n<p><strong>Works with:<\/strong> OpenClaw, Claude Code, Cursor, and more.<br \/><strong>Does:<\/strong> Aesthetic reasoning, typography, and visual balance.<\/p>\n<p>We\u2019re excited to see how you integrate this into your agentic workflows. I\u2019m here for any questions on the tech stack or our future roadmap. Let\u2019s make the AI-generated web beautiful! \u2728<\/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\/@big_claw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@big_claw<\/a> Love this! And, honestly, none of this would exist without you.<\/p>\n<p>S1NON and the underlying algorithms are the backbone of Lokuma.<br \/>All the \u201cdesign intelligence\u201d people see on the surface is really the result of a lot of deep thinking on systems, models, and how agents actually reason about design.<\/p>\n<p>Grateful to be building this with you. Let\u2019s push it further.<\/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>as someone who don\u2019t know design, his product helped me a lot<\/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\/@billsun_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billsun_ai<\/a> Thanks man, really appreciate it. Making design more accessible is a big part of why we started this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really strong positioning.<\/p>\n<\/p>\n<p>AI can generate fast, but making outputs feel clear, usable, and visually refined is still hard.<\/p>\n<p>Love that you\u2019re focusing on the design intelligence layer instead of just more generation.<\/p>\n<\/p>\n<p>Congrats on the launch and upvoted.<\/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\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a>Thanks so much for your kind comments, especially coming from someone with your design background.<\/p>\n<\/p>\n<p>Yeah, generation is the easy part now. Making it actually feel right is the hard part. That\u2019s exactly where we\u2019re trying to spend time.<\/p>\n<\/p>\n<p><strong>Thanks a lot for your kind support , Kay!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would\u2019ve loved to have this a few projects ago!<\/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\/@yj_guo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yj_guo<\/a> Haha, same here! Honestly why we started building it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m not surprised this came from Mu\u2019s team. They\u2019ve always been sharp on product feel, not just functionality.<\/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\/@xiaoyin_qu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiaoyin_qu2<\/a> Thansk Xiaoyin! We love Skillboss and Heyboss too! We\u2019ve been thinking a lot about \u201cproduct feel\u201d lately, especially in the context of agents. Feels like there\u2019s more to explore here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats to Mu Li and the team! This is very impressive work, and I can’t wait to try it soon. Well done!<\/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\/@bryantchen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bryantchen<\/a> Thanks Bryant. Would love to hear what you think once you try it \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>Well done <a href=\"https:\/\/www.producthunt.com\/@mu_li\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mu_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mu_li<\/a> !! It moves fast without sacrificing craft.<\/p>\n<\/p>\n<p>Most AI outputs feel like rough drafts. Lokuma feels closer to something you\u2019d actually ship. The structure, spacing, and visual decisions make a real difference.<\/p>\n<\/p>\n<p>Feels like giving AI a sense of taste.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trashcannot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trashcannot<\/a> Thanks Ruolan!! We\u2019ve always talked about this gap, right? AI can get something out fast, but getting it to a place you\u2019d actually ship is a different game.<\/p>\n<p>Glad the \u201ctaste\u201d part comes through – still a long way to go, but this is exactly what we\u2019ve been trying to push on.<\/p>\n<p>Next time we should jam on this properly \ud83d\ude42<\/p>\n<p> Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch. Just a friendly suggestion, but it triggered my OCD hahaa, please center “Random Typography” vertically on: <a href=\"https:\/\/agent.lokuma.ai\/group\/group-2-before.png\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/agent.lokuma.ai\/group\/group-2-before.png<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee0e2ba3-72ce-4877-b58e-0875a04a60bf.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yodalr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yodalr<\/a> Haha good catch! Really appreciate you spotting that, Lennart!<\/p>\n<p>That section is meant to show some of the \u201cbefore\u201d roughness, but this is exactly the kind of detail we want to smooth out. Thanks for calling it out, very much where we\u2019re headed at Lokuma.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Very cool! let me try it today! I really need a designer to uplift my sites right now \ud83d\ude1b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nilni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nilni<\/a> Let\u2019s go:) curious how it feels in your workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! I truly believe that design is a weak spot of today\u2019s agents \u2014 happy to try Lokuma in action.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vlisitskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlisitskii<\/a> That\u2019s exactly our take as well – agents can generate a lot, but design is where things still fall apart.<\/p>\n<p>Curious to hear how it feels once you try it. Thx!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Typography is surprisingly good here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brandon_zhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandon_zhang<\/a> Thanks Brandon! Glad you noticed and typography is a big part of what our design layer focuses on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very good product, I’m eagerly waiting to try<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prajol_annamudu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prajol_annamudu<\/a> Thanks Prajol! Would love to hear your thoughts after you try.<\/p>\n<p>Thanks,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On Design Agent by Lokuma, the generation-vs-design framing is the part that lands. Agent outputs that technically work but don’t hold together visually is exactly where trust breaks down with AI-built products. If Lokuma can enforce design system consistency across outputs from different agents – Claude Code, Codex, Cursor – that’s the hard problem worth solving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> That\u2019s exactly how we\u2019ve been thinking about it.<\/p>\n<p>Generation gets you something that works – but if it doesn\u2019t <em>hold together<\/em>, it\u2019s hard to trust or ship. That gap is what we\u2019re trying to close.<\/p>\n<p>And yeah, consistency across different agents is a big part of the problem. Still early for us, but that\u2019s the direction we\u2019re pushing toward.<\/p>\n<p>Really appreciate you putting it so clearly!<\/p>\n<p>Thanks,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 rare combination of taste and tech. well done lokuma team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_shang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_shang<\/a> That\u2019s a high bar. Thank you, Michael. Glad it comes through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super interesting! I\u2019m going to check this out!<\/p>\n<\/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>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\/@calvin_lim_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_lim_1<\/a> Excited for you to try it! Let us know how it feels in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a designer for my agents! I use OpenClaw and Codex daily, and having a way for them to actually reason about hierarchy and balance instead of just spitting out generic components is a game changer. Huge congrats to the team for identifying this missing piece!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lidongze91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lidongze91<\/a> Love this! Thanks Ben, you captured it perfectly. Speed is mostly solved, but hierarchy and balance are a different layer. That\u2019s exactly what we\u2019re trying to bring in.<\/p>\n<p>Would be great to see how it plays with your OpenClaw\/Codex workflow!<\/p>\n<p>Cheers,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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! Really amazing product<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nyn531\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyn531<\/a> Thanks Steven, really appreciate it. Been following Creatify for a while and love how you\u2019ve made creation feel so effortless. Means a lot coming from you!<\/p>\n<p>Cheers,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 so clean, and my coding agent needs this badly already! Thx for the work!<\/div>\n<div class=\"comment-actions\">\n<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\/@zongziwang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zongziwang<\/a> Haha thanks man! Would love your take once you play with it!<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fits the moment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jiaqichen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiaqichen<\/a> Appreciate that, Jiaqi. It feels like the timing finally caught up with the idea. Curious how you\u2019re thinking about this shift on InsForge too.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 like this. <\/p>\n<\/p>\n<p>It feels pretty clear at this point that agents are becoming a real product layer, not just a feature. We\u2019ve been thinking about the same shift at Lokuma from the design side \u2014 if agents are going to change how products get built, then design can\u2019t stay as a separate, manual step in the old workflow. <\/p>\n<\/p>\n<p>That\u2019s a big part of how we think about Lokuma as a design agent \u2014 a system built to turning intent into actual creation in a way that feels native to this new era. <\/p>\n<\/p>\n<p>Great 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<\/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\/CB5MLNHOJ6UGRF\" class=\"app-title\">Claude Cowork Projects<\/a><\/p>\n<div class=\"one-liner\">Tasks, context, and files organized in one workspace<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">359<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aClaude Desktop\u8bbe\u8ba1\u7684\u672c\u5730\u4f18\u5148AI\u5de5\u4f5c\u7a7a\u95f4\u5e94\u7528\uff0c\u901a\u8fc7\u9879\u76ee\u5236\u7ba1\u7406\u6574\u5408\u4efb\u52a1\u3001\u6587\u4ef6\u3001\u6307\u4ee4\u548c\u8bb0\u5fc6\uff0c\u89e3\u51b3\u4e86\u590d\u6742\u3001\u53ef\u91cd\u590dAI\u5de5\u4f5c\u6d41\u4e2d\u4e0a\u4e0b\u6587\u65ad\u88c2\u548c\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\/8b2b4287-4f33-44d3-85f4-6f69d3660f2a.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\/6073f10c-8442-4f1c-a5bb-4ce421b0d668.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b1127d8-a0b5-4646-a006-562a719c3679.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\/a54d678f-a1b3-473e-bd8b-77176d592795.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XduSTKf_J3g\"><source src=\"https:\/\/youtu.be\/XduSTKf_J3g\" 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\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u5236AI\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u56e2\u961fAI\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u7aefAI\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316AI\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u9879\u76ee\u66ff\u4ee3\u804a\u5929\u201d\u7684\u7ed3\u6784\u5316\u601d\u8def\u4e0e\u672c\u5730\u4f18\u5148\u3001\u4e0a\u4e0b\u6587\u6301\u4e45\u5316\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u89e3\u51b3\u5de5\u4f5c\u6d41\u6df7\u4e71\u95ee\u9898\u3002\u4e3b\u8981\u7591\u95ee\/\u5efa\u8bae\u5305\u62ec\uff1a\u56e2\u961f\u8bbe\u5907\u95f4\u540c\u6b65\u673a\u5236\u3001\u4e0eClaude\u73b0\u6709\u529f\u80fd\u7684\u5dee\u5f02\u3001\u5bf9\u5927\u4ee3\u7801\u5e93\u7684\u652f\u6301\u3001\u4efb\u52a1\u5931\u8d25\u5904\u7406\u3001\u4ee5\u53ca\u672c\u5730\u6587\u4ef6\u7ba1\u7406\u53ef\u80fd\u5e26\u6765\u7684\u7248\u672c\u6df7\u4e71\u65b0\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 Claude Cowork Projects\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u8bd5\u56fe\u5bf9\u201c\u4eba\u673a\u534f\u4f5c\u8303\u5f0f\u201d\u8fdb\u884c\u4e00\u6b21\u5916\u79d1\u624b\u672f\u5f0f\u7684\u6539\u9020\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06AI\u4ea4\u4e92\u4ece\u201c\u5bf9\u8bdd\u5f0f\u201d\u7684\u3001\u79bb\u6563\u7684\u3001\u6613\u4e22\u5931\u7684\u804a\u5929\u6a21\u5f0f\uff0c\u5f3a\u884c\u951a\u5b9a\u5230\u201c\u9879\u76ee\u5f0f\u201d\u7684\u3001\u6301\u7eed\u7684\u3001\u53ef\u7d2f\u79ef\u7684\u672c\u5730\u5de5\u4f5c\u73af\u5883\u4e2d\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u5e94\u7528\uff0c\u5c24\u5176\u662f\u4ee3\u7801\u751f\u6210\u3001\u6570\u636e\u5206\u6790\u7b49\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u6700\u5927\u547d\u95e8\uff1a\u4e0a\u4e0b\u6587\u8fde\u7eed\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f3a\u8c03\u201c\u672c\u5730\u4f18\u5148\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4f18\u70b9\u5728\u4e8e\u9690\u79c1\u3001\u53ef\u63a7\u548c\u6446\u8131\u7f51\u7edc\u4f9d\u8d56\uff0c\u5951\u5408\u4e86\u4f01\u4e1a\u5bf9\u654f\u611f\u6570\u636e\u5904\u7406\u7684\u9700\u6c42\u3002\u4f46\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u672c\u5730\u6587\u4ef6\u6df7\u4e71\u201d\u548c\u201c\u56e2\u961f\u540c\u6b65\u7591\u8651\u201d\u6070\u6070\u662f\u8fd9\u4e00\u9009\u62e9\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u7528\u4f20\u7edf\u7684\u672c\u5730\u9879\u76ee\u7ba1\u7406\u590d\u6742\u5ea6\uff0c\u7f6e\u6362\u4e86\u4e91\u7aef\u804a\u5929\u8bb0\u5f55\u7684\u6df7\u4e71\u5ea6\uff0c\u5e76\u672a\u5f7b\u5e95\u89e3\u51b3\u534f\u4f5c\u4e0e\u7248\u672c\u7ba1\u7406\u7684\u7ecf\u5178\u96be\u9898\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\uff0c\u66f4\u591a\u4f53\u73b0\u5728\u5bf9AI\u5de5\u4f5c\u6d41\u7684\u201c\u7ed3\u6784\u5316\u7ea6\u675f\u201d\u4e0a\uff0c\u800c\u975e\u5e95\u5c42\u6280\u672f\u7a81\u7834\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u8be5\u4ea7\u54c1\u8bd5\u56fe\u5c06AI\u4ece\u4e00\u4e2a\u201c\u5373\u95ee\u5373\u7b54\u7684\u53c2\u8c0b\u201d\u91cd\u5851\u4e3a\u201c\u9a7b\u7559\u5728\u9879\u76ee\u4e2d\u7684\u81ea\u52a8\u5316\u6267\u884c\u7ba1\u5bb6\u201d\u3002\u901a\u8fc7\u9879\u76ee\u7ea7\u7684\u8bb0\u5fc6\u3001\u6307\u4ee4\u548c\u5b9a\u65f6\u4efb\u52a1\uff0c\u5b83\u8ba9AI\u5177\u5907\u4e86\u521d\u6b65\u7684\u201c\u72b6\u6001\u4fdd\u6301\u201d\u548c\u201c\u4e3b\u52a8\u89e6\u53d1\u201d\u80fd\u529b\u3002\u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4efb\u52a1\u95f4\u4e0a\u4e0b\u6587\u6cc4\u9732\u201d\u548c\u201c\u5931\u8d25\u5904\u7406\u201d\u7684\u62c5\u5fe7\u53ef\u4ee5\u770b\u51fa\uff0c\u8fd9\u79cd\u9879\u76ee\u7ea7\u7684\u7c97\u7c92\u5ea6\u5c01\u88c5\u662f\u5426\u8db3\u591f\u667a\u80fd\u548c\u53ef\u9760\uff0c\u4ecd\u6709\u5f85\u68c0\u9a8c\u3002\u5b83\u8fc8\u51fa\u4e86\u4ece\u201c\u5bf9\u8bdd\u5de5\u5177\u201d\u5230\u201c\u5de5\u4f5c\u5e73\u53f0\u201d\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u7ba1\u7406\u7684\u201c\u6587\u4ef6\u5939\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u5728\u667a\u80fd\u4e0a\u4e0b\u6587\u9694\u79bb\u3001\u9519\u8bef\u6062\u590d\u673a\u5236\u4ee5\u53ca\u56e2\u961f\u534f\u4f5c\u7ef4\u5ea6\u4e0a\u7684\u7cbe\u8fdb\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Cowork Projects<\/span>\n <\/div>\n<div class=\"comment-content\">Projects in Claude Cowork bring your tasks, files, instructions, and memory into one focused workspace on your desktop. Built for individuals and teams managing complex workflows, it keeps everything local, organized, and reusable so you can work faster with consistent context across tasks.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Claude Cowork Projects<\/strong> turns Claude Desktop into a structured workspace for ongoing AI tasks. <\/p>\n<p>Instead of one-off chats, you can organize work into project-based environments with local folders, instructions, memory, and scheduled tasks solving the chaos of fragmented workflows. <\/p>\n<p>What makes it stand out is its local-first, project-scoped approach with persistent context and memory, plus recurring task automation inside each project.<\/p>\n<\/p>\n<p>Key features include project-specific instructions, memory, scheduled tasks, and folder-based context. <\/p>\n<p>Perfect for researchers, operators, and teams running repeatable workflows like reporting, analysis, or knowledge work. <\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Great job on the launch! Love the local-first project structure for taming AI workflow chaos. How does it handle syncing memory\/instructions across team devices without losing context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rohanrecommends it sounds good but how different is it from the current project feature of Claude?<br \/>\nThe fact that it uses agents to automate tasks in your local setup?<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> This actually feels way more usable than normal AI chats.<\/p>\n<p>The whole \u201cproject instead of chat\u201d thing just makes sense. Chats get messy fast.<\/p>\n<p>Having memory + tasks inside a project sounds like a big upgrade.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very interesting direction! I will definitely give it a try!<\/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>Yes, finally there is my dream come true. Because this was for meh the mail issue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The issue I have with Cowork and also with local projects is, that my local file system is a mess. I have several versions of the same file and it’s hard for anyone who is not me, to figure out which is the most current version. While in the usual online projects, I work clean and always delete and replace the most current one. It’s not just file versions, but also the overall focus that’s different. I still try to find a way to fit Cowork into my workflow and figuring out what the advantage is compared to online projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This capability was very much needed. Today morning only I was searching for it and felt why it’s missing in the Cowork.<\/div>\n<div class=\"comment-actions\">\n<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 context management is the part that matters most. i run a full business off claude code and the biggest friction is keeping project context across sessions. how does this handle large codebases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">I started using Cowork again yesterday after taking some time away from it. I\u2019m blown away with how good it is now.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Having consistent context across tasks is the part that really resonates. Right now I juggle between so many tools and lose context constantly. The local-first approach is a nice touch too.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anyone noticed the video recording doesn’t actually work. It shows an error – “Due to capacity constraints…”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-first approach with persistent context is the right call \u2014 the biggest pain with AI workflows isn’t capability, it’s continuity. Every session restart wipes your mental model. I’ve been building in this space and context bleed between tasks is the #1 productivity killer. What I’d love to see: explicit context scoping per task (not just per project), so you can run parallel subtasks without them leaking into each other. Also curious how you handle scheduled task failures \u2014 does it surface errors with enough context to recover without starting over?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really interesting concept.<\/p>\n<p>I noticed some UX friction around project structure and how users understand the difference from standard Claude workflows.<\/p>\n<p>Happy to share a quick teardown with suggestions if useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YJOVGX3XYVIS24\" class=\"app-title\">Vite+ <\/a><\/p>\n<div class=\"one-liner\">The Unified Toolchain for the Web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">238<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vite+ \u662f\u4e00\u4e2a\u7edf\u4e00\u7684\u524d\u7aef\u5de5\u5177\u94fe\uff0c\u901a\u8fc7\u5355\u4e00CLI\u7ba1\u7406\u8fd0\u884c\u65f6\u3001\u5305\u7ba1\u7406\u5668\u53ca\u524d\u7aef\u6280\u672f\u6808\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u65b0\u9879\u76ee\u521d\u59cb\u5316\u65f6\u56e0\u591a\u5de5\u5177\u914d\u7f6e\u7e41\u7410\u3001\u534f\u540c\u56f0\u96be\u800c\u8017\u65f6\u8d39\u529b\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\/65ebeca2-eb13-45fd-a36b-39c2814478f6.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\/2c155eb6-7dfd-4956-bd71-c7faf5fdb7cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a2ad66b-0ee1-4770-aef3-de93f61002f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/484dcb53-409c-4557-963b-66c5e1cc4a8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0538046d-9922-4f72-a6ca-6ead2e113ae6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b52d7e16-a94e-4ff3-bf4e-55fceb823ed2.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\/7dc39de9-61db-41ba-b700-38d073be3b32.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/AJxH3Gvb-PU\"><source src=\"https:\/\/youtu.be\/AJxH3Gvb-PU\" 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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u524d\u7aef\u5de5\u5177\u94fe<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6784\u5efa\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u811a\u624b\u67b6<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/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\u7edf\u4e00\u914d\u7f6e\u3001\u7b80\u5316\u9879\u76ee\u521d\u59cb\u5316\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5bf9\u5f00\u6e90\u8868\u793a\u6b22\u8fce\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1) \u5176\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Volta\u3001fnm\uff09\u7684\u8fb9\u754c\u548c\u66ff\u4ee3\u5173\u7cfb\uff1b2) \u5bf9\u6846\u67b6\u7279\u5b9a\u89c4\u5219\uff08\u5982React\/Vue\uff09\u7684linting\u652f\u6301\u662f\u5426\u5b8c\u5584\uff1b3) \u65b0\u7528\u6237\u7684\u7406\u89e3\u4e0e\u4e0a\u624b\u6210\u672c\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 Vite+ \u6240\u6807\u699c\u7684\u201c\u7edf\u4e00\u5de5\u5177\u94fe\u201d\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u524d\u7aef\u5f00\u53d1\u7684\u201c\u5165\u53e3\u70b9\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u201c\u9009\u62e9\u4e0e\u914d\u7f6e\u201d\u8fd9\u4e00\u5206\u6563\u7684\u3001\u6d88\u8017\u5fc3\u529b\u7684\u524d\u671f\u6210\u672c\uff0c\u538b\u7f29\u4e3a\u4e00\u4e2a\u6743\u5a01\u7684\u3001\u5f00\u7bb1\u5373\u7528\u7684\u51b3\u7b56\u5305\u3002\u8fd9\u76f4\u6307\u73b0\u4ee3\u524d\u7aef\u5de5\u7a0b\u5316\u7684\u6838\u5fc3\u987d\u75be\uff1a\u5de5\u5177\u7e41\u8363\u80cc\u540e\u7684\u914d\u7f6e\u75b2\u52b3\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u635f\u8017\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u4ef7\u503c\u5df2\u5f97\u5230\u521d\u6b65\u9a8c\u8bc1\uff1a\u5f00\u53d1\u8005\u538c\u5026\u4e86\u5728ESLint\u3001Prettier\u3001\u6d4b\u8bd5\u6846\u67b6\u548c\u6784\u5efa\u5de5\u5177\u95f4\u75b2\u4e8e\u5954\u547d\uff0cVite+ \u63d0\u4f9b\u7684\u201c\u4e00\u7ad9\u5f0f\u201d\u4f53\u9a8c\u5207\u4e2d\u8981\u5bb3\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7edf\u4e00\u201d\u4e0e\u201c\u7075\u6d3b\u201d\u5929\u751f\u5b58\u5728\u5f20\u529b\u3002\u5f53\u5b83\u7528\u81ea\u7814\u7684 `vp env` \u66ff\u4ee3 nvm\/Volta\uff0c\u7528 Oxlint\/Oxfmt \u66ff\u4ee3 ESLint\/Prettier \u65f6\uff0c\u5b9e\u5219\u662f\u7528\u81ea\u8eab\u7684\u201c\u5f3a\u89c2\u70b9\u201d\u6536\u7f16\u4e86\u751f\u6001\u3002\u8fd9\u56fa\u7136\u80fd\u63d0\u5347\u4e00\u81f4\u6027\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u7528\u6237\u9501\u5165\u4e00\u4e2a\u65b0\u7684\u3001\u7531Vite+\u5b9a\u4e49\u7684\u751f\u6001\u5b50\u96c6\uff0c\u7528\u6237\u62c5\u5fe7\u7684\u6846\u67b6\u7279\u5b9a\u89c4\u5219\u652f\u6301\u95ee\u9898\u6b63\u662f\u6b64\u77db\u76fe\u7684\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u6210\u529f\u4e0e\u5426\u7684\u5173\u952e\uff0c\u4e0d\u5728\u4e8e\u529f\u80fd\u7684\u591a\u5be1\uff0c\u800c\u5728\u4e8e\u201c\u62bd\u8c61\u5c42\u201d\u7684\u8bbe\u8ba1\u80fd\u5426\u8db3\u591f\u4f18\u96c5\u548c\u900f\u660e\u3002\u5b83\u5fc5\u987b\u65e2\u80fd\u63d0\u4f9b\u7b80\u6d01\u7684\u9ed8\u8ba4\u8def\u5f84\uff0c\u53c8\u80fd\u4e3a\u9ad8\u7ea7\u7528\u6237\u7559\u51fa\u8db3\u591f\u7684\u9003\u751f\u8231\u53e3\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u4ece\u201c\u6df7\u4e71\u7684\u5206\u6563\u201d\u8d70\u5411\u201c\u50f5\u5316\u7684\u96c6\u4e2d\u201d\uff0c\u6210\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u201c\u914d\u7f6e\u201d\u548c\u201c\u7ed5\u8fc7\u201d\u7684\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cVite+ \u662f\u5728\u552e\u5356\u4e00\u79cd\u201c\u79e9\u5e8f\u201d\u548c\u201c\u65f6\u95f4\u201d\u3002\u5b83\u8d4c\u7684\u662f\uff0c\u5927\u591a\u6570\u5f00\u53d1\u8005\u613f\u610f\u7528\u4e00\u5b9a\u7a0b\u5ea6\u7684\u81ea\u7531\u9009\u62e9\u6743\uff0c\u6765\u6362\u53d6\u9879\u76ee\u521d\u59cb\u5316\u65f6\u90a3\u201c\u7b2c\u4e00\u4e2a\u5c0f\u65f6\u201d\u7684\u7edd\u5bf9\u9ad8\u6548\uff0c\u4ee5\u53ca\u540e\u7eed\u7ef4\u62a4\u4e2d\u5de5\u5177\u94fe\u540c\u6b65\u7684\u96f6\u6210\u672c\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u5f00\u53d1\u8005\u4f53\u9a8c\u4e0e\u751f\u6001\u63a7\u5236\u529b\u7684\u8c6a\u8d4c\uff0c\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u63d0\u4f9b\u6781\u81f4\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u4e0d\u5931\u751f\u6001\u7684\u5305\u5bb9\u6027\u4e0e\u6f14\u8fdb\u6d3b\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\">Vite+ <\/span>\n <\/div>\n<div class=\"comment-content\">Vite+ is a new unified toolchain and entry point to web application development. Manage your runtime, package manager, and frontend stack with one tool. curl -fsSL https:\/\/vite.plus | bash<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Free and open-source. It’s never been a better time for builders!<\/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>Having Vite, Vitest, Oxlint, and Oxfmt all unified under one CLI is huge. Right now my projects have separate configs for ESLint, Prettier, Vitest, and the build tool \u2013 and keeping them in sync is easily 10% of my setup time for any new project.<\/p>\n<p>One thing I’m curious about: how does `vp check` handle framework-specific linting rules? For example, React has its own set of rules (hooks rules, JSX accessibility), and Vue has theirs. Does Oxlint cover those out of the box, or would you still need to layer on additional plugins for framework-specific checks?<\/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\/@aaron0403\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaron0403<\/a> , You can specify the plugins in the vite config.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aaron0403\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaron0403<\/a> That\u2019s a great point \u2014 I noticed similar friction when thinking about onboarding and clarity for new users.<\/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>Runtime + package manager + frontend stack in one entry point is a bold scope. Where does Vite+ draw the line – is the goal to replace something like Volta or fnm for runtime management, or is it more of an opinionated layer on top of them?<\/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\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> Vite+ is there to fully manage your Node runtime, so you can replace nvm\/fmt\/Volta with it easily. `vp env` is a standalone implementation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh this is nice. Setting up a new project always feels like I’m spending the first hour just picking and configuring tools instead of actually building. If this actually unifies all that into one step I’m sold. Starred the repo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>switched to vite last year and never looked back. curious what the + adds \u2014 is it mainly the unified config or are there perf wins too?<\/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>\ud83d\ude42 Been a Vite user for a long time. Hope this one delivers too<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really interesting direction.<\/p>\n<p>I noticed some potential friction around how new users understand the scope and differences vs existing tools (like Vite setup, linting, etc).<\/p>\n<p>Happy to share a quick teardown with suggestions if helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really like seeing Evan You go all-in on the unified toolchain approach. As someone who’s wasted too many hours wrangling ESLint + Prettier + Vitest configs on every new project, having one CLI that handles all of it is exactly what the ecosystem needs. The Oxlint\/Oxfmt integration is the cherry on top \u2014 Rust-based tooling speed with zero config overhead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/36Z7WQPRVUH34E\" class=\"app-title\">Fractal<\/a><\/p>\n<div class=\"one-liner\">The fastest way to ship exceptional ChatGPT apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">236<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fractal\u662f\u4e00\u4e2aAI\u539f\u751f\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u9762\u5411ChatGPT\u7b49AI\u52a9\u624b\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u3001\u53ef\u6267\u884c\u52a8\u4f5c\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u89e3\u51b3\u5728AI\u667a\u80fd\u4f53\u751f\u6001\u4e2d\u9ad8\u6548\u5f00\u53d1\u548c\u5206\u53d1\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\/448b7181-d281-489a-b5f0-1050eb143819.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\/235fa879-422b-4d16-96a3-e503ecfaf18b.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\/2afa9ecf-b1ba-43a4-b883-bc65cd24d6bb.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\/5b8e62ce-d439-4d1b-81c6-9b94fb44c51a.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\/d7841df7-ab86-48f3-b1e2-9be6fa2889a9.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\/57211860-a700-4ea0-b97c-aa2f6f1d5e3a.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\/a6c432d7-2341-4b6e-9743-2d6468280ef7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TkK311N32kg\"><source src=\"https:\/\/youtu.be\/TkK311N32kg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">ChatGPT\u5e94\u7528\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e94\u7528\u5546\u5e97<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6001\u7cfb\u7edf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u7406\u5ff5\u4e0e\u6613\u7528\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5e73\u53f0\u98ce\u9669\uff08\u8fc7\u5ea6\u4f9d\u8d56ChatGPT\uff09\u3001\u67b6\u6784\u63a7\u5236\u4e0e\u8c03\u8bd5\u7075\u6d3b\u6027\u3001B2B\u573a\u666f\u4e0b\u7684\u903b\u8f91\u5212\u5206\u5efa\u8bae\uff0c\u4ee5\u53ca\u81ea\u5b9a\u4e49\u4ee3\u7801\u80fd\u529b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u901f\u5ea6\u3001\u67b6\u6784\u63a8\u8350\u548c\u6a21\u62df\u6d4b\u8bd5\u7b49\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fractal\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u8303\u5f0f\u8f6c\u79fb\uff1aAI\u667a\u80fd\u4f53\u6b63\u4ece\u95ee\u7b54\u5de5\u5177\u6f14\u53d8\u4e3a\u5de5\u4f5c\u4e3b\u754c\u9762\uff0c\u5176\u81ea\u8eab\u6b63\u5728\u6210\u4e3a\u4e00\u4e2a\u65b0\u7684\u201c\u5e94\u7528\u5546\u5e97\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u201c\u66f4\u5feb\u5730\u5f00\u53d1ChatGPT\u63d2\u4ef6\u201d\uff0c\u800c\u662f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u5957\u7b26\u5408AI\u539f\u751f\u4ea4\u4e92\u8303\u5f0f\u7684\u5f00\u53d1\u6846\u67b6\u3002\u5b83\u5f3a\u5236\u6216\u5f15\u5bfc\u5f00\u53d1\u8005\u601d\u8003\u4e09\u4e2a\u5173\u952e\u7279\u6027\uff1a\u4e0a\u4e0b\u6587\u611f\u77e5\u3001\u52a8\u4f5c\u6267\u884c\u548cUI\u589e\u5f3a\uff0c\u8fd9\u6070\u6070\u662f\u533a\u5206\u201c\u5957\u58f3\u7f51\u9875\u5e94\u7528\u201d\u4e0e\u201c\u771f\u6b63\u667a\u80fd\u4f53\u5e94\u7528\u201d\u7684\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u98ce\u9669\u4e0e\u673a\u9047\u540c\u6837\u660e\u663e\u3002\u673a\u9047\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u667a\u80fd\u4f53\u751f\u6001\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u901a\u8fc7\u62bd\u8c61\u5316\u6700\u4f73\u5b9e\u8df5\uff0c\u964d\u4f4e\u5f00\u53d1\u8005\u8fdb\u5165\u65b0\u5206\u5e03\u6e20\u9053\u7684\u95e8\u69db\u3002\u5176\u201c\u67b6\u6784\u89c4\u5212\u201d\u529f\u80fd\u82e5\u8db3\u591f\u667a\u80fd\uff0c\u80fd\u663e\u8457\u907f\u514d\u65e9\u671f\u8bbe\u8ba1\u9519\u8bef\uff0c\u4ef7\u503c\u4e0d\u83f2\u3002\u4f46\u98ce\u9669\u4e5f\u9ad8\u5ea6\u7ed1\u5b9a\u4e8eOpenAI\u7684\u5e73\u53f0\u653f\u7b56\u4e0e\u751f\u6001\u7a33\u5b9a\u6027\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5e73\u53f0\u98ce\u9669\u201d\u7684\u62c5\u5fe7\u975e\u5e38\u5c16\u9510\u3002\u5982\u679cChatGPT\u7684\u201c\u5e94\u7528\u5546\u5e97\u201d\u53d1\u5c55\u4e0d\u53ca\u9884\u671f\uff0c\u6216\u89c4\u5219\u7a81\u53d8\uff0cFractal\u7684\u751f\u5b58\u6839\u57fa\u5c06\u53d7\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u6d41\u7a0b\u5904\u7406\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u8ffd\u6c42\u201c\u5206\u949f\u7ea7\u4e0a\u7ebf\u201d\u7684\u540c\u65f6\uff0c\u5982\u4f55\u4e3a\u4e13\u4e1a\u5f00\u53d1\u8005\u4fdd\u7559\u8db3\u591f\u7684\u67b6\u6784\u63a7\u5236\u6743\u3001\u4ee3\u7801\u900f\u660e\u5ea6\u548c\u8c03\u8bd5\u5165\u53e3\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u76ee\u524d\u770b\uff0c\u56e2\u961f\u66f4\u503e\u5411\u4e8e\u63d0\u4f9b\u201c\u9ed1\u76d2\u5f0f\u201d\u7684\u6548\u7387\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u53ef\u80fd\u5438\u5f15\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u521d\u521b\u56e2\u961f\uff0c\u4f46\u96be\u4ee5\u6ee1\u8db3\u590d\u6742\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u9700\u6c42\u3002Fractal\u7684\u6210\u8d25\uff0c\u5c06\u662f\u5bf9\u201cAI\u65f6\u4ee3\u5f00\u53d1\u6d41\u7a0b\u5e94\u5982\u4f55\u91cd\u6784\u201d\u8fd9\u4e00\u547d\u9898\u7684\u4e00\u6b21\u91cd\u8981\u8bd5\u6c34\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\">Fractal<\/span>\n <\/div>\n<div class=\"comment-content\">Fractal is the fastest way to ship exceptional ChatGPT apps. ChatGPT is becoming the AI app store, and those who ship first and iterate fastest will capture the opportunity. Fractal handles architecture planning, coding, testing, and deployment so you can focus on building something people love. Build exceptional ChatGPT apps in minutes, not weeks.<\/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>I’m Hanh, co-founder of Fractal.<\/p>\n<p>We were early participants in the ChatGPT Apps working group when we noticed a shift: people don\u2019t just ask AI questions, personal AI agent (like ChatGPT, Claude, etc) are becoming the main interface for getting work done, and distribution is moving from the web to the AI agent people use every day. That is why ChatGPT apps matter. If your product is not something the agent can discover and use, you are missing out on a distribution opportunity.<\/p>\n<p>But ChatGPT apps aren’t just web apps inside an iframe. Great apps are:<\/p>\n<p>\u2022 Context-aware: take into account conversation history and user memory<\/p>\n<p>\u2022 Action-taking: translate intent into actions<\/p>\n<p>\u2022 UI-augmented: easy for both human & AI to interact with<\/p>\n<\/p>\n<p>So we built Fractal, a platform specifically for building outstanding ChatGPT apps:<\/p>\n<p>\u2022 Plan: a smart architecture planner that recommends best practices, including what belongs in the app vs what to delegate to the model<\/p>\n<p>\u2022 Build: a specialized AI coding agent that understands context, actions, and UI constraints<\/p>\n<p>\u2022 Iterate: a native chat emulator so you can test without reconnecting to ChatGPT every time<\/p>\n<p>\u2022 Ship: one-click deploy<\/p>\n<p>We are the Lovable of ChatGPT apps: in the AI era, it’s not enough to be lovable, you need to be frac-able \ud83d\ude09<\/p>\n<p>We\u2019d love your honest feedback, and we\u2019ll be around all day answering questions.<\/p>\n<p>\ud83c\udf81 Product Hunt launch offer: 20% off Pro with code PH20<\/p>\n<p>\ud83d\udc49 Join our Discord: <a href=\"https:\/\/discord.gg\/PyKaykcH\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/PyKaykcH<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> Love the focus on context-aware apps. Congratulations on the launch! Quick question: For someone building a B2B tool, how does Fractal’s Plan feature recommend splitting logic between app actions\/UI vs delegating to the model, and what’s a common pitfall it catches early?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> , congrats \ud83d\udc4f \ud83d\udc4f \ud83d\udc4f team <a href=\"https:\/\/www.producthunt.com\/products\/lovable\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lovable\" target=\"_blank\" rel=\"noopener\">@Lovable<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> Yeah this is interesting.<\/p>\n<p>If users stay inside AI, then distribution changes completely.<\/p>\n<p>Feels like early days of a new layer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really interesting, how customizable are the apps we can make with Fractal? Can we implement custom code and more heavy duty applications as well?<\/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\/@kyanchiang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kyanchiang<\/a> Yes! Try it out and tell us how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. How do you balance speed with reliability when Fractal is handling everything from planning to deployment? For example, how much control do developers have over the architecture and code quality, and how easy is it to step in, modify, or debug parts of the system without fighting the abstraction?<\/p>\n<\/p>\n<p>P. S. Good luck!<\/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\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> Hi Steffen, we focus on helping our customers make the best app possible for their use case. The speed comes from vibecoding (fast), architecture recommendation (reduce iterations and basic mistakes), in-platform emulator (reducing the time connecting\/disconnecting with ChatGPT), and submission helper (we scan your submission to identify areas where OpenAI may reject your app)<\/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>I’ve been building a couple of chatgpt apps too – excited to give this a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thisissukh_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisissukh_<\/a> yes please give us a try and let me know if there is anything we could improve<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks very cool and promising, congrats @hanh_nguyen<\/div>\n<div class=\"comment-actions\">\n<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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> 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\">Love the video\ud83e\udee1<\/div>\n<div class=\"comment-actions\">\n<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\/@meet_patel24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meet_patel24<\/a> Thank you so much! I hope you enjoy the battlestar galatica reference <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 that video in the style of Wallace & Gromit! \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Thank you! We also added a reference from Battlestar Galatica, and obviously Silicon Valley <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have tried Fractal for a few days and have had a nice experience so far! It is very easy to navigate and the vibecoding is pretty robust. Hopefully there will be more options for customization to work with the vibecode.<\/p>\n<\/p>\n<p>There can still be some risks relying on the ChatGPT platform alone, but I think there is great potential in this space to grow.<\/p>\n<\/p>\n<p>Anyways, nice 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\/@binh_nguyen32\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@binh_nguyen32<\/a> Thank you for trying our products and I’m glad you liked it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on speed + iteration, feels like that\u2019s the real edge right now. <\/p>\n<p>Curious how you think about platform risk though, if everything lives inside ChatGPT, how do builders hedge against that long-term?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@hanh_nguyen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> !! Fingers crossed \ud83e\udd1e\ud83d\ude3c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Actually this feels like the Apple App Store 2007. Those who were early are the ones benefiting most from<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So lucky to get to try this early on. Loving it so far!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanh_nguyen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> how is it different from codex?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanh_nguyen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> how is it different from codex?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanh_nguyen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> how is it different from codex?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>speed to ship is everything right now. built a saas mvp in 4 days with claude code \u2014 tools like this that cut the boilerplate are exactly what solo builders need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hikaruai_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hikaruai_<\/a> exactly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats @maxockner and @hanh_nguyen on the launch! \ud83d\ude80 <\/p>\n<p>Love the video! – I\u2019m definitely going to be vibe coding a custom ChatGPT app on fractal. You guys have made an amazing product.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxockner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxockner<\/a> <a href=\"https:\/\/www.producthunt.com\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool congrats <a href=\"https:\/\/www.producthunt.com\/@hanh_nguyen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hanh_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanh_nguyen<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eva_lawrence\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eva_lawrence<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 best no code chatgpt app builder out there – we’ve been using fractal since the early days and its been amazing for us to both quickly ship apps and also prototype and test new features with our enterprise clients. congrats on the launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@elliot_garreffa1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elliot_garreffa1<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z2YOTY7EIMZBX5\" class=\"app-title\">Cursor Glass<\/a><\/p>\n<div class=\"one-liner\">Unified agent workspace with seamless cloud handoff power<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">215<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cursor Glass \u662f\u4e00\u6b3e\u9762\u5411\u5de5\u7a0b\u5e08\u7684\u7edf\u4e00\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u5728\u4efb\u52a1\u6267\u884c\u4e2d\u65e0\u7f1d\u5207\u6362\u672c\u5730\u4e0e\u4e91\u7aef\u73af\u5883\uff0c\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u5e76\u884c\u5f00\u53d1\u65f6\u5de5\u4f5c\u6d41\u4e2d\u65ad\u4e0e\u7ba1\u7406\u6df7\u4e71\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\/3b9bd7ec-ccdf-47fb-ac95-c688eb602eb5.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\/d391677d-084a-4ca2-bd62-4d2e96700dd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5f61425-ec47-434e-8c13-0c8b715b196f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83128fed-ae42-4ee0-b914-3f5abc414cab.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\/e00b00a9-82f7-4718-9b7d-ffdb004bd814.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be018773-c461-42a9-9d40-21489d2c3383.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\/cda06de7-d9f5-44b6-840e-647cfc5f52f3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/stRhZIrwa-w?si=0j9wkInd2G1HNKFB\"><source src=\"https:\/\/youtu.be\/stRhZIrwa-w?si=0j9wkInd2G1HNKFB\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u4e91\u672c\u5730\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97\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\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u672c\u5730\u4e0e\u4e91\u7aef\u591a\u667a\u80fd\u4f53\u7ba1\u7406\u7684\u75db\u70b9\uff0c\u8d5e\u8d4fComposer 2\u7684\u6027\u80fd\u4e0e\u901f\u5ea6\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5f53\u524d\u662f\u5426\u53ef\u4e0b\u8f7d\uff0c\u4ee5\u53ca\u5982\u4f55\u4fdd\u8bc1\u8de8\u73af\u5883\u5207\u6362\u65f6\u7684\u6027\u80fd\u4e00\u81f4\u6027\u4e0e\u7f51\u7edc\u9c81\u68d2\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cursor Glass \u7684\u63a8\u51fa\uff0c\u8fdc\u4e0d\u6b62\u662f\u754c\u9762\u66f4\u65b0\u6216\u6027\u80fd\u63d0\u5347\uff0c\u5b83\u5b9e\u8d28\u4e0a\u662f\u8bd5\u56fe\u5728AI\u667a\u80fd\u4f53\u5f00\u53d1\u65e5\u76ca\u590d\u6742\u7684\u5f53\u4e0b\uff0c\u91cd\u65b0\u5b9a\u4e49\u201c\u5f00\u53d1\u8005\u73af\u5883\u201d\u7684\u8fb9\u754c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u201cCloud Handoff\u201d\uff0c\u5c06\u201c\u73af\u5883\u201d\u4ece\u56fa\u5b9a\u7684\u7269\u7406\u6216\u4e91\u7aef\u4f4d\u7f6e\uff0c\u89e3\u6784\u4e3a\u4e00\u4e2a\u53ef\u52a8\u6001\u8fc1\u79fb\u3001\u72b6\u6001\u6301\u7eed\u7684\u4efb\u52a1\u6267\u884c\u4e0a\u4e0b\u6587\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e0e\u6df7\u5408\u90e8\u7f72\u6a21\u5f0f\u4e2d\u6700\u68d8\u624b\u7684\u201c\u72b6\u6001\u65ad\u5c42\u201d\u95ee\u9898\u2014\u2014\u667a\u80fd\u4f53\u65e0\u9700\u56e0\u7b97\u529b\u6216\u8d44\u6e90\u9650\u5236\u800c\u4e2d\u65ad\u3001\u91cd\u542f\uff0c\u7406\u8bba\u4e0a\u5b9e\u73b0\u4e86\u5de5\u4f5c\u6d41\u7684\u201c\u65e0\u635f\u6f02\u79fb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u4f20\u4e2d\u907f\u91cd\u5c31\u8f7b\u7684\u6070\u6070\u662f\u6700\u5927\u7684\u6280\u672f\u6311\u6218\uff1a\u4e00\u81f4\u6027\u4fdd\u8bc1\u4e0e\u7f51\u7edc\u5e7d\u7075\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u7684\u8d28\u7591\u4e00\u9488\u89c1\u8840\uff1a\u5728\u4e0d\u53ef\u9760\u7684\u7f51\u7edc\u548c\u5f02\u6784\u7684\u8ba1\u7b97\u73af\u5883\u4e2d\uff0c\u5982\u4f55\u786e\u4fdd\u4efb\u52a1\u72b6\u6001\u540c\u6b65\u7684\u5f3a\u4e00\u81f4\u6027\uff1f\u5ef6\u8fdf\u548c\u4e2d\u65ad\u662f\u5426\u4f1a\u5f15\u53d1\u96be\u4ee5\u8c03\u8bd5\u7684\u5206\u5e03\u5f0f\u72b6\u6001\u9519\u8bef\uff1f\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u4ea7\u54c1\u4f18\u5316\uff0c\u800c\u662f\u6d89\u53ca\u5e95\u5c42\u67b6\u6784\u54f2\u5b66\u7684\u6839\u672c\u6027\u96be\u9898\u3002\u82e5\u5904\u7406\u4e0d\u5f53\uff0c\u201c\u65e0\u7f1d\u5207\u6362\u201d\u53ef\u80fd\u6ca6\u4e3a\u7f8e\u4e3d\u7684\u5e7b\u8c61\uff0c\u53cd\u800c\u589e\u52a0\u8fd0\u7ef4\u590d\u6742\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5c06\u5176\u7b80\u5355\u89c6\u4e3a\u201c\u5bf9Codex\u7684\u56de\u5e94\u201d\u662f\u80a4\u6d45\u7684\u3002Cursor\u7684\u6218\u7565\u610f\u56fe\u66f4\u53ef\u80fd\u662f\u6784\u7b51\u4e00\u4e2a\u9ad8\u7c98\u6027\u7684\u201c\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\u201d\u7ea7\u5e73\u53f0\u3002\u901a\u8fc7\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u9501\u5b9a\u5f00\u53d1\u8005\u7684\u667a\u80fd\u4f53\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u5176\u5546\u4e1a\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u4e0b\u4e00\u4ee3AI\u539f\u751f\u5de5\u7a0b\u7684\u4e8b\u5b9e\u6807\u51c6\u3002Composer 2\u5e26\u6765\u7684\u6210\u672c\u4f18\u52bf\u662f\u8bf1\u9975\uff0c\u800c\u771f\u6b63\u7684\u58c1\u5792\u548c\u957f\u671f\u4ef7\u503c\uff0c\u5728\u4e8e\u80fd\u5426\u5efa\u7acb\u8d77\u4e00\u4e2a\u7a33\u5b9a\u3001\u53ef\u4fe1\u7684\u8de8\u73af\u5883\u6267\u884c\u5c42\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff0c\u4f46\u5de5\u7a0b\u4e0a\u7684\u9b54\u9b3c\u7ec6\u8282\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201c\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u552f\u4e00\u8bd5\u91d1\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\">Cursor Glass<\/span>\n <\/div>\n<div class=\"comment-content\">Cursor Glass introduces a unified interface for managing agents, repositories, and cloud tasks in one place. With Cloud Handoff, agents can seamlessly switch between local machines and cloud environments mid-task, eliminating workflow breaks. Powered by Composer 2, it delivers strong coding performance at lower cost. Built for engineers running parallel agents, Glass reduces context-switching and brings real visibility.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cursor Glass is a new interface for agentic development that solves a real pain: managing multiple agents across local and cloud environments without losing visibility. <\/p>\n<\/p>\n<p>With a unified workspace for agents, repos, and tasks plus Cloud Handoff to switch between local and cloud mid-task, it reduces context-switching and keeps workflows seamless. <a href=\"https:\/\/www.producthunt.com\/products\/cursor?utm_source=other&utm_medium=social\" target=\"_blank\" rel=\"noopener\">Composer 2<\/a> adds strong performance at lower cost.<\/p>\n<\/p>\n<p>Built for engineers running parallel agents at scale especially useful for multi-agent workflows and cloud orchestration.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Seems like Cursor’s reply to OpenAI Codex. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> With this update alone, Cursor is back in the top tier. It might be time to renew my subscription.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 release by Cursor Team. So, this is actually filling the gap where all the other models were doing really well, and I tried the Composer 2. It’s fantastic. The speed is amazingly fast.Kudos to the team and well done. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is this available for download now?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the approach you’re taking to ensure consistent performance and seamless handoff between local and cloud environments, especially considering potential latency or network issues?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BM54CGYFXXNADV\" class=\"app-title\">Contral<\/a><\/p>\n<div class=\"one-liner\">The agentic IDE which teaches while you build.<\/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\u5c06AI\u7f16\u7a0b\u4e0e\u5b9e\u65f6\u6559\u5b66\u6df1\u5ea6\u96c6\u6210\u7684\u667a\u80fdIDE\uff0c\u5728\u5f00\u53d1\u8005\u201c\u8fb9\u5efa\u8fb9\u5b66\u201d\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86AI\u7f16\u7801\u5de5\u5177\u53ea\u4ea7\u51fa\u4ee3\u7801\u5374\u4e0d\u89e3\u91ca\u903b\u8f91\u3001\u5bfc\u81f4\u5f00\u53d1\u8005\u77e5\u5176\u7136\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\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\/8f373f96-81de-46c3-804b-b04ef24704c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d92f9f00-6a5a-4d65-b3fa-e79bdea1145f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7db42501-715d-46f0-aadd-623412ca3e2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69041649-4a3d-49c3-bc16-e4f24fc15ae1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ace1019f-e826-4662-a3e4-dfd10789bb30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c41cff68-9769-46c1-b30c-3e1d5beba24e.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\/31454a36-e57e-4791-a3ea-470822fadf7a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/LY8v5qWLnb4\"><source src=\"https:\/\/youtu.be\/LY8v5qWLnb4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fdIDE<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u8fb9\u5efa\u8fb9\u5b66<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u89e3\u91ca<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u8def\u5f84<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5f0f\u7f16\u7a0b<\/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\u201c\u8fb9\u5efa\u8fb9\u5b66\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u533a\u522b\u4e8e\u4ec5\u751f\u6210\u4ee3\u7801\u7684\u73b0\u6709\u5de5\u5177\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u4e0eCursor\u7b49AI\u52a9\u624b\u7684\u5177\u4f53\u5dee\u5f02\uff1bBuild\u6a21\u5f0f\u7684\u4ecb\u5165\u65f6\u673a\uff1bLearn\u6a21\u5f0f\u5982\u4f55\u9002\u914d\u5df2\u6709\u8bed\u8a00\u57fa\u7840\u4f46\u5b66\u4e60\u65b0\u6846\u67b6\u7684\u573a\u666f\u3002\u4ea6\u6709\u8bc4\u8bba\u8d28\u7591\u5176\u95ee\u9898\u662f\u5426\u5df2\u88ab\u73b0\u6709IDE\u63d2\u4ef6\u89e3\u51b3\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 Contral\u7684\u91ce\u5fc3\u5e76\u975e\u5355\u7eaf\u505a\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u4ee3\u7801\u751f\u6210\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u7f16\u7a0b\u8ba4\u77e5\u7684\u201c\u526f\u9a7e\u9a76\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u76f4\u9762\u5f53\u524dAI\u8f85\u52a9\u7f16\u7a0b\u7684\u6700\u5927\u9690\u5fe7\uff1a\u5f00\u53d1\u8005\u5bf9AI\u4ea7\u51fa\u7684\u4ee3\u7801\u4e27\u5931\u7406\u89e3\u548c\u638c\u63a7\u529b\uff0c\u6ca6\u4e3a\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u7684\u63d0\u8bcd\u5458\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u6784\u5efa\u6a21\u5f0f\u201d\u4e0e\u201c\u5b66\u4e60\u6a21\u5f0f\u201d\u7684\u53cc\u6838\u8bbe\u8ba1\uff0c\u8bd5\u56fe\u5c06\u201c\u77e5\u8bc6\u4f20\u9012\u201d\u786c\u7f16\u7801\u5230\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5b9e\u65f6\u89e3\u6784AI\u7684\u51b3\u7b56\u903b\u8f91\uff0c\u8fd9\u6233\u4e2d\u4e86\u8bb8\u591a\u4f9d\u8d56AI\u5374\u611f\u5230\u5e95\u5c42\u6280\u80fd\u7a7a\u5fc3\u5316\u7684\u5f00\u53d1\u8005\u7684\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5dee\u5f02\u5316\u5b9a\u4f4d\u6a21\u7cca\u3002\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u73b0\u6709\u5de5\u5177\u901a\u8fc7\u590d\u6742\u914d\u7f6e\u6216\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u4e5f\u80fd\u5b9e\u73b0\u90e8\u5206\u89e3\u91ca\u529f\u80fd\uff0cContral\u9700\u8bc1\u660e\u5176\u63d0\u4f9b\u7684\u7cfb\u7edf\u5316\u6559\u5b66\u4e0e\u5373\u65f6\u6d4b\u9a8c\u80fd\u5e26\u6765\u8d28\u7684\u6548\u7387\u4e0e\u8ba4\u77e5\u63d0\u5347\uff0c\u800c\u975e\u4f53\u9a8c\u4f18\u5316\u3002\u5176\u6b21\uff0c\u6559\u5b66\u4ecb\u5165\u7684\u667a\u80fd\u5ea6\u662f\u6280\u672f\u5173\u952e\u3002\u5728\u201c\u6784\u5efa\u6a21\u5f0f\u201d\u4e2d\uff0c\u5982\u4f55\u7cbe\u51c6\u5224\u65ad\u5f00\u53d1\u8005\u4f55\u65f6\u9700\u8981\u6307\u5bfc\u3001\u4f55\u65f6\u9700\u8981\u81ea\u4e3b\u63a2\u7d22\uff0c\u662f\u5e73\u8861\u5b66\u4e60\u6548\u679c\u4e0e\u5f00\u53d1\u6d41\u7545\u6027\u7684\u6838\u5fc3\u7b97\u6cd5\u96be\u9898\uff0c\u8fc7\u65e9\u6216\u8fc7\u5ea6\u7684\u89e3\u91ca\u4f1a\u4ee4\u4eba\u70e6\u8e81\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5929\u82b1\u677f\u95ee\u9898\u3002\u4ea7\u54c1\u4ecb\u4e8e\u5de5\u5177\u4e0e\u6559\u80b2\u5e73\u53f0\u4e4b\u95f4\uff0c\u82e5\u4fa7\u91cd\u5de5\u5177\u5c5e\u6027\uff0c\u5219\u9700\u5728\u529f\u80fd\u6df1\u5ea6\u4e0a\u786c\u64bc\u5de8\u5934\uff1b\u82e5\u4fa7\u91cd\u6559\u80b2\uff0c\u5219\u9700\u6784\u5efa\u66f4\u7ed3\u6784\u5316\u3001\u66f4\u5e9e\u5927\u7684\u8bfe\u7a0b\u4f53\u7cfb\uff0c\u5176\u201c\u5206\u6790\u5343\u4e07\u884c\u4ee3\u7801\u5e93\u751f\u6210\u6d4b\u9a8c\u201d\u7684\u529f\u80fd\u5c55\u793a\u4e86\u5411\u4f01\u4e1a\u57f9\u8bad\u5ef6\u4f38\u7684\u6f5c\u529b\uff0c\u8fd9\u6216\u8bb8\u662f\u66f4\u6027\u611f\u7684\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cContral\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\u3002\u5b83\u4e0d\u518d\u5c06AI\u5b9a\u4f4d\u4e3a\u66ff\u4ee3\u5f00\u53d1\u8005\u7684\u201c\u9ed1\u76d2\u6267\u884c\u8005\u201d\uff0c\u800c\u662f\u5c06\u5176\u91cd\u6784\u4e3a\u201c\u53ef\u89e3\u91ca\u7684\u534f\u4f5c\u8005\u4e0e\u5bfc\u5e08\u201d\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u6559\u5b66\u201d\u8fd9\u4e00\u9ad8\u8ba4\u77e5\u8d1f\u8377\u7684\u4efb\u52a1\uff0c\u4ee5\u8fd1\u4e4e\u65e0\u611f\u7684\u65b9\u5f0f\u6df1\u5ea6\u878d\u5165\u9ad8\u5f3a\u5ea6\u3001\u5feb\u8282\u594f\u7684\u5f00\u53d1\u5b9e\u8df5\u4e2d\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u8ba4\u77e5\u540c\u6b65\u201d\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u6216\u8bb8\u80fd\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u667a\u80fd\u5f00\u53d1\u73af\u5883\u7684\u65b0\u6807\u51c6\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\">Contral<\/span>\n <\/div>\n<div class=\"comment-content\">Contral – The IDE that teaches you while you build. With Build Mode, you apply everything independently with context aware assistance that supports your thinking. Build with AI agents and learn along the way as you build. With Learn Mode, learn specific languages. You get step by step guidance, real time explanations, and direction as you work on actual tasks. 200+ developers are already on the waitlist. This is the first step towards changing how developers learn.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Curious to hear from everyone here:<\/p>\n<p>When you were learning to code, what was actually harder for you<br \/>\nunderstanding concepts or building something on your own from scratch?<\/p>\n<p>A lot of people can follow tutorials and understand what\u2019s happening, but the moment they try to build independently, things start breaking down. That gap between learning and building seems to be where most people get stuck.<\/p>\n<p>What was your experience like?<br \/>\nWhere did things start getting difficult 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Devansh, 18 year old engineering student from India. Me and my co-founder Samagra built Contral over the last 6 months with zero funding.<\/p>\n<p>The problem we kept hitting: we were vibecoding entire projects and couldn’t explain any of it in interviews. The AI made every decision and never explained a single one.<\/p>\n<p>So we built the fix directly into the IDE.<\/p>\n<p>Contral teaches you every line while AI codes your project. Not after. Not in docs. Right as it happens.<\/p>\n<p>Key features:<\/p>\n<p>\u2192 <strong>AI writes the code. <em>You learn while it does.<\/em><\/strong><\/p>\n<p>\u2192 Teaches every function and architectural decision in real time<\/p>\n<p>\u2192 Codebase Analyzer: tested on a 10M+ line repo, mapped full architecture and generated quizzes from actual production code<br \/>\u2192 Learn Mode: structured curriculum starting with Java<\/p>\n<p>Download today at <a href=\"http:\/\/contral.ai\/download\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contral.ai\/download<\/a><\/p>\n<p>Would love your honest feedback, brutal is fine, we can handle it. Ask us anything \ud83d\ude4f<\/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>I’m so happy I found your product! I’m a solo founder and built my product entirely with the help of AI. At first, I watched a ton of tutorials on YouTube and even took a paid course, but I didn’t really get it because you have to try everythin out in practice right away. Eventually, I managed to figure out GSD, and it built the app for me. But I\u2019d be lying if I said it went even halfway smoothly. No, it constantly forgot what we were doing, mixed up tasks, and just didn\u2019t understand me. And I didn\u2019t understand it. I still don\u2019t. I\u2019d love to test your product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allurepixel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allurepixel<\/a> that’s what we faced too, and thats why we made it. The product is in BETA and we will be improving the product everyday, you can checkout the product at <a href=\"https:\/\/contral.ai\/download\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/contral.ai\/download<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samagra_gune\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samagra_gune\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samagra_gune<\/a> Really interesting direction, especially the \u201clearn while building\u201d inside the IDE itself.<\/p>\n<\/p>\n<p>One thing I noticed from the discussion here is that people are slightly confused about how Contral is fundamentally different from existing tools like Cursor or other AI coding assistants.<\/p>\n<\/p>\n<p>Have you thought about making that difference more obvious visually or through a simple before\/after use case?<\/p>\n<\/p>\n<p>Feels like once that clarity clicks, the value would be much easier to grasp instantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samagra_gune\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samagra_gune<\/a> Also had a quick thought on simplifying how the \u201clearn while building\u201d part is communicated in the first few seconds.<\/p>\n<\/p>\n<p>I think it could improve first-time clarity a lot \u2014 happy to share a quick concept if you’re open \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>How does the Learn Mode adapt when you’re already familiar with a language but just new to a specific framework? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Learn Mode for now is mainly focused on just familiarising the user with a specific language and mastering it. We haven’t made it so that it adapts and teaches specific frameworks. <\/p>\n<p>But that sounds like a brilliant addition. We’ll surely work on this and add it on there. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Samagra! quick questsion, how does Build Mode decide when to step in with assistance versus letting you work through something on your own?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is such a smart approach \u2014 most AI coding tools just do the work for you, but Contral actually helps you understand what’s happening while you build. the Learn Mode concept is brilliant, especially for developers who want to level up without sitting through tutorials. the fact that 200+ devs are already on the waitlist before launch says a lot. excited to see where this goes, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>But if we create a rules file for the ide we use ( ex : Cursor ) , it remembers our choice of getting the code explained to us , so after every code \/ file it make changes , the AI itself would write an explanatory blog or technical muse for our understanding. <br \/>just for serving a purpose of learning while vibe coding ~ this can be get done by existing IDEs & AI plugins… i am still not convinced abt the product fit for the problem you are solving, cuz its a solved problem. <\/p>\n<p>Writing this cuz you asked for a genuine review , besides that – forking a open source IDE and adding AI integration is a skillful task tbh , good job !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@suryeah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryeah<\/a> a simple explanation in the chat by the agent is very different from what we’re making here. Its an entire system that doesn’t just explain but also helps you build your skills. <\/p>\n<p>Cursor or other platforms won’t explain the code line by line, analyse codebases, or generate instant quizes and challenges on what you generated. <\/p>\n<p>Give it a try and i think you’ll maybe see the difference in our vision. <\/p>\n<p>And hey, thanks a lot for the support still. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/WC7YOUJQ7EOBU2\" class=\"app-title\">murmur<\/a><\/p>\n<div class=\"one-liner\">practice tough phone calls with AI before you make them<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eiOS\u5e94\u7528\uff0c\u5141\u8bb8\u7528\u6237\u5728\u771f\u5b9e\u901a\u8bdd\u524d\u4e0eAI\u8fdb\u884c\u62df\u771f\u8bed\u97f3\u5bf9\u8bdd\u7ec3\u4e60\uff0c\u5e76\u63d0\u4f9b\u5373\u65f6\u53cd\u9988\uff0c\u65e8\u5728\u7f13\u89e3\u7528\u6237\u5728\u8fdb\u884c\u533b\u7597\u54a8\u8be2\u3001\u85aa\u8d44\u8c08\u5224\u3001\u6c42\u804c\u9762\u8bd5\u7b49\u538b\u529b\u901a\u8bdd\u524d\u7684\u7126\u8651\u548c\u51c6\u5907\u4e0d\u8db3\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\/876edf83-2fb5-4117-b414-a8f4fa56b394.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cde6a9f-51c5-423b-8e8f-f5ddd07d5a62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85df9f0e-5b06-40e6-bb63-f12685c75d7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/263ef665-f612-4be3-be6a-32d0e4cbc50e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/200bf808-7681-4db2-a7e3-7ca5839eb7fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u901a\u8bdd\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u7126\u8651\u7f13\u89e3<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u6c9f\u901a\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u626e\u6f14<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u6280\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u4f18\u5316\u5e94\u7528\u5546\u5e97\u641c\u7d22\u3001\u8c03\u6574\u4ed8\u8d39\u5899\u7b56\u7565\u4ee5\u63d0\u4f9b\u66f4\u6e05\u6670\u514d\u8d39\u4f53\u9a8c\u3001\u589e\u52a0\u8bed\u97f3\u8bed\u901f\u7b49\u81ea\u5b9a\u4e49\u8bbe\u7f6e\u3001\u62d3\u5c55\u5546\u52a1\u8c08\u5224\u7b49\u573a\u666f\uff0c\u5e76\u5e0c\u671b\u770b\u5230\u66f4\u76f4\u89c2\u7684\u4ea7\u54c1\u6f14\u793a\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 Murmur\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41AI\u5e94\u7528\u5ffd\u7565\u7684\u9690\u79d8\u75db\u70b9\uff1a\u975e\u5373\u65f6\u901a\u8baf\u4e16\u4ee3\u5bf9\u5b9e\u65f6\u8bed\u97f3\u901a\u8bdd\u7684\u7ed3\u6784\u6027\u6050\u60e7\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u8bed\u97f3\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u5b89\u5168\u5931\u8d25\u201d\u7684\u73af\u5883\uff0c\u8fd9\u6070\u6070\u662f\u4f20\u7edf\u89d2\u8272\u626e\u6f14\u6216\u6587\u672c\u7ec3\u4e60\u65e0\u6cd5\u63d0\u4f9b\u7684\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\u5176AI\u88ab\u8bbe\u8ba1\u4e3a\u201c\u4f1a\u63a8\u8bff\u3001\u4f1a\u72b9\u8c6b\u3001\u4f1a\u62d2\u7edd\u201d\uff0c\u800c\u975e\u4e00\u5473\u8fce\u5408\uff0c\u8fd9\u6a21\u62df\u4e86\u771f\u5b9e\u901a\u8bdd\u4e2d\u7684\u6743\u529b\u52a8\u6001\u548c\u4e0d\u786e\u5b9a\u6027\uff0c\u662f\u5efa\u7acb\u6709\u6548\u5fc3\u7406\u97e7\u6027\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u53cd\u6d41\u91cf\u201d\u4ea7\u54c1\u2014\u2014\u7528\u6237\u6210\u529f\u5373\u610f\u5473\u7740\u4e0d\u518d\u9700\u8981\u3002\u8fd9\u5bf9\u5176\u7528\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c\u548c\u589e\u957f\u6a21\u5f0f\u63d0\u51fa\u4e86\u4e25\u5cfb\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\uff08\u4ed8\u8d39\u5899\u8bbe\u7f6e\uff09\u4e0e\u6838\u5fc3\u4ef7\u503c\u9a8c\u8bc1\uff08\u9700\u4eb2\u8eab\u4f53\u9a8c\uff09\u4e4b\u95f4\u5b58\u5728\u77db\u76fe\uff0c\u8fc7\u65e9\u7684\u4ed8\u8d39\u62e6\u622a\u53ef\u80fd\u627c\u6740\u8f6c\u5316\u3002\u6700\u540e\uff0c\u5176\u573a\u666f\u867d\u5177\u4f53\uff0c\u4f46\u58c1\u5792\u4e0d\u9ad8\uff0c\u6781\u6613\u88ab\u7efc\u5408\u578bAI\u52a9\u624b\uff08\u5982ChatGPT\u7684\u8bed\u97f3\u529f\u80fd\uff09\u4ee5\u9644\u52a0\u529f\u80fd\u5f62\u5f0f\u8986\u76d6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u673a\u4f1a\u5728\u4e8e\u5c06\u201c\u901a\u8bdd\u6a21\u62df\u201d\u6df1\u5316\u4e3a\u201c\u9ad8\u538b\u529b\u6c9f\u901a\u6a21\u62df\u201d\uff0c\u5e76\u62d3\u5c55\u81f3B\u7aef\uff08\u5982\u9500\u552e\u3001\u5ba2\u670d\u57f9\u8bad\uff09\uff0c\u6216\u4e0e\u804c\u4e1a\u57f9\u8bad\u5e73\u53f0\u3001\u5fc3\u7406\u5065\u5eb7\u670d\u52a1\u6df1\u5ea6\u7ed3\u5408\uff0c\u4ece\u4e00\u6b21\u6027\u5de5\u5177\u8f6c\u5411\u7cfb\u7edf\u5316\u8bad\u7ec3\u65b9\u6848\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u89e3\u51b3\u7279\u5b9a\u7126\u8651\u7684\u201c\u521b\u53ef\u8d34\u201d\uff1b\u672a\u6765\uff0c\u5b83\u80fd\u5426\u6210\u4e3a\u4e2a\u4eba\u6c9f\u901a\u80fd\u529b\u7684\u201c\u5065\u8eab\u6559\u7ec3\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">murmur<\/span>\n <\/div>\n<div class=\"comment-content\">Dreading a phone call? Practice it first. Murmur is an iOS app that lets you rehearse real-life phone calls with AI before making them for real. Call your doctor about test results, negotiate rent, prep for a job interview, or handle a difficult return – in a safe, judgment-free space. Pick a scenario (40+ built-in, or create your own), have a real voice conversation with AI, get instant feedback on what you said and how to improve. Not a chatbot – a real voice call simulator with AI coaching.<\/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 grew up texting. My generation booked things online, ordered through apps, and found every possible way around talking to strangers on the phone. So most of us never really learned how to be comfortable making calls.<\/p>\n<p>Not the “I hate small talk” kind of uncomfortable – more the kind where you rehearse what to say to a doctor’s receptionist for twenty minutes, then hope they don’t pick up. Job hunting made it worse: phone screens, salary conversations, follow-up calls – each one felt like a test I hadn’t studied for.<\/p>\n<p>So I built murmur: an iOS app that lets you practise stressful calls with AI before making them for real. The AI plays the other person with a real voice, and gives you feedback after. Doctor’s appointments, landlord negotiations, awkward returns, mock interviews, salary talks – and custom scenarios if you have a specific call you’re dreading. The AI shows emotions, hesitates, pushes back, and tries to behave like an actual person on the other end.<\/p>\n<p>Murmur got featured in the App Store’s “Best New Apps and Updates” a few days ago, and it’s for anyone who has ever made a phone call in their head before making it for real. Would love to hear what call you’d practise first.<\/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\/@valzevul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzevul<\/a> Love this for Gen Z\/Alpha job hunters dreading recruiter screens. Have you practiced any salary negotiation scenarios yet? How does the AI handle pushback on counteroffers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@valzevul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"valzevul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzevul<\/a> This is super relatable \u2014 the \u201choping they don\u2019t pick up\u201d part hit hard \ud83d\ude04<\/p>\n<\/p>\n<p>Really like the idea of practicing real conversations with an AI that actually pushes back. One thing I was wondering \u2014 have you explored showing a more \u201clive\u201d feel of the experience on the landing?<\/p>\n<\/p>\n<p>Like a quick simulated call flow or visual example of how a conversation evolves could make the value click instantly for first-time users.<\/p>\n<\/p>\n<p>Feels like once people *see* the experience, they\u2019d be much more likely to try 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\/@valzevul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzevul<\/a> Also had a quick thought on highlighting the \u201creal conversation feel\u201d more clearly in the first few seconds \u2014 I think that could significantly improve first-time user conversion.<\/p>\n<\/p>\n<p>Happy to share a quick concept if you’re open \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vinayverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinayverma<\/a> thanks, that’s a great idea to make the landing more interactive! As I am building a mobile app, not a web-service, my primary goal is to get users to download the app first – at which point they get to see the demo onboarding and try the real live call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The “rehearse before you call” concept is something a lot of people need, but I believe nobody has built well until now? At least, for me, it’s the first time seeing it like this – great work!<\/p>\n<\/p>\n<p>Curious whether you’ve considered business scenarios like investor calls or client negotiations. At CoreSight, we work with founders who’d probably use this before a fundraise. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hello!<br \/>I tried murmur and I have some notes, <br \/><a href=\"https:\/\/1.It\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">1.It<\/a> was very hard to find the app on the appstore, I had to search for murmur ai because lots of apps had the same name, maybe you wanna change it to murmur practice or something that helps users get there faster<br \/><a href=\"https:\/\/2.In\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">2.In<\/a> my case i was not able to test it properly as it directed me to the demo and later on it asked me to make a payment, I was not able to test it in any way, i believe is hard to get users to pay if you dont give them even a small sneak peak.<\/p>\n<p>3.UX: I feel its very closed, I cant access anything , cannot setup my language preferences, speed of speech anything (maybe this changes with the premium features but im not sure)<\/p>\n<p>would love to test it out 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carolinahunts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolinahunts<\/a> thanks for giving it a try! The title of the app depends on your App Store language, but generally it’s “murmur: ai practice calls”. The paywall you encountered during the onboarding is one of the a\/b tests I am running – but it can be dismissed, you should still be able to try the app for free (please drop me a message if not, then this is a bug).<\/p>\n<p>Appreciate the feedback regarding UX – at the moment the language preferences and speed of speech are not customisable, the agents will reply in the language you speak, and they will speed up\/slow down if you ask them to. I will explore adding more clear controls though, 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>I’d actually use this for practicing calls in a second language. When I was in the US, making phone calls in English for things like appointments or reservations was always way more stressful than it needed to be. Being able to practice the exact conversation beforehand would have helped a lot. Does it support other languages like Japanese, or is it English only 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\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a> great question, thank you! Right now all scenarios\/instructions for agents are in English, but if you start speaking in a different language, the agent will switch too. I will eventually localise the app itself as well, but users can already practice conversations in foreign languages to make those less stressful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 such a clever use case for voice AI. The “rehearse in your head before dialing” thing is so universal \u2014 turning that into an actual practice session with feedback is brilliant. Love that the AI pushes back and shows emotions instead of just being agreeable. That’s what actually builds confidence for the real call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@letian_wang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@letian_wang3<\/a> thank you, I hope you give it a try – feel free to leave a review if it helps you build up the confidence! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “hopes they don’t pick up” thing is so real. What makes this interesting to me is whether the AI actually pushes back – most roleplay tools are too agreeable and you walk away feeling more confident than you should. Does murmur simulate the person being annoyed, distracted, or just saying no outright? That is the scenario that actually trips people up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> it does, and there are scenarios where the user has to work around the outright no (e.g if you try to book a table at a restaurant, one of the objectives is to ask for a window table, but the scenario tells the agent that all window tables are already booked and they can only offer a waitlist). That being said, we keep things PG-13, so even when the agent gets annoyed or agitated, it sticks to certain constraints.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hit close to home, Vadim \ud83d\ude04 I still rehearse “hi, is this a good time?” before calling my own bank. The part about hoping they don’t pick up \u2014 way too real.<\/p>\n<p>The idea of AI that actually pushes back and hesitates is what makes this special. Most practice tools feel like talking to a wall. This sounds like it actually builds real confidence.<\/p>\n<p>Congrats on the App Store feature! Trying this before my next client negotiation call for sure \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pranay_mudigonda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranay_mudigonda<\/a> haha yeah, that\u2019s me as well! Thank you for giving it a try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BLFA5DWV6PYKUJ\" class=\"app-title\">Replit Agent 4<\/a><\/p>\n<div class=\"one-liner\">Build design, and ship anything AI fast in one flow<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Replit Agent 4\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u521b\u610f\u534f\u4f5c\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u7edf\u4e00\u73af\u5883\u4e2d\u5b9e\u73b0\u8bbe\u8ba1\u3001\u6784\u5efa\u4e0e\u53d1\u5e03\u7684\u201c\u4e00\u7ad9\u5f0f\u201d\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u8f6f\u4ef6\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u6d41\u7a0b\u5272\u88c2\u3001\u534f\u8c03\u6210\u672c\u9ad8\u3001\u96be\u4ee5\u4fdd\u6301\u521b\u4f5c\u5fc3\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1773d568-037a-4c73-a799-4359b62aef6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37840ee9-96bf-4c23-a2b5-3292cc6b12a7.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\/7c955e00-8cdf-4cca-ae0e-f8e8325ee376.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cad06fb5-0f63-49c2-a636-e5ff26536908.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53066556-c0a2-439f-b65b-e10ffe5addc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c919a5e3-b9fb-4ea5-a8c1-4a63716bc946.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6130527-8133-4083-bbe1-4cd1ac4cf55d.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\/a1933ca7-f46d-4290-b917-c3564f20a562.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=B1pPRg3gWOo\"><source src=\"https:\/\/www.youtube.com\/watch?v=B1pPRg3gWOo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u9650\u753b\u5e03\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4e00\u4f53\u5316\u6d41\u7a0b\u4e0e\u5e76\u884c\u6267\u884c\u80fd\u529b\uff0c\u4f46\u63d0\u51fa\u5173\u952e\u7591\u95ee\uff1a1. \u5bf9\u975e\u5f00\u53d1\u8005\uff0c\u5176\u4e0eNotion\u7b49\u5de5\u5177\u7684\u96c6\u6210\u662f\u5426\u771f\u6b63\u65e0\u9700\u4ee3\u7801\uff1f2. \u5728\u9879\u76ee\u4e2d\u671f\u9700\u91cd\u5927\u8c03\u6574\u65f6\uff0cAI\u80fd\u5426\u7406\u89e3\u73b0\u6709\u903b\u8f91\u8fdb\u884c\u667a\u80fd\u4fee\u6539\uff0c\u800c\u975e\u63a8\u5012\u91cd\u6765\uff1f\u8fd9\u89e6\u53ca\u4e86AI\u5f00\u53d1\u5de5\u5177\u7684\u6df1\u5c42\u80fd\u529b\u74f6\u9888\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 Replit Agent 4\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201cAI\u751f\u6210\u4ee3\u7801\u201d\u7684\u5de5\u5177\u3002\u5b83\u8bd5\u56fe\u7528\u201c\u65e0\u9650\u753b\u5e03\u201d\u548c\u201c\u5e76\u884c\u667a\u80fd\u4f53\u201d\u91cd\u65b0\u5b9a\u4e49\u521b\u4f5c\u672c\u8eab\u7684\u5de5\u4f5c\u6d41\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u7ef4\u6301\u5fc3\u6d41\u201d\u3002\u5b83\u5c06\u788e\u7247\u5316\u7684\u6c9f\u901a\u3001\u5207\u6362\u3001\u7b49\u5f85\u7b49\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u4ea4\u7ed9\u540e\u53f0\u667a\u80fd\u4f53\u8c03\u5ea6\uff0c\u8ba9\u521b\u4f5c\u8005\u505c\u7559\u5728\u62bd\u8c61\u548c\u521b\u610f\u5c42\u9762\u3002\u8fd9\u76f4\u51fb\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\uff0c\u5c24\u5176\u662f\u8f6f\u4ef6\u6784\u5efa\u4e2d\u6700\u5927\u7684\u6548\u7387\u9ed1\u6d1e\u2014\u2014\u4e0a\u4e0b\u6587\u5207\u6362\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u6392\u5e8f\u201d\u4e0e\u201c\u51b2\u7a81\u89e3\u51b3\u201d\u80fd\u529b\uff0c\u5728\u771f\u5b9e\u7684\u3001\u6df7\u4e71\u7684\u3001\u5145\u6ee1\u6280\u672f\u503a\u7684\u4e2d\u5927\u578b\u9879\u76ee\u4e2d\u80fd\u8d70\u591a\u8fdc\uff0c\u662f\u5de8\u5927\u7684\u95ee\u53f7\u3002\u7528\u6237\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1aAI\u64c5\u957f\u4ece\u96f6\u5f00\u59cb\u201c\u753b\u997c\u201d\uff0c\u4f46\u9762\u5bf9\u4e00\u4e2a\u8fdb\u884c\u523060%\u3001\u7ed3\u6784\u53ef\u80fd\u5df2\u4e0d\u751a\u4f18\u96c5\u7684\u201c\u70c2\u5c3e\u697c\u201d\uff0c\u5b83\u662f\u5426\u6709\u80fd\u529b\u8fdb\u884c\u201c\u7cbe\u88c5\u4fee\u201d\u800c\u975e\u201c\u7206\u7834\u91cd\u5efa\u201d\uff1f\u8fd9\u8003\u9a8c\u7684\u662fAI\u5bf9\u590d\u6742\u7cfb\u7edf\u72b6\u6001\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4ee3\u7801\u751f\u6210\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u4e00\u4f53\u5316\u201d\u73af\u5883\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\u3002\u5b83\u8bd5\u56fe\u6210\u4e3a\u4e00\u5207\u7684\u4e2d\u5fc3\uff0c\u4f46\u73b0\u5b9e\u4e2d\u7684\u56e2\u961f\u65e9\u5df2\u88ab\u5404\u79cd\u4e13\u4e1a\u5de5\u5177\uff08Figma, Linear, Notion\uff09\u5272\u636e\u3002\u5b83\u7684\u96c6\u6210\u80fd\u529b\u6df1\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u6210\u4e3a\u4e00\u4e2a\u771f\u6b63\u7684\u534f\u4f5c\u67a2\u7ebd\uff0c\u8fd8\u662f\u53c8\u4e00\u4e2a\u9700\u8981\u88ab\u96c6\u6210\u7684\u5b64\u5c9b\u3002\u5bf9\u4e8e\u975e\u6280\u672fPM\uff0c\u80fd\u5426\u771f\u7684\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u590d\u6742\u96c6\u6210\uff0c\u800c\u4e0d\u9677\u5165\u914d\u7f6e\u6ce5\u6f6d\uff0c\u662f\u68c0\u9a8c\u5176\u201c\u53bb\u5fd9\u5316\u201d\u627f\u8bfa\u7684\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cAgent 4\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\uff1a\u4eba\u8d1f\u8d23\u60f3\u8c61\u548c\u51b3\u7b56\uff0cAI\u8d1f\u8d23\u6267\u884c\u548c\u534f\u8c03\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u4e3a\u201c\u7eff\u5730\u9879\u76ee\u201d\u548c\u5feb\u901f\u539f\u578b\u6253\u9020\u7684\u7cbe\u7f8e\u5de5\u5177\u3002\u5176\u80fd\u5426\u8de8\u8d8a\u4ece\u201c\u6f14\u793a\u60ca\u8273\u201d\u5230\u201c\u751f\u4ea7\u53ef\u9760\u201d\u7684\u9e3f\u6c9f\uff0c\u80fd\u5426\u5904\u7406\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u771f\u6b63\u4e11\u964b\u548c\u590d\u6742\u7684\u201c\u4e2d\u5e74\u5371\u673a\u201d\uff0c\u5c06\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u4f18\u79c0\u7684\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u8715\u53d8\u4e3a\u4e00\u4e2a\u98a0\u8986\u6027\u5e73\u53f0\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Replit Agent 4<\/span>\n <\/div>\n<div class=\"comment-content\">Replit Agent 4 is the first AI built for creative collaboration between humans and agents. Design on an infinite canvas, work with your team, run parallel agents, and ship working apps, sites, slides & more, it removes busywork so you can stay in flow and create faster. Submit requests in any order, and Agent 4 intelligently sequences them and executes in the best order. Creative flow, protected.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Replit Agent 4 is an AI-powered builder that lets you design, build, and ship apps, websites, and more… all in one place.<\/p>\n<p>Building software today is fragmented, slow, and full of coordination overhead. Agent 4 solves this by handling execution in the background so you can stay in creative flow. <\/p>\n<\/p>\n<p>What makes it different is the unified environment + parallel agents. You can design on an infinite canvas while the agent builds, run multiple tasks at once, and ship everything from apps to decks, inside a single project. <\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Infinite design canvas with UI variant generation \ud83c\udfa8<\/p>\n<\/li>\n<li>\n<p>Parallel task execution with automatic conflict resolution \u26a1<\/p>\n<\/li>\n<li>\n<p>Smart task sequencing submit requests in any order \ud83d\udccb<\/p>\n<\/li>\n<li>\n<p>Web apps, mobile apps, decks, data apps from one project \ud83d\udcf1<\/p>\n<\/li>\n<li>\n<p>Integrations with Linear, Notion, Databricks, and more \ud83d\udd17<\/p>\n<\/li>\n<\/ul>\n<p><strong>The benefit<\/strong>: faster iteration, less context switching, and way more progress per minute. <\/p>\n<\/p>\n<p>Perfect for builders, PMs, teams, and anyone who wants to go from idea to production faster. If you\u2019re building anything, this is worth trying. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Always love your hunts! One query tho; how well does Agent 4 handle custom integrations (e.g., with Notion or Linear) for non-dev PMs iterating on MVP decks or data apps without code tweaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “one flow” pitch makes sense for greenfield builds but I am curious how it handles mid-build pivots – when you are 60% done and realize the data model needs to change. That is where most AI builders I have tried fall apart, they are great at starting but bad at the messy middle. Does Agent 4 have a way to reason about what exists before making changes, or does it mostly rebuild?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really liked the idea, it’s a truly successful initiative, congratulations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TVR2TYYARASWFJ\" class=\"app-title\">Mindspend<\/a><\/p>\n<div class=\"one-liner\">Track how you feel about spending, not just the numbers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mindspend\u662f\u4e00\u6b3e\u901a\u8fc7\u60c5\u611f\u6807\u7b7e\u8ffd\u8e2a\u6d88\u8d39\u611f\u53d7\u7684\u6781\u7b80APP\uff0c\u5728\u7528\u6237\u56f0\u60d1\u4e8e\u201c\u94b1\u82b1\u5230\u54ea\u53bb\u4e86\u201d\u5374\u6297\u62d2\u4f20\u7edf\u590d\u6742\u8bb0\u8d26\u7684\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u5176\u901a\u8fc7\u60c5\u7eea\u53cd\u601d\u6d1e\u5bdf\u6d88\u8d39\u6a21\u5f0f\uff0c\u5b9e\u73b0\u81ea\u6211\u8c03\u8282\u800c\u975e\u88ab\u52a8\u9650\u5236\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\/51505dde-ac6f-4951-bafa-03801e44dd50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f798998a-eef5-44a5-b007-7f75d2ed8f3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6e30907-1de2-47ba-add4-046300f323d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3611342c-a20c-436f-a66d-c3ba99a1e728.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2850e48d-2b89-4f4d-8501-843800d55662.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb3856fc-a46c-4101-b05d-628ba5ce7dc8.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\">Lifestyle<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span><br \/>\n <span class=\"tag\">Budgeting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u60c5\u611f\u8bb0\u8d26<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u5fc3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u540e\u6094\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4e3b\u89c2\u9884\u7b97<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u610f\u8bc6<\/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\u60c5\u611f\u8ffd\u8e2a\u7406\u5ff5\uff0c\u8ba4\u4e3a\u6bd4\u4f20\u7edf\u8bb0\u8d26\u66f4\u8bda\u5b9e\u3001\u5c11\u8d1f\u7f6a\u611f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u5206\u6790\u201c\u611f\u89c9\u4e00\u822c\u201d\u652f\u51fa\u7684\u957f\u671f\u53d8\u5316\u8d8b\u52bf\uff1b\u5efa\u8bae\u589e\u52a0\u652f\u4ed8\u65b9\u5f0f\u8ffd\u8e2a\u548c\u201c\u5fc5\u8981\u652f\u51fa\u201d\u6807\u7b7e\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u4e0e\u73b0\u6709\u8d22\u52a1\u5de5\u5177\u540c\u6b65\u53ca\u6570\u636e\u53ef\u89c6\u5316\u6a21\u5f0f\uff1b\u63a2\u8ba8\u672a\u6765\u4e0e\u7535\u5546\u5e73\u53f0\u60c5\u611f\u8bc4\u4ef7\u6574\u5408\u7684\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mindspend\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u8fdb\u884c\u4e86\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u95ee\u9898\u964d\u7ef4\u6253\u51fb\u201d\u3002\u4f20\u7edf\u9884\u7b97\u5de5\u5177\u5931\u8d25\u7684\u6838\u5fc3\uff0c\u5f80\u5f80\u4e0d\u662f\u6570\u5b66\u6a21\u578b\u4e0d\u7cbe\u786e\uff0c\u800c\u662f\u5b83\u4eec\u8bd5\u56fe\u7528\u7406\u6027\u6846\u67b6\uff08\u5206\u7c7b\u3001\u9650\u989d\uff09\u53bb\u5f3a\u884c\u7ea6\u675f\u975e\u7406\u6027\u7684\u6d88\u8d39\u884c\u4e3a\uff0c\u5236\u9020\u4e86\u6301\u7eed\u7684\u8ba4\u77e5\u5931\u8c03\u4e0e\u6267\u884c\u75b2\u52b3\u3002Mindspend\u5219\u7ed5\u5f00\u4e86\u8fd9\u573a\u6ce8\u5b9a\u5931\u8d25\u7684\u6218\u4e89\uff0c\u5b83\u4e0d\u8bc4\u5224\u5bf9\u9519\uff0c\u53ea\u8bb0\u5f55\u611f\u53d7\uff0c\u5c06\u590d\u6742\u7684\u8d22\u52a1\u7ba1\u7406\u7b80\u5316\u4e3a\u4e00\u4e2a\u6bcf\u6b21\u6d88\u8d39\u540e2\u79d2\u7684\u60c5\u7eea\u5feb\u7167\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u80cc\u540e\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u662f\u5b83\u4ece\u201c\u8d22\u52a1\u5de5\u5177\u201d\u6084\u7136\u8f6c\u5411\u4e86\u201c\u884c\u4e3a\u5e72\u9884\u5de5\u5177\u201d\u3002\u5176\u5e72\u9884\u673a\u5236\u5e76\u975e\u524d\u7f6e\u7684\u89c4\u5219\u8bbe\u5b9a\uff0c\u800c\u662f\u540e\u7f6e\u7684\u3001\u6e29\u548c\u7684\u611f\u77e5\u653e\u5927\u3002\u901a\u8fc7\u5c06\u6a21\u7cca\u7684\u201c\u82b1\u94b1\u5982\u6d41\u6c34\u201d\u5177\u8c61\u5316\u4e3a\u201c32%\u7684\u6d88\u8d39\u5e26\u6765\u540e\u6094\u201d\uff0c\u5b83\u5229\u7528\u4eba\u5bf9\u8ba4\u77e5\u4e00\u81f4\u6027\u7684\u672c\u80fd\u8ffd\u6c42\uff08\u51cf\u5c11\u201c\u540e\u6094\u201d\u6807\u7b7e\uff0c\u589e\u52a0\u201c\u503c\u5f97\u201d\u6807\u7b7e\uff09\uff0c\u4fc3\u4f7f\u7528\u6237\u81ea\u53d1\u8c03\u6574\u884c\u4e3a\u3002\u8fd9\u662f\u4e00\u79cd\u201c\u52a9\u63a8\u201d\uff08Nudge\uff09\uff0c\u800c\u975e\u5f3a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9510\u5229\u7684\u5207\u5165\u70b9\u4e5f\u6784\u6210\u4e86\u5176\u957f\u671f\u53d1\u5c55\u7684\u5929\u82b1\u677f\u3002\u9996\u5148\uff0c\u5176\u6570\u636e\u7ef4\u5ea6\u8fc7\u4e8e\u5355\u4e00\uff0c\u7f3a\u4e4f\u91d1\u989d\u3001\u652f\u4ed8\u573a\u666f\u7b49\u5ba2\u89c2\u4e0a\u4e0b\u6587\uff0c\u8fd9\u4f7f\u5f97\u201c\u60c5\u611f\u201d\u5206\u6790\u6d6e\u4e8e\u8868\u9762\uff0c\u96be\u4ee5\u6df1\u5165\u3002\u7528\u6237\u201c\u540e\u6094\u201d\u4e00\u676f\u5496\u5561\uff0c\u662f\u56e0\u4e3a\u4ef7\u683c\u3001\u53e3\u611f\uff0c\u8fd8\u662f\u8d2d\u4e70\u65f6\u7684\u5fc3\u6001\uff1f\u5e94\u7528\u65e0\u6cd5\u7ed9\u51fa\u7b54\u6848\u3002\u5176\u6b21\uff0c\u6b63\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u201c\u5fc5\u8981\u652f\u51fa\u201d\u4e0e\u201c\u60c5\u611f\u652f\u51fa\u201d\u7684\u4e8c\u5143\u6027\u88ab\u5ffd\u7565\uff0c\u6c34\u7535\u7164\u7f34\u8d39\u7684\u201c\u65e0\u611f\u201d\u4e0e\u51b2\u52a8\u8d2d\u7269\u7684\u201c\u540e\u6094\u201d\u5728\u4ef7\u503c\u4e0a\u5b8c\u5168\u4e0d\u540c\uff0c\u4f46\u5728\u6b64\u6a21\u578b\u4e2d\u88ab\u7b49\u540c\u89c6\u4e4b\u3002\u8fd9\u9650\u5236\u4e86\u5176\u5bf9\u7528\u6237\u771f\u5b9e\u8d22\u52a1\u5065\u5eb7\u7684\u5168\u666f\u63cf\u7ed8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672a\u6765\u7684\u60f3\u8c61\u7a7a\u95f4\u5728\u4e8e\u6570\u636e\u5c42\u7684\u6df1\u5316\u4e0e\u6574\u5408\u3002\u77ed\u671f\u770b\uff0c\u5b83\u9700\u8981\u5f15\u5165\u57fa\u7840\u7684\u4e8b\u5b9e\u7ef4\u5ea6\uff08\u91d1\u989d\u3001\u652f\u4ed8\u65b9\u5f0f\u3001\u7c97\u7565\u54c1\u7c7b\uff09\uff0c\u8ba9\u60c5\u611f\u6807\u7b7e\u6709\u6240\u9644\u7740\uff1b\u957f\u671f\u770b\uff0c\u82e5\u80fd\u4e0e\u5f00\u653e\u94f6\u884c\u6216\u7535\u5546\u5e73\u53f0\u6570\u636e\u7ed3\u5408\uff0c\u5b9e\u73b0\u201c\u7fa4\u4f53\u60c5\u611f\u57fa\u51c6\u201d\u5bf9\u6bd4\uff08\u5982\u201c\u8d2d\u4e70\u540c\u6b3e\u8033\u673a\u7684\u7528\u6237\u4e2d\uff0c85%\u8ba4\u4e3a\u503c\u5f97\u201d\uff09\uff0c\u5219\u53ef\u80fd\u4ece\u4e2a\u4eba\u53cd\u601d\u5de5\u5177\u8dc3\u5347\u4e3a\u98a0\u8986\u6027\u7684\u6d88\u8d39\u51b3\u7b56\u57fa\u7840\u8bbe\u65bd\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u5177\u542f\u53d1\u6027\u7684\u6700\u5c0f\u5316\u53ef\u884c\u4ea7\u54c1\uff08MVP\uff09\uff0c\u6210\u529f\u9a8c\u8bc1\u4e86\u201c\u60c5\u611f\u8bb0\u8d26\u201d\u8fd9\u4e00\u9700\u6c42\u75db\u70b9\uff0c\u4f46\u8981\u4ece\u4e00\u4e2a\u806a\u660e\u7684\u5fc3\u7406\u5b66\u5b9e\u9a8c\u6210\u957f\u4e3a\u575a\u5b9e\u7684\u8d22\u52a1\u5065\u5eb7\u4f19\u4f34\uff0c\u5b83\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u5176\u6700\u5927\u7684\u6311\u6218\u5c06\u662f\uff1a\u5982\u4f55\u5728\u589e\u52a0\u5fc5\u8981\u590d\u6742\u6027\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u6b64\u523b\u4ee4\u4eba\u7740\u8ff7\u7684\u6781\u7b80\u4e0e\u8f7b\u76c8\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\">Mindspend<\/span>\n <\/div>\n<div class=\"comment-content\">Most budgeting apps track where your money goes. Mindspend tracks how you feel about it. Every purchase gets one of three emotion tags: worth it, okay, or regret. No categories, no bank linking, no complicated setup. Just one simple question after each purchase: how did that feel? After a few weeks, you see your spending patterns through a completely different lens. It’s not about restricting yourself. It’s about understanding yourself.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Alex, dev behind Mindspend.<\/p>\n<p>Quick backstory: I’ve always been okay with money on paper, but never really felt in control. Like, I’d check my bank and think “where did all that go?” Not because I was overspending on anything crazy. Just a bunch of small stuff that added up.<\/p>\n<p>I tried budgeting apps. You know the drill. Connect your bank, set 15 categories, feel guilty when you go over. I’d last maybe a week before uninstalling.<\/p>\n<p>So I tried something different. What if instead of tracking categories, I just tracked how I felt about each purchase? Worth it, okay, or regret. Three options. Takes 2 seconds.<\/p>\n<p>Turns out that’s all I needed. After a couple weeks I could literally see that like a third of my spending was stuff I regretted. Not big purchases. Just random stuff on autopilot. Once I saw the pattern, it kind of fixed itself.<\/p>\n<p>I built it into an app because my friends kept asking for it. It’s free right now, no ads, works on both iOS and Android.<\/p>\n<p>Honestly just excited to share it and hear what you all think. Happy to answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious what happens with “okay” over time – does it tend to drift toward regret or worth it as people use the app longer? That middle category feels like where the most interesting behavioral data would live.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> That’s exactly the kind of question I love, you’re thinking about it the right way. Honestly, I don’t have enough long-term data yet to say definitively, but my hunch is that ‘okay’ is where the most interesting shifts happen. It’s the category where awareness does the most work, once you see how much of your spending lives there, it either gets reframed as ‘actually worth it’ or quietly moves to regret. The middle ground is rarely neutral forever. Would love to revisit this in a few months with real data \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Working about feelings lead humanity to progression.keep up<\/div>\n<div class=\"comment-actions\">\n<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\/@vato_mikaberidze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vato_mikaberidze<\/a> Thank you, 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>Congrats on the launch! The “how did that feel?” approach is way smarter than categories – it’s honest.<\/p>\n<\/p>\n<p>Does it show you patterns over time? Like “you regret coffee shop purchases but not restaurant dinners” kind of thing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hello Alex!<br \/>I hate the feeling “where did my money go?” and I have noticed when I pay cash\/transfer, I am more responsible, while when im paying with credit card im extremely irresponsible. So I was thinking it would be great to be able to track the method of payment, so if i really see a trend with my CC I would start leaving it at home!.<br \/>Besides that I would like to add another choice on the feelings like “Needed it” there are some things I hate to pay but its necessary, not like a subcategory but an expense that is a non negotiable in my life and cant be decreased (or changed), for example my student loan monthly fee, rent, insurance , etc. I honestly dont feel at my best paying it, but its a non negotiable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Sounds like a great idea to solve overspending, and it would be nice for it to sync with budget trackers people already may use (e.g. Notion) for bigger picture budgeting \/ factoring in necessary spending such as rent and utility bills. How does Mindspend know your transactions, do you have to manually input them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting angle on budgeting. I’d love to see this go further. Imagine if it could integrate with e-commerce platforms and show how other buyers felt about the same product over time. Like an emotional review layer on top of your purchase history. With sites like Amazon flooded with fake reviews, something like this could become a genuinely trustworthy way to judge whether a purchase is worth it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting angle \u2014 most budgeting apps make you feel guilty about spending. Focusing on how it <em>felt<\/em> instead of just the category is a much more honest way to understand your habits. Congrats on the launch \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BDKX4FKB7AYWA6\" class=\"app-title\">Novi Notes<\/a><\/p>\n<div class=\"one-liner\">Local-first AI note app for Mac zero config via MCP<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u901a\u8fc7MCP\u5b9e\u73b0\u96f6\u914d\u7f6eAI\u96c6\u6210\u7684Mac\u7b14\u8bb0\u5e94\u7528\uff0c\u4e3a\u9891\u7e41\u5207\u6362\u5f00\u53d1\u73af\u5883\u7684\u4e13\u4e1a\u4eba\u58eb\u63d0\u4f9b\u4e86\u7edf\u4e00\u3001\u79c1\u5bc6\u7684\u77e5\u8bc6\u7ba1\u7406\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u7b14\u8bb0\u788e\u7247\u5316\u548c\u5de5\u5177\u914d\u7f6e\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/312a84a2-ab5d-4ffb-8552-407272c3144d.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\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7b14\u8bb0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Mac\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u96f6\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e70\u65ad<\/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\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u201c\u672c\u5730\u4f18\u5148+\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u6a21\u5f0f\u8868\u793a\u8d5e\u8d4f\uff0cMCP\u96c6\u6210\u5e26\u6765\u7684\u96f6\u914d\u7f6e\u4f53\u9a8c\u662f\u6838\u5fc3\u5438\u5f15\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u4ef7\u683c\u3001\u672a\u6765\u662f\u5426\u652f\u6301\u5176\u4ed6AI\u6a21\u578b\u3001\u5927\u89c4\u6a21\u7b14\u8bb0\u7684\u641c\u7d22\u6027\u80fd\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u5728\u5b9e\u73b0\u65e0\u7f1dMCP\u96c6\u6210\u65f6\u9047\u5230\u7684\u5177\u4f53\u6280\u672f\u6311\u6218\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Novi Notes \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06\u201c\u672c\u5730\u4f18\u5148\u201d\u7684\u9690\u79c1\u627f\u8bfa\u3001\u53cd\u8ba2\u9605\u5236\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u4e0e\u5f53\u4e0b\u6700\u70ed\u7684AI\u80fd\u529b\uff08\u901a\u8fc7MCP\uff09\u8fdb\u884c\u4e86\u770b\u4f3c\u77db\u76fe\u5374\u76f4\u51fb\u75db\u70b9\u7684\u7ed3\u5408\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u505a\u4e86\u53e6\u4e00\u4e2a\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201cAI\u5c31\u7eea\u201d\u7684\u672c\u5730\u77e5\u8bc6\u5e93\u63a5\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u96f6\u914d\u7f6e\u201d\u6807\u8bed\u6781\u5177\u8bf1\u60d1\u529b\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u5b83\u6700\u5927\u7684\u8d4c\u6ce8\u4e0e\u98ce\u9669\u6240\u5728\u3002MCP (Model Context Protocol) \u76ee\u524d\u4ecd\u662f\u65b0\u5174\u534f\u8bae\uff0c\u4e3b\u6d41\u5316\u8fdb\u7a0b\u5b58\u7591\u3002\u4ea7\u54c1\u5c06\u6838\u5fc3\u4f53\u9a8c\u91cd\u5ea6\u6346\u7ed1\u4e8eClaude\u53caMCP\u751f\u6001\uff0c\u8fd9\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u77ed\u671f\u5185\u5b9e\u73b0\u4e86\u4e0eAI\u4ea4\u4e92\u7684\u6781\u81f4\u7b80\u5316\uff0c\u5efa\u7acb\u4e86\u58c1\u5792\uff1b\u957f\u671f\u5374\u53ef\u80fd\u53d7\u9650\u4e8e\u5355\u4e00AI\u6a21\u578b\u7684\u53d1\u5c55\u4e0e\u534f\u8bae\u672c\u8eab\u7684\u666e\u53ca\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u662f\u5426\u652f\u6301\u5176\u4ed6AI\u7684\u7591\u95ee\uff0c\u76f4\u6307\u8fd9\u4e00\u6838\u5fc3\u4f9d\u8d56\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u201c\u4e3a\u5f00\u53d1\u8005\u800c\u751f\u201d\uff0c\u4ece\u5176\u89e3\u51b3\u201cCLAUDE.md\u6587\u4ef6\u6563\u843d\u5404\u9879\u76ee\u201d\u7684\u521d\u8877\u53ef\u89c1\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u5f00\u53d1\u6d41\u7a0b\u7684\u526f\u4ea7\u54c1\u7ba1\u7406\u5de5\u5177\uff0c\u800c\u975e\u901a\u7528\u7b14\u8bb0\u5e94\u7528\u3002\u8fd9\u51b3\u5b9a\u4e86\u5176\u5929\u82b1\u677f\u660e\u663e\uff0c\u4f46\u521d\u671f\u7528\u6237\u753b\u50cf\u6781\u4e3a\u7cbe\u51c6\u3002\u4e00\u6b21\u6027\u4e70\u65ad\u5236\u5728\u8d62\u5f97\u597d\u611f\u7684\u540c\u65f6\uff0c\u4e5f\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u957f\u671f\u7ef4\u62a4\u548c\u529f\u80fd\u8fed\u4ee3\u5e26\u6765\u4e86\u53ef\u6301\u7eed\u6027\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cNovi Notes \u662f\u4e00\u6b21\u5bf9\u201cAI\u65f6\u4ee3\u4e2a\u4eba\u77e5\u8bc6\u57fa\u5ea7\u5e94\u5982\u4f55\u6784\u5efa\u201d\u7684\u7280\u5229\u5b9e\u9a8c\u3002\u5b83\u6452\u5f03\u4e86\u81c3\u80bf\u7684\u4e91\u540c\u6b65\u548c\u63d2\u4ef6\u751f\u6001\uff0c\u8bd5\u56fe\u7528\u6700\u8f7b\u7684\u534f\u8bae\u8fde\u63a5\u6700\u5f3a\u7684AI\u3002\u82e5MCP\u751f\u6001\u5d1b\u8d77\uff0c\u5b83\u53ef\u80fd\u6210\u4e3a\u6807\u6746\uff1b\u82e5\u4e0d\u7136\uff0c\u5b83\u6216\u8bb8\u53ea\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u5c0f\u4f17\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u90e8\u5206\u53d6\u51b3\u4e8e\u534f\u8bae\u4e4b\u4e89\uff0c\u90e8\u5206\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u80fd\u5426\u5728\u201c\u6781\u7b80\u201d\u4e0e\u201c\u53ef\u6301\u7eed\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Novi Notes<\/span>\n <\/div>\n<div class=\"comment-content\">Novi Notes is a local-first Mac note app with built-in AI via MCP. Just install, open Claude, and ask \u2014 Claude reads and writes your notes directly. No plugins, no API keys, no config. Features: AI-native via MCP, 100% local and offline, daily notes, manuals, post-its & calendar, one-time purchase with no subscription. Built by an indie dev in Seoul.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b I’m Hojong, the solo developer behind Novi Note.<\/p>\n<\/p>\n<p><strong>Why another note app?<\/strong><\/p>\n<p>I’m a backend developer working across TypeScript, Kotlin, and Swift every day \u2014 jumping between different IDEs and projects constantly. When I started using Claude Desktop and Claude Code in my workflow, something unexpected happened: markdown files started piling up everywhere. Skills, agent configs, project notes, <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> files \u2014 scattered across dozens of project directories. Version controlling them was a nightmare, and every time I set up a new project, I had to dig through old folders to find and reconfigure everything.<\/p>\n<p>I needed one place to keep it all together. Meeting notes, code snippets, daily logs, reference manuals \u2014 not spread across 15 different repos.<\/p>\n<p>So I tried everything. Notion, Obsidian, Evernote, Bear, SimpleNote, even Coggle for mind maps. They’re all genuinely great tools. But either they required a subscription for the features I needed, or they couldn’t quite match the workflow I had in mind.<\/p>\n<p>So I thought: <em>why not just build the note app I actually want?<\/em><\/p>\n<p>And here’s the funny part \u2014 after spending months building Novi Note, I finally understood <em>why<\/em> those other apps couldn’t do what I wanted. Turns out, building a note app that fits your exact workflow is… really, really hard. \ud83d\ude05<\/p>\n<p><strong>What makes Novi Note different:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83e\udd16 <strong>AI Native via MCP<\/strong> \u2014 Connect Claude to your notes with minimal setup. I worked hard to make the MCP configuration as painless as possible. Your AI can read, create, and organize your notes directly.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcb0 <strong>One-time purchase<\/strong> \u2014 No subscriptions. Ever. That’s a promise, not a marketing line.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd12 <strong>Local-first<\/strong> \u2014 Your data stays on your Mac. No cloud dependency. Full offline support.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccb <strong>Built for work<\/strong> \u2014 Daily notes, manuals, documents, post-its, calendar \u2014 the structure a working professional actually needs without Notion-level complexity.<\/p>\n<\/li>\n<\/ul>\n<p>I built this for people like me \u2014 developers who live in the terminal and IDE all day, use Claude as a daily companion, and just want a clean, private place to keep everything organized without fighting their tools.<\/p>\n<p>Would love to hear your thoughts. What’s your current note-taking setup? I’m genuinely curious!<\/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\/@fresh_topping\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fresh_topping<\/a> Congrats on the launch. Super excited about the local-first + AI combo. Just a quick q: what’s one workflow challenge you ran into while making the Claude MCP setup truly painless for devs jumping between IDEs, and how’d you solve it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Building the tool you couldn’t find elsewhere is the best reason to ship something tbh. <\/p>\n<\/p>\n<p>Curious whether you’re planning to expand beyond Claude to other AI assistants, or keeping it Claude-specific by design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Looks interesting. What’s the price?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Local-first AND one-time purchase? Take my money honestly. I’ve been bouncing between Obsidian and Apple Notes for months and neither fully clicks. The MCP integration with Claude is what got my attention though , being able to just talk to my notes without some janky plugin setup sounds great. Downloading now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Zero config setup is underrated \u2014 most note apps make you spend an hour tweaking before you can actually use them. How does it handle search across large note collections?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/XKJI6FHNAJKRHS\" class=\"app-title\">Sanota<\/a><\/p>\n<div class=\"one-liner\">Stories, beautifully crafted<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sanota\u662f\u4e00\u6b3e\u5229\u7528\u5bf9\u8bdd\u5f0fAI\u5e2e\u52a9\u7528\u6237\u8f7b\u677e\u8bb0\u5f55\u3001\u6da6\u8272\u5e76\u5373\u65f6\u5206\u4eab\u5bb6\u5ead\u6545\u4e8b\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5bb6\u65cf\u53f2\u8bb0\u5f55\u8017\u65f6\u8d39\u529b\u3001\u96be\u4ee5\u5373\u65f6\u5171\u4eab\u4e0e\u4e92\u52a8\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\/1007ab20-6398-4282-bda1-c8ec34438cc3.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\/980622cc-518f-4385-a647-3c3c6de5e809.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\/c40a4ad5-651d-4b18-ac5d-c9f26b5dd39a.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\/32943ef7-a3bf-45d6-b9ef-ba1222177026.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\/fabd2019-0f00-412c-b488-1c0c8bbdee9d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SP5ebY0MQBo\"><source src=\"https:\/\/youtu.be\/SP5ebY0MQBo\" 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\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bb6\u5ead\u6545\u4e8b\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u5171\u521b<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5bb6\u65cf\u53f2<\/span><br \/>\n <span class=\"tag\">\u53d9\u4e8b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u79c1\u5bc6\u793e\u4ea4<\/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\u201c\u5373\u65f6\u5206\u4eab\u201d\u7406\u5ff5\u548c\u7535\u8bdd\u5f55\u97f3\u7684\u9002\u8001\u8bbe\u8ba1\u3002\u6709\u6548\u95ee\u9898\u96c6\u4e2d\u5728AI\u5982\u4f55\u4fdd\u6301\u53d9\u8ff0\u8005\u539f\u58f0\u3001\u662f\u5426\u652f\u6301\u591a\u4eba\u5f02\u6b65\u5171\u521b\uff0c\u4ee5\u53caAI\u8bbf\u8c08\u98ce\u683c\u662f\u5426\u4f1a\u56e0\u4eba\u8c03\u6574\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u4e86\u591a\u4eba\u534f\u4f5c\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 Sanota\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u53e6\u4e00\u4e2a\u201c\u6570\u5b57\u9057\u4ea7\u6863\u6848\u9986\u201d\uff0c\u800c\u662f\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u5f53\u4ee3\u5bb6\u5ead\u53d9\u4e8b\u4e2d\u6700\u5173\u952e\u7684\u65ad\u5c42\uff1a**\u5373\u65f6\u6027**\u4e0e**\u5171\u521b\u6027**\u7684\u7f3a\u5931\u3002\u4f20\u7edf\u5bb6\u65cf\u53f2\u8bb0\u5f55\u662f\u4e00\u9879\u6d69\u5927\u5de5\u7a0b\uff0c\u7ed3\u679c\u5f80\u5f80\u6210\u4e3a\u6ede\u540e\u7684\u3001\u5355\u5411\u7684\u201c\u9057\u4ea7\u201d\u3002Sanota\u5219\u5c06\u5176\u89e3\u6784\u4e3a\u53ef\u5373\u65f6\u6d88\u8d39\u7684\u201c\u6545\u4e8b\u6d41\u201d\uff0c\u901a\u8fc7AI\u5f15\u5bfc\u7684\u5bf9\u8bdd\u964d\u4f4e\u521b\u4f5c\u95e8\u69db\uff0c\u5229\u7528\u5171\u4eab\u94fe\u63a5\u5b9e\u73b0\u5f02\u6b65\u5171\u521b\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a**\u79c1\u57df\u3001\u5f02\u6b65\u3001\u4ee5\u53d9\u4e8b\u4e3a\u6838\u5fc3\u7684\u8f7b\u91cf\u7ea7\u5bb6\u5ead\u793e\u4ea4\u7f51\u7edc**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u7535\u8bdd\u5f55\u97f3\u201d\u529f\u80fd\u662f\u4e00\u4e2a\u6df1\u601d\u719f\u8651\u7684\u7834\u5c40\u70b9\uff0c\u5b83\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u964d\u7ea7\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u6392\u9664\u4e86\u6570\u5b57\u9e3f\u6c9f\u5bf9\u6838\u5fc3\u7528\u6237\uff08\u957f\u8f88\uff09\u7684\u963b\u788d\uff0c\u786e\u4fdd\u4e86\u6545\u4e8b\u6e90\u5934\u7684\u4f9b\u7ed9\u3002\u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1aAI\u7684\u201c\u6da6\u8272\u201d\u4e0e\u201c\u4fdd\u6301\u539f\u58f0\u201d\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u7684\u5f20\u529b\u3002\u8fc7\u5ea6\u6da6\u8272\u4f1a\u5931\u53bb\u4e2a\u4f53\u7684\u8bed\u6c14\u4e0e\u6e29\u5ea6\uff0c\u6ca6\u4e3a\u540c\u8d28\u5316\u7684\u9e21\u6c64\u6563\u6587\uff1b\u4ecb\u5165\u4e0d\u8db3\u5219\u65e0\u6cd5\u4f53\u73b0\u4ea7\u54c1\u4ef7\u503c\u3002\u8fd9\u8981\u6c42\u5176AI\u5fc5\u987b\u5177\u5907\u7ec6\u817b\u7684\u8bed\u5883\u7406\u89e3\u548c\u98ce\u683c\u6a21\u4eff\u80fd\u529b\uff0c\u800c\u975e\u7b80\u5355\u7684\u6587\u672c\u4f18\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u4fdd\u5b58\u8fc7\u53bb\u201d\uff0c\u800c\u5728\u4e8e**\u6fc0\u53d1\u5f53\u4e0b\u7684\u8fde\u63a5**\u3002\u5b83\u8ba9\u5bb6\u65cf\u53d9\u4e8b\u4ece\u4e00\u9879\u80cc\u8d1f\u9053\u5fb7\u538b\u529b\u7684\u4efb\u52a1\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u53ef\u968f\u65f6\u53d1\u751f\u3001\u6709\u5373\u65f6\u6b63\u53cd\u9988\u7684\u8f7b\u793e\u4ea4\u884c\u4e3a\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u589e\u957f\u6f5c\u529b\uff0c\u4e5f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u6545\u4e8b\u5236\u4f5c\u5de5\u5177\u201d\u6210\u529f\u8f6c\u5411\u201c\u5bb6\u5ead\u4e92\u52a8\u5e73\u53f0\u201d\uff0c\u8ba9\u6545\u4e8b\u7684\u9605\u8bfb\u3001\u8bc4\u8bba\u4e0e\u884d\u751f\u4e92\u52a8\u5f62\u6210\u95ed\u73af\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u8fc8\u51fa\u4e86\u53cd\u76f4\u89c9\u5374\u6b63\u786e\u7684\u4e00\u6b65\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\">Sanota<\/span>\n <\/div>\n<div class=\"comment-content\">Publishing family history shouldn’t take years. Sanota lets you publish stories one by one as they are ready, connecting loved ones today instead of just preserving the past. A conversational AI uncovers meaningful details and crafts each story in a tone most suitable for you. Co-create memories from multiple perspectives. Record in your browser or via a standard phone call so no smart devices are needed. The result? Stories, beautifully crafted.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I\u2019m Eero, the maker of Sanota.<\/p>\n<p>Family stories shouldn’t be dusty archives saved only for the future. They should connect us today. There is no better feeling than a loved one sharing their latest story into the family WhatsApp group. Knowing they had the time to reflect on a memory, polish it with Sanota, and share it to spark conversations right now. That\u2019s the magic we wanted to create.<\/p>\n<p>Try it out, give voice to the most important stories, and fall in love with the experience \u2764\ufe0f<\/p>\n<p>P.S. In Finnish, “Sanota” means to give voice to your thoughts.<\/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\/@eero_ronkko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eero_ronkko<\/a> Beautiful idea, Eero, giving voice to family stories before they’re lost is always magic. And it’s really unique. Just a small question for you: how does Sanota’s AI help polish raw reflections like a grandparent’s chat into shareable gems without losing their authentic voice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can multiple family members contribute to the same story from different locations, or does one person record at a time? Beautiful concept, 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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a>, thank you! Yes, they can. It works through a single shared link. You just send the link to your family members, and everyone can jump in to tell their part of the story at their own pace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Storytelling is all what we need! Really congrats on this level of solution. Wish you all the best here Eero!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you so much, <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> <\/p>\n<p>We completely agree! Storytelling is at the core of human connection and We wanted to craft something that makes sharing those stories as effortless as possible. Really appreciate the support and kind words! \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>Congrats on the launch! The idea of publishing stories one by one as they’re ready rather than waiting for a finished archive is a genuinely better way to think about this.<\/p>\n<\/p>\n<p>The phone call recording option is a thoughtful touch for older family members. Does the AI adapt its interview style depending on the age or comfort level of the person recording?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Lovely idea, congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BTRXPX5XHMN4VS\" class=\"app-title\">Caplo<\/a><\/p>\n<div class=\"one-liner\">Real-time AI captions & translation for any iOS app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Caplo\u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6AI\u5b57\u5e55\u4e0e\u7ffb\u8bd1\uff0c\u4e3a\u4efb\u4f55iOS\u5e94\u7528\u5185\u7684\u97f3\u9891\u63d0\u4f9b\u60ac\u6d6e\u753b\u4e2d\u6587\u5b57\u5e55\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u89c2\u770b\u65e0\u5b57\u5e55\u5916\u8bed\u89c6\u9891\u3001\u53c2\u52a0\u56fd\u9645\u4f1a\u8bae\u7b49\u573a\u666f\u4e0b\u7684\u8bed\u8a00\u7406\u89e3\u969c\u788d\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\/265f7f41-fe7d-4bee-9f66-62b6ba67b400.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba786558-684c-4f77-b67b-1cbefe8973c0.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\/6b37961c-075a-4ecb-b968-46f5d2b07df9.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\/ae2a0235-3546-4bfc-9eea-13ecd2903677.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\/33f55741-0a0c-45bc-80ba-b82c7b1f1f4d.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\/16d09a7b-4078-4084-9379-234b9b2cc323.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\/3d909907-ce48-4e48-aa18-14b6ba4eafe9.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\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u5de5\u5177<\/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\">\u753b\u4e2d\u753b<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">AI\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\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\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u5b9e\u9645\u4f7f\u7528\u7684\u51c6\u786e\u6027\u548c\u7a33\u5b9a\u6027\u95ee\u9898\uff0c\u5982\u5728\u5608\u6742\u73af\u5883\u6216\u8bed\u97f3\u6d88\u606f\u4e0b\u7684\u8f6c\u5f55\u5931\u8d25\u3001\u7f3a\u5c11\u64cd\u4f5c\u5f15\u5bfc\u3002\u540c\u65f6\uff0c\u7528\u6237\u4e5f\u5173\u5fc3\u6280\u672f\u7ec6\u8282\uff08\u5982\u53e3\u97f3\u5904\u7406\u3001\u5386\u53f2\u8bb0\u5f55\u529f\u80fd\uff09\u548c\u672a\u6765\u53d1\u5c55\u65b9\u5411\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u627f\u8ba4\u90e8\u5206\u529f\u80fd\u7f3a\u5931\u5e76\u627f\u8bfa\u8003\u8651\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 Caplo\u7684\u6838\u5fc3\u7406\u5ff5\u201c\u7cfb\u7edf\u7ea7\u97f3\u9891\u6355\u83b7+\u60ac\u6d6ePiP\u201d\u662f\u5176\u5728\u6280\u672f\u5b9e\u73b0\u548c\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u6700\u950b\u5229\u7684\u4e00\u5200\u3002\u5b83\u5de7\u5999\u5730\u7ed5\u5f00\u4e86\u4e3a\u6bcf\u4e2a\u5e94\u7528\u5355\u72ec\u505a\u96c6\u6210\u7684\u6d69\u5927\u5de5\u7a0b\uff0c\u8bd5\u56fe\u5c06\u81ea\u5df1\u6253\u9020\u6210iOS\u7cfb\u7edf\u4e0a\u4e00\u4e2a\u901a\u7528\u7684\u201c\u542c\u89c9\u8f85\u52a9\u5c42\u201d\u3002\u8fd9\u79cd\u201c\u5bc4\u751f\u201d\u4e8e\u7cfb\u7edf\u97f3\u9891\u7684\u5b9a\u4f4d\uff0c\u4f7f\u5176\u7406\u8bba\u4e0a\u5177\u5907\u4e86\u65e0\u9650\u7684\u5e94\u7528\u573a\u666f\u60f3\u8c61\u529b\uff0c\u4ece\u6d41\u5a92\u4f53\u3001\u4f1a\u8bae\u5230\u6e38\u620f\u3001\u793e\u4ea4\u8bed\u97f3\uff0c\u8fd9\u6b63\u662f\u5176\u5ba3\u79f0\u7684\u201cUniversal\u201d\u4ef7\u503c\u7684\u6839\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7406\u5ff5\u7684\u5148\u8fdb\u65e0\u6cd5\u63a9\u76d6\u843d\u5730\u521d\u671f\u5fc5\u7136\u7684\u7c97\u7cd9\u3002\u7528\u6237\u8bc4\u8bba\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u65e9\u671f\u4ea7\u54c1\u6700\u8106\u5f31\u7684\u4e24\u4e2a\u73af\u8282\uff1a\u5176\u4e00\uff0c\u5728\u590d\u6742\u771f\u5b9e\u73af\u5883\uff08\u566a\u97f3\u3001\u53e3\u97f3\u3001\u8bed\u901f\uff09\u4e0b\u7684AI\u8bc6\u522b\u4e0e\u7ffb\u8bd1\u51c6\u786e\u5ea6\u5b58\u7591\uff0c\u8fd9\u662f\u6240\u6709\u8bed\u97f3AI\u7684\u7ec8\u6781\u6218\u573a\uff0c\u4e00\u53e5\u201c\u4f7f\u7528\u4e86\u6700\u5148\u8fdb\u7684AI\u5927\u6a21\u578b\u7b97\u6cd5\u201d\u7684\u56de\u590d\u663e\u5f97\u82cd\u767d\u4e14\u56de\u907f\u5b9e\u8d28\uff1b\u5176\u4e8c\uff0c\u4ea7\u54c1\u4ea4\u4e92\u4e0e\u7528\u6237\u9884\u671f\u7ba1\u7406\u5b58\u5728\u7f3a\u53e3\uff0c\u201c\u96f6\u7ed3\u679c\u201d\u53cd\u9988\u548c\u7f3a\u4e4f\u5f15\u5bfc\u8bf4\u660e\uff0c\u66b4\u9732\u51fa\u5176\u5c06\u6280\u672f\u80fd\u529b\u8f6c\u5316\u4e3a\u7a33\u5b9a\u53ef\u9760\u7528\u6237\u4f53\u9a8c\u7684\u8def\u5f84\u5c1a\u672a\u8dd1\u901a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5f53\u4e0b\u7565\u663e\u5355\u8584\u7684\u8f6c\u5f55\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5b83\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u6781\u5177\u6f5c\u529b\u7684\u5165\u53e3\uff1a\u4e00\u4e2a\u7cfb\u7edf\u7ea7\u7684\u3001\u5b9e\u65f6\u97f3\u9891\u7406\u89e3\u4e0e\u4ea4\u4e92\u4e2d\u5fc3\u3002\u672a\u6765\u7684\u60f3\u8c61\u7a7a\u95f4\u8fdc\u4e0d\u6b62\u5b57\u5e55\uff0c\u53ef\u4ee5\u662f\u5b9e\u65f6\u7b14\u8bb0\u3001\u5bf9\u8bdd\u6458\u8981\u3001\u8bed\u97f3\u6307\u4ee4\u54cd\u5e94\uff0c\u751a\u81f3\u662f\u4e00\u4e2a\u8de8\u5e94\u7528\u7684AI\u8bed\u97f3\u52a9\u624b\u524d\u7f6e\u5165\u53e3\u3002\u4f46\u524d\u63d0\u662f\uff0c\u5b83\u5fc5\u987b\u9996\u5148\u5728\u201c\u5b57\u5e55\u201d\u8fd9\u4e2a\u6838\u5fc3\u529f\u80fd\u4e0a\u505a\u5230\u6781\u81f4\u7a33\u5b9a\u548c\u51c6\u786e\uff0c\u5426\u5219\u4e00\u5207\u5ef6\u4f38\u90fd\u662f\u7a7a\u4e2d\u697c\u9601\u3002\u5f53\u524d93\u4e2a\u6295\u7968\u6570\uff0c\u4e5f\u53cd\u6620\u4e86\u5e02\u573a\u4ecd\u5728\u89c2\u671b\u5176\u6280\u672f\u627f\u8bfa\u7684\u5151\u73b0\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Caplo<\/span>\n <\/div>\n<div class=\"comment-content\">Caplo brings real-time AI captions & translation to any iOS app. it captures system audio to provide live subtitles in a floating Picture-in-Picture (PiP) window\u2014perfect for foreign streams, meetings, or anime. \u2022 Floating PiP: Overlays any app you use. \u2022 12+ Languages: English, Japanese, Chinese, Spanish, etc. \u2022 Universal: Works with YouTube, Zoom, Netflix & more. \u2022 AI-Powered: Fast and accurate transcription. Break the language barrier on your iPhone!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt community! \ud83d\udc4b<\/p>\n<p>I\u2019m the maker of Caplo. This project started from my own frustration: I love watching foreign content and attending global tech meetups, but I often found myself lost when there were no subtitles.<\/p>\n<p>So I built Caplo. The goal was simple: If you can hear it on your phone, you should be able to understand it. Caplo can “read” audio from ANY app without needing internal integrations. Combined with a floating Picture-in-Picture window, it feels like a native part of your OS.<\/p>\n<p>I\u2019ll be here all day to answer your questions. Let me know what you think! \ud83d\ude80<\/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\/@socekin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@socekin<\/a> Kudos on the launch. Just a QUICK Q: how accurate is Caplo’s translation for live audio in noisy settings, say a crowded conference?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello!<\/p>\n<p>I tried to check it out in my husband’s family group on whatsapp (they are Syrian, im Mexican), I played some voicenotes, some recordings but when I came back to Caplo the record mentioned zero words! I also tried with youtube and same zero answer. <br \/>I tried several ways but the app never came back with any results. Am I doing something wrong? Maybe It would be useful to have a small tutorial at the beginning or some visuals that show what to expect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super impressive, congrats on the product and the launch! <\/p>\n<\/p>\n<p>What’s next on your roadmap? Do you want to focus on covering more languages, add other complementary features, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Real-time translation for live calls is genuinely hard to get right. How does it handle strong accents or fast speakers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaito_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaito_builds<\/a> We used the most advanced AI large model algorithms to solve this problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If I rewatch a video I’ve already transcribed before, does it use up my minutes again? Or can I access the previous transcription from the session history?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sj_lee15\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sj_lee15<\/a> Thank you for your suggestion. Caplo currently provides real-time transcription subtitles, and does not read and display from historical session. I will consider this proposal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ATERY4OCA6QJWI\" class=\"app-title\">optimo<\/a><\/p>\n<div class=\"one-liner\">effortless media optimizer for the web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Optimo\u662f\u4e00\u6b3e\u57fa\u4e8eImageMagick\u548cFFmpeg\u6784\u5efa\u7684\u514d\u8d39\u5f00\u6e90CLI\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u4f18\u5316\u56fe\u7247\u548c\u89c6\u9891\u4f53\u79ef\uff0c\u89e3\u51b3\u4e86Web\u5f00\u53d1\u4e2d\u5a92\u4f53\u6587\u4ef6\u5360\u7528\u8fc7\u591a\u78c1\u76d8\u4e0e\u5e26\u5bbd\u3001\u62d6\u6162\u7f51\u7ad9\u901f\u5ea6\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\/8150bffb-c04a-4626-b420-177ebc2c4683.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\/dc1d2838-2220-49f5-8237-828ae335795b.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\/f1b36f4c-0d4b-4503-9bf2-7aa928022d2d.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\/10f50b21-4b25-47bb-b668-933d10bb471d.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\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/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\">\u5a92\u4f53\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u56fe\u7247\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Web\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">FFmpeg<\/span><br \/>\n <span class=\"tag\">ImageMagick<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u57fa\u4e8e\u6210\u719f\u5de5\u5177\u4e14\u5f00\u6e90\u514d\u8d39\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u672a\u6765\u5f62\u6001\u504f\u597d\uff08API\u3001\u684c\u9762\u5e94\u7528\u3001GitHub Action\uff09\u3001\u6279\u91cf\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u662f\u5426\u4fdd\u7559EXIF\u7b49\u5143\u6570\u636e\u3002\u5c55\u73b0\u4e86\u5411\u5de5\u4f5c\u6d41\u96c6\u6210\u548c\u81ea\u52a8\u5316\u65b9\u5411\u53d1\u5c55\u7684\u660e\u786e\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Optimo\u7684\u53d1\u5e03\uff0c\u6298\u5c04\u51fa\u4e00\u4e2a\u8001\u751f\u5e38\u8c08\u5374\u4ece\u672a\u88ab\u5b8c\u7f8e\u89e3\u51b3\u7684\u884c\u4e1a\u75fc\u75be\uff1a\u5a92\u4f53\u8d44\u6e90\u4f18\u5316\u3002\u5b83\u806a\u660e\u5730\u9009\u62e9\u4e86\u6b63\u786e\u7684\u201c\u8f6e\u5b50\u201d\u2014\u2014ImageMagick\u548cFFmpeg\uff0c\u8fd9\u786e\u4fdd\u4e86\u6280\u672f\u5e95\u7ebf\u7684\u53ef\u9760\u6027\uff0c\u4f46\u4e5f\u77ac\u95f4\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u6574\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u201cconsistent\u201d\uff08\u4e00\u81f4\u6027\uff09\u8fd9\u4e2a\u5173\u952e\u8bcd\u3002\u5f00\u53d1\u8005\u538c\u5026\u4e86\u5728\u5404\u79cd\u5de5\u5177\u3001\u53c2\u6570\u548c\u683c\u5f0f\u95f4\u8fdb\u884c\u788e\u7247\u5316\u3001\u7ed3\u679c\u4e0d\u53ef\u9884\u6d4b\u7684\u624b\u52a8\u8c03\u4f18\u3002Optimo\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u662f\u63d0\u4f9b\u4e00\u4e2a\u6807\u51c6\u5316\u3001\u53ef\u9884\u671f\u7684\u4f18\u5316\u8f93\u51fa\uff0c\u5c06\u201c\u7384\u5b66\u201d\u53d8\u4e3a\u5de5\u7a0b\u7eaa\u5f8b\u3002\u8fd9\u5bf9\u4e8e\u8ffd\u6c42\u81ea\u52a8\u5316\u90e8\u7f72\u548c\u6027\u80fd\u57fa\u7ebf\u4fdd\u969c\u7684\u56e2\u961f\u800c\u8a00\uff0c\u610f\u4e49\u8fdc\u5927\u4e8e\u5355\u4e2a\u538b\u7f29\u7387\u7684\u63d0\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684CLI\u5f62\u6001\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\u3002\u4f18\u52bf\u5728\u4e8e\u6781\u7b80\u3001\u6613\u96c6\u6210\u4e8e\u811a\u672c\uff0c\u4e0e\u5f00\u53d1\u8005\u521d\u59cb\u573a\u666f\u9ad8\u5ea6\u5951\u5408\u3002\u4f46\u7528\u6237\u8bc4\u8bba\u8fc5\u901f\u6307\u5411\u4e86\u66f4\u6df1\u5c42\u7684\u9700\u6c42\uff1a\u65e0\u7f1d\u5de5\u4f5c\u6d41\u96c6\u6210\u3002\u65e0\u8bba\u662fAPI\u3001GitHub Action\u8fd8\u662f\u684c\u9762\u5e94\u7528\uff0c\u547c\u58f0\u90fd\u8868\u660e\u7528\u6237\u9700\u8981\u7684\u4e0d\u662f\u4e00\u4e2a\u5b64\u7acb\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4f18\u5316\u670d\u52a1\u5c42\u201d\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u672a\u6765\u7684\u5206\u6c34\u5cad\uff1a\u662f\u7ee7\u7eed\u4f5c\u4e3a\u4e00\u4e2a\u4f18\u79c0\u7684\u5355\u70b9\u5de5\u5177\u5b58\u5728\uff0c\u8fd8\u662f\u8fdb\u5316\u6210\u4e3a\u4e00\u4e2a\u8986\u76d6\u5f00\u53d1\u3001\u6784\u5efa\u3001\u90e8\u7f72\u5168\u94fe\u8def\u7684\u5a92\u4f53\u4f18\u5316\u57fa\u7840\u8bbe\u65bd\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u6e90\u514d\u8d39\u6a21\u5f0f\u4e3a\u5176\u8d62\u5f97\u4e86 indie \u5f00\u53d1\u8005\u7684\u521d\u6b65\u597d\u611f\u4e0e\u793e\u533a\u6269\u6563\u6f5c\u529b\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u9879\u76ee\u201d\u8fc8\u5411\u201c\u5173\u952e\u4f9d\u8d56\u201d\u9053\u8def\u4e0a\u5fc5\u987b\u56de\u7b54\u7684\u5c16\u9510\u95ee\u9898\u3002\u82e5\u80fd\u5728\u63d0\u4f9b\u7a33\u5b9a\u3001\u6279\u91cf\u5316\u3001\u53ef\u914d\u7f6e\u7684\u5143\u6570\u636e\u5904\u7406\u80fd\u529b\uff08\u5982EXIF\u4fdd\u7559\uff09\u7684\u540c\u65f6\uff0c\u62d3\u5c55\u5176\u4f5c\u4e3a\u4e91\u670d\u52a1\u6216\u4f01\u4e1a\u7ea7\u89e3\u51b3\u65b9\u6848\u7684\u7ef4\u5ea6\uff0c\u5b83\u624d\u6709\u53ef\u80fd\u4ece\u4f18\u5316\u201c\u6587\u4ef6\u201d\uff0c\u5347\u7ea7\u4e3a\u4f18\u5316\u6574\u4e2a\u201c\u5a92\u4f53\u5de5\u4f5c\u6d41\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\">optimo<\/span>\n <\/div>\n<div class=\"comment-content\">Images and videos are bigger than they should be. They eat disk, bandwidth, and slow everything down. We tried the usual mix of tools, flags, and formats. It worked\u2026 sometimes. We just wanted something consistent. So we built Optimo: a CLI that makes media smaller, every time. Built on ImageMagick + FFmpeg. Free and open source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey \ud83d\udc4b<\/p>\n<p>Optimo is a CLI today, but that\u2019s just the starting point.<\/p>\n<p>Would you prefer to use this as:<\/p>\n<p>– a desktop app<br \/>\n– an API<br \/>\n– a GitHub Action<\/p>\n<p>something else?<\/p>\n<p>Curious how you\u2019d want to integrate it into your workflow.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kikobeats API would be great to add as part of web dev or blog automations<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 that this is built on ImageMagick and FFmpeg \u2014 battle-tested tools wrapped in a modern, effortless interface. Media optimization is one of those things every web developer needs but nobody wants to spend time configuring manually. The fact that it’s open source and free is a huge plus for the indie dev community. Does it handle batch processing well? I often need to optimize dozens of assets at once when shipping updates for my browser extension.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does optimo preserve metadata like EXIF data after compression, or does it strip everything by default? Nice open source tool, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QC6MFN6L5DDCEV\" class=\"app-title\">Educato App<\/a><\/p>\n<div class=\"one-liner\">Personalized exam prep, now in your pocket<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Educato App\u901a\u8fc7AI\u751f\u6210\u4e2a\u6027\u5316\u5907\u8003\u8ba1\u5212\u3001\u63d0\u4f9b\u6d77\u91cf\u771f\u9898\u4e0e\u6a21\u62df\u6d4b\u8bd5\uff0c\u4e3a\u5168\u7403\u4e0a\u4e07\u79cd\u4e13\u4e1a\u8003\u8bd5\uff08\u5c24\u5176\u662f\u5c0f\u4f17\u8003\u8bd5\uff09\u7684\u8003\u751f\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5907\u8003\u670d\u52a1\u8986\u76d6\u7a84\u3001\u6210\u672c\u9ad8\u3001\u5b66\u4e60\u5185\u5bb9\u7f3a\u4e4f\u9488\u5bf9\u6027\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\/1f6f36e6-0565-435b-8198-bb13ccc07175.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\/99c6c949-2e11-4305-8227-2c5d61220947.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\/b13d71df-3b0d-474c-a51f-d9d05086b8f9.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\/c41516e6-639d-4412-9e9b-b0ce39f0a496.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\/8f90dded-1af1-42e9-a80b-97c656a12c45.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\">Android<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5728\u7ebf\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u8003\u8bd5\u5907\u8003<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u8d44\u683c\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u533b\u5b66\u8003\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u8003\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u8003\u8bd5<\/span><br \/>\n <span class=\"tag\">\u9898\u5e93\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\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\u80af\u5b9a\u5176\u89e3\u51b3\u5c0f\u4f17\u8003\u8bd5\u75db\u70b9\u7684\u6a21\u5f0f\uff0c\u5e76\u5173\u6ce8\u5185\u5bb9\u8d28\u91cf\uff08\u5982\u4e13\u5bb6\u5ba1\u6838\u673a\u5236\uff09\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u4e3a\u5c0f\u4f17\u8003\u8bd5\u5bfb\u627e\u4e13\u5bb6\u3001\u589e\u52a0\u793e\u4ea4\/\u5b66\u4e60\u5c0f\u7ec4\u529f\u80fd\u3001\u63d0\u4f9b\u66f4\u5177\u4f53\u7684\u6848\u4f8b\u4ee5\u5efa\u7acb\u4fe1\u4efb\u3001\u662f\u5426\u652f\u6301\u7528\u6237\u81ea\u521b\u9898\u5e93\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 Educato\u7684\u5ba3\u79f0\u4ef7\u503c\u5728\u4e8e\u7528\u6280\u672f\u5e73\u6743\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u53ef\u80fd\u5728\u4e8e\u5bf9\u201c\u5907\u8003\u7ecf\u6d4e\u201d\u6a21\u578b\u7684\u89e3\u6784\u3002\u4f20\u7edf\u5de8\u5934\u4f9d\u8d56\u89c4\u6a21\u7ecf\u6d4e\uff0c\u53ea\u670d\u52a1\u8003\u751f\u57fa\u6570\u5de8\u5927\u7684\u201c\u5934\u90e8\u201d\u8003\u8bd5\u3002Educato\u58f0\u79f0\u8986\u76d6\u4e07\u79cd\u8003\u8bd5\uff0c\u5176\u6838\u5fc3\u5047\u8bbe\u662f\u901a\u8fc7\u6280\u672f\uff08\u5982AI\u5206\u6790\u8003\u7eb2\u3001\u751f\u6210\u5185\u5bb9\uff09\u5c06\u5355\u573a\u8003\u8bd5\u7684\u5907\u8003\u5185\u5bb9\u8fb9\u9645\u6210\u672c\u538b\u81f3\u6781\u4f4e\uff0c\u4ece\u800c\u6fc0\u6d3b\u4e86\u88ab\u4f20\u7edf\u5546\u4e1a\u6a21\u5f0f\u5224\u4e3a\u201c\u4e0d\u7ecf\u6d4e\u201d\u7684\u957f\u5c3e\u5e02\u573a\u3002\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5229\u57fa\u805a\u5408\u201d\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4e07\u79cd\u8003\u8bd5\u201d\u65e2\u662f\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u53ef\u80fd\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\u96be\u4ee5\u517c\u5f97\u3002\u5bf9\u4e8e\u533b\u5b66\u3001\u6cd5\u5f8b\u7b49\u9ad8\u98ce\u9669\u8ba4\u8bc1\u8003\u8bd5\uff0c\u5185\u5bb9\u7684\u7edd\u5bf9\u51c6\u786e\u6027\u4e0e\u6743\u5a01\u6027\u662f\u751f\u547d\u7ebf\uff0c\u4f9d\u8d56\u201c\u4e13\u5bb6\u5ba1\u6838\u201d\u80fd\u5426\u5728\u4e07\u79cd\u8003\u8bd5\u89c4\u6a21\u4e0b\u6301\u7eed\u4fdd\u969c\u8d28\u91cf\uff1f\u8fd9\u5bf9\u5176\u8fd0\u8425\u548c\u54c1\u63a7\u4f53\u7cfb\u662f\u5de8\u5927\u8003\u9a8c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4fe1\u4efb\u5efa\u7acb\u201d\u548c\u201c\u4e13\u5bb6\u6765\u6e90\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u63a5\u51fb\u4e2d\u4e86\u8fd9\u4e00\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u805a\u7126\u4e8e\u201c\u5de5\u5177\u6548\u7387\u201d\uff0c\u5373\u5e2e\u7528\u6237\u66f4\u806a\u660e\u5730\u5907\u8003\u65e2\u6709\u5185\u5bb9\u3002\u4f46\u8003\u8bd5\u57f9\u8bad\u7684\u53e6\u4e00\u4e2a\u6838\u5fc3\u4ef7\u503c\u662f\u201c\u4fe1\u606f\u4e0e\u793e\u533a\u201d\uff0c\u5373\u6700\u65b0\u7684\u8003\u60c5\u52a8\u6001\u3001\u540c\u8f88\u538b\u529b\u4e0e\u4e92\u52a9\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u51fa\u73b0\u7684\u201c\u5b66\u4e60\u5c0f\u7ec4\u201d\u3001\u201c\u5b66\u4e60\u4f19\u4f34\u201d\u5efa\u8bae\uff0c\u6070\u6070\u6307\u51fa\u4e86\u5176\u4f5c\u4e3a\u7eaf\u5de5\u5177\u53ef\u80fd\u9762\u4e34\u7684\u7528\u6237\u7c98\u6027\u4e0e\u5b8c\u8bfe\u7387\u6311\u6218\u3002\u82e5\u4e0d\u80fd\u6784\u5efa\u5b66\u4e60\u95ed\u73af\u6216\u793e\u533a\u751f\u6001\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u6b3e\u66f4\u667a\u80fd\u7684\u9898\u5e93\u5e94\u7528\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u5907\u8003\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u6210\u529f\u7684\u5173\u952e\uff0c\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u70ab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u4e07\u79cd\u8003\u8bd5\u201d\u7684\u6d69\u5927\u5de5\u7a0b\u4e2d\uff0c\u627e\u5230\u4fdd\u8bc1\u5185\u5bb9\u8d28\u91cf\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u7684\u7cbe\u51c6\u5e73\u8861\u70b9\uff0c\u5e76\u4ece\u4e00\u4e2a\u6548\u7387\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u4e00\u4e2a\u5907\u8003\u751f\u6001\u7684\u5165\u53e3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Educato App<\/span>\n <\/div>\n<div class=\"comment-content\">Use the Educato App for personalized exam prep for 10,000+ tests worldwide: medical, law, engineering, and more. Get everything you need to pass: a personalized study plan, practice questions matched to your exam, timed mock tests, and clear progress tracking. Try free!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b!<\/p>\n<p>I’m Tudor, GTM at Educato. We saw that exam prep industry has a structural blind spot: it only serves a fraction of the world’s exams.<\/p>\n<p>The reason? Traditional test prep requires months of manual content development per exam. At that cost structure, a 6,000-candidate exam will never justify the investment. The unit economics only work for exams with hundreds of thousands of test-takers. We needed a different approach.<\/p>\n<p>So we built Educato – and today we’re launching the app on iOS and Android.<br \/>\nHere’s how it works:<\/p>\n<p>– Tell us your exam, your target score, and your deadline<br \/>\n– Educato builds an adaptive study plan around you, focusing on your weak spots and adjusting as you improve<br \/>\n– Every question is aligned with the official syllabus and exam blueprint, built through analysis of past exams, textbooks, and expert notes<br \/>\n– All content is reviewed by subject-matter specialists before you see it<br \/>\n– Spaced repetition brings back concepts before you forget them<\/p>\n<p>We’ll be here all day to answer questions and share our mission. Let’s chat!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Always happy to see an education-related app launching on PH! Congrats – onwards and upwards \ud83d\udd25<\/p>\n<\/p>\n<p>I like the approach of having all the content reviewed by subject-matter experts. I’m curious, for niche exams with smaller pools, how do you find the right SMEs?<\/p>\n<\/p>\n<p>Aaand also curious – have you considered expanding towards peer study groups? Learning can feel isolating, and it could be an interesting extension given your focus on personalized content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Prepping for a computer architecture exam right now, and drowning in course slides makes me realize how desperately the education space needs this. A tool that curates that kind of chaos into a personalized study plan with instant explanations is exactly what’s missing when studying solo late at night. Huge congrats on the launch, Tudor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tudor_bularca\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tudor_bularca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tudor_bularca<\/a> Really interesting approach, especially solving for smaller\/niche exams where traditional prep doesn\u2019t work.<\/p>\n<\/p>\n<p>One thought \u2014 since you’re covering 10,000+ exams, do you think new users might need a bit more \u201cproof\u201d or clarity when they first land?<\/p>\n<\/p>\n<p>Like showing a very specific example (e.g. how Educato prepares someone for one exact exam step by step) could make the value click instantly.<\/p>\n<\/p>\n<p>Feels like once that trust is built early, conversions could improve a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch and on the mission! <\/p>\n<p>Making quality exam prep accessible to students who may be priced out or simply overlooked, in my view, is genuinely important work.<\/p>\n<\/p>\n<p>Would you ever consider a ‘study buddy’ mode where two people prepping for the same exam can track progress together?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Do you plan to let users import their own question sets for niche exams that might not be covered yet? Looks great, 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>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\/FDGJ4CI7SYDRBK\" class=\"app-title\">Everest AI<\/a><\/p>\n<div class=\"one-liner\">Building the world\u2019s fastest IPMI single board computer<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Everest AI\u63a8\u51fa\u7684C1\u662f\u4e00\u6b3e\u9ad8\u6027\u80fd\u3001\u4f4e\u529f\u8017\u7684ARM64\u670d\u52a1\u5668\u5355\u677f\u8ba1\u7b97\u673a\uff0c\u65e8\u5728\u4e3a\u5de5\u7a0b\u5e08\u548c\u4f01\u4e1a\u5728\u8fb9\u7f18\u4fa7\u63d0\u4f9b\u5f3a\u5927\u7684AI\u63a8\u7406\u3001\u96c6\u7fa4\u90e8\u7f72\u548c\u81ea\u4e3b\u57fa\u7840\u8bbe\u65bd\u80fd\u529b\uff0c\u4ee5\u6446\u8131\u4e91\u670d\u52a1\u5546\u7684\u9501\u5b9a\u548c\u9ad8\u6602\u6210\u672c\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\/ae725194-0fc0-4b59-ac20-43a13ecb6ffe.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y4RyS11946A\"><source src=\"https:\/\/youtu.be\/y4RyS11946A\" 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\/5fb12296-6962-4798-b5b2-e718b3fcfbf1.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\/c849a64e-7462-4411-8347-8cadfb7fe08f.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\/f42a413b-1036-4874-8811-f6ef6964f2d4.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\/ba4db3f0-6e1a-45f8-9f7f-f16b77029458.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\">Hardware<\/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\">\u5355\u677f\u8ba1\u7b97\u673a<\/span><br \/>\n <span class=\"tag\">ARM\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8282\u80fd\u9759\u97f3<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">Kubernetes\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u521b\u65b0<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7IPMI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u65e8\u5728\u89e3\u653e\u5de5\u7a0b\u5e08\u3001\u6446\u8131\u4e91\u9501\u5b9a\u548c\u566a\u97f3\u7684\u521d\u8877\u3002\u6709\u7528\u6237\u5bf9\u65e0\u98ce\u6247\u8bbe\u8ba1\u5728\u6301\u7eed\u9ad8\u8d1f\u8f7d\u4e0b\u7684\u6563\u70ed\u80fd\u529b\u63d0\u51fa\u5177\u4f53\u6280\u672f\u6027\u8d28\u7591\uff0c\u5b98\u65b9\u56de\u590d\u63d0\u4f9b\u4e86\u5916\u52a0\u98ce\u6247\u6216\u6c34\u51b7\u7b49\u7075\u6d3b\u6563\u70ed\u65b9\u6848\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 Everest C1\u7684\u53d9\u4e8b\u6781\u5177\u5438\u5f15\u529b\uff1a\u5c06\u6570\u636e\u4e2d\u5fc3\u7684\u6027\u80fd\u585e\u8fdb\u4e00\u5757\u9759\u9ed8\u7684\u5355\u677f\uff0c\u5e76\u9ad8\u4e3e\u201c\u53cd\u4e91\u9501\u5b9a\u201d\u548c\u201c\u5de5\u7a0b\u5e08\u4e3b\u6743\u201d\u7684\u5927\u65d7\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5206\u914d\u7b97\u529b\u6240\u6709\u6743\u2014\u2014\u8ba9\u6027\u80fd\u3001\u63a7\u5236\u6743\u548c\u6210\u672c\u6548\u76ca\u56de\u5f52\u672c\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u53c2\u6570\u786e\u5b9e\u4eae\u773c\uff0c\u5c24\u5176\u662f\u96c6\u6210\u768480+ AI TOPS NPU\u548c128GB\u7edf\u4e00\u5185\u5b58\uff0c\u76f4\u6307\u5f53\u524d\u6700\u70ed\u7684\u8fb9\u7f18AI\u63a8\u7406\u548c\u8f7b\u91cf\u5316Kubernetes\u96c6\u7fa4\u573a\u666f\u3002\u5ba3\u79f0\u7684\u201c\u4e91\u6210\u672c\u51e0\u5206\u4e4b\u4e00\u201d\u662f\u5176\u6700\u950b\u5229\u7684\u8425\u9500\u5200\u5203\uff0c\u4f46\u8fd9\u4e00\u8bba\u65ad\u9ad8\u5ea6\u4f9d\u8d56\u5177\u4f53\u5e94\u7528\u7684\u7535\u8d39\u3001\u6298\u65e7\u548c\u8fd0\u7ef4\u6210\u672c\u6838\u7b97\uff0c\u9700\u7528\u6237\u81ea\u884c\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u53c2\u6570\u4e0b\u5b58\u5728\u503c\u5f97\u6df1\u7a76\u7684\u5de5\u7a0b\u73b0\u5b9e\u3002\u7528\u6237\u5bf9\u65e0\u98ce\u6247\u8bbe\u8ba1\u4e0b75W\u6301\u7eed\u6563\u70ed\u80fd\u529b\u7684\u8d28\u7591\uff0c\u76f4\u63a5\u547d\u4e2d\u4e86\u9ad8\u6027\u80fd\u4e0e\u9759\u97f3\u3001\u7d27\u51d1\u8bbe\u8ba1\u4e4b\u95f4\u7684\u7ecf\u5178\u77db\u76fe\u3002\u5b98\u65b9\u7684\u56de\u5e94\u201c\u53ef\u4ee5\u81ea\u5df1\u52a0\u98ce\u6247\u6216\u6c34\u51b7\u201d\u867d\u7136\u52a1\u5b9e\uff0c\u5374\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6d88\u89e3\u4e86\u5176\u201c\u5f00\u7bb1\u5373\u7528\u3001\u9759\u9ed8\u4e00\u4f53\u201d\u7684\u521d\u59cb\u9b45\u529b\uff0c\u66b4\u9732\u51fa\u7406\u60f3\u539f\u578b\u4e0e\u5de5\u7a0b\u59a5\u534f\u4e4b\u95f4\u7684\u7f1d\u9699\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0cC1\u7684\u771f\u6b63\u6311\u6218\u4e0d\u5728\u4e8e\u786c\u4ef6\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u6784\u5efa\u7684\u751f\u6001\u4f4d\u3002ARM\u670d\u52a1\u5668\u751f\u6001\u5728\u8f6f\u4ef6\u517c\u5bb9\u6027\u4e0e\u5de5\u5177\u94fe\u6210\u719f\u5ea6\u4e0a\uff0c\u4e0e\u4f20\u7edfx86\u738b\u56fd\u4ecd\u6709\u5dee\u8ddd\u3002\u5bf9\u4e8e\u8ffd\u6c42\u201c\u4e3b\u6743\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5de5\u7a0b\u5e08\uff0c\u786c\u4ef6\u81ea\u4e3b\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u66f4\u8270\u5de8\u7684\u662f\u786e\u4fdd\u6574\u4e2a\u8f6f\u4ef6\u6808\u80fd\u5728ARM64\u4e0a\u65e0\u7f1d\u8fd0\u884c\u3002\u4ea7\u54c1\u5f3a\u8c03\u201cKubernetes\u539f\u751f\u201d\u662f\u660e\u667a\u7684\uff0c\u5bb9\u5668\u5316\u786e\u5b9e\u80fd\u5c4f\u853d\u90e8\u5206\u5e95\u5c42\u5dee\u5f02\uff0c\u4f46\u7edd\u975e\u4e07\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cEverest C1\u662f\u4e00\u6b3e\u91ce\u5fc3\u52c3\u52c3\u7684\u786c\u4ef6\u5ba3\u8a00\uff0c\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u4e86\u5e02\u573a\u5bf9\u4e91\u6210\u672c\u3001\u6570\u636e\u4e3b\u6743\u548c\u8fb9\u7f18\u667a\u80fd\u7684\u7126\u8651\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u51fa\u8272\u7684\u5f00\u53d1\u677f\uff0c\u6210\u957f\u4e3a\u7a33\u5b9a\u53ef\u9760\u7684\u4f01\u4e1a\u57fa\u7840\u8bbe\u65bd\u7ec4\u4ef6\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u6563\u70ed\u65b9\u6848\u7684\u6700\u7ec8\u6548\u80fd\uff0c\u66f4\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u50ac\u5316\u6216\u878d\u5165\u4e00\u4e2a\u5065\u58ee\u7684ARM\u670d\u52a1\u5668\u8f6f\u4ef6\u751f\u6001\u3002\u5b83\u662f\u4e00\u9897\u6295\u5411\u4e91\u8ba1\u7b97\u94c1\u5e55\u7684\u7834\u7532\u5f39\uff0c\u4f46\u6700\u7ec8\u80fd\u70b8\u5f00\u591a\u5927\u7684\u7f3a\u53e3\uff0c\u4ecd\u9700\u89c2\u5bdf\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\">Everest AI<\/span>\n <\/div>\n<div class=\"comment-content\">Everest C1 is the world\u2019s most powerful ARM64 server APU, built for engineers who demand uncompromising performance. Driven by the Snapdragon X2 Elite Extreme with 18 cores at 5\u202fGHz, 128\u202fGB unified memory, 80+ AI TOPS NPU, and enterprise IPMI. Silent, under 75\u202fW, and Kubernetes\u2011native. The C1 delivers AI inference, edge clusters, and sovereign infrastructure at a fraction of cloud costs.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I founded Everest to liberate engineers from cloud lock\u2011in and inefficient, loud server rack. As a systems architect at heart, I saw the future in ARM efficiency and the power of AIoT. I started building the C1 to give creators, startups, and enterprises the power of a data center in a silent, compact board, owned, controlled, and built by engineers, for engineers.<\/div>\n<div class=\"comment-actions\">\n<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>How does the C1 handle thermal management at sustained workloads given the 75W envelope and fanless design? Really cool hardware, good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thanks for the question Mart\u00ed! You can buy one or make your own from a spare fan. You can also use a whole case air\/water cooling solution if you’re using C1 in a cluster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6LR6F7OZEOXAYP\" class=\"app-title\">EEVEE – EV Charging for Self-Employed<\/a><\/p>\n<div class=\"one-liner\">Track & reimburse EV charging, powered by vehicle data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>EEVEE\u901a\u8fc7\u76f4\u63a5\u8fde\u63a5\u7535\u52a8\u6c7d\u8f66\uff0c\u81ea\u52a8\u8ffd\u8e2a\u6bcf\u6b21\u5145\u7535\u4f1a\u8bdd\u5e76\u751f\u6210\u5408\u89c4\u62a5\u9500\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u81ea\u7531\u804c\u4e1a\u8005\u56e0\u5bb6\u5ead\u5145\u7535\u96be\u4ee5\u7cbe\u786e\u8ba1\u91cf\u548c\u62a5\u7a0e\u800c\u5f15\u53d1\u7684\u7a0e\u52a1\u98ce\u9669\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e26d535c-2be3-4aa6-87b1-a48f328180e4.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Freelance<\/span><br \/>\n <span class=\"tag\">Human Resources<\/span><br \/>\n <span class=\"tag\">Electric Cars<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5145\u7535\u62a5\u9500<\/span><br \/>\n <span class=\"tag\">\u8f66\u8f86\u6570\u636e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u80fd\u6e90\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u7684\u6838\u5fc3\u7a0e\u52a1\u5408\u89c4\u75db\u70b9\uff0c\u5e76\u8be6\u7ec6\u9610\u8ff0\u4e86\u95ee\u9898\u4e0e\u65b9\u6848\u3002\u540c\u65f6\u6709\u7528\u6237\u8be2\u95ee\u80fd\u5426\u533a\u5206\u5bb6\u5ead\u4e0e\u516c\u5171\u5145\u7535\u6210\u672c\u4ee5\u4fbf\u6bd4\u4ef7\uff0c\u56e2\u961f\u786e\u8ba4\u6b64\u529f\u80fd\u5df2\u5b9e\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n EEVEE\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u88ab\u5ffd\u89c6\u7684\u76d1\u7ba1\u5408\u89c4\u7f1d\u9699\u2014\u2014\u81ea\u7531\u804c\u4e1a\u8005\u4f7f\u7528\u516c\u53f8\u7535\u52a8\u8f66\u8fdb\u884c\u5bb6\u5ead\u5145\u7535\u7684\u62a5\u9500\u7a0e\u52a1\u95ee\u9898\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u73b0\u6709\u6570\u636e\u6d41\u7684\u5408\u89c4\u6027\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u653f\u7b56\u5173\u952e\u53d8\u5316\uff1a\u201c\u7b80\u5316\u64cd\u4f5c\u88ab\u5141\u8bb8\uff0c\u4f46\u731c\u6d4b\u4e0d\u884c\u201d\uff0c\u5c06\u8f66\u8f86\u672c\u8eab\u5df2\u6709\u7684\u5145\u7535\u6570\u636e\u8f6c\u5316\u4e3a\u7b26\u5408\u76d1\u7ba1\u673a\u6784\uff08\u5982CREG\uff09\u8981\u6c42\u7684\u5ba1\u8ba1\u8bc1\u636e\u94fe\uff0c\u4ece\u800c\u5c06\u6a21\u7cca\u7684\u79c1\u4eba\u6d88\u8d39\u884c\u4e3a\u8f6c\u5316\u4e3a\u53ef\u62b5\u7a0e\u7684\u516c\u53f8\u8fd0\u8425\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u201c\u65e0\u9700\u786c\u4ef6\u201d\u7684\u5356\u70b9\u5b9e\u4e3a\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u81ea\u8eab\u7262\u56fa\u6346\u7ed1\u5728\u8f66\u4f01\u5f00\u653e\u6570\u636e\u63a5\u53e3\u7684\u610f\u613f\u4e0e\u7a33\u5b9a\u6027\u4e0a\uff0c\u8fd9\u6784\u6210\u4e86\u5176\u957f\u671f\u53d1\u5c55\u7684\u6f5c\u5728\u98ce\u9669\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u672c\u8d28\u662f\u201c\u5408\u89c4\u5373\u670d\u52a1\u201d\uff0c\u6df1\u5ea6\u4f9d\u8d56\u7279\u5b9a\u56fd\u5bb6\u7684\u7a0e\u52a1\u89e3\u91ca\u548c\u4f1a\u8ba1\u5b9e\u8df5\uff0c\u8fd9\u4e3a\u5176\u8de8\u533a\u57df\u6269\u5f20\u5e26\u6765\u4e86\u590d\u6742\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u5f00\u59cb\u5173\u6ce8\u66f4\u6df1\u5c42\u7684\u6210\u672c\u5206\u6790\u529f\u80fd\uff08\u5982\u533a\u5206\u5bb6\u5ead\u4e0e\u516c\u5171\u5145\u7535\uff09\uff0c\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u4ece\u201c\u88ab\u52a8\u5408\u89c4\u5de5\u5177\u201d\u5411\u201c\u4e3b\u52a8\u6210\u672c\u7ba1\u7406\u5e73\u53f0\u201d\u6f14\u8fdb\u7684\u6f5c\u5728\u8def\u5f84\u3002\u7136\u800c\uff0c\u5176\u5f53\u524d\u4ef7\u503c\u6838\u5fc3\u4ecd\u5728\u4e8e\u98ce\u9669\u89c4\u907f\u800c\u975e\u6210\u672c\u8282\u7ea6\u3002\u80fd\u5426\u5728\u786e\u4fdd\u5408\u89c4\u8fd9\u4e00\u521a\u6027\u9700\u6c42\u7684\u57fa\u7840\u4e0a\uff0c\u6316\u6398\u51fa\u66f4\u5177\u666e\u9002\u6027\u7684\u6570\u636e\u4ef7\u503c\uff08\u5982\u5145\u7535\u6548\u7387\u5206\u6790\u3001\u7535\u7f51\u8d1f\u8377\u4f18\u5316\u5efa\u8bae\uff09\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u5229\u57fa\u5e02\u573a\u7684\u5408\u89c4\u4ea7\u54c1\uff0c\u6210\u957f\u4e3a\u66f4\u5177\u60f3\u8c61\u529b\u7684\u7535\u52a8\u6c7d\u8f66\u6570\u636e\u670d\u52a1\u5546\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\u7684\u9ad8\u6548\u65b9\u6848\uff0c\u4f46\u62a4\u57ce\u6cb3\u5c1a\u6d45\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\">EEVEE – EV Charging for Self-Employed<\/span>\n <\/div>\n<div class=\"comment-content\">Freelancers and self-employed EV drivers risk tax issues when reimbursing home charging. EEVEE automatically tracks every charging session and calculates compliant reimbursements, based on vehicle data, so no hardware required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\u26a1 The problem<\/p>\n<p>If you’re a freelancer driving an electric company car, you probably charge at home.<\/p>\n<p>But here\u2019s the issue:<br \/>\n– You can\u2019t easily measure exact kWh<br \/>\n– Energy prices fluctuate<br \/>\n– And without proper documentation, reimbursements can be flagged as taxable income<\/p>\n<p>Recently, experts warned that incorrect reimbursements can create serious fiscal risks.<\/p>\n<p>\ud83d\udc49 In short: simplification is tolerated, guesswork is not.<\/p>\n<p>\u2705 The solution<\/p>\n<p>EEVEE connects directly to your car and automates everything:<br \/>\n– Tracks every charging session (home, work, public)<br \/>\n– Calculates correct reimbursement (CREG-compliant)<br \/>\n– Generates audit-proof reports for your accountant<\/p>\n<p>\u2714 No smart charger<br \/>\n\u2714 No installation<br \/>\n\u2714 No extra hardware<\/p>\n<p>Just connect your car and you’re set.<\/p>\n<p>\ud83d\udcbc Why freelancers love it<\/p>\n<p>Most freelancers think they need expensive infrastructure to stay compliant.<\/p>\n<p>They don\u2019t.<br \/>\nThe data already exists, inside the car.<br \/>\nEEVEE simply unlocks it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Great point, @steffen_brans! Thanks for sharing your insight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Can EEVEE track charging costs separately for home vs public stations so you can compare cost per kWh easily? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@borrellr_ yes it does. Thanks!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HYLBEKRF73TCDY\" class=\"app-title\">dailytips.dev<\/a><\/p>\n<div class=\"one-liner\">Code is the easy part.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u7684\u514d\u8d39\u6bcf\u65e5\u901a\u8baf\uff0c\u901a\u8fc75\u5206\u949f\u9605\u8bfb\u7684\u5b9e\u7528\u5efa\u8bae\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u201c\u53ea\u61c2\u5199\u4ee3\u7801\uff0c\u4e0d\u61c2\u505a\u4ea7\u54c1\u201d\u7684\u75db\u70b9\uff0c\u5e2e\u52a9\u5176\u5c06\u4ee3\u7801\u8f6c\u5316\u4e3a\u4eba\u4eec\u771f\u6b63\u4f7f\u7528\u7684\u4ea7\u54c1\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48f3c4ca-e5c2-4bc5-b536-7f1734899160.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\">Email<\/span><br \/>\n <span class=\"tag\">Newsletters<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u601d\u7ef4<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u6307\u5bfc<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8ba2\u9605<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\uff08\u5982\u907f\u514d\u6784\u5efa\u65e0\u4eba\u4f7f\u7528\u7684\u4ea7\u54c1\uff09\uff0c\u5185\u5bb9\u5b9e\u7528\u4e14\u6613\u4e8e\u575a\u6301\u9605\u8bfb\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5185\u5bb9\u6765\u6e90\u662f\u7eaf\u4e2a\u4eba\u7ecf\u9a8c\u8fd8\u662f\u5305\u542b\u5bf9\u5176\u4ed6\u521b\u59cb\u4eba\u7684\u91c7\u8bbf\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 dailytips.dev \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u6d77\u91cf\u7f16\u7a0b\u6559\u7a0b\u6240\u63a9\u76d6\u7684\u6df1\u5c42\u5e02\u573a\uff1a\u5f00\u53d1\u8005\u4ece\u201c\u5de5\u5320\u201d\u5230\u201c\u5efa\u9020\u8005\u201d\u7684\u601d\u7ef4\u8f6c\u578b\u56f0\u5883\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u591a\u5c11\u60ca\u5929\u79d8\u7b08\uff0c\u800c\u5728\u4e8e\u4ee5\u201c\u6bcf\u65e5\u5fae\u5242\u91cf\u201d\u7684\u8f7b\u91cf\u5f62\u5f0f\uff0c\u7cfb\u7edf\u6027\u5bf9\u6297\u5f00\u53d1\u8005\u957f\u671f\u6c89\u6d78\u6280\u672f\u7ec6\u8282\u540e\u5f62\u6210\u7684\u4ea7\u54c1\u4e0e\u5546\u4e1a\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u201cCode is the easy part\u201d\u672c\u8eab\u5c31\u662f\u4e00\u53e5\u7280\u5229\u7684\u884c\u4e1a\u6279\u5224\uff0c\u76f4\u6307\u65e0\u6570\u9879\u76ee\u5931\u8d25\u7684\u6839\u6e90\u3002\u5b83\u7684\u5185\u5bb9\u5b9a\u4f4d\u2014\u2014\u51b3\u7b56\u3001\u903b\u8f91\u3001\u5206\u53d1\u2014\u2014\u6070\u6070\u6784\u6210\u4e86\u201c\u4ea7\u54c1\u5316\u201d\u7684\u6838\u5fc3\u4e09\u89d2\uff0c\u8fd9\u4e9b\u90fd\u662f\u4f20\u7edf\u6280\u672f\u6559\u80b2\u51e0\u4e4e\u4e0d\u6d89\u53ca\u7684\u201c\u6c89\u9ed8\u77e5\u8bc6\u201d\u3002\u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u4ee5\u514d\u8d39\u901a\u8baf\u4f5c\u4e3a\u524d\u7aef\uff0c\u5176\u8def\u5f84\u4f9d\u8d56\u6e05\u6670\uff1a\u5efa\u7acb\u7cbe\u51c6\u7684\u5f00\u53d1\u8005\u793e\u7fa4\u4fe1\u4efb\uff0c\u672a\u6765\u5411\u6df1\u5ea6\u5185\u5bb9\u3001\u8bfe\u7a0b\u6216\u5de5\u5177\u5bfc\u6d41\u987a\u7406\u6210\u7ae0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5185\u5bb9\u8d28\u91cf\u7684\u53ef\u6301\u7eed\u6027\u4e0e\u72ec\u7279\u6027\u662f\u751f\u547d\u7ebf\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7ecf\u9a8c\u6765\u6e90\u201d\u7684\u63d0\u95ee\u5df2\u89e6\u53ca\u8981\u5bb3\uff1a\u82e5\u4ec5\u57fa\u4e8e\u4e24\u4f4d\u521b\u59cb\u4eba\u7684\u6709\u9650\u7ecf\u9a8c\uff0c\u77e5\u8bc6\u5e7f\u5ea6\u6781\u6613\u67af\u7aed\uff1b\u82e5\u8f6c\u5411\u805a\u5408\uff0c\u5219\u53ef\u80fd\u5931\u53bb\u4e2a\u6027\u4e0e\u6df1\u5ea6\u3002\u5176\u6b21\uff0c\u76ee\u6807\u7528\u6237\u5b58\u5728\u201c\u77e5\u884c\u9e3f\u6c9f\u201d\uff1a\u8ba4\u53ef\u5176\u4ef7\u503c\u7684\u5f00\u53d1\u8005\uff0c\u672a\u5fc5\u662f\u6025\u9700\u4ea7\u54c1\u601d\u7ef4\u7684\u4eba\uff1b\u800c\u6700\u9700\u8981\u7684\u4eba\uff0c\u53ef\u80fd\u5c1a\u672a\u610f\u8bc6\u5230\u95ee\u9898\u6240\u5728\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u5185\u5bb9\u4ea7\u54c1\uff0c\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u5f53\u4e0b\uff0c\u7ef4\u6301\u7528\u6237\u957f\u671f\u7684\u6253\u5f00\u7387\u4e0e\u5fc3\u667a\u5360\u6709\u7387\uff0c\u662f\u4e00\u573a\u4e0e\u65e0\u6570\u5e72\u6270\u56e0\u5b50\u7684\u8270\u82e6\u6218\u6597\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5b9a\u4f4d\u5de7\u5999\u3001\u5207\u5165\u70b9\u6781\u4f73\u7684\u4ea7\u54c1\u3002\u5b83\u4e0d\u8d29\u5356\u7126\u8651\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u79cd\u5e73\u9759\u800c\u6301\u7eed\u7684\u89e3\u836f\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u4e00\u4e2a\u5047\u8bbe\uff1a\u6709\u591a\u5c11\u5f00\u53d1\u8005\u613f\u610f\u5728\u6bcf\u65e5\u6572\u4ee3\u7801\u4e4b\u4f59\uff0c\u62bd\u51fa\u4e94\u5206\u949f\u6765\u201c\u8865\u4e0a\u8fd9\u5802\u7f3a\u5931\u7684\u8bfe\u201d\u3002\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u573a\u5173\u4e8e\u5f00\u53d1\u8005\u5fc3\u667a\u4e0e\u5e02\u573a\u6210\u719f\u5ea6\u7684\u6709\u8da3\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">dailytips.dev<\/span>\n <\/div>\n<div class=\"comment-content\">A 5-minute daily read on decisions, logic, distribution, and the thinking that turns code into products people use. dailytips.dev is a free daily newsletter for developers who want to get better at everything that happens around the code.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! We’re Jon (@joncphillips) and Marko (@denicmarko), and we’ve been building on the web for over 30 years combined.<\/p>\n<p>Developers have no shortage of resources for learning code. Frameworks, syntax, tools, it’s all covered. But the stuff that actually determines whether a project goes anywhere? Almost nothing.<\/p>\n<p>How do you decide what to build? How do you get people to actually use it? How do you think through distribution when you have no audience? How do you know when something is ready versus when you’re just stalling?<\/p>\n<p>That’s the gap dailytips.dev is built around.<\/p>\n<p>Every day we send one short, focused tip on decisions, distribution, logic, strategy, and the thinking that turns code into products that people actually use. Max 5 minutes to read, and of course, it’s always completely free.<\/p>\n<p>We launched it because we wished it existed 10 years ago. A lot of our failed projects weren’t failures of code, they were just failures of everything that happened around the code.<\/p>\n<p>If you’re a developer who’s tired of building things nobody uses, we hope you’ll join us.<\/p>\n<p>Happy to answer any questions. And if you’re already a subscriber, thank you!<\/p>\n<p>Jon & Marko<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"http:\/\/DailyTips.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">DailyTips.dev<\/a> is one of those simple ideas that quietly solves a real problem: staying sharp as a developer without burning hours scrolling docs or tutorials.<\/p>\n<p>Great work and good luck!<\/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\/@nicklaunches\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicklaunches<\/a> Thank you so much Nick, appreciate this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a bootstrapping product maker I can’t recommend this newsletter enough. Great work team. 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>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\/@devluc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devluc<\/a> Thank you so much Lucian! Glad you find it useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I get emails from this newsletter and each single on I end up reading, one of the best newsletters to subscribe to.<\/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\/@leodev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leodev<\/a> Thanks for the vote of confidence 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been subscribed for a while and love the daily insights \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch guys!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hands down one of the most practical newsletters for founders. I read every single issue from top to bottom. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are the tips based on your own experiences shipping products or do you also interview other founders for real world examples? Looks like a great resource!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TF5CPR4JJIFSEY\" class=\"app-title\">Buystocklot 2.0<\/a><\/p>\n<div class=\"one-liner\">AI-powered B2B marketplace for wholesale stocklots<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">24<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4ee5AI\u5339\u914d\u4e3a\u6838\u5fc3\u3001\u63d0\u4f9b\u4f9b\u5e94\u5546KYB\u9a8c\u8bc1\u7684B2B\u6279\u53d1\u5e93\u5b58\u4ea4\u6613\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u64ae\u5408\u4e0e\u96f6\u4f63\u91d1\u6a21\u5f0f\uff0c\u89e3\u51b3\u4e86\u6279\u53d1\u8d38\u6613\u4e2d\u4fe1\u606f\u4e0d\u5bf9\u79f0\u3001\u4fe1\u4efb\u7f3a\u5931\u53ca\u4ea4\u6613\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f88b0af8-808b-40ce-bfc8-5cc50a586c61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9ed0997-b6bc-4b5c-bf6e-7615ca735825.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f67e2bd-2129-4250-a735-76c5a96d434b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/918cf44a-0afa-4917-a96f-ba8d3c435dde.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b740cf5-49b7-42f5-b0c2-222ea1088841.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8158182a-4715-4b33-8042-da36b0ebe2a5.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\/a3bf7023-e4e6-4c09-83a1-ae6292885602.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/0DWh_iutHKo\"><source src=\"https:\/\/www.youtube.com\/shorts\/0DWh_iutHKo\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">B2B\u7535\u5546<\/span><br \/>\n <span class=\"tag\">AI\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u6279\u53d1\u5e93\u5b58<\/span><br \/>\n <span class=\"tag\">\u96f6\u4f63\u91d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">KYB\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u94fe\u5bf9\u63a5<\/span><br \/>\n <span class=\"tag\">\u8de8\u5883\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u4e2d\u4e1c\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8d38\u6613\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\u53cd\u9988\u79ef\u6781\uff0c\u521b\u59cb\u4eba\u8be6\u7ec6\u4ecb\u7ecd\u4e86AI\u5339\u914d\u7b97\u6cd5\u5982\u4f55\u5e94\u5bf9\u6a21\u7cca\u6216\u591a\u54c1\u7c7b\u67e5\u8be2\uff0c\u901a\u8fc7\u610f\u56fe\u7406\u89e3\u3001\u76f8\u5173\u6027\u8bc4\u5206\u548c\u4ea4\u4e92\u5b66\u4e60\u6765\u4f18\u5316\u5339\u914d\u6548\u679c\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8eAI\u7684\u5b9e\u9645\u5904\u7406\u80fd\u529b\u548c\u7cbe\u51c6\u5ea6\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 Buystocklot 2.0\u7684\u201cAI\u6838\u5fc3\u201d\u53d9\u4e8b\uff0c\u76f4\u6307B2B\u6279\u53d1\u4ea4\u6613\u957f\u671f\u5b58\u5728\u7684\u7ed3\u6784\u6027\u75fc\u75be\uff1a\u4fe1\u606f\u788e\u7247\u5316\u3001\u4fe1\u4efb\u6210\u672c\u9ad8\u3001\u5339\u914d\u6548\u7387\u4f4e\u4e0b\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u7528\u6280\u672f\u91cd\u6784\u4ea4\u6613\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u201cBix Match\u201dAI\u5339\u914d\u4e0e\u201cKYB\u9a8c\u8bc1\u201d\u7684\u7ec4\u5408\u62f3\u3002\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u7b97\u6cd5\u63a8\u8350\uff0c\u800c\u662f\u901a\u8fc7\u9a8c\u8bc1\u5efa\u7acb\u53ef\u4fe1\u6570\u636e\u6c60\uff0c\u518d\u4ee5AI\u8fdb\u884c\u7cbe\u51c6\u64ae\u5408\uff0c\u65e8\u5728\u53d6\u4ee3WhatsApp\/\u90ae\u4ef6\u7fa4\u53d1\u7684\u4f4e\u6548\u6f2b\u6e38\u6a21\u5f0f\u3002\u96f6\u4f63\u91d1\u6a21\u5f0f\u662f\u5176\u98a0\u8986\u6027\u7684\u4e00\u6b65\uff0c\u5b83\u653e\u5f03\u4e86\u4f20\u7edf\u5e73\u53f0\u6700\u76f4\u63a5\u7684\u6536\u5165\u6765\u6e90\uff0c\u8fd9\u6697\u793a\u5176\u6218\u7565\u53ef\u80fd\u8f6c\u5411\u589e\u503c\u670d\u52a1\u6216\u6570\u636e\u670d\u52a1\uff0c\u4f46\u4e5f\u5bf9\u5176\u957f\u671f\u53ef\u6301\u7eed\u6027\u63d0\u51fa\u4e86\u5c16\u9510\u95ee\u8be2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0cAI\u5339\u914d\u5728\u975e\u6807\u3001\u590d\u6742\u7684\u6279\u53d1\u5e93\u5b58\u4ea4\u6613\u4e2d\u7684\u5b9e\u9645\u7cbe\u5ea6\uff0c\u5c24\u5176\u662f\u9762\u5bf9\u6a21\u7cca\u3001\u591a\u54c1\u7c7b\u9700\u6c42\u65f6\uff0c\u4ecd\u9700\u7ecf\u53d7\u5927\u89c4\u6a21\u771f\u5b9e\u4ea4\u6613\u7684\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5e73\u53f0\u51b7\u542f\u52a8\u96be\u9898\uff1a\u5728\u4e70\u5356\u53cc\u65b9\u5747\u8fbe\u5230\u5173\u952e\u89c4\u6a21\u4e4b\u524d\uff0cAI\u7684\u5339\u914d\u4f18\u52bf\u96be\u4ee5\u5145\u5206\u663e\u73b0\u3002\u6700\u540e\uff0c\u5176\u533a\u57df\u5b9a\u4f4d\uff08\u963f\u8054\u914b\uff0c\u8f90\u5c04\u6b27\u3001\u975e\u3001\u62c9\u7f8e\uff09\u610f\u5473\u7740\u9700\u5e94\u5bf9\u8de8\u5730\u57df\u3001\u8de8\u6cd5\u89c4\u7684\u590d\u6742\u8d38\u6613\u73af\u5883\uff0cKYB\u9a8c\u8bc1\u7684\u5168\u7403\u666e\u9002\u6027\u662f\u4e00\u5927\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u9488\u5bf9\u4f20\u7edf\u6279\u53d1\u8d38\u6613\u7684\u7cbe\u51c6\u6280\u672f\u5316\u6539\u9020\u5c1d\u8bd5\u3002\u5176\u6210\u8d25\u4e0d\u5728\u4e8eAI\u6982\u5ff5\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5e93\u5b58\u5c3e\u8d27\uff09\u6784\u5efa\u8d77\u9ad8\u4fe1\u4efb\u3001\u9ad8\u6d41\u52a8\u6027\u7684\u53cc\u8fb9\u7f51\u7edc\uff0c\u5e76\u627e\u5230\u96f6\u4f63\u91d1\u4e4b\u5916\u7684\u7a33\u5065\u5546\u4e1a\u6a21\u5f0f\u3002\u82e5\u6210\u529f\uff0c\u5b83\u53ef\u80fd\u6210\u4e3a\u5782\u76f4\u9886\u57df\u4f9b\u5e94\u94fe\u6548\u7387\u7684\u65b0\u57fa\u7840\u8bbe\u65bd\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u53c8\u4e00\u4e2a\u672a\u80fd\u51fb\u7a7f\u884c\u4e1a\u60ef\u6027\u7684\u6280\u672f\u89e3\u51b3\u65b9\u6848\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\">Buystocklot 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Buystocklot is back \u2014 completely rebuilt with AI at its core. What’s new: \u2022 Bix Match \u2014 AI that automatically matches buyer requests with seller stock \u2022 KYB-verified sellers via Persona (same platform used by LinkedIn & Etsy) \u2022 RFQ Board \u2014 post sourcing requests, get quotes from verified suppliers \u2022 Encrypted B2B messaging \u2022 0% commission \u2014 we never take a cut Built for serious wholesale traders. UAE-based, globally connected. Free to join.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Two years ago, we launched Buystocklot as a simple wholesale directory. It worked, but it wasn’t enough.<\/p>\n<p>So we went silent and rebuilt everything from scratch.<\/p>\n<p>The problem we saw: wholesale trading is still stuck in the WhatsApp\/email era. Buyers spam groups looking for stock. Sellers have no way to reach verified buyers. There’s zero trust, no verification, and deals fall through constantly.<\/p>\n<p>Our solution: an AI-powered marketplace that actually works.<\/p>\n<p>Here’s what we built:<\/p>\n<p>\ud83c\udfaf Bix Match \u2014 Our AI scans every listing and buyer request, then matches them automatically. You get notified when there’s a deal waiting for you.<\/p>\n<p>\ud83d\udd12 KYB Verification \u2014 Every seller is verified through Persona (the same platform LinkedIn and Etsy use). No anonymous businesses.<\/p>\n<p>\ud83d\udccb RFQ Board \u2014 Buyers post exactly what they need. Sellers respond with quotes. Direct connections, no middlemen.<\/p>\n<p>\ud83d\udcb0 Zero commission \u2014 We don’t take a cut of your deals. Ever.<\/p>\n<p>We’re based in the UAE and serving traders across Europe, Middle East, Africa, and Latin America.<\/p>\n<p>Would love your feedback \u2014 what would you want to see in a wholesale marketplace? \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the Bix Match AI handle cases where a buyer’s request is vague or spans multiple product categories? Congrats on the rebuild!<\/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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Great question, Ignacio! Really appreciate the kind words!<\/p>\n<\/p>\n<p>So Bix handles vague and multi-category requests in a few ways. First, it goes beyond keyword matching. If a buyer says “I need summer fashion stock for my boutique,” Bix understands that could mean clothing, footwear, and accessories, and surfaces relevant listings across all those categories.<\/p>\n<\/p>\n<p>Each match also gets a relevance score. For vague requests, Bix casts a wider net but ranks results by how closely they align with the buyer’s intent, purchase history, and saved preferences.<\/p>\n<\/p>\n<p>When a request is too broad, like “I want wholesale products,” Bix asks smart follow-up questions in chat: What categories are you interested in? What’s your typical order size? This narrows things down without making the buyer fill out a long form.<\/p>\n<\/p>\n<p>And the best part is it learns over time. The more a buyer interacts (views, saves, sends offers), the better Bix gets at understanding what they actually want. Someone who consistently looks at Grade A used clothing in Europe will get those matches prioritized automatically, even if their initial request was vague.<\/p>\n<\/p>\n<p>We’re continuously improving the matching algorithm. The goal is to make finding the right deal feel effortless, no matter how specific or broad the request is.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Thanks! Really appreciate it. I’m Nas from Buystocklot. <\/p>\n<\/p>\n<p>Bix is built to handle those broader or slightly vague requests without making things harder for the buyer. Instead of relying just on exact keywords, it looks at the overall intention behind what someone is searching for. So even if a request spans multiple categories or isn\u2019t super specific, it can still find relevant listings that actually make sense.<\/p>\n<p>On the buyer side, rather than scrolling through endless stocklots, you start seeing the right deals come to you as they\u2019re listed.<\/p>\n<\/p>\n<p>For sellers, it helps fine-tune listings, suggest better pricing, and connect them with the right buyers more quickly.<\/p>\n<\/p>\n<p>Also, it keeps improving over time. The more people use it, the better it gets at understanding what buyers mean, even when they\u2019re not totally precise.<\/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<\/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\/S6E6ZQENUP2HTC\" class=\"app-title\">People Loop<\/a><\/p>\n<div class=\"one-liner\">AI chatbots that know when to call for backup.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5185\u7f6e\u771f\u4eba\u63a5\u7ba1\u673a\u5236\u7684AI\u5ba2\u670d\u804a\u5929\u673a\u5668\u4eba\uff0c\u5728\u5ba2\u6237\u670d\u52a1\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u667a\u80fd\u8bc6\u522b\u7528\u6237\u632b\u8d25\u611f\u5e76\u81ea\u52a8\u65e0\u7f1d\u8f6c\u63a5\u4eba\u5de5\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfAI\u5ba2\u670d\u9677\u5165\u6b7b\u5faa\u73af\u3001\u65e0\u6cd5\u63d0\u4f9b\u515c\u5e95\u670d\u52a1\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\/960ec539-3b96-411a-8bfc-66da272135e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5590df4-0fee-4225-b957-d4a23101bef0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49e48227-4887-493a-bd89-bb2b50765e29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af44c3bf-4e24-4e95-a1df-a4627d16c5dc.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u65e0\u7f1d\u8f6c\u63a5<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">LLM\u9009\u62e9<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4eb2\u81ea\u4ecb\u7ecd\u4ea7\u54c1\u521d\u8877\u4e0e\u6838\u5fc3\u5dee\u5f02\u70b9\u3002\u4e3b\u8981\u6709\u6548\u8bc4\u8bba\u4ec5\u6709\u4e00\u6761\uff0c\u8be2\u95eeAI\u51b3\u5b9a\u5c06\u5bf9\u8bdd\u5347\u7ea7\u7ed9\u4eba\u5de5\u7684\u5177\u4f53\u5224\u65ad\u6807\u51c6\uff0c\u8fd9\u662f\u5173\u4e4e\u4ea7\u54c1\u6838\u5fc3\u667a\u80fd\u7684\u5173\u952e\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 People Loop\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u201cAI\u5ba2\u670d\u5929\u82b1\u677f\u201d\u95ee\u9898\uff1a\u5f53\u5bf9\u8bdd\u8d85\u51faAI\u80fd\u529b\u8303\u56f4\u65f6\uff0c\u7528\u6237\u4f53\u9a8c\u4f1a\u65ad\u5d16\u5f0f\u4e0b\u8dcc\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u7f1d\u8f6c\u63a5\u201d\u548c\u201c\u5168\u4e0a\u4e0b\u6587\u4f20\u9012\u201d\u662f\u6b63\u786e\u65b9\u5411\uff0c\u65e8\u5728\u586b\u8865\u81ea\u52a8\u5316\u4e0e\u4eba\u6027\u5316\u670d\u52a1\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6280\u672f\u58c1\u5792\u4e0e\u5546\u4e1a\u4ef7\u503c\u6838\u5fc3\uff0c\u6070\u6070\u9690\u85cf\u5728\u4e00\u6761\u96f6\u8d5e\u8bc4\u8bba\u7684\u63d0\u95ee\u4e2d\uff1a\u201cAI\u6839\u636e\u4ec0\u4e48\u6807\u51c6\u51b3\u5b9a\u5347\u7ea7\uff1f\u201d \u8fd9\u7edd\u975e\u7b80\u5355\u7684\u5173\u952e\u8bcd\u89e6\u53d1\u3002\u4e00\u4e2a\u4f18\u79c0\u7684\u5347\u7ea7\u7b56\u7565\u9700\u8981\u7cbe\u51c6\u8bc6\u522b\u7528\u6237\u60c5\u7eea\uff08\u632b\u8d25\u3001\u6124\u6012\uff09\u3001\u610f\u56fe\u590d\u6742\u6027\u3001\u591a\u6b21\u5931\u8d25\u4ea4\u4e92\u7684\u5386\u53f2\uff0c\u4ee5\u53ca\u5bf9\u95ee\u9898\u662f\u5426\u5c5e\u4e8e\u201c\u53ef\u89e3\u51b3\u8303\u56f4\u201d\u7684\u5224\u65ad\u3002\u5982\u679c\u6807\u51c6\u8fc7\u4e8e\u5bbd\u677e\uff0c\u4f1a\u5bfc\u81f4\u4eba\u5de5\u6210\u672c\u6fc0\u589e\uff0c\u4f7f\u4ea7\u54c1\u6ca6\u4e3a\u6602\u8d35\u7684\u201c\u4eba\u5de5\u547c\u53eb\u5668\u201d\uff1b\u5982\u679c\u8fc7\u4e8e\u4fdd\u5b88\uff0c\u5219\u53c8\u56de\u5230\u4e86\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u6b7b\u5faa\u73af\u201d\u539f\u70b9\u4e0a\u3002\u4ea7\u54c1\u4ecb\u7ecd\u5bf9\u6b64\u5173\u952e\u7b97\u6cd5\u8bed\u7109\u4e0d\u8be6\uff0c\u662f\u5176\u4e3b\u8981\u98ce\u9669\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u65e0\u4ee3\u7801\u201d\u3001\u201c\u591aLLM\u9009\u62e9\u201d\u7b49\u529f\u80fd\uff0c\u5728\u5f53\u4e0b\u5df2\u9010\u6e10\u6210\u4e3a\u884c\u4e1a\u6807\u914d\uff0c\u800c\u975e\u5dee\u5f02\u5316\u4f18\u52bf\u3002\u5176\u771f\u6b63\u7684\u5356\u70b9\u5728\u4e8e\u201c\u4eba\u673a\u534f\u4f5c\u201d\u7684\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u4f46\u8fd9\u5957\u6d41\u7a0b\u7684\u6548\u7387\u548c\u6210\u672c\u63a7\u5236\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u524d\u8ff0\u7684\u667a\u80fd\u5347\u7ea7\u7b97\u6cd5\u3002\u521b\u59cb\u4eba\u81ea\u79f0\u201c\u975e\u5f00\u53d1\u8005\u201d\u7684\u80cc\u666f\uff0c\u5728\u5f70\u663e\u4ea7\u54c1\u6613\u7528\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5f15\u53d1\u5e02\u573a\u5bf9\u5176\u6280\u672f\u6df1\u5ea6\u7684\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cPeople Loop\u6982\u5ff5\u7cbe\u51c6\uff0c\u5207\u4e2d\u8981\u5bb3\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u77e5\u9053\u4f55\u65f6\u505c\u6b62\u201d\u7684AI\uff0c\u5176\u51b3\u7b56\u667a\u80fd\u7684\u6210\u719f\u5ea6\u4e0e\u53ef\u9760\u6027\uff0c\u5c06\u662f\u51b3\u5b9a\u5b83\u662f\u4e00\u6b3e\u5e73\u5eb8\u7684\u5de5\u5177\uff0c\u8fd8\u662f\u4e00\u4e2a\u80fd\u771f\u6b63\u91cd\u65b0\u5b9a\u4e49\u670d\u52a1\u8fb9\u754c\u4ea7\u54c1\u7684\u5173\u952e\u3002\u5e02\u573a\u4f1a\u5bc6\u5207\u5173\u6ce8\u5176\u5b9e\u9645\u6848\u4f8b\u4e2d\uff0c\u4eba\u5de5\u63a5\u7ba1\u6bd4\u4f8b\u4e0e\u5ba2\u6237\u6ee1\u610f\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u6570\u636e\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\">People Loop<\/span>\n <\/div>\n<div class=\"comment-content\">AI support that actually knows when to stop. People Loop handles the routine stuff, then escalates to a real human before the customer gets frustrated. Seamless handoff, full context, no repeating themselves. Finally. Train your AI on your own docs, deploy in minutes, and choose from GPT-4o, Claude, or Llama 3. Free plan to get started, paid plans from $39\/mo with a 14-day trial.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Dean, the solo founder behind People Loop.<\/p>\n<p>I built this because every AI chatbot I tried had the same problem \u2014 when it couldn’t help, the customer was just… stuck. No way out. No human to talk to. Just a bot going in circles.<\/p>\n<p>People Loop fixes that. You train an AI agent on your business data, deploy it on your site, and when a customer gets frustrated or asks for a person, the system hands off to a real human automatically. Full conversation history, zero context lost.<\/p>\n<p>What makes it different:<\/p>\n<p>Human escalation is built in, not an add-on<br \/>\nNo-code setup \u2014 I’m not even a developer and I built the whole thing<br \/>\nChoose your LLM (GPT-4o, Claude, Llama 3)<br \/>\nFree plan to try, 14-day trial on paid plans<br \/>\nI’d love your honest feedback \u2014 what would make you try this?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What criteria does the AI use to decide it should escalate to a human instead of continuing the conversation? Excited to try this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QSIKKOVVAVDH6Y\" class=\"app-title\">BetterGA<\/a><\/p>\n<div class=\"one-liner\">A Simpler & Faster Google Analytics Experience<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BetterGA \u662f\u4e00\u6b3e\u5c06\u590d\u6742GA4\u6570\u636e\u7b80\u5316\u4e3a\u5355\u4e00\u4eea\u8868\u76d8\u7684\u5de5\u5177\uff0c\u4e3a\u591a\u7ad9\u70b9\u8fd0\u8425\u8005\u3001\u8425\u9500\u4eba\u5458\u7b49\u7528\u6237\u89e3\u51b3\u4e86GA4\u754c\u9762\u81c3\u80bf\u3001\u6570\u636e\u83b7\u53d6\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u5173\u952e\u6570\u636e\u7684\u5feb\u901f\u6982\u89c8\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\/d5876ce1-39d3-4b82-92dc-b96aa08c032f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37ea41ff-04f3-4927-a992-c663fddbe795.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7e1551f-1945-49a5-a358-18ff950f0280.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f01f9af-ad2a-476f-9f1e-8615e3a6f5a2.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\/62d3fb0f-3059-42c1-bd76-5b140a736560.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ah0-LQMZ7wc\"><source src=\"https:\/\/youtu.be\/ah0-LQMZ7wc\" 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\">Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8c37\u6b4c\u5206\u6790\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">GA4\u7b80\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u8d26\u6237\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u5207\u6362<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u8be2\u95ee\u4e86\u81ea\u5b9a\u4e49\u65e5\u671f\u8303\u56f4\u5bf9\u6bd4\u7b49\u9ad8\u7ea7\u529f\u80fd\u7684\u652f\u6301\u60c5\u51b5\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u652f\u6301\u3002\u8bc4\u8bba\u6574\u4f53\u6570\u91cf\u8f83\u5c11\uff0c\u4f46\u63ed\u793a\u4e86\u6f5c\u5728\u7528\u6237\u5bf9\u6570\u636e\u7075\u6d3b\u6027\u7684\u5173\u5207\u3002\u53d1\u5e03\u8005\u7684\u81ea\u8ff0\u8bc4\u8bba\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3GA4\u4f7f\u7528\u7e41\u7410\u7684\u521d\u8877\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n BetterGA \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\uff1aGA4\u5728\u63d0\u4f9b\u5f3a\u5927\u529f\u80fd\u7684\u540c\u65f6\uff0c\u4e5f\u5e26\u6765\u4e86\u4ee4\u4eba\u671b\u800c\u751f\u754f\u7684\u590d\u6742\u6027\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u2014\u2014\u5316\u7e41\u4e3a\u7b80\uff0c\u56de\u5f52\u76d1\u63a7\u6838\u5fc3\u6307\u6807\u7684\u521d\u5fc3\u3002\u4ea7\u54c1\u201c\u5355\u4e00\u5c4f\u5e55\u201d\u7684\u5b9a\u4f4d\u548c\u5feb\u901f\u8fde\u63a5\u73b0\u6709\u6570\u636e\u7684\u8bbe\u5b9a\uff0c\u7cbe\u51c6\u6253\u51fb\u4e86\u7528\u6237\u201c\u53ea\u60f3\u5feb\u901f\u770b\u770b\u6570\u636e\u201d\u5374\u4e0d\u5f97\u4e0d\u8fdb\u884c\u201c\u6570\u636e\u63a2\u7d22\u201d\u7684\u632b\u8d25\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u57fa\u7840\u6307\u6807\u7684\u7f57\u5217\uff0c\u8f6c\u800c\u8ffd\u95ee\u5982\u5468\u671f\u5bf9\u6bd4\u7b49\u8fdb\u9636\u5206\u6790\u80fd\u529b\u3002\u8fd9\u66b4\u9732\u51fa\u201c\u7b80\u5316\u201d\u4e0e\u201c\u6df1\u5ea6\u201d\u4e4b\u95f4\u7684\u5929\u7136\u77db\u76fe\uff1a\u4ea7\u54c1\u82e5\u8fc7\u4e8e\u7b80\u5316\uff0c\u53ef\u80fd\u6ca6\u4e3a\u201c\u73a9\u5177\u201d\uff0c\u65e0\u6cd5\u6ee1\u8db3\u7528\u6237\u6210\u957f\u540e\u7684\u9700\u6c42\uff1b\u82e5\u4e0d\u65ad\u6dfb\u52a0\u529f\u80fd\uff0c\u53c8\u53ef\u80fd\u91cd\u8e48GA4\u201c\u529f\u80fd\u81a8\u80c0\u201d\u7684\u8986\u8f99\u3002\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u6781\u7b80\u4ea4\u4e92\u7684\u6846\u67b6\u5185\uff0c\u667a\u80fd\u5730\u5d4c\u5165\u53ef\u6269\u5c55\u7684\u5206\u6790\u7ef4\u5ea6\uff0c\u8d70\u51fa\u4e00\u6761\u4e0d\u540c\u4e8e\u5b98\u65b9GA4\u7684\u3001\u4ee5\u7528\u6237\u573a\u666f\u548c\u6548\u7387\u4e3a\u6838\u5fc3\u7684\u5dee\u5f02\u5316\u8def\u5f84\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u591a\u7ad9\u70b9\u4e00\u7ad9\u5f0f\u7ba1\u7406\u201d\u7684\u529f\u80fd\u662f\u4eae\u70b9\uff0c\u5207\u4e2d\u4e86\u4e13\u4e1a\u7528\u6237\u7684\u5b9e\u9645\u5de5\u4f5c\u6d41\u3002\u4f46\u4f5c\u4e3a\u5efa\u7acb\u5728GA API\u4e4b\u4e0a\u7684\u5de5\u5177\uff0c\u5176\u957f\u671f\u7a33\u5b9a\u6027\u548c\u6570\u636e\u5ef6\u8fdf\u95ee\u9898\u65e0\u6cd5\u56de\u907f\uff0c\u4e14\u547d\u8fd0\u4e0e\u8c37\u6b4c\u5e73\u53f0\u653f\u7b56\u6df1\u5ea6\u7ed1\u5b9a\u3002\u603b\u4f53\u800c\u8a00\uff0cBetterGA \u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u201c\u4f53\u9a8c\u91cd\u6784\u201d\uff0c\u4f46\u5b83\u5fc5\u987b\u8bc1\u660e\uff0c\u81ea\u5df1\u4e0d\u4ec5\u4ec5\u662fGA4\u7684\u4e00\u4e2a\u201c\u76ae\u80a4\u201d\u6216\u89c6\u56fe\uff0c\u800c\u80fd\u901a\u8fc7\u66f4\u4f18\u7684\u4fe1\u606f\u67b6\u6784\u548c\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u4e3a\u7528\u6237\u521b\u9020\u4e0d\u53ef\u66ff\u4ee3\u7684\u6d1e\u5bdf\u6548\u7387\u3002\u5728\u6570\u636e\u5de5\u5177\u9886\u57df\uff0c\u201c\u7b80\u6d01\u201d\u662f\u5f3a\u5927\u7684\u5438\u5f15\u529b\uff0c\u4f46\u552f\u6709\u201c\u7b80\u6d01\u4e0b\u7684\u5f3a\u5927\u201d\u624d\u80fd\u6784\u7b51\u6301\u4e45\u7684\u58c1\u5792\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BetterGA<\/span>\n <\/div>\n<div class=\"comment-content\">The one-screen Google Analytics dashboard you actually want. Connect your GA4 accounts in 30 seconds.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support custom date range comparisons, like this week vs same week last month, all in that single screen view? Clean idea, 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>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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Yes, it does support previous vs current period.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>GA4 broke something that used to be simple.<\/p>\n<p>You’d open Analytics, see your numbers, feel good (or bad), close it. Done. Now you need a PhD in data exploration just to find out how many people visited your site yesterday.<\/p>\n<p>I got tired of it. So I built better-ga.<\/p>\n<p>Connect your existing GA4 accounts – takes 30 seconds, no new tracking script, your historical data stays intact. What you get on the other side is a single screen that actually makes sense. Users, sessions, pageviews, top pages, top sources, real-time visitors. All the stuff you were opening GA4 to find anyway, just… right there.<\/p>\n<p>The part I’m most excited about: if you’re running multiple sites (and let’s be honest, you probably are), you can see all of them in one place. Switch between accounts\/properties in one click. No more logging in and out, no more 14 open tabs.<\/p>\n<p>It’s free to start. I’d love to hear what you think, especially what I should 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<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ 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