{"id":115,"date":"2026-01-27T10:43:15","date_gmt":"2026-01-27T02:43:15","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/27\/2026-01-26\/"},"modified":"2026-01-27T10:43:15","modified_gmt":"2026-01-27T02:43:15","slug":"2026-01-26","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/27\/2026-01-26\/","title":{"rendered":"PH\u70ed\u699c | 2026-01-26"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-26<\/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 | 2026-01-26<\/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\/EIC5IGCC4SVPIX\" class=\"app-title\">Minara<\/a><\/p>\n<div class=\"one-liner\">Research, plan, and invest in one chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">355<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Minara\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6570\u5b57\u8d44\u4ea7\u6295\u8d44\u52a9\u624b\uff0c\u901a\u8fc7\u804a\u5929\u754c\u9762\u6574\u5408\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u89c4\u5212\u4e0e\u94fe\u4e0a\u6267\u884c\uff0c\u89e3\u51b3\u6295\u8d44\u8005\u5728\u4fe1\u606f\u8fc7\u8f7d\u73af\u5883\u4e2d\u96be\u4ee5\u5c06\u6d1e\u5bdf\u8f6c\u5316\u4e3a\u6e05\u6670\u3001\u53ef\u6267\u884c\u8ba1\u5212\u7684\u51b3\u7b56\u762b\u75ea\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0f2f867-fbbd-41ee-8b02-cd42afdee8c4.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\/4e53e357-b9eb-400f-b333-3eafe955f654.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c47e540b-1bc7-4515-a9a5-4f5633a0a949.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcbbf6d5-45cf-4120-9fed-bca88f982bd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d4939f0-9bf8-4d3f-9e79-5a681732e268.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17cbae9e-ec0e-45be-93bf-7ee19fa36cb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf3ce655-0844-492c-a322-02801b039308.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\">Investing<\/span><br \/>\n <span class=\"tag\">Crypto<\/span><br \/>\n <span class=\"tag\">Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6295\u8d44\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u89c4\u5212\u6267\u884c\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">\u94fe\u4e0a\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6295\u987e<\/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\u7814\u7a76\u2192\u51b3\u7b56\u2192\u6267\u884c\u201d\u7684\u95ed\u73af\u7406\u5ff5\uff0c\u8ba4\u4e3a\u804a\u5929\u5f62\u5f0f\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u6574\u5408\u5de5\u4f5c\u6d41\u6709\u671b\u63d0\u5347\u7c98\u6027\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\u8ba1\u5212\u8f93\u51fa\u7684\u53ef\u4fe1\u5ea6\u3001\u6267\u884c\u73af\u8282\u7684\u5b89\u5168\u63a7\u5236\uff0c\u5e76\u63a2\u8ba8\u5176\u66f4\u9002\u5408\u65b0\u624b\u6307\u5bfc\u8fd8\u662f\u8001\u624b\u63d0\u6548\u3002\u56e2\u961f\u79ef\u6781\u56de\u590d\uff0c\u91cd\u70b9\u5173\u6ce8\u7528\u6237\u5bf9\u5206\u6790\u7ed3\u8bba\u7684\u4fe1\u4efb\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 Minara\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u4fe1\u606f\u805a\u5408\u5668\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u6570\u5b57\u8d44\u4ea7\u6295\u8d44\u7684\u201c\u51b3\u7b56\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u804a\u5929\u4e0b\u5355\u201d\uff0c\u800c\u662f\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u5de5\u4f5c\u6d41\uff0c\u5f3a\u5236\u7528\u6237\u5728\u884c\u52a8\u524d\u7ecf\u5386\u201c\u5206\u6790-\u8ba1\u5212-\u98ce\u63a7\u201d\u7684\u51b3\u7b56\u51b7\u5374\uff0c\u5bf9\u6297\u52a0\u5bc6\u5e02\u573a\u5178\u578b\u7684\u51b2\u52a8\u4ea4\u6613\u6587\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u81ea\u8eab\u5d4c\u5165\u201c\u4fe1\u606f\u6df7\u4e71\u201d\u4e0e\u201c\u884c\u52a8\u72b9\u8c6b\u201d\u4e4b\u95f4\u7684\u5173\u952e\u65ad\u5c42\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u6536\u85cf\u65e0\u6570\u94fe\u63a5\u5374\u65e0\u7ed3\u8bba\u201d\u3001\u201c\u5728\u63a8\u7279\u3001\u4eea\u8868\u677f\u95f4\u5f98\u5f8a\u6700\u7ec8\u65e0\u884c\u52a8\u201d\u7684\u8868\u8ff0\uff0c\u7cbe\u51c6\u547d\u4e2d\u4e86\u8fd9\u4e00\u75db\u70b9\u3002Minara\u63d0\u4f9b\u7684\u5e76\u975e\u7ec8\u6781\u7b54\u6848\uff0c\u800c\u662f\u4e00\u4e2a\u51b3\u7b56\u6846\u67b6\u2014\u2014\u5b83\u5c06\u6563\u4e71\u7684\u4fe1\u606f\u70b9\u5f52\u7eb3\u4e3a\u8bba\u70b9\u3001\u8bc1\u636e\u3001\u98ce\u9669\u4e0e\u5177\u4f53\u6b65\u9aa4\uff0c\u5c06\u6a21\u7cca\u7684\u201c\u611f\u89c9\u201d\u8f6c\u5316\u4e3a\u53ef\u8ffd\u6eaf\u3001\u53ef\u590d\u76d8\u7684\u884c\u52a8\u903b\u8f91\u3002\u8fd9\u4f7f\u5f97\u5b83\u65e2\u80fd\u7ed9\u65b0\u624b\u63d0\u4f9b\u7ed3\u6784\uff0c\u4e5f\u80fd\u5e2e\u8001\u624b\u538b\u7f29\u7814\u7a76\u5230\u6267\u884c\u7684\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1aAI\u751f\u6210\u7684\u201c\u53ef\u4fe1\u8ba1\u5212\u201d\u662f\u4ea7\u54c1\u7684\u751f\u547d\u7ebf\u3002\u82e5\u5206\u6790\u6d41\u4e8e\u8868\u9762\u6216\u6570\u636e\u6ede\u540e\uff0c\u6574\u4e2a\u95ed\u73af\u5c06\u77ac\u95f4\u5d29\u584c\u3002\u56e2\u961f\u5728\u56de\u590d\u4e2d\u5f3a\u8c03\u201c\u8bc1\u636e\u4e0e\u5047\u8bbe\u7684\u533a\u5206\u201d\u3001\u201c\u98ce\u9669\u53ef\u89c1\u6027\u201d\uff0c\u8868\u660e\u4ed6\u4eec\u610f\u8bc6\u5230\u8fd9\u662f\u4fe1\u4efb\u6838\u5fc3\u3002\u6b64\u5916\uff0c\u201c\u94fe\u4e0a\u6267\u884c\u201d\u5e26\u6765\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u5927\u5e45\u63d0\u9ad8\u4e86\u7528\u6237\u5bf9\u5b89\u5168\u6027\u4e0e\u98ce\u63a7\u900f\u660e\u5ea6\u7684\u671f\u5f85\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u667a\u80fd\u52a9\u624b\u201d\u5347\u7ea7\u4e3a\u201c\u53d7\u6258\u4f19\u4f34\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4ea7\u54c1\u5f62\u6001\u4ecb\u4e8e\u201c\u5b66\u4e60\u5de5\u5177\u201d\u4e0e\u201c\u6267\u884c\u5de5\u5177\u201d\u4e4b\u95f4\uff0c\u8fd9\u65e2\u662f\u5dee\u5f02\u5316\u4f18\u52bf\uff0c\u4e5f\u53ef\u80fd\u5bfc\u81f4\u5b9a\u4f4d\u6a21\u7cca\u3002\u82e5\u80fd\u6301\u7eed\u592f\u5b9e\u5206\u6790\u6df1\u5ea6\u4e0e\u5b9e\u65f6\u6027\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u7406\u6027\u6295\u8d44\u8005\u7684\u201c\u51b3\u7b56\u534f\u5904\u7406\u5668\u201d\uff1b\u82e5\u8fc7\u4e8e\u504f\u5411\u6267\u884c\u4fbf\u5229\u800c\u5f31\u5316\u5206\u6790\u4e25\u8c28\u6027\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5e26\u6709\u6295\u673a\u8272\u5f69\u7684\u4ea4\u6613\u5de5\u5177\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5728AI\u7684\u201c\u8f85\u52a9\u201d\u4e0e\u7528\u6237\u7684\u201c\u4e3b\u5bfc\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u4ee4\u4eba\u5b89\u5fc3\u4e14\u53ef\u9760\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Minara<\/span>\n <\/div>\n<div class=\"comment-content\">Minara helps you move from market insight to investment action with confidence, in one chat. Start with a question or a hunch. Minara gathers real-time context and does the heavy lifting to separate the wheat from the chaff, so you can decide your next play. When you\u2019re ready, invest directly by executing on-chain trades in chat. As you develop your investment chops, build powerful workflows to automate monitoring, reports, and rule-based strategies, so you can act quickly and decisively.<\/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\u2019m Lowes, co-founder of Minara. I got into crypto in 2017 and started building in 2020. Our team has shipped several products, including NFTGo, which reached 10M+ users globally.<\/p>\n<p>Minara is our latest flagship product.<strong> It helps you research, plan, and invest in digital assets all in one chat<\/strong>. It helps you move from market insight to action with confidence.<\/p>\n<p>The problem we kept running into was simple: <\/p>\n<p>Information is everywhere, but turning it into a clear, well-reasoned plan and actually acting on it is still the hardest part for most people.<\/p>\n<p>That\u2019s why Minara is built around a <strong>closed-loop flow: insight \u2192 decision \u2192 action<\/strong>.<\/p>\n<\/p>\n<p>With Minara, you can:<\/p>\n<ul>\n<li>\n<p>Turn a hunch into a clear, decision-ready investment plan  <\/p>\n<\/li>\n<li>\n<p>Invest directly in chat with on-chain execution<\/p>\n<\/li>\n<li>\n<p>Build workflows to automate monitoring, alerts, and rule-based trading strategies  <\/p>\n<\/li>\n<\/ul>\n<p>Minara will continue to support more digital assets and user scenarios, while deepening its agent capabilities.<\/p>\n<p>We\u2019re excited to share this with the PH community and would love your honest feedback. <strong>We\u2019ll be here all day<\/strong> answering questions.<\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>Product Hunt launch offer: <\/strong>30% off your first subscription with code <strong>PH2026<\/strong>  <\/p>\n<p>\ud83d\udc49 Try Minara: <a href=\"https:\/\/minara.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/minara.ai\/<\/a>  <\/p>\n<p>\ud83d\udc49 Join our Discord to talk with the team: <a href=\"https:\/\/discord.com\/invite\/minaraai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.com\/invite\/minaraai<\/a>  <\/p>\n<p>Thanks for checking us out, and huge thanks to our hunter <strong>Chris Messina<\/strong> for hunting us \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lowesyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lowesyang<\/a> “Congrats Lowes and the Minara team on the launch! \ud83d\ude80<\/p>\n<p>The ‘insight \u2192 decision \u2192 action’ loop is a game-changer, especially for simplifying on-chain execution. As a student founder also launching today (currently fighting at <strong>#348<\/strong> with my privacy tool, <strong>Nexilant<\/strong>), I really admire the clean workflow you\u2019ve built.<\/p>\n<p>I\u2019ve just supported Minara! If you have a moment, I\u2019d love for an experienced builder like you to give some quick feedback on <strong>Nexilant<\/strong> on today\u2019s list. \ud83d\udee1\ufe0f<\/p>\n<p>Good luck for the #1 spot!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lowesyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lowesyang<\/a> Turning insight into on-chain action is a big step! In real usage, where do users hesitate most before pulling the trigger, trusting the analysis, understanding risk, or approving execution and what actually helps them cross that line with 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>Early impression is that Minara is trying to bridge the gap between reading a lot and actually acting with a plan. The chat format feels less intimidating than bouncing between tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuanhao1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanhao1<\/a> Hey Yuanhao, appreciate your words. A lot of people can read a ton of info, but turning it into a good analysis and then an actionable plan is where things break down.<\/p>\n<p>We use the chat format on purpose: it keeps context in one place and helps you move all in one place, without stitching together multiple tabs and tools. Hope you enjoy using Minara!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Minara feels like it wants to be an execution copilot, not only a research assistant. That\u2019s interesting because execution is where I usually get stuck.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sarahjiang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarahjiang<\/a> Hey Sarah, thanks for your comments. That \u201cresearch is easy, execution is hard\u201d gap is exactly what we\u2019re trying to close with Minara.<\/p>\n<p>In Minara, the goal is to keep the <strong>analysis and the next action<\/strong> in the same thread, so you can turn an idea into a concrete plan and then execute. Hopefully Minara can help you with your next digital asset investment experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Minara feels like a real \u201cAI CFO\u201d for digital finance, not just another chatbot. I like how it combines real-time market\/on-chain insights with natural-language agent workflows, so research can actually turn into action in one place. Excited to see more clarity on safety\/controls around execution, but overall a strong launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zongze_x\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zongze_x<\/a> Thank you. We\u2019re aiming to connect <strong>real-time market + on-chain context<\/strong> with <strong>structured workflows<\/strong>, so research doesn\u2019t die in a notes app and can translate into a clear plan and next step in the same place.<\/p>\n<p>On execution, we\u2019re intentionally conservative today: actions are <strong>explicitly user-confirmed<\/strong>, and we focus on keeping risk constraints and the decision trail visible. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If someone tries Minara today from Product Hunt, what\u2019s the one thing you want them to pay attention to first? Are you hoping for feedback more on UX friction, the positioning, or how trustworthy the plans feel?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> If you try Minara today from Product Hunt, the one thing I\u2019d watch first is whether it reliably turns a messy idea or a random question into a <strong>detailed analysis <\/strong>and <strong>actionable takeaways<\/strong> you\u2019d actually follow.<\/p>\n<p>The most valuable feedback for us right now is <strong>trustworthiness of the plan output<\/strong>:<\/p>\n<ul>\n<li>\n<p>does the reasoning feel grounded with many real-time data sources (what\u2019s evidence vs assumption),<\/p>\n<\/li>\n<li>\n<p>are risks\/invalidations clear,<\/p>\n<\/li>\n<li>\n<p>and are the next steps specific<\/p>\n<\/li>\n<\/ul>\n<p>UX friction is still helpful too. But if the plan doesn\u2019t feel solid, nothing else matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Who do you think Minara fits best right now? Is it more for newer investors who want guidance, or for experienced people who want to compress research into a cleaner plan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vega_chan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vega_chan<\/a> Good question. Right now, Minara fits best for people who want to be plan-driven and have an all-in-one financial assistant, regardless of experience level.<\/p>\n<ul>\n<li>\n<p><strong>Newer investors<\/strong> tend to use it for structure: turn a idea or market question into a reasonable analysis report and then a simple plan (what matters, key risks, and clear rules like entry\/exit + sizing) so they\u2019re not just reacting to noise.<\/p>\n<\/li>\n<li>\n<p><strong>More experienced users<\/strong> use it to <strong>compress<\/strong> scattered inputs (links, charts, on-chain signals) into a cleaner and actionable plan they can actually follow through.<\/p>\n<\/li>\n<\/ul>\n<p>So if you either <strong>hesitate after doing research<\/strong> or <strong>bounce between tools and lose the plan<\/strong>, you\u2019ll feel the value fastest within Minara.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tend to collect too many links and screenshots, then still hesitate. If Minara can consistently turn that mess into a clear \u201cso what,\u201d that\u2019s a real upgrade.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lvyanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lvyanghuang<\/a> That\u2019s exactly the pain: you end up with a folder of links and screenshots, but no clear <strong>\u201cso what,\u201d<\/strong> so you hesitate and not doing anything.<\/p>\n<p>Now Minara turns them into a <strong>decision-ready snapshot<\/strong>: the core thesis, what evidence actually supports it, what would invalidate it, and a concrete and reasonable plan (how to set and make the trade). If you choose to act, the next step can stay in the same thread so you don\u2019t lose context bouncing between tools.<\/p>\n<p>No promises and just help you to decide, of course. But it\u2019s a reliable way to turn \u201cresearch clutter\u201d into a clear next action and a record you can review later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Minara looks promising for people who want to be less reactive. Getting a plan with context before acting is the kind of structure I\u2019m trying to build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> Thanks, Yuki. That\u2019s exactly the behavior we\u2019re trying to support: <strong>less reactive, more rule-based<\/strong>.<\/p>\n<p>Minara is designed to help you turn \u201ccontext\u201d into a concrete plan, and keep the reasoning tied to the next action so it\u2019s harder to drift into impulse moves.<\/p>\n<\/p>\n<p>If you give it a try, start with a <strong>real scenario<\/strong> you\u2019re facing (a digital asset you\u2019re watching, or a position you\u2019re managing) and ask for a plan with clear risk constraints. That tends to be the fastest way to see if the structure fits your style.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Any plans to incorporate some news solely about payments? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hi, Nika. Great question. Yes , \u201cpayments\u201d is a core theme we care about (stablecoins, rails, on\/off-ramps, merchant adoption, regulation, etc.).<\/p>\n<p>Today, Minara can already pull payment-related updates if you ask in chat (e.g., \u201cWhat\u2019s new with USDC\/CCTP, stablecoin regulation, or crypto payment adoption this week?\u201d) since we aggregate broad news and market\/on-chain sources, and some are in real-time.<\/p>\n<p>What we <em>don\u2019t<\/em> have as a dedicated surface yet is a payments-only news feed\/watchlist. But we have a Discover page that has a “news feed” section. It shows all kinds of news feeds analyzed and processed by Minara. <br \/>Hope that answers your question, if not, Let me know! Thank you.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels like less tab soup for crypto. If it really takes a hunch \u2192 plan \u2192 on-chain in one chat, that\u2019s handy. I\u2019m usually stuck between tweets, dashboards, and no action. Gonna test with a small bag and see how the alerts\/workflows feel. Nice ship.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you for your words, Alex.<\/p>\n<p>If you test with a small bag, a good first check is whether Minara can turn your idea or question into a in-depth analysis and a <strong>clear plan with risk rules<\/strong>, <em>before<\/em> you ever touch execution. This loop should help you stick to that plan without living in dashboards. All you need to do is chat with Minara.<\/p>\n<p>Also, I am curious to hear whether the workflows feel more like \u201cuseful guardrails\u201d or \u201cjust more notifications\u201d once you try them.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The workflow builder is the kind of feature that can make Minara sticky. It feels like something that could become part of a weekly routine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xiangst0816\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiangst0816<\/a> Yes, Minara workflows are meant to <strong>handle tedious and repeatable tasks for you<\/strong> in digital finance.<\/p>\n<p>A common weekly routine we see is: setting workflows to monitor specific conditions, getting notified when something materially changes via email or a Telegram bot, or directly triggering a trade through a workflow.<\/p>\n<p>If you end up trying it, the best place to start is with one workflow that matches your preferences (such as a weekly watchlist check or a simple rule-based alert), and then build more cool workflows from there.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there guys! Awesome launch here \ud83d\ude42 <\/p>\n<p>What tech stack did you use for the cross-platform mobile build (iOS and Android)? Looks super polished and responsive from the screenshots, is it Flutter, React Native, or something custom\/native?<\/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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thank you for the congrats!<\/p>\n<p>We\u2019re <strong>web-app first<\/strong>, but we\u2019ve shipped <strong>iOS <\/strong>and<strong> Android <\/strong>recently so users can use Minara on the go. <\/p>\n<p>The mobile apps follow a <strong>cross-platform-style approach<\/strong> in practice: a shared product UI\/UX system, an API-driven thin client, and native integrations. I will loop in our frontend dev to answer your toolchain-related question <a href=\"https:\/\/www.producthunt.com\/@heal_yi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"heal_yi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heal_yi<\/a> .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting approach. Data is easy to find\u2014decisions aren\u2019t. Excited to try this and see how the chat-based execution works in practice. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@lowesyang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lowesyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lowesyang<\/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\/@sunny_k_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sunny_k_s<\/a>  Thank you. Appreciate the congrats. If you try Minara today, the best way to feel the \u201cchat-based execution\u201d is to start with a real scenario. You can ask about current market news or any digital assets you interest in, then you will get a detailed analysis with actionable takeaways. Then you can execute the on-chain trade on Minara.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b Maker here.<\/p>\n<\/p>\n<p>Building Minara started from a real pain point – I was tired of juggling 10+ tabs just to manage my crypto positions across different chains. The existing tools felt either too complex for newcomers or too basic for serious traders.<\/p>\n<\/p>\n<p>So we built what we wished existed: an <strong>AI assistant that actually understands trading context<\/strong>. You can literally type “swap 100 USDC to ETH when ETH drops below $3000” and it handles the rest.<\/p>\n<\/p>\n<p>The hardest part? Making complex crypto operations feel simple without dumbing them down. We spent months refining the AI to give <strong>actionable insights<\/strong>, not just data dumps.<\/p>\n<\/p>\n<p>Would love your feedback – especially from fellow builders in the crypto and ai space. What features would make your trading life easier?<\/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\/@heal_yi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heal_yi<\/a> Appreciate for your words and contribution.<\/p>\n<\/p>\n<p>That \u201c10+ tabs across chains\u201d pain is exactly what pushed us to build Minara too. We\u2019re trying to make the loop from context \u2192 plan \u2192 execution feel seamless in one place, without turning it into a complicated pro terminal.<\/p>\n<p>If anyone here has thoughts on what would make an AI execution copilot genuinely useful (or what would make you <em>trust<\/em> it more), we\u2019d really love your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to see Minara featured here!<\/p>\n<\/p>\n<p>One thing that\u2019s been super validating as we\u2019ve been building is how often users tell us the hardest part isn\u2019t a lack of data, but <strong>turning unfamiliar signals into confidence and clarity<\/strong>. That\u2019s especially true in Web3, where new protocols, token models, and on-chain mechanics are constantly emerging.<\/p>\n<\/p>\n<p>Beyond helping distill what\u2019s happening now, we\u2019ve found AI can empower users to learn and internalize new Web3 concepts quickly. Things like liquid staking mechanics, MEV dynamics, rollup economics, or composable DeFi primitives, and anchor those insights in <strong>verifiable on-chain data.<\/strong> It\u2019s one thing to read a crypto tweet article, and another to understand how those concepts manifest in real metrics.<\/p>\n<\/p>\n<p>Bringing that learning and decision-ready context into the same chat where you can actually execute, whether research, planning, or even on-chain settles, is a huge part of why we built this. Curious to hear where this community finds AI most helpful for both learning and action! <\/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\/@amberjolie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amberjolie<\/a>  I resonate with this. We keep seeing users ask \u201cwhat does this mean in practice?\u201d, so we try to tie explanations to checkable signals before moving to a plan or execution step. <\/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>invest in one chat is bold. i usually prefer a gap between my research and my wallet just for safety\/sanity. is the execution layer non-custodial?<\/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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> I feel you, Samet.<\/p>\n<p>Minara\u2019s execution layer is <strong>not purely non-custodial by default<\/strong>. We use a <strong>custodial + Account Abstraction (AA) hybrid wallet<\/strong>: when you sign up, a wallet is created for you (no need to connect MetaMask), and you can <strong>deposit\/withdraw<\/strong> as needed. Execution actions are still <strong>explicitly confirmed by you<\/strong> (we don\u2019t silently fire trades in the background).<\/p>\n<p>If you prefer, you can also use Minara <strong>for research + planning only<\/strong>, and execute in your own wallet\/exchange until you\u2019re comfortable with the flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Risk honesty matters to me. I like that Minara seems designed to surface counterpoints, especially when crypto narratives are one-sided.<\/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\/@krystal_wuu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krystal_wuu<\/a> That’s a good point. Yes many users prioritize on risk when they make decisions. In crypto or digital finance, the \u201cone-sided narrative\u201d is often the real risk.<\/p>\n<\/p>\n<p>We try to make risk honesty a first-class part of the output: actively surfacing counterpoints, calling out what\u2019s uncertain, and stating what would invalidate the thesis: Minara is not just reinforcing the bullish case.<\/p>\n<p>The goal is to <strong>help you make a decision with eyes open, not to sell a story<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a project that solves a big pain point that I have with crypto investing – expertise. With Minara, the walls are crumbling down and everyone has access to information. <\/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\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a> Thanks for your kind words, Kai. <\/p>\n<p>One thing we\u2019ve built deliberately is our analysis framework inside Minara’s multi-agent system: Minara <strong>pulls from multiple data sources<\/strong> (market + on-chain signals), runs <strong>structured reasoning<\/strong>, and <strong>cross-checks key claims <\/strong>before turning it into a <strong>clear, decision-ready view<\/strong>.<\/p>\n<p>The goal isn\u2019t just \u201cmore information,\u201d but <strong>higher-confidence context <\/strong>you can actually act on. with transparency about what\u2019s known vs uncertain.<\/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 \u2014 maker here \ud83d\udc4b<\/p>\n<p>We built <strong>Minara<\/strong> with a strong focus on design clarity and cognitive calm. In financial tools especially, it\u2019s easy to add complexity to look powerful, but much harder to make things feel simple and trustworthy. Most of our design decisions came down to what we <em>chose not to add<\/em>.<\/p>\n<p>Really excited to hear how this approach resonates with you.<\/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\/@rexlian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rexlian<\/a> Love this, and +1 on \u201ccognitive calm\u201d being underrated in finance-related products. You can feel a philosophy behind Minara’s UI: clarity first, fewer distractions, and calmer decision-making<\/p>\n<p>A lot of our choices were about keeping the thread readable and making risk boundaries explicit rather than hidden behind \u201cpower features.\u201c<\/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>Minara’s approach of turning financial hunches into well-researched buys (or alternative strategies if your hunch isn’t supported) \u2014 <em>all within one integrated context<\/em> \u2014 is super savvy.<\/p>\n<\/p>\n<p>The design is approachable and refined, and the tools are robust and insightful.<\/p>\n<\/p>\n<p>Until Charles Schwab modernizes its web platform, I’ll be sure to pass my investment theses by Minara before taking the leap.<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you so much, Chris. We really appreciate you hunting us and the thoughtful comment.<\/p>\n<\/p>\n<p>What you described is exactly the behavior we aim for. Also the Schwab line made us smile. We are excited for you to run your next investment thesis through Minara before you take the leap!<\/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>everything happening in a single conversation makes decision-making faster. No jumping between dashboards or tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@navin_kumar_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@navin_kumar_singh<\/a> Exactly! that continuity is the point. We also like it because the whole path stays reviewable later (what you saw \u2192 what you decided \u2192 what you did). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 on the launch \u2014 love how Minara closes the gap between insight and on-chain execution in a single, focused chat experience.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you, we really appreciate that. If you get a chance to try it, I\u2019d love to hear your feedback or any suggestions for future improvement<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the vision of a virtual CFO! The UI looks very clean. One thing though, how do you guys handle the price gap during the chat? Revolut locks the rate for a few seconds so the user doesn’t get screwed by volatility. Does Minara have something similar built into the window, or is there some slippage protection? <\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Hey Valeriia. I am glad you like our UI. Also, you raised a very good question.<\/p>\n<\/p>\n<p>That \u201crate lock \/ slippage safety\u201d is a must-have in volatile markets.<\/p>\n<p><strong>For perps trading feature (Trading Copilot):<\/strong> Orders execute on <strong>Hyperliquid<\/strong>, and Minara supports both <strong>limit and market orders<\/strong>. Our \u201cQuick Order\u201d flow by Copilot <strong>pre-fills a limit entry plus take-profit <\/strong>and<strong> stop-loss<\/strong>, and you confirm before placing, so you\u2019re not forced into a drifting market fill.<\/p>\n<\/p>\n<p><strong>For spot swaps:<\/strong> execution follows the underlying DEX routing at the time the transaction is submitted, so the final fill can move with market conditions (typical on-chain behavior). We don\u2019t claim a Revolut-style guaranteed rate lock window today.<\/p>\n<p>Are you asking about <strong>spot swaps<\/strong> or <strong>perps execution<\/strong>? I can point to the exact behavior for that flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>CG! Have a great flight, guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_stenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_stenko<\/a> Thank you! Appreciate it \ud83d\ude4f We\u2019re excited to keep shipping and replying 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>congrats <a href=\"https:\/\/www.producthunt.com\/@lowesyang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lowesyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lowesyang<\/a> this looks great<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> Thank you! we appreciate it \ud83d\ude4f Feel free to give it a try and let us know 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>Congrats to the team for the progress so far, great to see! What are the goals for Minara in 2026?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eric_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_nodeops<\/a> Hi, Eric. Thanks for your congrats. We appreciate it!<\/p>\n<p>You brings an interesting question. For 2026, our goals are:<\/p>\n<ul>\n<li>\n<p><strong>Support more digital assets<\/strong> for the closed-loop experience(from analysis to on-chain execution), and broaden real-time market and on-chain coverage, so more scenarios are \u201cone chat away.\u201d<\/p>\n<\/li>\n<li>\n<p>Make workflows <strong>more reliable and more useful across use cases<\/strong> (monitoring, alerts, recurring routines, and rule-based execution where appropriate).<\/p>\n<\/li>\n<li>\n<p>Upgrade the workflow experience so it\u2019s more <strong>builder-friendly<\/strong>: <strong>edit flows easily<\/strong>, and <strong>test before deployment<\/strong> so you can trust what you\u2019re running.<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Minara feels like this mediator between <em>wanting<\/em> and actually <em>starting<\/em>. def giving it a try! 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\/@yellow_yetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yellow_yetti<\/a> Thank you. I hope it helps you move from intention to a clean next step. If you try it, feel free to let me know what you think and if it’s a good mediator. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>intersting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks! If you end up giving Minara a quick try, let me know what you think of 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>Really enjoying how Minara treats execution as a first-class citizen, not an afterthought. A lot of tools help you understand what\u2019s happening, but the moment where insight has to turn into a decision is where most people freeze. Keeping research, reasoning, and action in one calm thread feels like a very intentional choice, and it shows.<\/p>\n<\/p>\n<p>The emphasis on clarity and restraint also stands out. In markets that reward speed and noise, designing for confidence and composure feels quietly radical.<\/p>\n<\/p>\n<p>I\u2019m launching something<a href=\"https:\/\/www.producthunt.com\/products\/number-our-days\" target=\"_blank\" rel=\"noopener\"> today <\/a>from a slightly different but a similar philosophy angle and intent. <strong>Number Our Days<\/strong> is about time awareness and purposeful living, helping people see their days, seasons, and milestones clearly so action follows reflection instead of impulse. Different domain, same belief that structure creates freedom.<\/p>\n<\/p>\n<p>Congrats to the team on the launch. This feels like a product built by people who actually use 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\/@saemscodes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saemscodes<\/a> Thank you, this is one of the most meaningful notes we\u2019ve received today. And congrats on your launch too “<em>Number Our Days”<\/em> sounds like it shares the same core belief: structure creates freedom. Wishing you a strong day on Product Hunt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that you can research, plan, and execute without jumping between 5 tabs is fire. My browser thanks you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> \ud83d\ude02 love that, that’s what Minara is built for. Say you welcome to your browser \ud83d\ude42<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LFR4IUAY6WEFYS\" class=\"app-title\">Verdent<\/a><\/p>\n<div class=\"one-liner\">Your AI-native partner for the new way to build software<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">274<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Verdent\u662f\u4e00\u6b3eAI\u539f\u751f\u7684\u7f16\u7801\u52a9\u624b\uff0c\u901a\u8fc7\u63d0\u4f9b\u65e0\u5e72\u6270\u3001\u804a\u5929\u4f18\u5148\u7684\u6c89\u6d78\u5f0f\u5de5\u4f5c\u7a7a\u95f4\uff0c\u652f\u6301\u5e76\u884c\u4efb\u52a1\u5904\u7406\u548c\u4ee3\u7801\u53d8\u66f4\u6e05\u6670\u7ba1\u7406\uff0c\u65e8\u5728\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u73b0\u4ee3\u788e\u7247\u5316\u5de5\u4f5c\u4e2d\u9891\u7e41\u5207\u6362\u4e0a\u4e0b\u6587\u3001\u96be\u4ee5\u4fdd\u6301\u6df1\u5ea6\u4e13\u6ce8\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\/7298c449-c3d1-46ba-b5aa-399b6ca3158d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6cfce37a-0cf3-4f8f-ba36-8ef52e0d9823.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4fe983a-58cb-41a7-9d49-ae2b70ab958d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a71b2aeb-6c9a-41ef-95ed-237ee074c799.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fa26ab4-49b9-48d4-a0ff-98d8d73c9f32.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\/50c9eeb5-0eae-4b6d-9149-58d01b6d262d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BZkpldvxRnE\"><source src=\"https:\/\/youtu.be\/BZkpldvxRnE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u5e76\u884c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u53d8\u66f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u7a7a\u95f4\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u5e76\u884c\u9694\u79bb\u5de5\u4f5c\u7a7a\u95f4\u201d\u8bbe\u8ba1\u80fd\u6709\u6548\u7ba1\u7406\u590d\u6742\u4efb\u52a1\u548c\u907f\u514d\u51b2\u7a81\uff0c\u8ba4\u4e3a\u5176\u627e\u56de\u4e86\u201c\u5fc3\u6d41\u201d\u72b6\u6001\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u521d\u59cb\u8bbe\u7f6e\uff08\u5982\u521b\u5efa\u65b0\u5e94\u7528\u65f6\u9009\u62e9\u6587\u4ef6\u5939\u7684\u56f0\u60d1\uff09\u548c\u9ad8\u7ea7\u529f\u80fd\uff08\u5982\u591a\u667a\u80fd\u4f53\u534f\u8c03\u3001\u4f9d\u8d56\u7ba1\u7406\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\uff09\u7684\u5b9e\u73b0\u7ec6\u8282\u4e0a\uff0c\u56e2\u961f\u5df2\u79ef\u6781\u56de\u590d\u5e76\u900f\u9732\u4e86\u76f8\u5173\u529f\u80fd\u8def\u7ebf\u56fe\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 Verdent\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u5e26\u6765\u4e86\u53c8\u4e00\u6b3e\u4ee3\u7801\u751f\u6210\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u5b83\u662f\u5bf9\u5f53\u524d\u201cAI+\u7f16\u7a0b\u201d\u8303\u5f0f\u7684\u4e00\u6b21\u6e05\u9192\u7ea0\u504f\u3002\u5728\u7ade\u54c1\u70ed\u8877\u4e8e\u6bd4\u62fc\u751f\u6210\u901f\u5ea6\u548c\u4ee3\u7801\u884c\u6570\u65f6\uff0cVerdent\u654f\u9510\u5730\u6293\u4f4f\u4e86\u66f4\u672c\u8d28\u7684\u75db\u70b9\uff1a\u73b0\u4ee3\u5f00\u53d1\u6d41\u7a0b\u4e2d\u56e0\u5de5\u5177\u788e\u7247\u5316\u5bfc\u81f4\u7684\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u75b2\u52b3\u201d\u4e0e\u591a\u4efb\u52a1\u5e76\u884c\u5f15\u53d1\u7684\u201c\u534f\u4f5c\u6df7\u4e71\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u66f4\u5f3a\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u201c\u89c4\u5212-\u6267\u884c-\u9694\u79bb-\u5408\u5e76\u201d\u4e3a\u95ed\u73af\u7684AI\u539f\u751f\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u901a\u8fc7\u201c\u804a\u5929\u4f18\u5148\u201d\u754c\u9762\u548c\u65e9\u671f\u6f84\u6e05\u63d0\u95ee\uff0c\u5f3a\u5236\u5c06\u6a21\u7cca\u60f3\u6cd5\u8f6c\u5316\u4e3a\u6e05\u6670\u8ba1\u5212\uff0c\u8fd9\u76f4\u51fb\u4e86AI\u52a9\u624b\u201c\u76f2\u76ee\u751f\u6210\u3001\u53cd\u590d\u8c03\u8bd5\u201d\u7684\u6548\u7387\u9677\u9631\u3002\u800c\u5176\u738b\u724c\u529f\u80fd\u2014\u2014\u57fa\u4e8eGit worktree\u7684\u9694\u79bb\u5f0f\u5e76\u884c\u5de5\u4f5c\u7a7a\u95f4\uff0c\u5219\u662f\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u6210\u719f\u7684\u201c\u5206\u652f\u7b56\u7565\u201d\u7406\u5ff5\u5e94\u7528\u4e8eAI\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u5806\u780c\uff0c\u800c\u662f\u4e00\u79cd\u81f3\u5173\u91cd\u8981\u7684\u98ce\u9669\u7ba1\u63a7\u601d\u7ef4\uff1a\u5b83\u627f\u8ba4\u4e86\u5f53\u524d\u5927\u6a21\u578b\u5728\u590d\u6742\u3001\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e2d\u53ef\u80fd\u4ea7\u751f\u7684\u6df7\u4e71\uff0c\u5e76\u901a\u8fc7\u7269\u7406\u9694\u79bb\u5c06\u201c\u8bd5\u9a8c\u7684\u6df7\u4e71\u201d\u9650\u5236\u5728\u6c99\u7bb1\u5185\uff0c\u4ece\u800c\u4fdd\u62a4\u4e3b\u5f00\u53d1\u6d41\u7684\u7a33\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u7684\u6280\u672f\u6027\u8d28\u8be2\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u90fd\u5728\u4e8e\u201c\u534f\u8c03\u201d\u3002\u5982\u4f55\u4f18\u96c5\u5730\u5904\u7406\u8de8\u5de5\u4f5c\u7a7a\u95f4\u7684\u5171\u4eab\u91cd\u6784\u3001\u5b9a\u4e49\u667a\u80fd\u4f53\u95f4\u7684\u4efb\u52a1\u4f9d\u8d56\u3001\u5b9e\u73b0\u5b89\u5168\u7684\u5408\u5e76\u7b56\u7565\uff0c\u8fd9\u4e9b\u624d\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u4f18\u79c0\u6982\u5ff5\u201d\u8fc8\u5411\u201c\u751f\u4ea7\u7ea7\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u56e2\u961f\u56de\u590d\u4e2d\u63d0\u53ca\u7684\u201c\u5e76\u53d1\u7f16\u8f91\u68c0\u6d4b\u201d\u548c\u53ef\u89c6\u5316\u4f9d\u8d56\u8ddf\u8e2a\uff0c\u6b63\u8868\u660e\u4ed6\u4eec\u6b63\u5728\u5543\u8fd9\u5757\u786c\u9aa8\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n Verdent\u7684\u91ce\u5fc3\u4e0d\u662f\u66ff\u4ee3IDE\uff0c\u800c\u662f\u6210\u4e3a\u9a7e\u9a6d\u591a\u4e2aAI\u667a\u80fd\u4f53\u7684\u201c\u6307\u6325\u4e2d\u67a2\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u5728\u63d0\u5347\u4e13\u6ce8\u5ea6\u7684\u540c\u65f6\uff0c\u6240\u5f15\u5165\u7684\u201c\u7ba1\u7406\u5f00\u9500\u201d\u662f\u5426\u8fdc\u5c0f\u4e8e\u5b83\u907f\u514d\u7684\u201c\u6df7\u4e71\u6210\u672c\u201d\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u6307\u51fa\u7684\u65b9\u5411\u2014\u2014AI\u7f16\u7a0b\u5de5\u5177\u5e94\u4ece\u4ee3\u7801\u751f\u6210\u5668\u8f6c\u5411\u6d41\u7a0b\u6cbb\u7406\u8005\u2014\u2014\u65e0\u7591\u662f\u6b63\u786e\u7684\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\">Verdent<\/span>\n <\/div>\n<div class=\"comment-content\">Bring the joy back to coding. Verdent is an AI coding assistant built for deep focus, with a clean, chat-first experience and no distractions. It asks clarifying questions early, helps you handle multiple tasks at once, and clearly shows what changed in your code. So you can spend more time creating and shipping solid results.<\/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’m Adrian, the co-founder of Verdent.<\/p>\n<p>We built Verdent because most AI coding tools simply add agents to existing editors to generate code, but the real problem we kept running into was losing focus. Modern dev work is fragmented, you’re constantly switching between chats, terminals, docs, branches, and half-finished ideas.<\/p>\n<p>Verdent is our attempt to bring all of that into one clean, immersive workspace where you can think, plan, and build with AI in the same place.<\/p>\n<p>It asks questions when your idea is still fuzzy, turns that into a clear plan, and then lets you run multiple tasks and code changes in parallel, each in its own isolated workspace so nothing breaks or gets messy. While one thing is running, you can keep thinking, planning, or exploring the next idea instead of waiting.<\/p>\n<p>It’s not just for writing code either: people use it for docs, data, prototypes, and all the little things that go into shipping real work.<\/p>\n<p>Verdent isn’t trying to be a better editor.<\/p>\n<p>It’s trying to give you back your flow.<\/p>\n<p>Happy to answer any questions here \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@livingindream_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@livingindream_<\/a> congrats on the launch! Tell me more about the Plan Mode? That’s the main reason I use vanilla Sonnet, cause I spent most of the time planning before execution. But other code agents go almost instantly into coding. <\/p>\n<\/p>\n<p>What’s your approach to planning? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@livingindream_ The parallel flow feature looks great – your website copy mentions multiple functions (documentation etc), including components outside of a user’s expertise. Does each flow type follow a standard model for this?<\/p>\n<p>I suppose my question is if docs for example are outside of my expertise how do I know what has been produced is correct?<\/p>\n<p>Hope that makes sense. Congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@livingindream_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@livingindream_<\/a> <\/p>\n<p>I have wrote a post about the your startup please checkout on likedln <a href=\"https:\/\/www.linkedin.com\/posts\/harihar-padhi-8b0779148_producthunt-developertools-aiproductivity-activity-7421499326050353153-5rya?utm_source=share&utm_medium=member_desktop&rcm=ACoAACO1jMQB_IZ7ITUHsG2lqCCqjfIZM3ZQVkY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/posts\/harihar-padhi-8b0779148_producthunt-developertools-aiproductivity-activity-7421499326050353153-5rya?utm_source=share&utm_medium=member_desktop&rcm=ACoAACO1jMQB_IZ7ITUHsG2lqCCqjfIZM3ZQVkY<\/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>Tried a lot of AI coding tools, but Verdent feels closer to how I actually work. I like that I can run tasks, switch context, and come back to a clear summary of what changed. It’s less about generating code fast and more about staying focused while moving real work forward. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andy_wong4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy_wong4<\/a>  Thank you, this captures the spirit of Verdent perfectly!<\/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>Huge congrats on the launch \u2014 Verdent\u2019s parallel AI workspaces look ideal for deep, focused shipping.\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>  Thanks for the kind words! We\u2019re trying to make deep work with AI feel truly seamless!<\/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>Verdent\u2019s \u201cparallel agents in isolated workspaces\u201d is the right idea \u2014 at scale the real pain is merge collisions + hidden side effects across tasks, not codegen.<br \/>If you\u2019re showing a clean diff\/plan per agent and enforcing typed contracts + tests per branch, that\u2019s huge.<br \/>Curious: how do you handle shared refactors (monorepo-wide changes) and keep agents from stepping on each other\u2019s edits? \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hey Ryan, appreciate the thoughtful ask! Our approach is straightforward: isolate big refactors in their own space, then bring them back safely.<\/p>\n<p>Parallel work in a single workspace is possible too, with the right safeguards.<\/p>\n<p>Here is how we handle it:<\/p>\n<ol>\n<li>\n<p>Isolated Workspaces: Our core solution is Workspaces (powered by git worktree ). This lets you spin up parallel, fully isolated environments for different tasks. Doing a monorepo-wide refactor? Just spin up a dedicated workspace. This keeps the “messy intermediate state” in its own lane, never blocking main branch or freezing your development flow.<\/p>\n<\/li>\n<li>\n<p>The Merge Strategy (Rebase & Fix): When merging a workspace back to main branch, we advocate a rebase-first workflow. Rebase the workspace onto the latest main to keep the history clean. If conflicts pop up, Verdent steps in to help analyze and fix them locally before the merge\u2014resolving the mess in the sandbox, not on the main branch.<\/p>\n<\/li>\n<\/ol>\n<p>We know many devs prefer running multiple agents in a single workspace. In that mode, it’s about managing risk:<\/p>\n<ol>\n<li>\n<p>Controlling the “Blast Radius” : Parallel writing in one workspace requires awareness. You need to decouple tasks and keep the blast radius of each agent contained. Verdent supports parallelism, but we advise against letting multiple agents touch the same “high-risk area” simultaneously. Even the best models struggle when diffs get tangled there.<\/p>\n<\/li>\n<li>\n<p>We’re also testing a new capability we\u2019re shipping soon: Concurrent Edit Detection. Before an agent commits any write, it checks whether the code region has drifted from what it originally read. If someone else has touched that area in the meantime, the agent pauses, re-reads the latest state, and adjusts instead of blindly overwriting based on stale context. The goal is to turn silent collisions into explicit, handled events.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Verdent made large, risky changes feel manageable. Clear structure, isolated execution, and a calm UI helped keep momentum without cutting corners. Congratulations!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thank you! Love how you phrased this \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a>  Really appreciate this, Odeth. We obsess over the details that make complex work feel manageable, so it\u2019s awesome to hear it resonated.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just paid for a month; wish there was a annual option. I downloaded, but cannot make an app; it asks for app name, I try to give that, it then looks for files in my computer, but why? Theis will be a nEW app; how do I even start?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Appreciate the support! \ud83d\ude4c (Annual billing is definitely on our roadmap).<\/p>\n<p>Regarding on the folder issue: Verdent isn’t looking for <em>existing<\/em> files, it just needs an empty directory to scaffold the new project into. Think of it like picking a ‘Save’ location.<\/p>\n<p>Just create a new empty folder, select that, and you should be good to go.<\/p>\n<p>If you’re starting fresh, Plan Mode is a great first step. It helps you build the app via chat before generating any code. You can basically treat the AI as a dev partner to run or debug things without touching the code yourself.<\/p>\n<p>Let me know if that works!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The idea of isolating parallel tasks while keeping planning and execution in the same space sounds like a real fix for context-switch fatigue. How does Verdent handle switching between these isolated workspaces in practice?<\/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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Hey Viktor, thanks for the question! Switching workspaces is meant to be effortless, it\u2019s just a tab at the top of the UI. Each one stays fully isolated, so you can hop between tasks, review changes independently, and merge back only when a thread is ready.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> <br \/>We designed workspaces to function as isolated environments based on <strong>git branch<\/strong>. The goal was to eliminate the friction of context switching.<\/p>\n<p>When you jump between tasks whether it’s a bug fix or a new feature, Verdent saves your full state (code, terminal, and chat history) so you can pick up exactly where you left off.<\/p>\n<p>We also mapped navigation to <strong>Cmd + [Number]<\/strong> to keep things fast; it helps you stay in flow without constant clicking.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3bde0bc6-9531-4834-a1b5-278311c27a62.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>A feature I use constantly is <strong>“Duplicate Task in New Workspace.”<\/strong> It lets you fork a conversation from any specific point into a fresh environment. It\u2019s a safe way to test an alternative implementation path without touching your original code or losing your current progress.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c86a92a-b56f-4b22-a786-8a92f668efdd.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/689b9bd0-b874-4140-875e-45d205c3e9ed.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>We built this specifically to kill that context-switching fatigue, so let me know if it works for you if you give it a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on this launch! \ud83d\ude42 <\/p>\n<\/p>\n<p>I’m very curious about how you’re managing the multi-agent coordination and real-time session persistence under the hood. Any details on the orchestration framework or backend tech?<\/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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thanks for your question! We currently support built-in and customizable subagents, which can be spawned by the main agent at appropriate times. We also natively support git worktree to isolate the workspace for multiple agents to run in parallel and avoid conflicts. We’re also actively exploring how to effectively orchestrate multiple agents as a team towards a complicated goal. Please stay tuned!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such high-end tools typically come with a steep learning curve. For your personal or team\u2019s current workflow and skill level, is the efficiency gain from investing time to learn and adapt to its “parallel thinking” model clear and worthwhile?<\/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\/@new_user___019202600911c8682f619bb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___019202600911c8682f619bb<\/a> Thanks Daisy, totally get the concern \ud83d\ude04 But Verdent isn’t meant to be a “fancy power tool with a steep learning curve.\u201d It’s built so any engineer can get real value fast, and then naturally unlock more as needed.<\/p>\n<p>Here’s the “no-drama” path we recommend:<\/p>\n<p>Stage 1: Start with one task (no parallel thinking required).<\/p>\n<p>Create a Plan, let Verdent execute it, then let it review the result. That\u2019s it: plan \u2192 run \u2192 review \u2192 ship (or iterate).<\/p>\n<p>Stage 2: When new ideas show up mid-task.<\/p>\n<p>In real work, you\u2019ll constantly discover follow-ups. Verdent lets you spin up a second task immediately and keep moving, instead of pausing everything and losing momentum.<\/p>\n<p>Stage 3: When tasks might touch the same files.<\/p>\n<p>If you\u2019re worried about conflicts, put agents into separate Workspaces so each task stays isolated and clean while you experiment safely.<\/p>\n<p>If you understand three concepts “Task, Plan, Workspace”, you can already use the majority of Verdent.<\/p>\n<p>And we’ve validated this internally: we didn’t run any formal team training, yet almost everyone on our team picked it up and uses it day to day. What\u2019s fun is that different people naturally discover different workflows, and a lot of them are surprisingly creative!<\/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>This feels like the first tool that understands that building is messy <em>before<\/em> it\u2019s clean. Wishing you all the best for the launch!<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Awww this means a lot, thank you! That messy-to-clean journey is exactly what Verdent is built for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Enabling collision-free collaboration among multiple AI agents is the core value proposition. As a user, can you clearly and effortlessly define subtasks for each agent and their interdependencies? Is the overall task progress and the status of each individual agent easily trackable at a glance?<\/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\/@seeu_dazee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seeu_dazee<\/a> Great questions! Yes we have a Task List module with up-to-date status (running, completed, or failed) on both the entry page (tasks across projects) and on each project page (tasks in single project), which is easy for users to track the status of agents. We’re also working on a new feature to help users define, visualize and track a group of tasks with dependencies among each other. At Verdent, we’re always pushing forward the best practice of multi-agent orchestration. Please stay tuned!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8502dc9a-ba16-4cc4-bc5b-7386ac90da1c.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@seeu_dazee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seeu_dazee<\/a> From my own experience using Verdent day to day, it feels surprisingly easy to get started \ud83d\ude0e you can spin up parallel tasks quickly, and it\u2019s very clear what\u2019s running and what\u2019s done without much overhead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Parallel work is a big promise in agentic coding, but it\u2019s also where chaos happens (conflicting edits, massive diffs, broken branches). How does Verdent\u2019s isolated workspace model change the day-to-day workflow for a developer, and what does \u201csafe merge back\u201d look like in practice?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> This is exactly the chaos we wanted to avoid. Inside Verdent, some of our engineers follow a simple workflow: <strong>keep Base clean, do all changes in isolated Workspaces<\/strong>. <strong>Base<\/strong> is for thinking and alignment: Q&A, context gathering, comparing approaches, and iterating on an executable plan…while staying in sync with the main\/release branch. When it\u2019s time to build, we spin up a <strong>new Workspace<\/strong> and do all implementation, experiments, tests, and review there (including agentic review). The \u201cmessy middle\u201d stays contained. \u201cSafe merge back\u201d in practice is <strong>align \u2192 verify \u2192 integrate<\/strong>: update the Workspace to the latest Base, run our verification gates (tests\/lint\/typecheck), optionally review plan + diff, then merge back. After shipping, we delete the Workspace so Base remains clean and runnable.<\/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>love that it asks “clarifying questions early”. most agents just guess and break my build. does it remember those answers for future tasks?<\/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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> The clarification is also my favorite part! It ensures that the agent is aware of the hidden, unstated requirements in my mind, before starting to code. Our agent will remember your answers within the session, and we’re currently working on cross-session memory. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/56ETRRBX477G6A\" class=\"app-title\">Cue<\/a><\/p>\n<div class=\"one-liner\">Schedule smarter. Post everywhere. Grow faster.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">246<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cue\u662f\u4e00\u6b3e\u9762\u5411\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u521d\u521b\u56e2\u961f\u7684\u591a\u5e73\u53f0\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u7ad9\u5f0f\u4eea\u8868\u76d8\u3001\u667a\u80fd\u5b9a\u65f6\u53d1\u5e03\u548cAI\u5185\u5bb9\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u5e73\u53f0\u8fd0\u8425\u4e2d\u9762\u4e34\u7684\u5de5\u5177\u7e41\u7410\u3001\u6210\u672c\u9ad8\u6602\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\/fc34ff61-24fe-4176-b8a9-1ea06f4890e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0574cc56-1768-4292-8557-c9e159623c39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd131ee4-9d2a-4831-a5ce-65bd648cf5c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd7c1abb-e5f4-4796-966b-422388fca535.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\/bab61d08-92ef-4a31-99ce-759a7a90032d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/dRVP7A0jp44\"><source src=\"https:\/\/youtu.be\/dRVP7A0jp44\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6392\u671f<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u6027\u4ef7\u6bd4<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u9488\u5bf9\u5c0f\u56e2\u961f\/\u4e2a\u4eba\u7684\u5b9a\u4ef7\u53ca\u5bf9Bluesky\u7b49\u65b0\u5174\u5e73\u53f0\u7684\u652f\u6301\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5305\u62ec\uff1a\u514d\u8d39\u7248\u529f\u80fd\u9650\u5236\u3001\u81ea\u52a8\u6392\u671f\u7b97\u6cd5\u7684\u900f\u660e\u5ea6\u4e0e\u53ef\u5b9a\u5236\u6027\u3001\u5e73\u53f0\u96c6\u6210\u53ef\u9760\u6027\uff08\u5982\u5931\u8d25\u5904\u7406\u673a\u5236\uff09\uff0c\u4ee5\u53ca\u5bf9TikTok\/YouTube\u7b49\u5e73\u53f0\u5373\u5c06\u4e0a\u7ebf\u7684\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cue\u5207\u5165\u7684\u662f\u4e00\u4e2a\u770b\u4f3c\u7ea2\u6d77\u4f46\u5b9e\u5219\u5b58\u5728\u7ed3\u6784\u6027\u673a\u4f1a\u7684\u5e02\u573a\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u521b\u65b0\u2014\u2014\u591a\u5e73\u53f0\u8c03\u5ea6\u3001AI\u52a9\u624b\u3001API\u96c6\u6210\u5728\u7ade\u54c1\u4e2d\u5747\u4e0d\u9c9c\u89c1\u2014\u2014\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u201c\u4ef7\u503c\u5de5\u7a0b\u201d\u5b9a\u4f4d\uff1a\u4e3a\u4ef7\u683c\u654f\u611f\u4e14\u9700\u6c42\u660e\u786e\u7684\u521b\u4f5c\u8005\u548c\u5fae\u578b\u4f01\u4e1a\uff0c\u63d0\u4f9b\u4e00\u4efd\u529f\u80fd\u8db3\u591f\u3001\u4ef7\u683c\u514b\u5236\u7684\u201c\u7b80\u7ea6\u7248\u201d\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5bf9\u201c\u516c\u5e73\u5b9a\u4ef7\u201d\u7684\u5171\u9e23\u8fdc\u8d85\u5bf9AI\u7b49\u70ab\u9177\u529f\u80fd\u7684\u60ca\u53f9\uff0c\u8fd9\u5370\u8bc1\u4e86\u5176\u5e02\u573a\u5207\u5165\u70b9\u7684\u51c6\u786e\u6027\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u4e5f\u5df2\u6d6e\u73b0\uff1a\u5176\u4e00\uff0c\u6280\u672f\u503a\u98ce\u9669\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eAPI\u5931\u8d25\u5904\u7406\u3001\u6267\u884c\u8ffd\u6eaf\u7b49\u4e13\u4e1a\u63d0\u95ee\uff0c\u76f4\u6307\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406\u5de5\u5177\u4f5c\u4e3a\u201c\u590d\u6742\u7cfb\u7edf\u96c6\u6210\u8005\u201d\u7684\u6838\u5fc3\u547d\u95e8\u2014\u2014\u53ef\u9760\u6027\u3002\u4ec5\u9760\u4f5c\u4e1a\u961f\u5217\u548c\u91cd\u8bd5\u673a\u5236\uff0c\u5728\u5e94\u5bf9\u591a\u5e73\u53f0API\u7684\u9891\u7e41\u53d8\u52a8\u4e0e\u4e0d\u7a33\u5b9a\u65f6\u662f\u5426\u8db3\u591f\uff0c\u5c06\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u80fd\u7528\u201d\u8d70\u5411\u201c\u53ef\u9760\u201d\u3002\u5176\u4e8c\uff0c\u529f\u80fd\u5dee\u5f02\u5316\u8584\u5f31\u3002\u667a\u80fd\u6392\u671f\u57fa\u4e8e\u901a\u7528\u6570\u636e\uff0c\u7f3a\u4e4f\u8d26\u6237\u7ea7\u4e2a\u6027\u5316\uff0c\u8fd9\u4f7f\u5176\u5728\u6838\u5fc3\u81ea\u52a8\u5316\u4f53\u9a8c\u4e0a\u96be\u4ee5\u6784\u5efa\u58c1\u5792\u3002\u5176\u4e09\uff0c\u589e\u957f\u6096\u8bba\u3002\u4e3a\u63a7\u5236\u6210\u672c\u800c\u9650\u5236\u514d\u8d39\u7248\u7684AI\u548cAPI\u529f\u80fd\uff0c\u867d\u5408\u4e4e\u5546\u4e1a\u903b\u8f91\uff0c\u5374\u4e5f\u53ef\u80fd\u963b\u788d\u4e86\u6700\u80fd\u4f53\u73b0\u5176\u6548\u7387\u4f18\u52bf\u7684\u529f\u80fd\u4f20\u64ad\uff0c\u4f7f\u5176\u9677\u5165\u4e0e\u4f20\u7edf\u7ade\u54c1\u5355\u7eaf\u7684\u4ef7\u683c\u6bd4\u8f83\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCue\u662f\u5f00\u53d1\u8005\u81ea\u8eab\u75db\u70b9\u5546\u4e1a\u5316\u7684\u4e00\u4e2a\u5178\u578b\u6837\u672c\u3002\u5176\u77ed\u671f\u673a\u4f1a\u5728\u4e8e\u5229\u7528\u654f\u6377\u6027\u548c\u4f4e\u5b9a\u4ef7\u6536\u5272\u5bf9\u73b0\u6709\u5de8\u5934\u4e0d\u6ee1\u7684\u957f\u5c3e\u7528\u6237\uff1b\u4f46\u957f\u671f\u751f\u5b58\uff0c\u5fc5\u987b\u8de8\u8d8a\u4ece\u201c\u89e3\u51b3\u81ea\u5df1\u95ee\u9898\u201d\u5230\u201c\u6784\u5efa\u7a33\u5065\u5546\u4e1a\u4ea7\u54c1\u201d\u7684\u9e3f\u6c9f\uff0c\u5728\u53ef\u9760\u6027\u3001\u6570\u636e\u667a\u80fd\u548c\u751f\u6001\u96c6\u6210\u4e0a\u5efa\u7acb\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u4ef7\u683c\u4f18\u52bf\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\">Cue<\/span>\n <\/div>\n<div class=\"comment-content\">Manage all your social media from one dashboard. Schedule posts across 8 platforms, automatically pick the best times to post, and tailor content for each audience \u2013 without juggling multiple apps or paying enterprise prices. \u2022 X, Bluesky, Threads, LinkedIn, Instagram, and more \u2022 Auto-scheduling based on engagement patterns \u2022 Write once, customize per platform \u2022 AI assistant for captions and images \u2022 REST API + n8n workflows + MCP Built for creators and startups. Free to start.<\/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 David, the maker of Cue.<\/p>\n<p>This started over the Christmas holidays \u2013 I was building an app and needed to promote it across multiple social accounts. I looked at Buffer, Hootsuite, Later… they all worked, but pricing scaled fast once you needed more than 2-3 accounts. For a solo dev? Felt excessive.<\/p>\n<p>So I built something for myself. Two weeks turned into four, and the tool I made to promote my side project became THE side project.<\/p>\n<p><strong>What Cue does:<\/strong><\/p>\n<p>\ud83d\udcc5 <strong>Schedule across 8 platforms<\/strong> \u2013 Twitter\/X, Bluesky, Threads, Mastodon, LinkedIn, Instagram, Facebook (TikTok, Pinterest & YouTube coming soon)<\/p>\n<p>\ud83c\udfaf <strong>Auto-scheduling<\/strong> \u2013 Picks optimal posting times based on engagement patterns<\/p>\n<p>\u270d\ufe0f <strong>Write once, customize per platform<\/strong> \u2013 Tailor your message for each audience, schedule everywhere<\/p>\n<p>\ud83e\udd16 <strong>AI assistant<\/strong> \u2013 Help with writing captions and creating images<\/p>\n<p>\ud83d\udd0c <strong>Full REST API<\/strong> \u2013 Build your own integrations<\/p>\n<p>\u26a1 <strong>n8n workflows<\/strong> \u2013 For automation power users<\/p>\n<p>\ud83e\udde0 <strong>MCP integration <\/strong>\u2013 Schedule posts directly from AI assistants like Claude<\/p>\n<p>It’s free to get started, and I’m offering early supporters 50% off paid plans for the first 3 months.<\/p>\n<p><strong>Questions for the community<\/strong><br \/>1. What features matter most to you? <br \/>2. What would make you switch from your current tool?<\/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\/@dparrelli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dparrelli<\/a> This a very useful tool. Love it. For me it\u2019s <strong>simple, fair pricing for solo devs<\/strong> and an easy <strong>write-once, customize-per-platform<\/strong> flow. So in the future, users will be able to view and respond to replies from all platforms in one place as well?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Playing with it now! LOVE the idea!<\/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\/@felicitemoorman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felicitemoorman<\/a> Thanks so much, seriously means a lot! Let me know if you have any questions while exploring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 Cue\u2019s multi\u2011platform, AI\u2011powered scheduling feels perfect for lean teams and creators.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks Zeiki, really appreciate it. That’s exactly who we built it for \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Haha, the classic pricing was so bad I built my own tool story! Totally feel u on that. Support for Bluesky and Threads is a huge W, most old tools still ignore them. Congrats on the launch! Is there a limit on how many accounts we can connect in the free version?<\/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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> Thanks Eugene! Yeah the pricing pain was real haha. The free plan lets you connect up to 2 social accounts. Hopefully enough to get a feel for everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Cue feels thoughtfully built for people who want real control without enterprise pricing bloat. I like the mix of auto-scheduling + per-platform customization without forcing a rigid workflow. How transparent is the optimal time logic, can users see or override why certain time slots are chosen for each platform?<\/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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Appreciate that, Viktor! Optimal times are per-platform, each one gets its own slot based on known engagement patterns. Custom time overrides are on the roadmap so you’ll have more control soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! seems like a very great tool! also would like to know the main restrictions of the free version <br \/>and am really waiting for TikTok and YouTube \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yellow_yetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yellow_yetti<\/a> Thanks Vera! Free plan gets you 2 social accounts, 15 posts\/month, and access to all platforms including auto-scheduling. The main things you don’t get: AI assistant, analytics, and API access \u2014 those start at Growth (need to manage those costs since they all incur additional costs internally).<\/p>\n<\/p>\n<p>TikTok has been built and works internally, just waiting on TikTok to approve our API access (takes a while). YouTube is partially built, hoping to launch it soon!<\/p>\n<\/p>\n<p>If you have ideas on what you’d want in a YouTube implementation, I’d love to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interested in this! I\u2019ve used Hootsuite in the past, but found it to feel a bit outdated and clunky for my needs.<\/p>\n<p>Do you happen to have any blog posts or comparisons between Cue and other social media managers like Hootsuite or Buffer? I\u2019d love to better understand how you differentiate and where Cue really shines.<\/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\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a> Thanks Jake! We actually have comparison pages for both <a href=\"https:\/\/oncue.so\/compare\/hootsuite\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hootsuite <\/a>and <a href=\"https:\/\/oncue.so\/compare\/buffer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Buffer <\/a>on our site. They’re great tools, but they get expensive fast as you scale or add more accounts. We built Cue to be more affordable whilst trying to maintain similar feature-parity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! Wishing you the best \ud83d\ude42 <\/p>\n<\/p>\n<p>How are you handling the auto-scheduling logic (engagement pattern analysis per account\/platform) and integrations with harder ones like Bluesky\/Threads? Any details on the AI models powering the caption\/image generation?<\/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>Thanks for the message! Auto-scheduling is per-platform, each one gets its own optimal time based on known engagement patterns. Bluesky and Threads were pretty smooth to integrate since their APIs are pretty developer-friendly. For AI, we use GPT-5 mini for captions and Flux\/Nano Banana Pro for image generation. Looking to extend this further soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 David! It sounds super cool. Is there a trial or something similar? Would love to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Hey Germ\u00e1n! Indeed, there’s a free plan you can use to try everything out, totally free\/no credit card needed. Would love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feature that automatically selects the optimal posting times is incredibly appealing, saving a great deal of research time. How well do the algorithm-recommended “optimal times” align with the actual historical high-engagement periods of our accounts? And is it possible to customize or fine-tune these recommendation rules?<\/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\/@seeu_dazee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seeu_dazee<\/a> The optimal times are based on general platform engagement data right now. Custom time preferences are on the roadmap so you’ll be able to set your own preferred posting windows soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Compelling pricing. When are you planning TikTok?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! TikTok is actually built and working internally, just waiting on API access approval from TikTok. Hopefully not too much longer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, looks great! Love your brand name and style. <\/p>\n<\/p>\n<p><em>What features matter most to you?<\/em><\/p>\n<p>If content curation was integrated to the platform, that’d be fantastic! <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thanks Alina! We have content curation through the AI assistant currently – it can generate captions and images for you. Still early stages but we’re revamping it soon to make it even better. <\/p>\n<\/p>\n<p>If you have ideas on your ideal content curation flow, would love to hear 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>Scheduling across 8 platforms hits scale pain fast: OAuth token churn, per-platform rate limits, and idempotency issues that create duplicate posts when retries happen.<\/p>\n<p>Best practice is a platform-adapter layer with a durable job queue, per-destination idempotency keys, webhook-based status reconciliation, and an audit log that can replay or cancel safely.<\/p>\n<p>Do you expose a per-post execution trace (API request IDs, retry history) and support \u201csingle source of truth\u201d edits that propagate to already-scheduled variants without breaking platform-specific constraints?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> We use a job queue system with retry logic and idempotency handling to prevent duplicates. Users get notifications if something fails and can see post status in their dashboard. We don’t expose full execution traces yet but that’s solid feedback, will add it to the list.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice, love to see more tools built for the smaller teams and the solo devs. That’s what I’m all about. As someone who doesn’t do social media but also understands it’s value when it comes to running a business – stuff like this with ai to help get what im thinking out and on paper is key. Do you have any plans of building out features that let you help craft your own “voice” across the platforms that ai can evolve from? That way each users experience turns into “their own”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imamkevin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imamkevin<\/a> Thanks Kevin, that’s exactly who we built this for! And yes, we have brand voice built in already. You just enter your website and we extract your tone, style, and messaging automatically. The AI then uses that across all your content. Brand voice and AI assistant are early-stage at the moment, hopefully evolve these features as more people use the app and provide their ideas and feedback. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Reliability is the make-or-break factor in scheduling: what have you built to prevent\/handle failures (disconnects, API issues, partial publishes), and how do users get visibility (alerts, logs, retries) when something goes wrong?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question! Every post goes through a job queue on Cloudflare with automatic retries and idempotency handling to prevent duplicates. We publish each platform independently, so if one fails, the others stay published and the failed one retries on its own. Tokens refresh automatically, and you get real-time updates in the UI plus email alerts if something breaks with an option to retry (or re-connect your account if we cannot reconnect on our end). Hope that answers your questions \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>Big kudos for building your own thing when what was already available didn’t fit your requirements. Congrats on the launch as well! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JGM5ZBPCUR53TO\" class=\"app-title\">JDoodle.ai 2.0<\/a><\/p>\n<div class=\"one-liner\">Clone websites and Figma designs into editable sites<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>JDoodle.ai 2.0 \u5141\u8bb8\u7528\u6237\u901a\u8fc7\u8f93\u5165\u7f51\u5740\u6216\u4e0a\u4f20\u8bbe\u8ba1\u56fe\uff0c\u4e00\u952e\u514b\u9686\u751f\u6210\u53ef\u7f16\u8f91\u7684\u7f51\u7ad9\uff0c\u4e3a\u65e0\u4ee3\u7801\u5f00\u53d1\u8005\u548c\u521b\u4e1a\u8005\u63d0\u4f9b\u4e86\u4ece\u53c2\u8003\u7075\u611f\u5feb\u901f\u542f\u52a8\u9879\u76ee\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u7684\u6548\u7387\u548c\u95e8\u69db\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf32ac91-852a-4e2f-873c-50fa1cceb8ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/772ffda8-f16e-42c8-9cd2-4bc08ea09b74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53ac5bcb-c0f5-4883-80df-599b788186fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d507ec88-706c-48ec-91c8-8d1c42364ef0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ca71cc8-da9d-4120-b8d7-64879b4df2c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ae1856e-57f4-45fe-a33c-225b03b3b24f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50663a76-b764-42ad-bc0f-629deab7352b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf2d29f3-0161-4679-9980-70d94a146f5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d559003b-86c0-43d1-a92f-6a10f9599909.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79a91c67-84db-464d-ad20-e19b479c3c58.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06ba55ef-f554-43a9-afd0-ee367fdea25f.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\/e735b57e-a13f-4794-9577-0b12adc90635.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Jb00FVk7d9o\"><source src=\"https:\/\/youtu.be\/Jb00FVk7d9o\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Figma\u8f6c\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u5185\u7f6e\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">AI\u8c03\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u5bf9\u975e\u6280\u672f\u4eba\u5458\u7684\u6613\u7528\u6027\u548c\u201c\u514b\u9686\u201d\u8d77\u70b9\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6280\u672f\u6808\u662f\u5426\u4ec5\u9650React\u3001\u5bf9\u52a8\u6001\/\u53d7\u4fdd\u62a4\u9875\u9762\u7684\u5904\u7406\u80fd\u529b\u3001\u751f\u6210\u7f51\u7ad9\u7684\u6258\u7ba1\u7ec6\u8282\u3001\u5185\u7f6e\u6570\u636e\u5e93\u7684\u53ef\u66ff\u6362\u6027\uff0c\u4ee5\u53ca\u89c6\u89c9\u54c1\u724c\u80fd\u5426\u5339\u914d\u4ea7\u54c1\u5b9a\u4f4d\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u89e3\u91ca\u4e86\u6280\u672f\u9009\u578b\u548c\u5c40\u9650\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 JDoodle.ai 2.0 \u7684\u53d9\u4e8b\u4ece\u201c\u53c8\u4e00\u4e2aAI\u4ee3\u7801\u751f\u6210\u5668\u201d\u5de7\u5999\u8f6c\u5411\u4e86\u201c\u4ee5\u53c2\u8003\u4e3a\u8d77\u70b9\u201d\u7684\u521b\u4f5c\u8303\u5f0f\uff0c\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u975e\u6280\u672f\u7528\u6237\uff08\u5982\u521b\u4e1a\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\uff09\u6700\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u4ed6\u4eec\u5e76\u975e\u6ca1\u6709\u60f3\u6cd5\uff0c\u800c\u662f\u5361\u5728\u5c06\u53c2\u8003\u7269\u8f6c\u5316\u4e3a\u53ef\u7f16\u8f91\u539f\u578b\u7684\u201c\u7b2c\u4e00\u516c\u91cc\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u514b\u9686\u201d\u80fd\u529b\uff0c\u672c\u8d28\u662f\u8bd5\u56fe\u7528AI\u6253\u901a\u4ece\u89c6\u89c9\u8f93\u5165\u5230\u7ed3\u6784\u5316\u4ee3\u7801\u7684\u9006\u5411\u5de5\u7a0b\u94fe\u8def\uff0c\u8fd9\u662f\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u51e0\u91cd\u5c16\u9510\u6311\u6218\u3002\u5176\u4e00\uff0c\u6280\u672f\u5929\u82b1\u677f\u660e\u663e\u3002\u4ece\u56e2\u961f\u56de\u590d\u53ef\u77e5\uff0c\u5176\u5bf9\u52a8\u6001\u5e94\u7528\uff08SPA\uff09\u7684\u5904\u7406\u5c1a\u53ef\uff0c\u4f46\u53d7\u6743\u9650\u4fdd\u62a4\u7684\u9875\u9762\u65e0\u80fd\u4e3a\u529b\uff0c\u8fd9\u66b4\u9732\u4e86\u5176\u201c\u514b\u9686\u201d\u80fd\u529b\u4e25\u91cd\u4f9d\u8d56\u516c\u5f00\u53ef\u6293\u53d6\u7684\u524d\u7aef\u4ee3\u7801\u548c\u56fe\u50cf\u8bc6\u522b\uff0c\u5bf9\u4e8e\u590d\u6742\u4ea4\u4e92\u903b\u8f91\u548c\u79c1\u6709\u8bbe\u8ba1\u7684\u8fd8\u539f\u5ea6\u5b58\u7591\u3002\u5176\u4e8c\uff0c\u751f\u6001\u9501\u5b9a\u98ce\u9669\u3002\u5c3d\u7ba1\u56e2\u961f\u8868\u793a\u53ef\u66ff\u6362\u6570\u636e\u5e93\uff0c\u4f46\u201cReact\u4f18\u5148\u201d\u7684\u7b56\u7565\u548c\u5168\u6808\u6258\u7ba1\u6a21\u5f0f\uff0c\u5728\u8d4b\u4e88\u7528\u6237\u4fbf\u6377\u7684\u540c\u65f6\uff0c\u4e5f\u6784\u5efa\u4e86\u6e29\u548c\u7684\u201c\u56f4\u5899\u82b1\u56ed\u201d\uff0c\u7528\u6237\u4e3a\u7b80\u4fbf\u4ed8\u51fa\u7684\u4ee3\u4ef7\u53ef\u80fd\u662f\u672a\u6765\u8fc1\u79fb\u7684\u6210\u672c\u3002\u5176\u4e09\uff0c\u4ece\u8bc4\u8bba\u53cd\u9988\u7684\u201c\u54c1\u724c\u89c6\u89c9\u4e0d\u5339\u914d\u201d\u95ee\u9898\uff0c\u6298\u5c04\u51fa\u4ea7\u54c1\u5728\u4f53\u9a8c\u6df1\u5ea6\u4e0e\u5e02\u573a\u611f\u77e5\u4e0a\u53ef\u80fd\u5b58\u5728\u5272\u88c2\u2014\u2014\u4e00\u4e2a\u65e8\u5728\u63d0\u4f9b\u201c\u9ad8\u7ea7\u611f\u201d\u548c\u201c\u901f\u5ea6\u611f\u201d\u7684\u5de5\u5177\uff0c\u5176\u95e8\u9762\u5374\u672a\u80fd\u6709\u6548\u4f20\u8fbe\u8fd9\u4e00\u70b9\uff0c\u8fd9\u4f1a\u5f71\u54cd\u521d\u59cb\u4fe1\u4efb\u7684\u5efa\u7acb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u8d85\u8d8a\u201c\u751f\u6210\u9759\u6001\u6837\u677f\u201d\u7684\u5c42\u9762\uff0c\u8fdb\u5316\u6210\u4e00\u4e2a\u80fd\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u3001\u5904\u7406\u771f\u5b9e\u6570\u636e\u7684\u201c\u6d3b\u201d\u5e94\u7528\u6784\u5efa\u5e73\u53f0\u3002\u5176\u5185\u7f6e\u7684AI\u8c03\u8bd5\u548c\u6309\u9700\u4ed8\u8d39\u4fe1\u7528\u4f53\u7cfb\u662f\u806a\u660e\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u4f46\u524d\u63d0\u662f\u751f\u6210\u7269\u7684\u8d28\u91cf\u8db3\u591f\u9ad8\uff0c\u4ee5\u81f3\u4e8e\u7528\u6237\u613f\u610f\u6301\u7eed\u4e3a\u5176\u8fed\u4ee3\u548c\u6258\u7ba1\u4ed8\u8d39\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4ec5\u505c\u7559\u5728\u201c\u60ca\u8273\u4e94\u5206\u949f\u201d\u7684\u5feb\u901f\u539f\u578b\u5de5\u5177\u9636\u6bb5\uff0c\u96be\u4ee5\u5f62\u6210\u7528\u6237\u7c98\u6027\u548c\u771f\u6b63\u7684\u5546\u4e1a\u58c1\u5792\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u751f\u6210\u4ee3\u7801\u7684\u70ab\u6280\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u975e\u7f16\u7801\u8005\u7684\u6a21\u7cca\u610f\u56fe\uff0c\u53ef\u9760\u3001\u7a33\u5b9a\u5730\u8f6c\u5316\u4e3a\u53ef\u8fd0\u884c\u3001\u53ef\u6f14\u8fdb\u7684\u6570\u5b57\u4ea7\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">JDoodle.ai 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">See a website you like? Start from it. With JDoodle.ai, you can paste any website URL or upload an image or Figma design to instantly get an editable starting point. Change layouts, tweak styles, and build on real references without starting from scratch or touching code. Every project includes a built-in database, automatic free bug fixes, and pay-as-you-go credits so you only pay for what you use. A faster, simpler way to launch.<\/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,<\/p>\n<\/p>\n<p>In our mission to make building software simple and fast, now especially for non-coders.<\/p>\n<\/p>\n<p>One thing we kept noticing is that non coders rarely start from scratch. They start with references.<br \/>\u201cSomething like this website.\u201d<br \/>\u201cSomething that looks like this image.\u201d<\/p>\n<\/p>\n<p>So we asked ourselves, why not make that the starting point?<\/p>\n<\/p>\n<p>With this update to <a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>JDoodle.ai<\/strong><\/a>, you can <\/p>\n<ul>\n<li>\n<p>clone a website design by pasting a URL<\/p>\n<\/li>\n<li>\n<p>design from an image or screenshot, or <\/p>\n<\/li>\n<li>\n<p>start from a template and then build on top of it.<\/p>\n<\/li>\n<\/ul>\n<p>Just a faster, simpler way to get something editable and ready to launch.<\/p>\n<\/p>\n<p>This one is especially for non-coders, business owners, solo founders, and builders who want to improve or iterate on something that already exists.<\/p>\n<\/p>\n<p>We would love to hear how you usually start building and what would make vibe coding even simpler for you.<\/p>\n<\/p>\n<p>Try out <strong>Clone a Website<\/strong> and let us know how you go \ud83d\ude4c<\/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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> Congrats!! Great idea!! but hey, what\u2019s the first thing people try to change after cloning, layout, copy, or interactions, and where do non-coders usually get stuck once they move past the \u201cwow, it looks right\u201d moment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good product \ud83d\ude00 <\/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\">@aashu0148 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how <a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">JDoodle.ai<\/a> makes full\u2011stack app building truly accessible for non\u2011coders.\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks Zeiki.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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.. very cool product \ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thanks Marios<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Why only React? It would be a major selling feature (for me at least) to offer alternatives to React. I could use free and better services that offer the same as currently available.<\/div>\n<div class=\"comment-actions\">\n<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\/@mackenzie_carr_mackie_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mackenzie_carr_mackie_<\/a> React because most LLMs perform better with that. Which alternative are you looking for?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">URL\/screenshot-to-site products often fail on crawling, dynamic SPAs, or protected pages\u2014how do you handle failures so users don\u2019t waste time\/credits, and what did you learn about the most common failure modes from early users?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks, Curious. In our testing, dynamic sites work, but the problem is protected pages; unfortunately, we can’t do much about them. The user can upload a screenshot of the protected pages and ask the AI to build something similar. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product, what kind of hosting setup does JDoodle provide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eric_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_nodeops<\/a> Thanks Eric, all Frontend, backend and DB hosted by us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome, I\u2019ve built a lot of websites, and I strongly believe each one should feel unique and tailored to its purpose.<\/p>\n<\/p>\n<p>There have been so many times when I wanted to pull specific elements from different websites to use in something I\u2019m working on. But instead, I\u2019d find myself digging through component libraries, trying to find something \u201cclose enough,\u201d and then spending time customizing it to match my vision.<\/p>\n<\/p>\n<p>This streamlines that entire process. Being able to mix and match existing design elements without all the searching and rework will be a huge time-saver and lead to better results.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a> Thanks Jake, you can just upload the screenshot of what you like, <a href=\"https:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">JDoodle.ai<\/a> will integrate a similar component to the site. Let me know how you go with this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team!! <\/p>\n<\/p>\n<p>Are you leveraging a custom multi-agent setup, specific LLMs\/fine-tunes, or something like React\/Node for runtime previews? Super curious about how the free bug fixes work without charging credits, that’s a killer feature!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thanks, Catherine. It is a multi-agent system with multiple LLMs. This uses React frontend and Python backend. The agent not only develops the app but also tests it before showing the preview to the user. When testing, it identifies most technical issues and fixes them for free. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it also adapt layouts for mobile and different screen sizes automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@abod_rehman Thanks Abdul. Yes, it does.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 integrates databases, hosting, and AI debugging, promising to cover the entire journey from development to deployment on a single platform. In practice, is the end-to-end process truly seamless\u2014from writing front-end code to connecting back-end services and finally publishing to production? Or are there still breakpoints that require platform jumps or manual configurations in between?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@seeu_dazee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seeu_dazee<\/a> Hi Chen, the whole idea is to make the end-to-end process so simple, so non-technical users also can use it. No need to jump between platforms, you can develop and host in single platform. Please give a try and share your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>built-in database is a big plus for a “vibe” builder. can i easily swap it out for something like supabase later if i need to scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> yes Sameet, it comes with a backend, so you can switch to Supabase. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 checked out <a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">JDoodle.ai<\/a> \u2014 amazing work enabling founders to build apps and pages in minutes with AI congrats on the progress!<\/p>\n<p>One thing I noticed is that the <strong>visual identity (logo + brand design)<\/strong> doesn\u2019t fully reflect the product\u2019s velocity, sophistication, and premium positioning \u2014 especially for users discovering you on Product Hunt or social platforms. This can subtly reduce trust and conversions before people even try the tool.<\/p>\n<p>Would it be helpful if I shared a quick Loom with ideas for elevating <a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">JDoodle.ai<\/a>\u2019s logo & visual identity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nice idea! Where is the generated website hosted, and what\u2019s the default database size included?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@manoj_babu6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manoj_babu6<\/a> Thanks Manoj, Hosted in our own service itself. Just click the “publish” button, all taken care for 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>Cool! Includes database? Pretty powerful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks, Daniel. Yes, it has a built-in backend and database for each project. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI influencer can work, but only if it\u2019s niche-first + workflow-first (e.g., daily shorts for realtors\/fitness coaches) \u2014 \u201cgeneric avatar app\u201d retention is brutal.<\/p>\n<p>I\u2019d bet on deep personalization (voice\/style memory, brand kit, consistent character bible) + 1-click distribution (scripts\u2192video\u2192auto-post + analytics).<\/p>\n<p>What niche + repeatable job-to-be-done are you anchoring on, and how will you prove week-4 retention?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nice idea, but don’t sure about ethical side of cloning someone else work…<\/p>\n<p>It can be problems with copyrights 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikensm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikensm<\/a> Hi Nikita, it’s not about copying others’ work. This will be useful if you have an old site and want to build a new, modern one from it, or you like some design and want to build something inspired by it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PUY33FJB6XMWUE\" class=\"app-title\">PingPolls v1.0<\/a><\/p>\n<div class=\"one-liner\">AI Forms that feel natural, not just conversational.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">159<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PingPolls \u662f\u4e00\u6b3e\u5c06\u4f20\u7edf\u8868\u5355\u8f6c\u5316\u4e3a\u81ea\u7136\u804a\u5929\u754c\u9762\u7684AI\u5de5\u5177\uff0c\u901a\u8fc7\u5bf9\u8bdd\u5f0fUI\u548c\u8bed\u97f3\u8f93\u5165\uff0c\u5728\u7528\u6237\u8c03\u7814\u3001\u53cd\u9988\u6536\u96c6\u7b49\u573a\u666f\u4e2d\u663e\u8457\u63d0\u5347\u586b\u5199\u5b8c\u6210\u7387\u548c\u56de\u7b54\u8d28\u91cf\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u8868\u5355\u67af\u71e5\u3001\u586b\u5199\u7387\u4f4e\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\/27228d21-6c46-4641-8df1-4eb36165ce45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23e6cf8c-075b-4165-ab9f-8bb699e431b8.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\/01d826b3-7a0b-48e9-858d-2ad3d4d5bdbf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pkL41xDZpM4\"><source src=\"https:\/\/youtu.be\/pkL41xDZpM4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8868\u5355\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u8c03\u7814<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">AI\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u4f53\u9a8c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u95ee\u5377<\/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\u804a\u5929\u5f0f\u4ea4\u4e92\u548c\u8bed\u97f3\u8f93\u5165\u80fd\u63d0\u5347\u586b\u5199\u610f\u613f\u4e0e\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8bed\u97f3\u7b14\u8bb0\u662f\u5426\u652f\u6301\u6279\u91cf\u8f6c\u5f55\u4e0e\u539f\u59cb\u97f3\u9891\u5b58\u50a8\u3001\u5206\u652f\u903b\u8f91\u4e0e\u81ea\u9002\u5e94\u6d41\u7a0b\u7684\u5b8c\u5584\u3001\u4e2d\u9014\u9000\u51fa\u662f\u5426\u4fdd\u5b58\u8fdb\u5ea6\u3001\u4ee5\u53ca\u672a\u6765\u96c6\u6210\uff08\u5982Webhook\u3001\u8c37\u6b4c\u8868\u683c\uff09\u548c\u5355\u9898\u5206\u6790\u529f\u80fd\u7684\u89c4\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PingPolls \u7684\u672c\u8d28\u5e76\u975e\u7b80\u5355\u7684UI\u7f8e\u5316\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u6570\u636e\u6536\u96c6\u5e95\u5c42\u903b\u8f91\u7684\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u8868\u5355\u75b2\u52b3\u201d\u8fd9\u4e00\u6838\u5fc3\u75db\u70b9\uff0c\u7528\u9ad8\u4eff\u771f\u7684\u804a\u5929\u73af\u5883\u964d\u4f4e\u7528\u6237\u7684\u8ba4\u77e5\u8d1f\u62c5\u548c\u5fc3\u7406\u95e8\u69db\uff0c\u5176\u4ef7\u503c\u5728\u4e8e\u901a\u8fc7\u63d0\u5347\u53d7\u8bbf\u8005\u4f53\u9a8c\u6765\u53cd\u5411\u4fdd\u8bc1\u6570\u636e\u91c7\u96c6\u7684\u91cf\u548c\u8d28\u3002\u8bed\u97f3\u8f93\u5165\u529f\u80fd\u662f\u5176\u5728\u79fb\u52a8\u573a\u666f\u4e0b\u7684\u5173\u952e\u6d1e\u5bdf\uff0c\u76f4\u51fb\u201c\u61d2\u4e8e\u6253\u5b57\u201d\u7684\u7528\u6237\u60f0\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6df1\u5ea6\u201d\u9762\u4e34\u8003\u9a8c\u3002\u5176\u4e00\uff0cChat\u5f0fUI\u4e0e\u201cCertiscore\u2122\u201d\u79d1\u5b66\u65b9\u6cd5\u7684\u7ed3\u5408\u7565\u663e\u7a81\u5140\u3002\u524d\u8005\u8ffd\u6c42\u81ea\u7136\u968f\u6027\u7684\u5bf9\u8bdd\u6d41\uff0c\u540e\u8005\u4f9d\u8d56\u4e25\u8c28\u7684\u5bf9\u6bd4\u548c\u53cd\u5e94\u65f6\u95f4\u6570\u636e\uff0c\u4e24\u79cd\u4f53\u9a8c\u5982\u4f55\u5728\u7528\u6237\u65e0\u611f\u4e2d\u65e0\u7f1d\u878d\u5408\uff0c\u800c\u975e\u9020\u6210\u4f53\u9a8c\u5272\u88c2\uff0c\u662f\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u7684\u5de8\u5927\u6311\u6218\u3002\u5176\u4e8c\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5728\u529f\u80fd\u4f18\u5148\u7ea7\u4e0a\u5b58\u5728\u6447\u6446\uff08\u5982\u66fe\u79fb\u9664\u4e0eAI\u6f84\u6e05\u95ee\u9898\u7684\u529f\u80fd\uff09\uff0c\u4e14\u5f53\u524d\u8bed\u97f3\u5904\u7406\u3001\u5206\u652f\u903b\u8f91\u7b49\u57fa\u7840\u8bbe\u65bd\u4ecd\u663e\u7a1a\u5ae9\uff0c\u8fd9\u4e0e\u5176\u60f3\u8981\u670d\u52a1\u7684\u3001\u9700\u8981\u201c\u5feb\u901f\u83b7\u53d6\u4fe1\u53f7\u201d\u7684\u4e25\u8083\u521b\u65b0\u8005\u548c\u56e2\u961f\u4e4b\u95f4\u5b58\u5728\u4e00\u5b9a\u5dee\u8ddd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u804a\u5929\u5f62\u5f0f\u201d\uff0c\u800c\u5728\u4e8e\u540e\u7eed\u7684\u201cAsk AI\u201d\u5982\u4f55\u5c06\u6536\u96c6\u5230\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5c24\u5176\u662f\u8bed\u97f3\uff09\u8f6c\u5316\u4e3a\u771f\u6b63\u53ef\u884c\u52a8\u7684\u6d1e\u5bdf\u3002\u5982\u679c\u5176AI\u5206\u6790\u4ec5\u505c\u7559\u5728\u8868\u9762\u603b\u7ed3\uff0c\u800c\u65e0\u6cd5\u4e0e\u72ec\u7279\u7684\u4ea4\u4e92\u6570\u636e\uff08\u5982\u914d\u5bf9\u9009\u62e9\u65f6\u7684\u72b9\u8c6b\u65f6\u95f4\uff09\u6df1\u5ea6\u878d\u5408\uff0c\u90a3\u4e48\u5b83\u6700\u7ec8\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u201c\u66f4\u53cb\u597d\u7684Typeform\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u51b3\u7b56\u667a\u80fd\u5de5\u5177\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u8da3\u5473\u6027\u524d\u7aef\u201d\u4e0e\u201c\u4e25\u8c28\u6027\u540e\u7aef\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PingPolls v1.0<\/span>\n <\/div>\n<div class=\"comment-content\">Forms feel like paperwork. PingPolls makes them feel like a chat. We replaced stiff inputs with a natural messaging UI and AI voice notes to boost response rates. Includes Certiscore\u2122 for deep preference analysis and ‘Ask AI’ to chat with your results instead of reading spreadsheets.<\/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>We are back! It is Azvya and Potato here. Since our last launch, we have been heads-down building, breaking things, and rebuilding.<\/p>\n<p>Here’s the truth: we realized that making forms ‘pretty’ or ‘simple’ wasn’t enough. Even a pretty form still feels like paperwork.<\/p>\n<p>We decided to scrap the old approach. We wanted data collection to feel like chatting with a friend on WhatsApp, not filing a tax return.<\/p>\n<p>So, here is what PingPolls v1.0 is all about:<\/p>\n<p>1. It is a chat, not a form. We adopted the chat-style UI of LLMs and messaging apps. It feels natural, lowers cognitive load, and actually gets people to finish their sentences.<\/p>\n<p>2. Voice is the new text. Typing on mobile sucks. We added AI voice note inputs so your users can just talk to you.<\/p>\n<p>3. Stop reading spreadsheets. We integrated AI features that help you decide, not just collect data. You can now literally ‘Ask AI’ questions about your results to find patterns instantly.<\/p>\n<p>4. The Certiscore\u2122 method. We kept the math that made us special. Our pairwise comparison and reaction-time logic (Certiscore\u2122) is still running under the hood to give you certainty, not just noise.<\/p>\n<p>We are building this for innovators, indie makers, and teams who need signals fast.<\/p>\n<p>We would love for you to try it out. Break it, test the voice notes, and tell us what you hate. We are building this together with you, so every piece of feedback helps us shape the next sprint.<\/p>\n<p>Let us know what you think in the comments! \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Have you seen people use this to get product feedback? Especially with voice notes could be helpful<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! A local private university has used PingPolls to get feedback from their students. We haven’t seen enough people use this to get product feedback, but we’ve definitely optimized PingPolls for that. We’re confident that more users will use this to do market research soon.<\/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>This kills the homework-form vibe. Chat + voice notes feels right. Could get my mom to actually finish. Curious how it handles long answers and skips, and whether Certiscore is explainable. “Ask AI” to sift results sounds handy.<\/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\">@alexcloudstar Haha, you know what? The first person I tested to validate this app was actually my mom \ud83e\udd23 and yeah, she approved!<\/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>For respondents, being able to reply via text or voice feels just like using a social app\u2014ultra-natural, and it drastically eases the pressure of facing a “wall of questions”. I wonder: if a respondent exits midway and reopens the form later, will the chat progress be automatically saved and restored, so they don\u2019t have to start all over again?<\/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\/@seeu_dazee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seeu_dazee<\/a> You’re absolutely right. PingPolls does save each device’s chat progress, so users can exit forms freely and continue answering later. You can check this feature yourself by opening our live example on our landing page!<\/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>voice notes are a huge unlock for feedback people are way too lazy to type long answers on mobile. does the AI transcribe and tag the audio automatically so i don’t have to listen to them all?<\/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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> That’s actually spot on. We store it securely in Cloudflare R2 (S3). The audio files are auto-transcribed through our LLM provider, so the form owners can only read the transcriptions themselves.<\/p>\n<p>I wonder if form owners would require listening directly to the audio files, though. While auto-transcript helps surveyors analyze hundreds of data quicker, some research may require listening directly. What do you think?<\/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 particularly like the idea of surfacing an AI bot to the user to help them fill in the form quickly, especially the voice part could convince me to fill in a form that I usually might not. I’m wondering: are all the questions shown at once in the AI mode? To me it would make the most sense if I can answer all the questions in a single voice note.<\/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\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> Hi, thanks for stopping by. Currently, a form’s questions are shown one-by-one to simulate chats people usually see in WhatsApp and ChatGPT, and each voice note can only answer one open-ended question with a long paragraph answer. For other types of questions, like multiple choice or rankings, users tap\/click buttons instead.<\/p>\n<p>We had an idea to answer multiple questions with a voice note, but we prioritized other features instead and only implemented voice notes on long paragraph answer questions, which we thought was the type of question that definitely needed an easier and quicker way of answering. We may reconsider this if it’s highly requested.<\/p>\n<p>There’s a live example over on our landing page where you can try filling one of our example surveys. Please check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This app is so cute, ahah great launch to you guys! <\/p>\n<p>How’s the backend handling voice processing\/transcription (e.g., which STT provider or models are you using?) and how are you managing branching logic\/adaptive questions in the chat flow?<\/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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thanks Catherine! yeah we ended up choosing Neo Brutalism in this case \ud83d\ude01<\/p>\n<\/p>\n<p>For voice processing, we’re using gemini for now. it works well for our current needs, but we’re likely to move to openai whisper in the future since it handles expressions and different speech speeds more reliably.<\/p>\n<\/p>\n<p>For branching logic, at the moment we use a drag-and-drop logic editor that you can configure in the branch settings while building the form. It’s functional but definitely an area we want to improve, especially to make adaptive flows more expressive and easier to reason about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how PingPolls turns \u201cform fatigue\u201d into chat\u2011native, insight\u2011rich surveys that people actually finish.<\/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>PingPolls\u2019 \u201cchat-first form + voice notes\u201d + Certiscore\u2122 (pairwise + reaction-time) is a smart way to reduce drop-off while still getting signal. How are you handling voice notes\u2014streaming ASR with timestamps, or batch transcription\u2014and do you store raw audio or only derived text? We dealt with similar \u201cqual + quant\u201d collection at scale and the data model matters more than the UI. Roadmap-wise, are you adding webhooks\/CRM exports + per-question analytics? \ud83d\udc4f<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> thanks, appreciate that \ud83d\udc4f<\/p>\n<\/p>\n<p>Right now we transcribe each voice note directly into raw text. even though our llm provider supports ASR timestamps, we intentionally skip them for now to keep things easy to read, since voice notes are mainly used inside paragraph-type inputs rather than as standalone audio data.<\/p>\n<\/p>\n<p>For the current sprint (around the next 2 weeks), we’re trying to squeeze in the two most requested integrations first: google sheets and webhooks. moving pretty fast on that front hehe.<\/p>\n<\/p>\n<p>Also curious, when you say per-question analytics, what kind of metrics are you referring 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The most playful design I have ever seen lately. It should be a part of some meetups, conferences and hackathons for spare time. \ud83d\ude42 <\/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\">@busmark_w_nika Glad you like it! We went with a Neo-Brutalism design because I found it helps me focus more on clear actions and usability. Taking it to a meetup sounds like a great next step. I’m definitely open to that \ud83d\ude2f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is nice. one useful use case, which I’m not sure yet if its supported, is that I don’t have to answer a form question immediately and I can chat with AI back and fourth to understand what the question is about more accurately if there is some confusion in it.<\/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\">@obadakhalili thanks man, we used to have this feature previously but we decided to remove it for this launch because Im still not sure if that needed or not. we might reconsider it in our next iteration \ud83d\ude05\ud83d\ude05<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is pretty fun, most forms just have the same look and feel – I’m curious if you notice a better more honest quality of answers by changing the design of the forms? Was a lack of honest or in depth answers a problem you’ve noticed before that you are attempting to address? <\/p>\n<p>I’ve saved this project to my collections to use in the future when I’m ready to create my next form. <\/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>This innovative format will likely work wonderfully for younger or tech-savvy audiences. For a broader or older user base, will they need additional guidance or instructions to adapt to this “form that doesn\u2019t look like a form”? As a creator, how should I explain how to use it to my own users?<\/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>Certiscore sounds like the boss fight of data science. But in a good way \ud83d\ude00<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks brother, we’re experimenting with this approach, taking the “this or that” format people usually see on tiktok or reels and bringing it to the next level in a more scientific way<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You\u2019ve definitely made creating and filling out forma a lot more enjoyable and fun! – Love the playful branding as well @azvyae \ud83c\udfd3<\/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\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a> Thanks a lot, asad! really appreciate the kind words \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone is already using Typeform\/Tally\/Jotform\/Google Forms, what\u2019s the strongest \u201cswitching trigger\u201d you\u2019ve seen in practice\u2014pricing, mobile drop-off, richer qualitative input, Certiscore\u2122 certainty, or AI insights\u2014and what does the migration path look like?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/C5TFYLOJIB2FI2\" class=\"app-title\">Screentell<\/a><\/p>\n<div class=\"one-liner\">A in-browser screen recorder featuring cinematic 3D effects<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">149<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u5b89\u88c5\u7684\u6d4f\u89c8\u5668\u5185\u5c4f\u5e55\u5f55\u5236\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u952e\u6dfb\u52a0\u7535\u5f71\u7ea73D\u955c\u5934\u6548\u679c\u548c\u6807\u6ce8\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5236\u4f5c\u4ea7\u54c1\u6f14\u793a\u3001\u6559\u7a0b\u89c6\u9891\u65f6\uff0c\u9700\u8981\u8de8\u591a\u4e2a\u590d\u6742\u8f6f\u4ef6\u624d\u80fd\u5b9e\u73b0\u4e13\u4e1a\u6548\u679c\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\/51f4bc28-8e09-4708-9e4a-407c9db4a521.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/438dbd8d-30de-4f9f-bd3d-b03c05a8e343.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f6728fe-09df-442f-9759-fed54130638f.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\/2ba7340e-d703-427f-9547-cea61d95195a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f733cb83-88c8-48bb-8484-cfe22262e6e9.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ef9a3e0-d7db-4f9f-8280-b423424b07c6.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d771387-6617-4442-9f0f-634b8bf56ecb.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\/88f212db-c519-40f8-8190-567a3fa79f73.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\/07d6db9e-7eb3-4aba-9bf9-e40e366e657b.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\/21d2c93a-001c-4202-9b1a-b3d2b9990256.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=RkMF25YEL8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=RkMF25YEL8g\" 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\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u96f6\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">3D\u7279\u6548<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6559\u7a0b\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u96f6\u5b89\u88c5\u201d\u548c3D\u6548\u679c\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u514d\u8d39\u7248\u63d0\u4f9b\u5c11\u91cf\u65e0\u6c34\u5370\u5bfc\u51fa\u4ee5\u4fc3\u8fdb\u4f20\u64ad\u3001\u589e\u52a0\u6a21\u677f\u529f\u80fd\u3001\u4f18\u5316\u4f4e\u7aef\u8bbe\u5907\u6027\u80fd\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u5e76\u63a2\u8ba8\u4e86\u6280\u672f\u5b9e\u73b0\u4e0e\u529f\u80fd\u8def\u7ebf\u56fe\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 Screentell \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u4e13\u4e1a\u8f6f\u4ef6\u201d\u548c\u201c\u7b80\u964b\u5de5\u5177\u201d\u6495\u88c2\u7684\u5e02\u573a\u7f1d\u9699\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u201c\u5728\u6d4f\u89c8\u5668\u91cc\u505a\u5f55\u5c4f\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u7535\u5f71\u7ea7\u201d\u89c6\u89c9\u8bed\u8a00\u7684\u6210\u672c\u964d\u81f3\u8fd1\u4e4e\u4e3a\u96f6\u3002\u901a\u8fc7\u5c06\u590d\u6742\u76843D\u955c\u5934\u8fd0\u52a8\u7b80\u5316\u4e3a\u70b9\u51fb\u5373\u5f97\u7684\u64cd\u4f5c\uff0c\u5b83\u5b9e\u9645\u4e0a\u662f\u5728\u5bf9\u201c\u4e13\u4e1a\u611f\u201d\u8fdb\u884c\u6c11\u4e3b\u5316\u5206\u53d1\uff0c\u8ba9\u4ea7\u54c1\u7ecf\u7406\u3001\u521b\u4f5c\u8005\u4e5f\u80fd\u8f7b\u677e\u751f\u4ea7\u51fa\u5177\u6709\u9ad8\u4fe1\u4efb\u6ea2\u4ef7\u548c\u6ce8\u610f\u529b\u7684\u5185\u5bb9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u9996\u5148\uff0c\u6280\u672f\u5929\u82b1\u677f\u53d7\u5236\u4e8e\u6d4f\u89c8\u5668\u6027\u80fd\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u4f4e\u7aef\u8bbe\u5907\u97f3\u753b\u540c\u6b65\u95ee\u9898\u53ea\u662f\u5f00\u59cb\uff0c\u66f4\u590d\u6742\u7684\u7279\u6548\u4e0e\u5b9e\u65f6\u9884\u89c8\u5bf9Web\u6280\u672f\u7684\u6311\u6218\u5c06\u6301\u7eed\u5b58\u5728\u3002\u5176\u6b21\uff0c\u5176\u201c\u7b80\u5355\u6613\u7528\u201d\u7684\u5b9a\u4f4d\u4e0e\u7528\u6237\u65e5\u76ca\u589e\u957f\u7684\u529f\u80fd\u9700\u6c42\uff08\u5982\u6a21\u677f\u3001\u5149\u6807\u5e73\u6ed1\u3001\u81ea\u52a8\u7ae0\u8282\uff09\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u77db\u76fe\uff0c\u4ea7\u54c1\u5982\u4f55\u5728\u4e0d\u81c3\u80bf\u7684\u524d\u63d0\u4e0b\u4f18\u96c5\u6269\u5c55\uff0c\u5c06\u8003\u9a8c\u56e2\u961f\u7684\u5b9a\u529b\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u201c\u4e13\u4e1a\u611f\u201d\u8f93\u51fa\uff0c\u4f46\u6700\u613f\u4e3a\u6b64\u4ed8\u8d39\u7684B\u7aef\u7528\u6237\uff0c\u5f80\u5f80\u5bf9\u7d20\u6750\u7248\u6743\u3001\u54c1\u724c\u4e00\u81f4\u6027\uff08\u81ea\u5b9a\u4e49\u6a21\u677f\uff09\u6709\u66f4\u9ad8\u8981\u6c42\uff0c\u8fd9\u4e0e\u5176\u76ee\u524d\u8f7b\u91cf\u5316\u7684\u5de5\u5177\u5f62\u6001\u5b58\u5728\u4e00\u5b9a\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cScreentell \u662f\u4e00\u6b21\u51fa\u8272\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u8bc1\u660e\u4e86\u5728\u6d4f\u89c8\u5668\u4e2d\u63d0\u4f9b\u6c89\u6d78\u5f0f\u89c6\u89c9\u53d9\u4e8b\u5de5\u5177\u7684\u53ef\u884c\u6027\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u60ca\u8273\u7684\u201c\u73a9\u5177\u201d\u6210\u957f\u4e3a\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u201c\u751f\u4ea7\u529b\u5e73\u53f0\u201d\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u6838\u5fc3\u4f53\u9a8c\u9b54\u6cd5\u822c\u7b80\u5355\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u6ee1\u8db3\u8fdb\u9636\u5de5\u4f5c\u6d41\u7684\u3001\u575a\u5b9e\u800c\u514b\u5236\u7684\u529f\u80fd\u9aa8\u67b6\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\">Screentell<\/span>\n <\/div>\n<div class=\"comment-content\">Are your product demos looking flat and boring? \ud83e\udd71 Creating studio-quality tutorials usually means juggling heavy software and complex timelines just to get a simple video. Screentell changes that by combining everything into one seamless browser tab. \u2601\ufe0f Zero Install: Runs entirely in browser, cross-platform. \ud83c\udfac Cinematic Polish: Instantly add stunning 3D effects and sticker annotations. \u26a1\ufe0f All-in-One Flow: Simple Record \u2192 Edit \u2192 Export workflow. check more feature details in the comments below.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, Hunters\ud83d\udc4b I\u2019m Shawn, founder of <a href=\"https:\/\/screentell.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Screentell<\/a>.<\/p>\n<p>I\u2019ve been working on a screen recorder I built to solve my own pain points: <a href=\"https:\/\/screentell.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/screentell.com\/<\/a><\/p>\n<p>The idea was to have a simple <strong>record \u2192 edit \u2192 export<\/strong> flow in one place, without juggling multiple tools. It includes<strong> cinematic 3D camera effects<\/strong> and basic <strong>stickers for annotations<\/strong>.<\/p>\n<\/p>\n<blockquote>\n<p><strong>On the <\/strong><a href=\"https:\/\/screentell.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>homepage<\/strong><\/a><strong>, I included a few demo videos that introduce Screentell, and all of them were recorded using Screentell itself.<\/strong> Compared to more common focus zoom effects, I personally feel that 3D focus is much better at grabbing attention and making the demo feel more engaging.<\/p>\n<\/blockquote>\n<p><strong>Everything runs entirely in the browser, so there\u2019s nothing to install and it works cross-platform.<\/strong><\/p>\n<\/p>\n<p>I tried to keep the feature set balanced\u2014covering the essentials without adding too much complexity.<\/p>\n<p>I\u2019ve been using it myself for a while now, and it\u2019s made my recording workflow noticeably smoother.<\/p>\n<p><strong>\ud83d\udc76 Who it\u2019s for (roughly)<\/strong><\/p>\n<p>If you\u2019re:<br \/>recording product demos<br \/>making short tutorials \/ onboarding clips<br \/>creating quick social content around your app or workflow<br \/>\u2026and you don\u2019t want to install heavy software or learn a complex timeline editor, this might be useful.<\/p>\n<p><strong>Feature Details:<\/strong><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e539dab-ba2f-439d-b2f4-25cc1abfd21c.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>If you do screen recordings often, I\u2019d love to know:<\/p>\n<p>What\u2019s the most annoying part of your current workflow?<br \/>What\u2019s the one thing your current tool still doesn\u2019t do well?<\/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\/@shawnhacks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnhacks<\/a> This feels well-positioned for people who care more about communication than production polish. Curious if early users are mostly product teams or solo creators 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice work! the 3d focus effect looks really smooth.<\/p>\n<p>quick question : the free plan says unlimited recordings but exports are watermarked. since there’s no heavy backend processing, costs should be low, right? giving free users 2-3 watermark-free exports per month could drive more organic sharing and naturally convert serious users to pro.<\/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\/@topfuelauto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@topfuelauto<\/a> Thanks for the kind words! Glad you liked the 3D focus effect\u2014I spent quite a bit of time polishing that. \ud83d\ude42<\/p>\n<\/p>\n<p>Regarding the exports: That\u2019s a very solid point. You’re right\u2014allowing a few watermark-free exports could definitely act as a “taster” and boost organic word-of-mouth.<\/p>\n<p>Since I\u2019m still in the early stages of gathering feedback, I\u2019m seriously considering adjusting this. It\u2019s a great way to balance costs and growth. Thanks for the insight!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Really a solid way to make users to stay.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 will be perfect for my YouTube channel! Do you plan on adding templates we can use? It was hard to set everything up myself. It would be nice if we upload our video and it will automatically add all the effects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kenneth_fong3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kenneth_fong3<\/a> That\u2019s fantastic to hear and Thank you so much for the support! Using Screentell for YouTube is exactly the kind of use case I envisioned.<\/p>\n<p>I\u2019m definitely thinking about the best way to handle templates. Since every video is unique, a ‘one-size-fits-all’ template is tricky, but I\u2019ve got two rough ideas that aren\u2019t mature yet:<\/p>\n<ol>\n<li>\n<p><strong>Preset Library:<\/strong> Adding a set of built-in, ready-to-use 3D effects and layouts that you can apply with one click.<\/p>\n<\/li>\n<li>\n<p><strong>Custom Templates:<\/strong> Allowing you to save your own edited effects\/settings as a template so you can reuse your ‘signature look’ across all your videos.<\/p>\n<\/li>\n<\/ol>\n<p>I\u2019m currently gathering specific requirements to prioritize these features. Since you’re a YouTuber, I\u2019d love to hear more: <strong>What\u2019s the one repetitive task that takes you the most time to set up right now?<\/strong><\/p>\n<p>Your feedback will help me shape the roadmap for templates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201crecord \u2192 edit \u2192 export in one browser tab\u201d + cinematic 3D camera moves is a clever differentiator vs the usual zoom\/pan. Are you building the 3D focus in WebGL\/Three.js and compositing with WebCodecs\/Canvas, or exporting via ffmpeg.wasm?<br \/>We dealt with similar browser media pipelines at scale and the real pain was latency + keeping audio\/video sync stable across devices.<br \/>Any plans for auto chapters + cursor smoothing presets? \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> You nailed it! That\u2019s exactly how it works. For exporting, I\u2019m using <strong>mediabunny<\/strong> for a more lightweight transcoding process.<\/p>\n<\/p>\n<p>You\u2019re spot on about the pain points\u2014I\u2019ve noticed that on lower-end devices, keeping <strong>A\/V sync stable<\/strong> can be a challenge. It works like a charm on machines with decent specs, but bridging that gap across all devices is definitely on my radar.<\/p>\n<p>Regarding your feature questions:<\/p>\n<ol>\n<li>\n<p><strong>Cursor smoothing presets:<\/strong> I\u2019m definitely considering this! It\u2019s on the roadmap, though I don\u2019t have a fixed ETA just yet.<\/p>\n<\/li>\n<li>\n<p><strong>Auto chapters:<\/strong> I\u2019d love to hear more about your vision for this. Are you thinking AI-generated based on audio\/content, or something else? I’d appreciate it if you could expand on that!<\/p>\n<\/li>\n<\/ol>\n<p>Currently, I support basic <strong>trimming via handles<\/strong> on the timeline, allowing users to export specific segments multiple times.<\/p>\n<p>Since you’ve handled these pipelines at scale, I\u2019d love to learn more from your experience if you\u2019re open to 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>Running entirely in the browser while keeping that cinematic quality is a massive technical feat. ‘Zero Install’ is a huge selling point for anyone tired of heavy editing software.<\/p>\n<p>Upvoted! Full support from the Dashform team. Let’s keep in touch and help each other grow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@openaigpt5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@openaigpt5<\/a> Thank you so much for the support! \ud83d\ude80<\/p>\n<p>You’re absolutely right\u2014making everything happen in the browser while maintaining that cinematic quality was the biggest challenge. But keeping it “Zero Install” is something I didn’t want to compromise on for the user experience.<\/p>\n<p>Huge thanks to the <strong>Dashform<\/strong> team! Let\u2019s definitely stay in touch and support each other’s growth. \ud83d\udc4a<\/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\">Your core hook is cinematic 3D camera movement rather than the typical 2D zoom\/focus. In practice, when does 3D meaningfully outperform classic zoom (attention, comprehension, conversion), and when is it overkill?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> That\u2019s a brilliant question. You’re right\u2014it\u2019s not just about ‘looking cool,’ it’s about how our brains process movement. <\/p>\n<\/p>\n<p><strong>When 3D outperforms classic 2D zoom:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Spatial Context & Focus:<\/strong> 2D zoom can sometimes feel ‘jarring’ because it abruptly crops the context. 3D movement mimics a natural eye or camera pivot, which helps the viewer maintain a mental map of the interface while their attention is guided.<\/p>\n<\/li>\n<li>\n<p><strong>High-Stakes Conversion:<\/strong> For product launches or landing page demos, 3D adds a ‘premium’ feel that builds trust. It signals that the product is high-quality before the user even tries it.<\/p>\n<\/li>\n<li>\n<p><strong>Complexity Simplification:<\/strong> When explaining a multi-step workflow, the ‘dynamic perspective’ helps break the monotony of a flat screen, keeping the viewer\u2019s attention longer (higher retention).<\/p>\n<\/li>\n<\/ol>\n<p><strong>When is it overkill?<\/strong> It\u2019s definitely overkill for a quick 1:1 bug report or a internal ‘look at this’ memo. In those cases, you want zero friction and maximum speed.<\/p>\n<\/p>\n<p>I built Screentell to bridge the gap. I wanted to give users ‘Studio-level’ output with ‘Quick-memo’ effort. If you need it to be simple, it stays simple; but when you need to impress, the 3D power is right there.<\/p>\n<p>Would love to hear if you\u2019ve found classic 2D zooms lacking in your own workflows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work! How much time did you spent building this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeet_soni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeet_soni<\/a> Thanks! It took me about <strong>one month<\/strong> from the first line of code to this launch.<\/p>\n<p>I actually managed to get the core MVP up and running quite quickly, but the majority of that time was spent <strong>polishing the details<\/strong>\u2014fine-tuning the 3D camera transitions, optimizing the browser-side export, and ensuring the UI felt ‘snappy.’<\/p>\n<p>In my experience, the last 20% of the details always takes 80% of the effort, but it\u2019s what makes the tool feel professional. Glad you noticed the work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a purely web-based application, how dependent is it on network stability? Will the recording and editing experience be severely affected in a weak network environment? Meanwhile, does it perform consistently and stably across different browsers (e.g., Chrome, Safari, Edge)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___019202600911c8682f619bb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___019202600911c8682f619bb<\/a> Great questions!<\/p>\n<p><strong>1. Network Dependency:<\/strong> Screentell is designed to be highly independent. Since the recording and editing processes happen <strong>locally in your browser<\/strong>, it doesn’t rely on your upload speed or network stability while you work. As long as you can load the website, you\u2019re good to go. Even in a weak network environment, your recording and editing experience will remain smooth and lag-free.<\/p>\n<p><strong>2. Browser Compatibility:<\/strong> We\u2019ve conducted extensive testing across all major modern browsers, including <strong>Chrome, Edge, Brave, and Safari<\/strong>.<\/p>\n<p>While it performs stably across the board, we recommend using <strong>Chromium-based browsers (like Chrome or Edge)<\/strong> for the absolute best performance.<\/p>\n<p>It\u2019s effectively a ‘local app’ that lives in your tab. Feel free to give it a try\u2014you’ll find the offline-like responsiveness quite refreshing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is the video quality and clarity of the final export, and can it meet the requirements of professional scenarios (e.g., official websites, product launches)? Are the supported output formats and resolution options sufficient, and can they be easily adapted to different platforms (e.g., social media, document embedding)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ironliuyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ironliuyi<\/a> Great questions! Let me break down the specs to give you a clearer picture of the quality you can expect:<\/p>\n<p><strong>1. Recording & Export Resolution:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Recording:<\/strong> We capture at <strong>Quad HD (2560\u00d71440)<\/strong> to ensure every pixel of your UI is crisp.<\/p>\n<\/li>\n<li>\n<p><strong>Export:<\/strong> You can choose from <strong>480p up to 4K<\/strong>. We provide three quality tiers for bitrates: <strong>High (10Mbps), Medium (6Mbps), and Low (2.5Mbps)<\/strong>. This gives you total control over the balance between file size and professional clarity.<\/p>\n<\/li>\n<\/ul>\n<p><strong>2. Formats & Compatibility:<\/strong> Screentell is highly versatile for different platforms:<\/p>\n<ul>\n<li>\n<p><strong>MP4:<\/strong> Supports <strong>AVC (avc1\/avc3)<\/strong> and <strong>HEVC<\/strong> encoding\u2014perfect for high-end product launches and official sites.<\/p>\n<\/li>\n<li>\n<p><strong>WebM:<\/strong> Supports <strong>VP8 and VP9<\/strong> encoding for web-native performance.<\/p>\n<\/li>\n<li>\n<p><strong>GIF:<\/strong> We also support <strong>GIF export<\/strong>, which is a lifesaver for quick demos on Twitter\/X or GitHub readmes.<\/p>\n<\/li>\n<\/ul>\n<p><strong>3. Pro Scenarios:<\/strong> All the demo videos on our landing page were produced this way. Whether you’re embedding a video into a technical doc or posting a ‘cinematic’ update on social media, the combination of high-bitrate MP4 and our 3D effects makes the output look studio-grade.<\/p>\n<p>I’d love for you to try an export and see the results for yourself. Let me know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 core promise of one-stop recording, editing and exporting is compelling. In practice, is the transition truly seamless from finishing recording to entering the editing interface? Are editing features (e.g., adding 3D effects, stickers) responsive, and is there any lag throughout the entire process?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@seeu_dazee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seeu_dazee<\/a> Great questions! From my own testing and daily use, the transition is very smooth.<\/p>\n<p>Regarding responsiveness: the editing features like 3D effects and stickers feel very snappy. I like to think of it this way\u2014it\u2019s similar to running a 3D game. On a machine with decent specs, the experience is buttery smooth. You might only notice some lag on much older or very low-performance devices where the browser’s hardware acceleration is limited.<\/p>\n<p>But the best way to find out is to give it a spin! I\u2019d love to hear how it performs on your setup. \ud83d\ude80”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/C4MDZ23OFFR6V6\" class=\"app-title\">Reactive Resume v5<\/a><\/p>\n<div class=\"one-liner\">A free and open-source resume builder.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u7b80\u5386\u6784\u5efa\u5de5\u5177\uff0c\u901a\u8fc7\u7b80\u6d01\u7684\u7f16\u8f91\u4f53\u9a8c\u548c\u5f3a\u5927\u7684\u81ea\u5b9a\u4e49\u529f\u80fd\uff0c\u5728\u6c42\u804c\u8005\u9700\u8981\u9ad8\u6548\u521b\u5efa\u3001\u66f4\u65b0\u53ca\u5b89\u5168\u5206\u4eab\u7b80\u5386\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7b80\u5386\u5de5\u5177\u6536\u8d39\u3001\u9690\u79c1\u6cc4\u9732\u548c\u683c\u5f0f\u50f5\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3671e3a2-b8d8-49fc-b266-74cde50d6f9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16f7dba0-35b2-442d-b797-c910f8493467.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e87c47bf-2264-4e7c-b609-17dbe7ab0fac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab664f9b-b75f-4ac0-9a92-699dd4cd096c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52b4df02-30f6-4370-91da-5187d241fd9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dcab43f-f339-4e19-b53f-5336e65b42d9.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\/5aff5407-6539-4c01-a778-3e6ff2383c86.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ikUHQOlT98A\"><source src=\"https:\/\/youtu.be\/ikUHQOlT98A\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">ATS\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u81ea\u4e3b<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u5f00\u6e90\u3001\u514d\u8d39\u53ca\u9690\u79c1\u53cb\u597d\u7684\u7406\u5ff5\uff0c\u5e76\u8ba4\u53ef\u5176\u957f\u671f\u4ef7\u503c\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1aPDF\u5bfc\u51fa\u56e0\u670d\u52a1\u5668\u8d1f\u8f7d\u53ef\u80fd\u5931\u8d25\uff1b\u8be2\u95ee\u73b0\u6709\u7b80\u5386\u89e3\u6790\u3001ATS\u517c\u5bb9\u6027\u53ca\u91cd\u590d\u4f7f\u7528\u7684\u5de5\u4f5c\u6d41\u4f18\u5316\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u6280\u672f\u5b9e\u73b0\u4e0e\u8fd0\u8425\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 Reactive Resume v5\u5c55\u73b0\u4e86\u4e00\u4e2a\u5f00\u6e90\u4e2a\u4eba\u9879\u76ee\u5728\u7406\u60f3\u4e3b\u4e49\u4e0e\u73b0\u5b9e\u7ea6\u675f\u95f4\u7684\u5178\u578b\u5f20\u529b\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5728\u4e00\u4e2a\u9ad8\u5ea6\u5546\u4e1a\u5316\u3001\u5145\u65a5\u7740\u8ba2\u9605\u5236\u548c\u7528\u6237\u6570\u636e\u6316\u6398\u7684\u8d5b\u9053\u4e2d\uff0c\u56fa\u6267\u5730\u5145\u5f53\u4e00\u4e2a\u201c\u5e72\u51c0\u201d\u7684\u66ff\u4ee3\u54c1\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u7528\u6237\u201c\u9ad8\u9891\u521a\u9700\u3001\u4f4e\u9891\u4f7f\u7528\u201d\u4e14\u4f34\u968f\u5f3a\u70c8\u9690\u79c1\u7126\u8651\u7684\u7b80\u5386\u573a\u666f\uff0c\u7528\u5f00\u6e90\u534f\u8bae\u548c\u81ea\u6258\u7ba1\u9009\u9879\u6784\u5efa\u4fe1\u4efb\u57fa\u77f3\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u5bf9\u4e3b\u6d41SaaS\u6a21\u5f0f\u7684\u7280\u5229\u6279\u5224\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u70ed\u5ea6\u63ed\u793a\u7684\u6096\u8bba\u5728\u4e8e\uff1a\u5176\u5021\u5bfc\u7684\u201c\u53bb\u4e2d\u5fc3\u5316\u201d\u81ea\u6258\u7ba1\u7406\u60f3\uff0c\u4e0e\u7edd\u5927\u591a\u6570\u7528\u6237\u5bf9\u201c\u5f00\u7bb1\u5373\u7528\u201d\u514d\u8d39\u670d\u52a1\u7684\u4f9d\u8d56\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u51b2\u7a81\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684PDF\u5bfc\u51fa\u6545\u969c\uff0c\u6b63\u662f\u8fd9\u4e00\u77db\u76fe\u7684\u76f4\u63a5\u4f53\u73b0\u2014\u2014\u5f53\u767e\u4e07\u7ea7\u7528\u6237\u6d8c\u5411\u4e00\u4e2a\u7531\u4e2a\u4eba\u60c5\u6000\u548c\u6709\u9650\u6350\u8d60\u652f\u6491\u7684\u670d\u52a1\u5668\u65f6\uff0c\u670d\u52a1\u7684\u53ef\u9760\u6027\u4fbf\u6210\u4e86\u6700\u8106\u5f31\u7684\u73af\u8282\u3002\u5f00\u53d1\u8005\u5766\u8bda\u201c\u81ea\u638f\u8170\u5305\u201d\u548c\u201c\u8d44\u6e90\u9965\u6e34\u201d\u7684\u56de\u5e94\uff0c\u6070\u6070\u8bf4\u660e\u4e86\u5728\u62d2\u7edd\u5546\u4e1a\u5316\u7684\u524d\u63d0\u4e0b\uff0c\u89c4\u6a21\u4e0e\u4f53\u9a8c\u96be\u4ee5\u517c\u5f97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u8fed\u4ee3\u903b\u8f91\u503c\u5f97\u73a9\u5473\uff1av5\u7248\u672c\u7740\u91cd\u6539\u5584\u4e86\u7528\u6237\u4f53\u9a8c\u3001\u5b89\u5168\uff082FA\/Passkeys\uff09\u548c\u6587\u6863\uff0c\u751a\u81f3\u8c28\u614e\u5730\u5f15\u5165\u4e86\u201c\u81ea\u5e26\u5bc6\u94a5\u201d\u7684AI\u529f\u80fd\uff0c\u8fd9\u663e\u793a\u51fa\u9879\u76ee\u5728\u4fdd\u6301\u6838\u5fc3\u539f\u5219\u7684\u540c\u65f6\uff0c\u6b63\u8bd5\u56fe\u5411\u66f4\u4e3b\u6d41\u3001\u6613\u7528\u7684\u65b9\u5411\u6f14\u8fdb\uff0c\u4ee5\u6269\u5927\u5176\u5f71\u54cd\u529b\u3002\u4f46\u8d44\u6df1\u7528\u6237\u63d0\u51fa\u7684\u5173\u4e8eATS\u5b89\u5168\u6a21\u5f0f\u3001\u6a21\u677f\u6c99\u7bb1\u53ca\u89c4\u6a21\u5316\u6e32\u67d3\u7ba1\u7ebf\u7b49\u5c16\u9510\u95ee\u9898\uff0c\u5219\u6307\u5411\u4e86\u9879\u76ee\u4ece\u201c\u53ef\u7528\u7684\u5f00\u6e90\u66ff\u4ee3\u54c1\u201d\u8fc8\u5411\u201c\u4e13\u4e1a\u7ea7\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u6240\u9700\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u76ee\u524d\u4f9d\u8d56\u4eba\u5de5\u5ba1\u6838PR\u548c\u6709\u9650\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5728\u89c4\u6a21\u6301\u7eed\u589e\u957f\u4e0b\u5c06\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cReactive Resume v5\u7684\u6210\u529f\uff0c\u662f\u4ef7\u503c\u89c2\u8425\u9500\u7684\u6210\u529f\u3002\u5b83\u8bc1\u660e\u4e86\u5728\u5e02\u573a\u4e2d\u5b58\u5728\u4e00\u7fa4\u5bf9\u9690\u79c1\u3001\u6240\u6709\u6743\u548c\u201c\u514d\u8d39\uff08\u5982\u540c\u81ea\u7531\uff09\u201d\u6709\u5f3a\u70c8\u504f\u597d\u7684\u7528\u6237\u3002\u4f46\u5176\u957f\u671f\u751f\u5b58\u7684\u94a5\u5319\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u529f\u80fd\u7684\u591a\u5be1\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u7eaf\u7cb9\u5f00\u6e90\u201d\u7684\u7406\u60f3\u4e0e\u6784\u5efa\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u3001\u751a\u81f3\u8f7b\u5ea6\u5546\u4e1a\u5316\u7684\u652f\u6301\u4f53\u7cfb\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u4e0d\u81f3\u4e8e\u80cc\u53db\u521d\u5fc3\u7684\u5e73\u8861\u70b9\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6c38\u8fdc\u662f\u4e00\u4e2a\u4ee4\u4eba\u5c0a\u656c\u5374\u53c8\u5076\u5c14\u4ee4\u4eba\u6cae\u4e27\u7684\u201c\u7f8e\u597d\u9879\u76ee\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\">Reactive Resume v5<\/span>\n <\/div>\n<div class=\"comment-content\">A free and open-source resume builder that simplifies the process of creating, updating, and sharing your resume.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Introducing the all-new Reactive Resume v5,<\/strong><\/p>\n<p><strong>the free and open-source resume builder you know and love!<\/strong><\/p>\n<p>This little side project of mine launched all the way back in 2021, at the height of the pandemic, and while I counted it to good timing back then, it wouldn’t have lasted this long if there wasn’t a real need from the community.<\/p>\n<\/p>\n<p>Since then, Reactive Resume has helped almost 1 million users create resumes, helped them get the careers they wanted and helped students jump-start their applications.<\/p>\n<\/p>\n<p>This new version has been in the making for months, I try to get time to work on it whenever there’s a weekend, whenever I can physically pull an all-nighter after work. It’s a culmination of everything I’ve learned over the years, fixing all the bugs and feature requests I’ve gotten through GitHub and my emails.<\/p>\n<\/p>\n<p>For those of you who are unaware of this project, and nor should you be, <strong>Reactive Resume is a free and open-source resume builder<\/strong> that focuses on completely free and untethered access to a tool most people need at some point in their life, without giving up your privacy and money. In a nutshell, it\u2019s just a resume builder, nothing fancy, but no corners have been cut in providing the best user experience possible for the end user.<\/p>\n<\/p>\n<p>Here are some features I thought were worth highlighting:<\/p>\n<ul>\n<li>\n<p><strong>Improved user experience<\/strong>, now easier than ever to keep your resume up-to-date.<\/p>\n<\/li>\n<li>\n<p>Great for <strong>single page or multi-page resumes<\/strong>, or even long-form PDFs.<\/p>\n<\/li>\n<li>\n<p>Easier <strong>self-hosting<\/strong> with examples on how to set it up on your server.<\/p>\n<\/li>\n<li>\n<p>Immensely <strong>better documentation<\/strong>, to help guide users on how to use the project.<\/p>\n<\/li>\n<li>\n<p><strong>There\u2019s some AI in there<\/strong> too, where you bring your own key, no subscriptions or paywalls. There’s also an <strong>agent skill<\/strong> for those who want to try it out on their own.<\/p>\n<\/li>\n<li>\n<p>Improved account security using <strong>2FA or Passkeys<\/strong>, also add your own <strong>OAuth2\/SSO<\/strong> provider (no more SSO tax!).<\/p>\n<\/li>\n<li>\n<p><strong>13 resume templates<\/strong>, and many more to come. If you know React\/Tailwind CSS, it\u2019s very easy to build you own templates as well. Also <strong>supports Custom CSS<\/strong>, so you can make any template look exactly the way you like it to.<\/p>\n<\/li>\n<li>\n<p><strong>Available in multiple languages<\/strong>. If you know a second language and would love to help contribute translations, please head over to the docs to learn more.<\/p>\n<\/li>\n<li>\n<p><strong>Did I mention it\u2019s free?<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>I sincerely hope you enjoy using the brand new edition of Reactive Resume almost as much as I had fun building it. <strong>Head over to <\/strong><a href=\"https:\/\/rxresu.me\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/rxresu.me<\/strong><\/a><strong> and check it out right now.<\/strong><\/p>\n<\/p>\n<p>If you\u2019d like to know more about the app, head over to the <strong>docs at <\/strong><a href=\"https:\/\/docs.rxresu.me\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/docs.rxresu.me\/<\/strong><\/a><strong> <\/strong>or if you\u2019d like to take a peek at the code, the <strong>GitHub Repository is at <\/strong><a href=\"https:\/\/github.com\/amruthpillai\/reactive-resume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/github.com\/amruthpillai\/reactive-resume<\/strong><\/a>.<\/p>\n<\/p>\n<p><strong><em>Note:<\/em><\/strong> I do expect a lot of traffic on launch day and I don\u2019t have the most powerful of servers, so if the app is slow or doesn\u2019t load for you right now, please check back in later or the next day.<\/p>\n<\/p>\n<p>Thank you for coming to my TED Talk.<\/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\/@amruthpillai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amruthpillai<\/a> This is a rare example of open source done with real empathy for users. A resume is something people need at high-stress moments, and building a tool that\u2019s free, private, self-hostable, and thoughtfully designed actually matters. Huge respect for sticking with it over the years, listening to feedback, and shipping a v5 that reflects real learning, not just feature creep.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Can it scrape existing pdf or linkedin resume?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> yes, it can. You just have to add your preferred AI API key (stored locally) and you can leverage LLMs to read through the PDFs\/DOCXs to parse them into the desired format.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 seeing open-source solutions in this space. Making professional resume building free and accessible is a huge service to the community.<\/p>\n<p>Upvoted! Full support from the Dashform team. Let’s keep in touch and help each other grow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Resumes are rarely one-and-done: people tailor per job, maintain multiple versions, and sometimes need different export formats for different application portals. What does an \u201cideal\u201d repeat workflow look like in Reactive Resume v5 (versioning, variants, sharing links, exports), and where do you still see friction?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> From a user side, having variants and shareable links already covers most real needs.<\/p>\n<p>Versioning always gets tricky, but keeping things simple usually beats over-engineered workflows, especially for resumes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 there! I have been very satisfied with XResume and have prepared many CVs using this platform. However, currently I am unable to download my resume as a PDF. The system gives an error during the PDF export process. I hope this issue can be resolved soon, as the platform is otherwise very useful and reliable. Can you help me please<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kawthar_dogan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kawthar_dogan<\/a> it’s because of excessive traffic and load on the server. It’s important to keep in mind that this is a free, not for profit project, and the only way for sustained reliability is the project is sponsored by someone or some company that believes in the same vision of career opportunities for all. At the moment, we’re not there yet, so apologies for the errors.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@amruthpillai \u2014 Hitting ~1M users on an OSS resume builder is awesome; the scale pain is PDF rendering consistency + template safety (no layout drift) while keeping privacy-first defaults.<\/p>\n<p>Best-practice: server-side queue for exports (idempotent jobs) + deterministic render pipeline (Playwright\/Puppeteer) + strict template schema + automated visual-regression on every template change.<\/p>\n<p>Open Q: are you planning an ATS-safe mode (fonts\/spacing\/semantic sections) and how do you sandbox community templates\/custom CSS to prevent injection in shared resumes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Scale is a huge issue for sure. I pay out of pocket for some of the infrastructure and sometimes it’s subsidised by the donations the project gets through Open Collective, but it can get difficult to consistently render PDFs through Chrome. It’s very resource hungry.<\/p>\n<\/p>\n<p>As for ATS safe, some templates are already optimized for ATS. I let the user know through labels on the templates. And as for community templates, there haven’t been much so far, but I go through PRs manually to ensure there’s no funny business going on. Custom CSS is completely sanitized and stripped of any external loading, so it’s safe to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/BXTSEOU22244RX\" class=\"app-title\">HeyTraders<\/a><\/p>\n<div class=\"one-liner\">Personal AI quant research & backtest with natural language<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u52a0\u5bc6\u8d27\u5e01\u5e02\u573a\u7684\u4e2a\u4ebaAI\u91cf\u5316\u5de5\u5177\uff0c\u5141\u8bb8\u7528\u6237\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4ea4\u6613\u7b56\u7565\u5e76\u8fdb\u884c\u5373\u65f6\u56de\u6d4b\uff0c\u89e3\u51b3\u4e86\u72ec\u7acb\u4ea4\u6613\u8005\u7f3a\u4e4f\u4e13\u4e1a\u91cf\u5316\u57fa\u7840\u8bbe\u65bd\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\/b536124e-9382-4889-963b-8574f0101f97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd9f9650-77a3-46aa-93f8-5175f52db78c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33d11584-cfa1-48b7-9748-e443f3e58593.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e0ade76-d279-4b43-a9b3-bb6aac568ce1.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\/232c16e8-2ea3-4747-8261-93baa2a1c5f4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TadgovW1LFw\"><source src=\"https:\/\/youtu.be\/TadgovW1LFw\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Cryptocurrency<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u91cf\u5316\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7b56\u7565\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u56de\u6d4b\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6295\u8d44\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u4ea4\u6613\u4fe1\u53f7<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u7b56\u7565\u9a8c\u8bc1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u4ea7\u54c1\u8def\u7ebf\u56fe\uff08\u81ea\u52a8\u6267\u884c\u3001\u79fb\u52a8\u7aef\uff09\u3001\u56de\u6d4b\u771f\u5b9e\u6027\uff08\u624b\u7eed\u8d39\u3001\u6ed1\u70b9\u6a21\u62df\u3001\u9632\u672a\u6765\u51fd\u6570\uff09\u548c\u6570\u636e\u5b89\u5168\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u6280\u672f\u7ec6\u8282\u4e0e\u89c4\u5212\uff0c\u4f53\u73b0\u4e86\u5bf9\u4e13\u4e1a\u6027\u8d28\u7591\u7684\u91cd\u89c6\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 HeyTraders\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u975e\u521b\u9020\u65b0\u7684AI\u4ea4\u6613\u5723\u676f\uff0c\u800c\u662f\u5c06AI\u964d\u683c\u4e3a\u201c\u7ffb\u8bd1\u5668\u201d\u548c\u201c\u6548\u7387\u5de5\u5177\u201d\uff0c\u8fd9\u6216\u8bb8\u662f\u5b83\u6700\u6e05\u9192\u7684\u4ef7\u503c\u5b9a\u4f4d\u3002\u5b83\u7784\u51c6\u7684\u75db\u70b9\u771f\u5b9e\u800c\u5c16\u9510\uff1a\u6709\u60f3\u6cd5\u7684\u72ec\u7acb\u4ea4\u6613\u8005\u88ab\u56f0\u5728\u6570\u636e\u5de5\u7a0b\u548c\u57fa\u7840\u8bbe\u65bd\u7684\u6ce5\u6f6d\u4e2d\u3002\u4ea7\u54c1\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u964d\u4f4e\u7b56\u7565\u6784\u5efa\u95e8\u69db\uff0c\u5176\u771f\u6b63\u58c1\u5792\u5728\u4e8e\u521b\u59cb\u4eba\u58f0\u79f0\u7684\u201c\u786e\u5b9a\u6027\u534f\u8bae\u201d\u2014\u2014\u5c06\u6a21\u7cca\u7684\u6307\u4ee4\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u3001\u65e0\u672a\u6765\u51fd\u6570\u7684\u56de\u6d4b\u4ee3\u7801\uff0c\u8fd9\u8bd5\u56fe\u5f25\u5408LLM\u7684\u968f\u673a\u6027\u4e0e\u91d1\u878d\u4ea4\u6613\u6240\u9700\u7684\u7edd\u5bf9\u7cbe\u786e\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u76f4\u6307\u6240\u6709\u91cf\u5316\u5de5\u5177\u7684\u547d\u95e8\uff1a\u56de\u6d4b\u7684\u201c\u73a9\u5177\u6027\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6ed1\u70b9\u3001\u624b\u7eed\u8d39\u3001\u8ba2\u5355\u7c3f\u6df1\u5ea6\u7684\u63d0\u95ee\uff0c\u63ed\u793a\u4e86\u4e13\u4e1a\u7528\u6237\u5bf9\u201c\u5e72\u51c0\u201d\u56de\u6d4b\u7684\u4e0d\u4fe1\u4efb\u3002\u56e2\u961f\u5bf9\u6b64\u6709\u8ba4\u77e5\uff0c\u7ed9\u51fa\u4e86\u4ece\u56fa\u5b9a\u6210\u672c\u53c2\u6570\u5230\u672a\u6765\u8ba2\u5355\u7c3f\u6a21\u62df\u7684\u8def\u7ebf\u56fe\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u6267\u884c\u3002\u53e6\u4e00\u4e2a\u6f5c\u5728\u98ce\u9669\u5728\u4e8e\u5176\u201c\u52a0\u5bc6\u8d27\u5e01\u4f18\u5148\u201d\u7684\u7b56\u7565\u3002\u52a0\u5bc6\u5e02\u573a\u9ad8\u6ce2\u52a8\u3001\u77ed\u5386\u53f2\u3001\u53d7\u53d9\u4e8b\u9a71\u52a8\u7b49\u7279\u6027\uff0c\u4f7f\u5f97\u4efb\u4f55\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u7684\u56de\u6d4b\u5916\u63a8\u98ce\u9669\u9661\u589e\uff0c\u8fd9\u4e0e\u4ea7\u54c1\u5f3a\u8c03\u7684\u201c\u6570\u636e\u9a71\u52a8\u4fe1\u5fc3\u201d\u5b58\u5728\u5185\u5728\u5f20\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5176\u6784\u60f3\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u7b56\u7565\u5e02\u573a\u4e0e\u7ec4\u5408\u7ba1\u7406\u5e73\u53f0\uff0c\u613f\u666f\u5b8f\u5927\u3002\u4f46\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e13\u4e1a\u7684\u7b56\u7565\u539f\u578b\u9a8c\u8bc1\u52a0\u901f\u5668\u3002\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u662f\u5426\u66f4\u201c\u667a\u80fd\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u91cf\u5316\u5f15\u64ce\u662f\u5426\u8db3\u591f\u201c\u900f\u660e\u201d\u548c\u201c\u4e25\u8c28\u201d\uff0c\u4ee5\u8d62\u5f97\u82db\u523b\u4ea4\u6613\u8005\u7684\u6280\u672f\u4fe1\u4efb\u3002\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u201c\u963f\u5c14\u6cd5\u201d\uff0c\u800c\u662f\u751f\u6210\u548c\u9a8c\u8bc1\u963f\u5c14\u6cd5\u7684\u201c\u65f6\u95f4\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\">HeyTraders<\/span>\n <\/div>\n<div class=\"comment-content\">HeyTraders is a Personal AI Quant for crypto markets that translates natural language into verifiable trading strategies. Stop trading based on gut feelings and complex charts. Just talk to our agent to research trends, verify ideas with instant backtesting, and get data-driven confidence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Hunters! \ud83d\udc4b I\u2019m Soonbeom, founder of HeyTraders.<\/p>\n<p>The Story: I previously worked as a quantitative researcher at a crypto trading firm. Back then, I could focus on finding alpha because a dedicated engineering team handled the data and infrastructure.<\/p>\n<p>But when I tried to trade my own strategies as an independent quant, I hit a wall. I spent 90% of my time building data pipelines and backtesting engines from scratch, and only 10% on actual trading. I realized: “Retail traders don’t lack ideas. They lack the infrastructure.”<\/p>\n<p>The Solution: That\u2019s why I built HeyTraders. It\u2019s a Personal AI Quant that integrates research, backtesting, and validation into one conversation.<\/p>\n<p>What you can do right now (MVP):<\/p>\n<p>\ud83d\udd0d Ask Anything: “Why is Bitcoin moving today?” Our agent summarizes the key drivers.<\/p>\n<p>\ud83d\udcca Verify Your Ideas: Just describe your strategy in plain English (e.g., “Buy ETH if RSI < 30”). We run the backtest and show you the win rate in seconds.<\/p>\n<p>Roadmap (Coming Soon): \ud83d\udea7 Automated Execution: Currently, we provide the trade signals and validation. Direct broker connection for auto-execution is our next priority.<\/p>\n<\/p>\n<p>\ud83d\udcf1 Mobile App: To receive real-time push notifications for the signals generated by your agent, download the app here<\/p>\n<p>\u2022 iOS: <a href=\"https:\/\/apps.apple.com\/app\/id6754526355\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/app\/id6754526355<\/a><\/p>\n<p>\u2022 Android: <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=com.heytraders.mobile\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/play.google.com\/store\/apps\/details?id=com.heytraders.mobile<\/a><\/p>\n<p>Note: Your chat and strategies are fully encrypted and we never train on your data unless you opt-in.<\/p>\n<p>I\u2019d love your feedback: For those trading solo\u2014what is the biggest pain point in trading crypto?<\/p>\n<p>Thanks for checking us out! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soonbeomhong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soonbeomhong<\/a> Cool product! Quick question: can the agents do <strong>real trading<\/strong>, or is it signal-only for now?<\/p>\n<p>When auto-execution is live, will the agent trade using the <strong>tested strategy while factoring in recent news<\/strong> as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><strong>[UPDATE: \ud83d\udea8 Live Support]<\/strong><\/p>\n<p>We are experiencing high traffic and shipping hotfixes in real-time! \ud83d\udc68\u200d\ud83d\udcbb <\/p>\n<\/p>\n<p>I’m fixing bugs as fast as possible.<\/p>\n<\/p>\n<p>If you encounter any issues, join our <strong>Live Telegram Channel<\/strong> for the fastest fix.<\/p>\n<\/p>\n<p>\ud83d\udc49 <strong>Join here:<\/strong> <a href=\"https:\/\/t.me\/heytradersofficial\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/heytradersofficial<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! \ud83d\ude80 Turning natural language into verifiable crypto quant strategies is a powerful unlock for serious traders on PH.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Hey Zeiki, thanks! We believe serious traders should focus on finding Alpha, not fixing bugs. Hope this helps you save time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>instant backtesting is great, but slippage is the real killer in crypto. does the simulation engine account for exchange fees and liquidity, or is it just raw price data?<\/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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Thanks Samet, Great point. A backtest without friction costs is just a fantasy.<\/p>\n<p>You are absolutely right. Here is how we handle it:<\/p>\n<\/p>\n<ul>\n<li>\n<p>Currently: We set 5bps for exchange fees and an additional 5bps for slippage, but you can adjust these individually.<\/p>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<p>Roadmap: We are building a full “Real Market Mock” engine using orderbook snapshots. This will allow us to accurately simulate:<\/p>\n<ol>\n<li>\n<p>Fee Dynamics: Distinguishing between Taker Fees (Market Orders) and Maker Fees (Limit Orders).<\/p>\n<\/li>\n<li>\n<p>Execution Logic: Calculating precise slippage based on order book depth vs. fill probability for limit orders.<\/p>\n<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<p>Thanks for highlighting this\u2014getting the simulation right is our top priority!<\/p>\n<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of traders don\u2019t trust backtests because of hidden assumptions (fees, slippage, bar-close fills, lookahead\/repainting). What specific design choices make a HeyTraders backtest *verifiable*, and what do you expose so a skeptical user can audit results rather than trust an equity curve?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <strong>This touches the core challenge of any quantitative analysis.<\/strong><\/p>\n<p>You are absolutely right. Many traders get tricked by perfect backtests. Here is how we handle those specific assumptions:<\/p>\n<\/p>\n<p><strong>1. Handling the Assumptions<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Fees & Slippage:<\/strong> We apply fees and slippages default to 5bps (0.05%) to be conservative, but this is fully configurable. We also plan to integrate <strong>Orderbook depth replay<\/strong> later for realistic impact simulation.<\/p>\n<\/li>\n<li>\n<p><strong>Execution (Bar-close):<\/strong> If a signal is generated based on bar-close data, we strictly execute at the Next Open. We never assume you can fill at the closing price of the signal candle.<\/p>\n<\/li>\n<li>\n<p><strong>Lookahead\/Repainting:<\/strong> Our engine strictly enforces time-series separation. The strategy logic only sees data <strong>up to time T<\/strong>, making lookahead or repainting impossible by design.<\/p>\n<\/li>\n<\/ul>\n<p><strong>2. How to Audit (Why you can trust the curve)<\/strong><\/p>\n<ul>\n<li>\n<p>You can trust the backtest by <strong>trade history<\/strong>. On backtest detail page, you can click the chart to inspect every single trade entry\/exit on the candle. You can visually verify exactly where the bot bought and sold relative to the price action.<\/p>\n<\/li>\n<\/ul>\n<p>—<br \/>And more importantly, there are other major reasons<strong> why traders distrust AI Trading and backtesting.<\/strong> Here is how we address those specific fears:<\/p>\n<ul>\n<li>\n<p><strong>Deterministic Protocol:<\/strong> LLMs are probabilistic, but trading must be precise. Our AI acts as a <strong>translator<\/strong>, not a creator. It converts your natural language logic into <strong>deterministic<\/strong> <strong>execution logic.<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Trust Pipeline:<\/strong> We know backtesting is just a simulation and often fails in live markets. That is why we structured our flow as a verification pipeline: <strong>Backtest (Past check) \u2192 Live Signals (Real-time verification) \u2192 Automated Execution.<\/strong> We encourage you to verify the logic with <strong>Live Signals<\/strong> first. Only when you trust the real-time performance, should you enable automated execution.<\/p>\n<\/li>\n<\/ul>\n<p>Would love to hear your feedback on this approach!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 for the launch. Curious if this is for short-term trading or long-term investing. Does it consider company fundamentals and news?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@liang_tang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liang_tang<\/a> Thanks for the question, Liang.<\/p>\n<\/p>\n<ul>\n<li>\n<p>Fundamentals: Currently, we are crypto-first. While we don’t parse company fundamentals like corporate balance sheets yet, we can handle market fundamentals (News, Narratives, Macro). We plan to expand to Stocks later and integrate company-specific data (Earnings, P\/E).<\/p>\n<\/li>\n<li>\n<p>Time Horizon: The AI is agnostic, but since Crypto has a relatively short history compared to Stocks, it is statistically difficult to validate multi-year investing strategies. Therefore, our current engine works best for short-to-mid-term horizons.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<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>Interesting idea, would love to know if there will be a market for strategies later on, or even combo things together for better risk control<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@david_chen37\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_chen37<\/a> Thanks Siyuan, great ideas.<\/p>\n<\/p>\n<ul>\n<li>\n<p>Marketplace: Yes, we envision an ecosystem where users can monetize proven alphas via a Marketplace and copy trading.<\/p>\n<\/li>\n<li>\n<p>Combos: This is essential for risk management. We are planning a “Portfolio Backtest” feature to analyze correlations between strategies and see how they hedge each other.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey-Hunters! \ud83d\udc4b I’m Minseom, co-founder of HeyTraders.<\/p>\n<\/p>\n<p>While Soonbeom brings the quant expertise, I’ve been focused on making sure your data stays yours.<\/p>\n<\/p>\n<p>Here’s our promise: <\/p>\n<p>Your trading strategies are fully encrypted and stored securely.<\/p>\n<p>We only use system data for stability improvements \u2014 never for training, never sold to third parties.<\/p>\n<p>Your alpha stays your alpha.<\/p>\n<\/p>\n<p>We’re just getting started, and your feedback means everything to us.<\/p>\n<p>Try it out and let us know what you think \u2014 the good, the bad, all of it! \ud83d\ude4f<\/p>\n<\/p>\n<p>Wishing you all a great day ahead! \ud83c\udf1f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OPGEMMAVYQONCG\" class=\"app-title\">Doctective<\/a><\/p>\n<div class=\"one-liner\">Stop Updating Documentation. We Do It Accurately For You.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u76d1\u63a7\u4ee3\u7801\u4ed3\u5e93PR\u81ea\u52a8\u66f4\u65b0\u76f8\u5173\u6587\u6863\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u56e0\u6587\u6863\u8fc7\u65f6\u5bfc\u81f4\u5f00\u53d1\u6548\u7387\u4f4e\u4e0b\u548cAI\u751f\u6210\u9519\u8bef\u4ee3\u7801\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\/3ec11447-47f6-44ea-8860-f4bee854def8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c120bec6-38d3-428f-a42c-758d89f51c1a.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\/07770c66-c78b-4b89-99a3-a115971c34c6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J2Jg39seVd8\"><source src=\"https:\/\/youtu.be\/J2Jg39seVd8\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7ef4\u62a4\u6548\u7387<\/span><br \/>\n <span class=\"tag\">Markdown<\/span><br \/>\n <span class=\"tag\">PR\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">AST\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">DevOps<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u89e3\u51b3\u201c\u6587\u6863\u8fc7\u65f6\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff1a\u5982\u4f55\u786e\u4fdd\u4fee\u6539\u51c6\u786e\u6027\u3001\u652f\u6301\u5e73\u53f0\u3001\u9632\u8bef\u62a5\u673a\u5236\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301VS Code\u63d2\u4ef6\u3002\u521b\u59cb\u4eba\u56de\u5e94\u91c7\u7528AST\u5206\u6790\u3001\u7f6e\u4fe1\u5ea6\u5173\u5361\u548c\u4eba\u5de5\u5ba1\u67e5\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 Doctective \u7784\u51c6\u4e86\u4e00\u4e2a\u53e4\u8001\u4f46\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\u2014\u2014\u6587\u6863\u4e0e\u4ee3\u7801\u7684\u540c\u6b65\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5b89\u88c5\u4e00\u6b21\uff0c\u6c38\u4e45\u8bb0\u5f55\u201d\u76f4\u6307\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u7e41\u7410\u4e14\u5e38\u88ab\u5ffd\u89c6\u7684\u7ef4\u62a4\u6210\u672c\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4ee5\u4ee3\u7801\u53d8\u66f4\u4e3a\u552f\u4e00\u4fe1\u6e90\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6d41\u7a0b\u53cd\u5411\u66f4\u65b0\u6587\u6863\uff0c\u610f\u56fe\u5c06\u6587\u6863\u4ece\u201c\u5199\u540e\u5373\u5f03\u201d\u7684\u9759\u6001\u8d44\u4ea7\u8f6c\u53d8\u4e3a\u6301\u7eed\u96c6\u6210\u7684\u52a8\u6001\u4ea7\u7269\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u81ea\u52a8\u201d\u4e8c\u5b57\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u6df1\u5ea6\u63d0\u95ee\u53ef\u89c1\uff0c\u8d44\u6df1\u7528\u6237\u5173\u5fc3\u7684\u6838\u5fc3\u662f\u201c\u51c6\u786e\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u3002\u4ee3\u7801\u91cd\u6784\u3001\u91cd\u547d\u540d\u7b49\u884c\u4e3a\u662f\u5426\u4f1a\u4ea7\u751f\u5927\u91cf\u9700\u8981\u4eba\u5de5\u7504\u522b\u7684\u566a\u97f3\uff1f\u57fa\u4e8eAST\u6216\u7b26\u53f7\u56fe\u7684\u5206\u6790\u80fd\u5426\u7cbe\u51c6\u7406\u89e3\u5f00\u53d1\u8005\u610f\u56fe\uff0c\u800c\u975e\u8fdb\u884c\u673a\u68b0\u7684\u6587\u672c\u66ff\u6362\uff1f\u4ea7\u54c1\u5c06\u66f4\u65b0\u4ee5\u201c\u4f34\u4fa3PR\u201d\u5f62\u5f0f\u5448\u73b0\uff0c\u4fdd\u7559\u4e86\u6700\u7ec8\u7684\u4eba\u5de5\u5ba1\u67e5\u6743\uff0c\u8fd9\u662f\u52a1\u5b9e\u7684\u7b56\u7565\u3002\u4f46\u8fd9\u6070\u6070\u4e5f\u5f15\u51fa\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6f5c\u5728\u5929\u82b1\u677f\uff1a\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u63d0\u5347\u8d28\u91cf\u7684\u6548\u7387\u5de5\u5177\uff0c\u5176\u4ed8\u8d39\u610f\u613f\u5f80\u5f80\u4f4e\u4e8e\u76f4\u63a5\u521b\u9020\u6536\u5165\u7684\u5de5\u5177\u3002\u5f53\u81ea\u52a8\u5316\u7a0b\u5ea6\u8d8a\u9ad8\uff0c\u7528\u6237\u8d8a\u4f1a\u5c06\u5176\u89c6\u4e3a\u57fa\u7840\u8bbe\u65bd\u5e76\u8981\u6c42\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u53ef\u9760\u6027\uff1b\u800c\u4e00\u65e6\u9700\u8981\u5927\u91cf\u4eba\u5de5\u5e72\u9884\uff0c\u5176\u201c\u81ea\u52a8\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u4fbf\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u523b\u7684\u6d1e\u5bdf\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u201c\u4eba\u201d\u7684\u95ee\u9898\u800c\u4e0d\u4ec5\u662f\u201c\u6280\u672f\u201d\u95ee\u9898\u3002\u6587\u6863\u8fc7\u65f6\u7684\u6839\u6e90\u5e38\u5728\u4e8e\u56e2\u961f\u6587\u5316\u3001\u4f18\u5148\u7ea7\u548c\u6fc0\u52b1\u5236\u5ea6\u3002Doctective \u901a\u8fc7\u6280\u672f\u624b\u6bb5\u5f3a\u5236\u5efa\u7acb\u4e86\u4ece\u4ee3\u7801\u5230\u6587\u6863\u7684\u53cd\u9988\u56de\u8def\uff0c\u662f\u5c06\u6587\u5316\u89c4\u8303\u5199\u5165\u6d41\u7a0b\u7684\u4e00\u6b21\u5c1d\u8bd5\u3002\u5728AI\u7f16\u7801\u52a9\u624b\u5f00\u59cb\u5b66\u4e60\u9648\u65e7\u6587\u6863\u7684\u5f53\u4e0b\uff0c\u5176\u4ef7\u503c\u88ab\u8fdb\u4e00\u6b65\u653e\u5927\u2014\u2014\u5b83\u4e0d\u4ec5\u5728\u7ef4\u62a4\u4eba\u7c7b\u53ef\u8bfb\u7684\u77e5\u8bc6\uff0c\u66f4\u662f\u5728\u51c0\u5316AI\u8bad\u7ec3\u7684\u8bed\u6599\u3002\u80fd\u5426\u8de8\u8d8a\u201c\u6709\u7528\u5de5\u5177\u201d\u5230\u201c\u5f00\u53d1\u5fc5\u9700\u54c1\u201d\u7684\u9e3f\u6c9f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u590d\u6742\u7684\u771f\u5b9e\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u5c55\u73b0\u51fa\u8fdc\u8d85\u4eba\u7c7b\u7ef4\u62a4\u8005\u5e73\u5747\u6c34\u5e73\u7684\u7cbe\u786e\u6027\u4e0e\u4e0a\u4e0b\u6587\u7406\u89e3\u529b\uff0c\u5426\u5219\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u66f4\u65b0\u6587\u6863\u201d\u7684\u8d1f\u62c5\u4ece\u201c\u7f16\u5199\u201d\u8f6c\u79fb\u5230\u4e86\u201c\u5ba1\u67e5\u548c\u4fee\u6b63\u81ea\u52a8\u751f\u6210\u7684PR\u201d\u4e0a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Doctective<\/span>\n <\/div>\n<div class=\"comment-content\">Install once, document forever. Auto-updates all your documentation from your code so they never go stale.<\/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> I built Doctective after wasting one too many hours debugging issues caused by outdated docs. Imagine this: Want to use a new library so you follow the documentation, it doesn’t work, and then you discover the code changed 3 months ago but nobody updated the docs.<\/p>\n<p> The worst part? AI coding assistants are now reading these stale docs too, generating broken code based on outdated information.<\/p>\n<p> So I built something simple: connect your GitHub repo, and Doctective watches every PR. When code changes would break your docs, it tells you and can even open a companion PR with the fixes automatically.<\/p>\n<p> No new tools to learn. No manual doc audits. Just accurate docs that update themselves.<\/p>\n<p> Would love your feedback \u2014 what’s the #1 documentation pain point on your team?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johnnymedhanie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnnymedhanie<\/a> This solves a painfully real problem. Broken docs waste hours, and now they even poison AI-generated code. Watching PRs and auto-updating docs feels obvious in hindsight \u2014 surprised no one shipped this earlier. Nice work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how Doctective keeps docs in lockstep with every code change.<\/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>This is great! Have you also considered the idea of creating a vscode plugin that will update docs alongside the PRs on commit? Like how huskey has precommit checks, this could essentially verify docs are up to date when pushing the code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imamkevin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imamkevin<\/a> Thanks Kevin! I’m glad you mentioned this, just finished working on doing the checks and pushing the changes as commits to the PR. The idea of vscode plugin is really interesting and something I’ll definitely look to integrate with!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When Doctective proposes doc changes, how do you ensure they\u2019re correct and minimally invasive\u2014what guardrails (diff size limits, source-of-truth selection, tests\/build checks, quoting code links) prevent confident but wrong edits from getting merged?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Totally fair question, we classify the code changes deterministically using AST, generate a minimal patch, confidence gates + human review via companion PRs + validation checks => you review the docs patches before merging, and low-confidence changes never make it that 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds super useful. What kind of documentation platforms do you support? Do you need to have the documentation in Markdown files in the same repository?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> Yes, we currently manage markdown files in your Github Repos! we look across all your code and the changes you push and create PRs that automatically fix your docs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Auto-fixing docs on every PR is a huge unlock, but at scale the pain is false positives: refactors, renames, and \u201cbehavior changes\u201d that AST diffs catch, but the human intent in the docs is nuanced.<\/p>\n<p>Best practice is to ground updates in code-symbol provenance (tree-sitter\/LSIF), generate minimal diffs, and run a CI gate that links each doc change to the exact commit and API surface change with an easy approve workflow.<\/p>\n<p>How are you detecting drift today (AST\/symbol graph vs heuristic grep), and can Doctective produce deterministic, reviewable PRs that pin the doc update to a specific commit hash and changelog entry?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> I totally agree with you, especially if you don’t want to have slop as documentation its best to ground doc changes to commits. For doctective we take a multi step approach to determine the type of change, the nuance of the doc and style and ensuring guardrails so we keep docs 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Install once, document forever’ is such a strong promise. As builders, we know how painful maintenance can be, so this is a huge win.<\/p>\n<p>Just dropped an upvote. Best of luck from us at Dashform! Hope we can support each other down the road.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3QS4L72TVNJ47O\" class=\"app-title\">iPhotron<\/a><\/p>\n<div class=\"one-liner\">A macOS Photos\u2013style photo manager for Windows <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>iPhotron\u662f\u4e00\u6b3e\u4e3aWindows\u7528\u6237\u6253\u9020\u7684\u3001\u91c7\u7528\u6587\u4ef6\u5939\u539f\u751f\u4e14\u975e\u7834\u574f\u6027\u7ba1\u7406\u7684macOS Photos\u98ce\u683c\u7167\u7247\u7ba1\u7406\u5668\uff0c\u89e3\u51b3\u4e86Windows\u5e73\u53f0\u7f3a\u4e4f\u4f18\u96c5\u3001\u9ad8\u6548\u4e14\u80fd\u5b8c\u7f8e\u5904\u7406HEIC\/MOV\u52a8\u6001\u7167\u7247\u7684\u672c\u5730\u7167\u7247\u7ba1\u7406\u5de5\u5177\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cceb84ff-9599-4739-bebd-bab3a431e38f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ed08b5c-fd52-4c32-aae8-3dd4f596291a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99a69ec3-9809-4323-912e-7192e18f8ddd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79ed1b23-bffc-4155-aa3b-d0c3418fbebb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/568a6e91-0b06-4be4-8905-ed66dc8ccd50.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\">User Experience<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span><br \/>\n <span class=\"tag\">Photo editing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7167\u7247\u7ba1\u7406\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">Windows\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">macOS\u98ce\u683c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u76f8\u518c<\/span><br \/>\n <span class=\"tag\">\u975e\u7834\u574f\u6027\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">HEIC\/MOV\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u7167\u7247<\/span><br \/>\n <span class=\"tag\">GPU\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5939\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5c06macOS Photos\u7684\u5feb\u901f\u3001\u4f18\u96c5\u4f53\u9a8c\u5e26\u5230Windows\uff0c\u5e76\u89e3\u51b3\u4e86\u52a8\u6001\u7167\u7247\u517c\u5bb9\u6027\u95ee\u9898\u3002\u6709\u8bc4\u8bba\u8005\u597d\u5947\u5f00\u53d1\u8005\u7684\u521b\u4f5c\u52a8\u673a\uff0c\u63a8\u6d4b\u6e90\u4e8e\u5bf9\u73b0\u6709Windows\u7167\u7247\u5e94\u7528\u81c3\u80bf\u6216\u529f\u80fd\u4e0d\u5168\u7684\u5931\u671b\u3002\u53e6\u6709\u7528\u6237\u5206\u4eab\u4e86\u81ea\u5df1\u56e0\u627e\u4e0d\u5230\u7c7b\u4f3c\u8f7b\u91cf\u7ea7\u672c\u5730\u7ba1\u7406\u5de5\u5177\u800c\u5c1d\u8bd5\u81ea\u5efa\u7684\u7ecf\u5386\uff0c\u4fa7\u9762\u5370\u8bc1\u4e86\u5e02\u573a\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 iPhotron\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5e94\u7528\u7684\u8bde\u751f\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51faWindows\u751f\u6001\u5728\u7279\u5b9a\u6d88\u8d39\u7ea7\u5de5\u5177\u9886\u57df\u7684\u957f\u671f\u5931\u4f4d\u3002\u5176\u6807\u699c\u7684\u201cmacOS Photos\u98ce\u683c\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u4e00\u79cd\u6210\u719f\u3001\u4f18\u96c5\u4e14\u4ee5\u7528\u6237\u5185\u5bb9\u4e3a\u4e2d\u5fc3\u7684\u8bbe\u8ba1\u54f2\u5b66\u7684\u79fb\u690d\uff0c\u8fd9\u6070\u6070\u662f\u8bb8\u591aWindows\u539f\u751f\u5e94\u7528\u6240\u5ffd\u89c6\u7684\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\u2014\u2014\u5982\u6587\u4ef6\u5939\u539f\u751f\u3001\u975e\u7834\u574f\u6027\u7ba1\u7406\u3001HEIC\/MOV\u52a8\u6001\u7167\u7247\u652f\u6301\u2014\u2014\u800c\u5728\u4e8e\u5c06\u8fd9\u4e9b\u6280\u672f\u70b9\u65e0\u7f1d\u6574\u5408\u8fdb\u4e00\u4e2a\u5f3a\u8c03\u201c\u6d4f\u89c8\u201d\u4e0e\u201c\u56de\u5fc6\u201d\u800c\u975e\u201c\u6587\u4ef6\u64cd\u4f5c\u201d\u7684\u4f53\u9a8c\u6846\u67b6\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u9c9c\u660e\u3002\u5728\u4e91\u670d\u52a1\u4e0eAI\u7f16\u8f91\u6210\u4e3a\u4e3b\u6d41\u7684\u4eca\u5929\uff0c\u575a\u6301\u201c\u7eaf\u7cb9\u672c\u5730\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5b83\u5438\u5f15\u4e86\u6ce8\u91cd\u9690\u79c1\u4e0e\u6027\u80fd\u7684\u6838\u5fc3\u7528\u6237\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u66f4\u5e7f\u6cdb\u7684\u5927\u4f17\u5e02\u573a\u62f1\u624b\u8ba9\u7ed9\u96c6\u6210\u5ea6\u66f4\u9ad8\u7684\u8c37\u6b4c\u76f8\u518c\u6216Adobe\u751f\u6001\u7cfb\u7edf\u3002GPU\u52a0\u901f\u6d4f\u89c8\u56fa\u7136\u662f\u6027\u80fd\u4eae\u70b9\uff0c\u4f46\u5728\u57fa\u7840\u4f53\u9a8c\u8fbe\u6807\u540e\uff0c\u7528\u6237\u66f4\u6df1\u5c42\u7684\u9700\u6c42\u53ef\u80fd\u662f\u667a\u80fd\u5206\u7c7b\u3001\u4eba\u8138\u8bc6\u522b\u6216\u8de8\u8bbe\u5907\u540c\u6b65\uff0c\u8fd9\u4e9b\u624d\u662f\u6784\u5efa\u62a4\u57ce\u6cb3\u7684\u5173\u952e\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u60c5\u7eea\u4e2d\u5939\u6742\u7740\u201c\u7ec8\u4e8e\u7b49\u5230\u4f60\u201d\u7684\u6b23\u6170\u4e0e\u201c\u4e3a\u4f55\u73b0\u5728\u624d\u6709\u201d\u7684\u8bd8\u95ee\uff0c\u8fd9\u65e2\u662f\u5bf9\u4ea7\u54c1\u7684\u80af\u5b9a\uff0c\u4e5f\u662f\u5bf9Windows\u5e73\u53f0\u957f\u671f\u7f3a\u4e4f\u6b64\u7c7b\u4f18\u8d28\u539f\u751f\u5de5\u5177\u7684\u65e0\u58f0\u6279\u8bc4\u3002\n <\/p>\n<p class=\"ai-content\">\n iPhotron\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8d85\u8d8a\u201c\u98ce\u683c\u6a21\u4eff\u201d\uff0c\u5728Windows\u7684\u571f\u58e4\u4e0a\u627e\u5230\u72ec\u7279\u7684\u751f\u6839\u4e4b\u9053\u3002\u5b83\u9700\u8981\u8bc1\u660e\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6210\u4e3a\u201cWindows\u4e0a\u7684Mac\u5e94\u7528\u201d\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49Windows\u7528\u6237\u7ba1\u7406\u6570\u5b57\u8bb0\u5fc6\u7684\u4f18\u96c5\u65b9\u5f0f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u662f\u6280\u672f\u7231\u597d\u8005\u5708\u5b50\u91cc\u4e00\u4e2a\u53eb\u597d\u4e0d\u53eb\u5ea7\u7684\u7cbe\u81f4\u66ff\u4ee3\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">iPhotron<\/span>\n <\/div>\n<div class=\"comment-content\">A macOS Photos\u2013style photo manager for Windows \u2014 folder-native, non-destructive, with HEIC\/MOV Live Photo, map view, and GPU-accelerated browsing. – OliverZhaohaibin\/iPhotron-LocalPhotoAlbumManager<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how iPhotron brings a fast, folder\u2011native, non\u2011destructive Photos\u2011style experience to Windows users.<\/p>\n<p><\/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\">Hey Haibin, that frustration of wanting something Mac-like on Windows and just not finding it is real. Was there a specific moment where you tried yet another photo app, realized it was either bloated or couldn\u2019t handle Live Photos, and thought fine, I\u2019ll just build it myself?<\/div>\n<div class=\"comment-actions\">\n<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\">As I am rather fond of Live Photos and the minimalist Mac-style photo albums, I found no suitable lightweight Live Photo management software on Windows, nor any light, purely local photo album applications. Consequently, I emulated one using Python and the Qt technology stack.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/FPNZWZSGM776TP\" class=\"app-title\">APX Terminal<\/a><\/p>\n<div class=\"one-liner\">Encrypted terminal and SSH client with built\u2011in AI assistant<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e0a\u4e0b\u6587\u611f\u77e5AI\u52a9\u624b\u7684\u52a0\u5bc6\u7ec8\u7aef\u548cSSH\u5ba2\u6237\u7aef\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u64cd\u4f5c\u672c\u5730\u4e0e\u8fdc\u7a0b\u670d\u52a1\u5668\uff0c\u89e3\u51b3\u4e86\u5728\u590d\u6742\u8fd0\u7ef4\u573a\u666f\u4e2d\u9891\u7e41\u67e5\u8be2\u547d\u4ee4\u3001\u8c03\u8bd5\u9519\u8bef\u65e5\u5fd7\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/cbb15097-ab7a-420c-a097-e626983f3626.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FyJxXWRd1xM\"><source src=\"https:\/\/youtu.be\/FyJxXWRd1xM\" 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\/6ccc2bd9-32c7-496d-a2c6-5ce59e40c139.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5be5f1e-d09b-477b-88ab-303f0d0f35bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ca3b944-55cd-4e6d-97d0-65976eee59d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e362d42c-f529-461b-b4b2-575321b109b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fe045b7-8522-4464-b8f4-c5b504fed68a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2761f573-23a7-4448-bc8d-69e0ee692f0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">SSH\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u65e0\u5173<\/span><br \/>\n <span class=\"tag\">GPU\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\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\u8ba4\u53ef\u5176\u4e0a\u4e0b\u6587\u611f\u77e5AI\u662f\u6740\u624b\u7ea7\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u590d\u5236\u9519\u8bef\u65e5\u5fd7\u5230\u6d4f\u89c8\u5668\u8c03\u8bd5\u7684\u5272\u88c2\u611f\u3002\u4e3b\u8981\u7591\u95ee\u5728\u4e8e\u5207\u6362\u4e0d\u540cAI\u63d0\u4f9b\u5546\u65f6\u7684\u6a21\u578b\u504f\u597d\u8bb0\u5fc6\u662f\u81ea\u52a8\u8fd8\u662f\u624b\u52a8\uff0c\u5173\u6ce8\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u4e0e\u4fbf\u6377\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 APX Terminal\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u7ec8\u7aef\u201d\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u201c\u611f\u77e5\u4e0e\u63a7\u5236\u5c42\u201d\u3002\u5b83\u8bd5\u56fe\u7528AI\u5f25\u5408\u4eba\u7c7b\u610f\u56fe\u4e0e\u673a\u5668\u6307\u4ee4\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5de5\u4e1a\u7ea7\u201d\u548c\u201cGPU\u52a0\u901f\u201d\u7784\u51c6\u4e86\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u6027\u80fd\u4e0e\u7a33\u5b9a\u6027\u7684\u82db\u523b\u8981\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u4e0e\u201c\u6a21\u578b\u65e0\u5173\u201d\u7684\u7ed3\u5408\u3002\u524d\u8005\u8ba9AI\u4ece\u201c\u7b3c\u7edf\u7684\u804a\u5929\u4f19\u4f34\u201d\u53d8\u4e3a\u201c\u4e13\u6ce8\u5f53\u524d\u95ee\u9898\u7684\u534f\u4f5c\u8005\u201d\uff0c\u901a\u8fc7\u8bfb\u53d6\u7ec8\u7aef\u7f13\u51b2\u533a\uff0c\u5c06\u8c03\u8bd5\u4ece\u201c\u590d\u5236-\u7c98\u8d34-\u641c\u7d22\u201d\u7684\u79bb\u7ebf\u52a8\u4f5c\u53d8\u4e3a\u5b9e\u65f6\u5206\u6790\uff0c\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u8fd0\u7ef4\u7684\u6838\u5fc3\u75db\u70b9\u3002\u540e\u8005\u5219\u4ee5\u201c\u81ea\u5e26\u5bc6\u94a5\u201d\u7b56\u7565\uff0c\u5de7\u5999\u89c4\u907f\u4e86\u6570\u636e\u9690\u79c1\u4e0e\u6a21\u578b\u7ed1\u5b9a\u7684\u5546\u4e1a\u4e89\u8bae\uff0c\u5c06\u9009\u62e9\u6743\u4ea4\u7ed9\u7528\u6237\uff0c\u4f46\u540c\u65f6\u4e5f\u5c06\u6a21\u578b\u6548\u679c\u5dee\u5f02\u548c\u5207\u6362\u6210\u672c\u90e8\u5206\u8f6c\u79fb\u7ed9\u4e86\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u667a\u80fd\u201d\u7684\u53ef\u9760\u6027\u3002\u5728\u590d\u6742\u591a\u53d8\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0cAI\u5bf9\u9519\u8bef\u65e5\u5fd7\u7684\u8bca\u65ad\u662f\u5426\u7cbe\u51c6\u3001\u5efa\u8bae\u7684\u547d\u4ee4\u662f\u5426\u5b89\u5168\u53ef\u9760\uff0c\u5c06\u76f4\u63a5\u51b3\u5b9a\u5176\u4ece\u201c\u65b0\u9896\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u53ef\u4fe1\u5de5\u5177\u201d\u7684\u6210\u8d25\u3002\u6b64\u5916\uff0c\u5c06\u7ec8\u7aef\u4e0eSSH\u5ba2\u6237\u7aef\u4e00\u4f53\u5316\u867d\u63d0\u5347\u4e86\u4fbf\u6377\u6027\uff0c\u4f46\u4e5f\u53ef\u80fd\u6a21\u7cca\u4e86\u672c\u5730\u4e0e\u8fdc\u7a0b\u7684\u5b89\u5168\u8fb9\u754c\uff0c\u5176\u5ba3\u79f0\u7684\u672c\u5730\u52a0\u5bc6\u9700\u7ecf\u53d7\u4e25\u683c\u7684\u5b89\u5168\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAPX Terminal\u4ee3\u8868\u4e86\u7ec8\u7aef\u6f14\u8fdb\u7684\u4e00\u4e2a\u660e\u786e\u65b9\u5411\uff1a\u4ece\u88ab\u52a8\u6267\u884c\u5de5\u5177\u8f6c\u5411\u4e3b\u52a8\u667a\u80fd\u754c\u9762\u3002\u4f46\u5b83\u80fd\u5426\u201c\u5b8c\u7f8e\u201d\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6808\u7684\u65f6\u9ae6\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176AI\u5728\u771f\u5b9e\u3001\u9ad8\u538b\u8fd0\u7ef4\u573a\u666f\u4e0b\u7684\u5b9e\u7528\u6027\u4e0e\u7a33\u5b9a\u6027\uff0c\u8fd9\u4ecd\u662f\u9700\u8981\u9a8c\u8bc1\u7684\u547d\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">APX Terminal<\/span>\n <\/div>\n<div class=\"comment-content\">Stop Googling commands. APX Terminal is the modern, GPU-accelerated terminal for macOS, Windows & Linux. Seamlessly control Localhost & SSH servers using natural language. Context-Aware AI (It reads your logs & errors), Model Agnostic (Bring your own keys: OpenAI, Gemini, DeepSeek, Groq), Native Performance. The Terminal. Perfected. Don\u2019t just command. Talk. An industrial-grade terminal & SSH client engineered for precision. Local encryption. Neural intelligence. Perpetual license.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Yoga, creator of APX Terminal.<\/p>\n<p>For decades, we\u2019ve been managing million-dollar infrastructures using terminal emulators that haven’t evolved since the 90s. We paste cryptic error logs into browsers, juggle dozens of SSH keys, and memorize complex syntax. That ends today.<\/p>\n<p>APX Terminal is an Enterprise-Grade AI Command Center designed for DevOps, SREs, and Senior Engineers who demand more than just a black screen.<\/p>\n<p>Why APX is built for professional workflows:<\/p>\n<p>1. Privacy-First & BYOK. We don\u2019t resell your data. You bring your own keys (OpenAI, Gemini, DeepSeek, Groq). Your API keys are stored locally using OS-level encryption (Keychain\/Credential Manager).<\/p>\n<p>2. Hybrid Architecture. Seamlessly control your Local Machine (Zsh\/PowerShell) AND Remote Production Servers (SSH) in a single, unified interface. It\u2019s the only tool you need open.<\/p>\n<p>3. GPU-Accelerated Performance. Built on WebGL. APX handles massive log streams and complex outputs without stuttering. It\u2019s native, fast, and stable.<\/p>\n<p>4. Context-Aware Intelligence. The AI doesn’t just “chat.” It reads your active terminal buffer. When a deployment fails or Nginx crashes, APX analyzes the exact error output and suggests the fix instantly.<\/p>\n<p>We built APX to be the last terminal you’ll ever need to install. Download it. Stress-test it against your production logs. Let us know what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The context-aware AI reading the terminal buffer is the killer feature here. Copying error logs into a browser tab to debug has always felt broken.<\/p>\n<\/p>\n<p>Curious about the BYOK setup – when switching between providers (say OpenAI for one task, DeepSeek for another), does it remember which model works best for different types of errors? Or is it manual switching each time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/N7C3Y5QGE3OG36\" class=\"app-title\">Morphic<\/a><\/p>\n<div class=\"one-liner\">Transforming the future of storytelling using AI.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">60<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Morphic\u662f\u4e00\u6b3e\u4e00\u4f53\u5316AI\u521b\u610f\u5de5\u4f5c\u5ba4\uff0c\u901a\u8fc7\u63d0\u4f9b\u89d2\u8272\u4e0e\u98ce\u683c\u4e00\u81f4\u6027\u3001\u5173\u952e\u5e27\u8f6c\u89c6\u9891\u3001\u5b9e\u65f6\u534f\u4f5c\u753b\u5e03\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u5236\u4f5c\u8fde\u8d2f\u7684\u5f71\u89c6\u7ea7\u56fe\u50cf\u3001\u89c6\u9891\u53ca\u6545\u4e8b\u65f6\u9762\u4e34\u7684\u5de5\u4f5c\u6d41\u7a0b\u590d\u6742\u4e0e\u5185\u5bb9\u4e00\u81f4\u6027\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3252b1a-a734-4880-bc56-1781109f508e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d461ab2-e825-4bf5-906d-a90e4f971600.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f63970d-9af7-4680-91fc-3fac2048b16c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/174aeb6a-7233-417e-b888-046be68f39f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c116d492-dff5-4f74-8ea8-9f9c02c74353.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\/0804c022-0620-492b-bbb2-173204d5dbef.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jM0WQJE_ejk\"><source src=\"https:\/\/youtu.be\/jM0WQJE_ejk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span><br \/>\n <span class=\"tag\">Animation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u521b\u610f\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u5f71\u89c6\u7ea7\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u52a8\u753b\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">\u6545\u4e8b\u53d9\u8ff0<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u89c6\u89c9<\/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\u89e3\u51b3AI\u89c6\u9891\u5185\u5bb9\u4e00\u81f4\u6027\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u5bf9\u89d2\u8272\u4e00\u81f4\u6027\u529f\u80fd\u7684\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\uff08\u57fa\u4e8e\u53c2\u8003\u6216\u5b66\u4e60\uff09\u8868\u793a\u597d\u5947\u3002\u540c\u65f6\uff0c\u7528\u6237\u8be2\u95ee\u4e86\u652f\u6301\u7684AI\u6a21\u578b\u3001\u4e0e\u4ee3\u7801\u7ed3\u5408\u751f\u6210\u52a8\u753b\u7684\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u4e3a\u4f55\u672a\u91c7\u7528\u6d41\u884c\u7684\u8282\u70b9\u5f0f\u754c\u9762\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 Morphic\u7684\u4eae\u76f8\uff0c\u76f4\u6307\u5f53\u524dAI\u751f\u6210\u89c6\u9891\u9886\u57df\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u2014\u2014\u788e\u7247\u5316\u3002\u73b0\u6709\u5de5\u5177\u80fd\u751f\u4ea7\u60ca\u8273\u7684\u5355\u5e27\u6216\u77ed\u7247\uff0c\u5374\u96be\u4ee5\u6784\u5efa\u8fde\u8d2f\u7684\u53d9\u4e8b\u6d41\uff0c\u5bfc\u81f4\u89d2\u8272\u3001\u98ce\u683c\u5728\u5e8f\u5217\u4e2d\u201c\u7cbe\u795e\u5206\u88c2\u201d\u3002Morphic\u5c06\u201c\u4e00\u81f4\u6027\u201d\u4f5c\u4e3a\u4ea7\u54c1\u57fa\u77f3\uff0c\u5e76\u8f85\u4ee5\u5b9e\u65f6\u534f\u4f5c\u753b\u5e03\uff0c\u5176\u91ce\u5fc3\u5e76\u975e\u66ff\u4ee3\u5355\u70b9\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3aAI\u539f\u751f\u65f6\u4ee3\u7684\u201c\u521b\u610f\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u670d\u52a1\u4e8e\u4ece\u4e2a\u4eba\u521b\u4f5c\u8005\u5230\u4e13\u4e1a\u5de5\u4f5c\u5ba4\u7684\u5b8c\u6574\u7ba1\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u7686\u85cf\u4e8e\u7ec6\u8282\u3002\u7528\u6237\u5bf9\u201c\u89d2\u8272\u4e00\u81f4\u6027\u5982\u4f55\u5b9e\u73b0\u201d\u7684\u8ffd\u95ee\uff0c\u89e6\u53ca\u4e86\u6280\u672f\u9ed1\u76d2\u4e0e\u53ef\u63a7\u6027\u8fd9\u4e00\u6839\u672c\u77db\u76fe\u3002\u662f\u7b80\u5355\u7684\u56fe\u751f\u56fe\u53c2\u8003\uff0c\u8fd8\u662f\u5177\u5907\u5b66\u4e60\u80fd\u529b\u7684\u6a21\u578b\u5fae\u8c03\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u5929\u82b1\u677f\u662f\u9ad8\u6548\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u8fd8\u662f\u5177\u5907\u7406\u89e3\u529b\u7684\u521b\u610f\u4f19\u4f34\u3002\u6b64\u5916\uff0c\u907f\u5f00\u6d41\u884c\u7684\u8282\u70b9\u5f0f\u754c\u9762\uff0c\u9009\u62e9\u201c\u65e0\u9650\u753b\u5e03\u201d\u7684\u534f\u4f5c\u4f53\u9a8c\uff0c\u662f\u4e00\u6b21\u5927\u80c6\u7684UX\u8d4c\u535a\uff0c\u610f\u5728\u964d\u4f4e\u56e2\u961f\u534f\u4f5c\u95e8\u69db\uff0c\u4f46\u53ef\u80fd\u727a\u7272\u9ad8\u7ea7\u7528\u6237\u7684\u7cbe\u7ec6\u63a7\u5236\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5728PH\u4e0a\u83b7\u5f97\u7684\u79ef\u6781\u53cd\u9988\uff0c\u9a8c\u8bc1\u4e86\u5e02\u573a\u5bf9\u201c\u4e00\u81f4\u6027\u201d\u7684\u5f3a\u70c8\u6e34\u6c42\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0cMorphic\u7684\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u6280\u672f\u7f1d\u5408\uff0c\u66f4\u5728\u4e8e\u80fd\u5426\u5b9a\u4e49\u4e00\u5957\u57fa\u4e8eAI\u7684\u3001\u5168\u65b0\u7684\u7ed3\u6784\u5316\u521b\u4f5c\u8303\u5f0f\u3002\u82e5\u6210\u529f\uff0c\u5b83\u5c06\u4ece\u5de5\u5177\u8fdb\u5316\u4e3a\u6807\u51c6\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u53c8\u4e00\u4e2a\u529f\u80fd\u590d\u6742\u7684\u7f1d\u5408\u602a\u3002\u5176\u521b\u59cb\u4eba\u201c\u8ba9AI\u6210\u4e3a\u521b\u610f\u4f19\u4f34\uff0c\u800c\u975e\u8001\u864e\u673a\u201d\u7684\u613f\u666f\u52a8\u4eba\uff0c\u4f46\u5b9e\u73b0\u4e4b\u8def\uff0c\u9700\u5728\u751f\u6210\u8d28\u91cf\u3001\u53ef\u63a7\u6210\u672c\u4e0e\u7528\u6237\u4f53\u9a8c\u7684\u201c\u4e0d\u53ef\u80fd\u4e09\u89d2\u201d\u4e2d\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Morphic<\/span>\n <\/div>\n<div class=\"comment-content\">Morphic is an all-in-one AI creative studio for creating cinematic images, videos, and stories without complex workflows. Collaborate live with your team on a shared Canvas and ship together in real time! Create brand-grade visuals using Frames-to-Video, 3D Motion, Audio, and character and style consistency. From filmmaking and animation to gaming, agencies, creators, and marketing teams, Morphic powers everything from brand films and product ads to anime, reels, and visual storytelling.<\/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>JD here, Founder of Morphic.<\/p>\n<p>We built Morphic to make high-end visual creation with AI feel simple, structured, and controllable.<\/p>\n<p>Most AI tools today are great at generating single images or short clips \u2014 but they start breaking when you want consistency, direction, and story flow. That\u2019s the gap we\u2019ve been focused on solving. <\/p>\n<p>With Morphic, you can:<\/p>\n<ul>\n<li>\n<p>Generate cinematic images and videos<\/p>\n<\/li>\n<li>\n<p>Maintain strong character consistency<\/p>\n<\/li>\n<li>\n<p>Turn key frames into smooth video sequences<\/p>\n<\/li>\n<li>\n<p>Add motion and audio<\/p>\n<\/li>\n<li>\n<p>Collaborate live with your team on a creative, infinite Canvas<\/p>\n<\/li>\n<\/ul>\n<p>Creators use Morphic for animation, anime, reels, and storytelling.<br \/>Agencies and marketing teams use it for brand visuals, ads, and campaigns.<br \/>Studios use it for concepts, storyboards, and rapid visual exploration.<\/p>\n<p>Our goal is simple:<br \/>Make AI feel like a creative partner, not a slot machine.<\/p>\n<p>Excited to finally share this with the PH community.<br \/>Would love your feedback, questions, and ideas. We\u2019ll be here all day answering questions!<\/p>\n<p>Try Morphic: <a href=\"https:\/\/morphic.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/morphic.com<\/a><br \/>Stay in touch: <a href=\"https:\/\/x.com\/morphic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/morphic<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jdkanani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdkanani<\/a> congrats on the launch. Do you have a capability of getting animation from a code? <\/p>\n<\/p>\n<p>e.g. a mobile game playable ad that I can out of that code generate an animation or an image? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jdkanani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdkanani<\/a> Hi, congrats on the launch! Loved your landing page, looks promising. It’s great that you mentioned consistency of videos – that’s a pain point with most AI generated videos. <\/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>love the focus on consistency, that’s the real pain point with ai video tools. generating one cool clip is easy, keeping characters and style consistent across a sequence is where everything falls apart.<\/p>\n<p>quick question : how does the character consistency work? is it reference based or does it learn from a few examples? and can you lock a character style across an entire project?<\/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>What AI image and video models are available? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been playing around with Morphic, character consistency across scenes is \ud83d\udd25<br \/>Makes it way easier to build stories without characters changing every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on your launch! Love the infinite Canvas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I absolutely love using this platform, I’m finally able to bring to life the stories I’ve always wanted to tell!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Beautiful homepage! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wonder if Morphic could help me bring to life my vision: an AI (or even a gamified app?) where you can study philosophy while chatting with various philosophers in historical settings. That would require a high level of consistency in style. How consistent is Morphic really?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Why haven’t you taken the node-based interface route, while every other company in this space has?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JZZJR7QKTP4NBT\" class=\"app-title\">SponsorRadar<\/a><\/p>\n<div class=\"one-liner\">Discover brands that already sponsor channels like yours<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">55<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SponsorRadar\u901a\u8fc7\u5206\u6790\u540c\u7c7bYouTube\u9891\u9053\u7684\u54c1\u724c\u8d5e\u52a9\u6570\u636e\uff0c\u5e2e\u52a9\u5185\u5bb9\u521b\u4f5c\u8005\u9ad8\u6548\u53d1\u73b0\u6f5c\u5728\u8d5e\u52a9\u5546\u3001\u751f\u6210\u5a92\u4f53\u8d44\u6599\u5305\u5e76\u53d1\u9001\u4e2a\u6027\u5316\u63a8\u5e7f\u90ae\u4ef6\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5bfb\u627e\u54c1\u724c\u5408\u4f5c\u673a\u4f1a\u4fe1\u606f\u4e0d\u5bf9\u79f0\u3001\u6548\u7387\u4f4e\u4e0b\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\/65489614-810f-4166-93be-0a7d1740cb71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f74c4f94-4515-4a49-a8f0-56f200e85159.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/593cdb2a-4c10-4606-93b4-a40856cf2ab2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d5e\u52a9<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u8d44\u6599\u5305<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">YouTube\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u62d3\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u4e3a\u521b\u4f5c\u8005\u63d0\u4f9b\u4e86\u5de8\u5927\u4ef7\u503c\uff0c\u80fd\u6709\u6548\u5c06\u516c\u5f00\u6570\u636e\u8f6c\u5316\u4e3a\u9ad8\u8f6c\u5316\u7387\u7684\u5408\u4f5c\u3002\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4ea7\u54c1\u6e90\u4e8e\u5e2e\u52a9\u670b\u53cb\u7684\u771f\u5b9e\u6545\u4e8b\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u4e8e\u6570\u636e\u76f8\u5173\u6027\uff08\u5982\u4f55\u533a\u5206\u54c1\u724c\u8d5e\u52a9\u4e0e\u5355\u7eaf\u63d0\u53ca\uff09\u548c\u6570\u636e\u7684\u65f6\u6548\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 SponsorRadar\u7684\u672c\u8d28\uff0c\u662f\u4e00\u4e2a\u5c06\u975e\u7ed3\u6784\u5316\u516c\u5f00\u4fe1\u606f\uff08\u89c6\u9891\u8d5e\u52a9\u58f0\u660e\uff09\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u5546\u4e1a\u60c5\u62a5\u7684\u201c\u6570\u636e\u6355\u624b\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u6570\u636e\u5e93\u7f57\u5217\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u201c\u60c5\u62a5\u6d1e\u5bdf\u201d\u5230\u201c\u884c\u52a8\u6267\u884c\u201d\u7684\u77ed\u94fe\u8def\u95ed\u73af\uff0c\u7cbe\u51c6\u5207\u4e2d\u4e86\u521b\u4f5c\u8005\u7ecf\u6d4e\u4e2d\u4f9b\u9700\u5339\u914d\u5931\u7075\u7684\u987d\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5229\u7528\u4e86\u201c\u793e\u4f1a\u8bc1\u660e\u201d\u8fd9\u4e00\u6838\u5fc3\u903b\u8f91\uff1a\u4e0e\u5176\u8ba9\u521b\u4f5c\u8005\u6f2b\u65e0\u76ee\u7684\u5730\u201c\u76f2\u6295\u201d\uff0c\u4e0d\u5982\u76f4\u63a5\u5c55\u793a\u54c1\u724c\u5df2\u7ecf\u4e3a\u76f8\u4f3c\u9891\u9053\u4ed8\u8d39\u7684\u5386\u53f2\u4e8b\u5b9e\uff0c\u8fd9\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u5408\u4f5c\u9080\u7ea6\u7684\u8bf4\u670d\u529b\u548c\u6210\u529f\u7387\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6696\u7ebf\u7d22\u201d\u6b63\u662f\u57fa\u4e8e\u6b64\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u58c1\u5792\u4e0e\u6f5c\u5728\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u5176\u6570\u636e\u6293\u53d6\u7684\u51c6\u786e\u6027\u3001\u5168\u9762\u6027\uff08\u5982\u4f55\u533a\u5206\u4ed8\u8d39\u8d5e\u52a9\u3001\u8054\u76df\u8425\u9500\u3001\u65e0\u507f\u8d60\u9001\uff1f\uff09\u4ee5\u53ca\u65f6\u6548\u6027\uff0c\u662f\u751f\u547d\u7ebf\u3002\u4e00\u65e6\u6570\u636e\u51fa\u73b0\u504f\u5dee\u6216\u6ede\u540e\uff0c\u5de5\u5177\u7684\u4fe1\u8a89\u5c06\u8fc5\u901f\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8be5\u6a21\u5f0f\u5b58\u5728\u4e00\u4e2a\u6f5c\u5728\u7684\u201c\u81ea\u6211\u524a\u5f31\u201d\u6548\u5e94\uff1a\u5f53\u8d8a\u6765\u8d8a\u591a\u7684\u521b\u4f5c\u8005\u4f7f\u7528\u6b64\u5de5\u5177\u5411\u540c\u4e00\u6279\u54c1\u724c\u53d1\u8d77\u540c\u8d28\u5316\u653b\u52bf\u65f6\uff0c\u54c1\u724c\u7684\u6536\u4ef6\u7bb1\u5c06\u53d8\u5f97\u62e5\u6324\uff0c\u5408\u4f5c\u95e8\u69db\u4f1a\u6c34\u6da8\u8239\u9ad8\uff0c\u5de5\u5177\u7684\u8fb9\u9645\u6548\u7528\u53ef\u80fd\u9012\u51cf\u3002\u8fd9\u8feb\u4f7f\u4ea7\u54c1\u5fc5\u987b\u5411\u4e24\u7aef\u8fdb\u5316\uff1a\u8981\u4e48\u4e3a\u521b\u4f5c\u8005\u63d0\u4f9b\u66f4\u6df1\u5ea6\u7684\u7ade\u54c1\u5206\u6790\u548c\u7b56\u7565\u5efa\u8bae\uff0c\u63d0\u5347\u201c\u60c5\u62a5\u201d\u7684\u9644\u52a0\u503c\uff1b\u8981\u4e48\u4e3a\u54c1\u724c\u65b9\u5f00\u53d1\u9ad8\u6548\u7684\u521b\u4f5c\u8005\u7b5b\u9009\u4e0e\u7ba1\u7406\u529f\u80fd\uff0c\u8f6c\u578b\u4e3a\u53cc\u5411\u5e73\u53f0\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u608d\u7684\u5355\u70b9\u7a81\u7834\u5de5\u5177\uff0c\u4f46\u8981\u60f3\u6210\u4e3a\u521b\u4f5c\u8005\u5546\u4e1a\u5316\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u9053\u8def\u5c1a\u957f\uff0c\u4e14\u5145\u6ee1\u6570\u636e\u4e0e\u89c4\u6a21\u7684\u53cc\u91cd\u6311\u6218\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\">SponsorRadar<\/span>\n <\/div>\n<div class=\"comment-content\">Discover brands that sponsor channels like yours, generate professional media kits, and send personalized outreach emails that convert. Browse our database of brands actively sponsoring YouTube creators across different sectors. See their sponsorship history, which channels they work with, and their typical deal patterns. Channel Directory lets you research any creator’s sponsorship history. Use this intel to identify warm leads and craft pitches that convert.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I created SponsorRadar because a fellow YouTuber friend told me he wished he could go full-time and quit his day job. He had twice as many subscribers as me but was making one-fifth the money. He didn\u2019t realize that brand deals make up the majority of many creators\u2019 revenue, and he had no idea how to land his first one.<\/p>\n<p>On the spot, I pulled up my inbox and gave him the contacts for every brand I\u2019d worked with in the past. Within a week, he landed his first brand deal\u2014and within a couple of months, he quit his job to go full-time on YouTube. I decided to turn that flow into a product. Find similar channels -> Find their sponsors -> Generate a Media Kit -> Outreach Email.<\/p>\n<p>SponsorRadar started as a personal need, and now I use it weekly to keep my brand-deal pipeline full. Brands and companies also use the tool to research competitors and see which videos they\u2019re sponsoring.<\/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\/@davidvypark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidvypark<\/a> Woo-hooo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! SponsorRadar is a sharp way for creators to turn public sponsorship data into targeted, higher\u2011conversion brand deals.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks! That’s the idea. These warm leads make it much easier to land sponsorship deals<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 gonna be huge for creators<\/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\/@ayushsoni1001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushsoni1001<\/a> Hopefully it can help a lot of people out! If i can help thousands of creators go full time that would be a dream come true<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats 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\/@tony_dinh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tony_dinh2<\/a> Thanks Tony! Upvoted from JAPAN!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Insane value unlock for creators. This turns your YT channel into your next income stream with minimal effort.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@josefbuettgen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josefbuettgen<\/a> Thanks Josepf! Most creators don’t know that brand deals should be 3-5x what they make in adsense. It’s a huge chunk of the pie you don’t want to miss out on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>SponsorRadar is the best YT power user platform I’ve had the opportunity to test in forever.<\/p>\n<\/p>\n<p>Long road ahead David, rooting for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> The legend himself!!! Thanks Rob!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 cool! Good work \ud83d\udcaa\ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@laurentlahmy_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laurentlahmy_<\/a> Thanks Laurent!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kudos to your launch \ud83c\udf8a\ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thisismehrab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisismehrab<\/a> Thanks! I appreciate it \ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let’s gooo! Much needed tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tadas_gedgaudas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadas_gedgaudas<\/a> Thanks! It’s amazing how much money creators are leaving on the market and how many of them have no idea how to monetize their channels<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This feels super practical, especially the loop from finding similar channels – sponsors – media kit – outreach all in one flow. How SponsorRadar identifies relevant sponsors vs just any brand mention, and how fresh the sponsor data is when creators are doing outreach?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wish this exists when I was doing YouTube back then, should have made some more bucks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Great news to the creators! Can’t wait to try out, 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\/WVLYUFMOM6TFJL\" class=\"app-title\">TokenTimer<\/a><\/p>\n<div class=\"one-liner\">Expiration Lifecycle Management Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">54<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TokenTimer\u662f\u4e00\u6b3e\u9762\u5411IT\u3001\u8fd0\u7ef4\u53ca\u5b89\u5168\u56e2\u961f\u7684\u8fc7\u671f\u751f\u547d\u5468\u671f\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u96c6\u4e2d\u76d1\u63a7\u8bc1\u4e66\u3001API\u5bc6\u94a5\u3001\u8bb8\u53ef\u8bc1\u7b49\u8d44\u4ea7\u7684\u8fc7\u671f\u72b6\u6001\u5e76\u53d1\u9001\u9884\u8b66\uff0c\u89e3\u51b3\u56e0\u8d44\u4ea7\u8fc7\u671f\u5bfc\u81f4\u670d\u52a1\u4e2d\u65ad\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\/cea14cc3-f207-4729-821e-9cb182496f0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab560930-6f61-46ed-bae9-8f6e21a3d0b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29bff1e0-124d-468a-9ad6-934d56d084a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce5e2f67-acec-426b-b118-5f2286600624.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\/57cd57e6-9860-42fc-893d-55b05a4ba1a8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/LJxvw6wXR3o?si=vkylw110oytC_2hj\"><source src=\"https:\/\/youtu.be\/LJxvw6wXR3o?si=vkylw110oytC_2hj\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fd0\u7ef4\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bc1\u4e66\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5bc6\u94a5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8d44\u4ea7\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u9884\u8b66\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">DevOps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u6027<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4eb2\u81ea\u53d1\u5e03\u4ea7\u54c1\u4ecb\u7ecd\uff0c\u5f3a\u8c03\u5e73\u53f0\u6574\u5408\u5206\u6563\u6570\u636e\u3001\u660e\u786e\u8d23\u4efb\u5f52\u5c5e\u3001\u63d0\u4f9b\u7edf\u4e00\u89c6\u56fe\u548c\u4e3b\u52a8\u9884\u8b66\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u76ee\u524d\u8bc4\u8bba\u5747\u4e3a\u521b\u59cb\u4eba\u81ea\u8ff0\uff0c\u6682\u65e0\u5916\u90e8\u7528\u6237\u53cd\u9988\u4e0e\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TokenTimer\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u7ec6\u5c0f\u5374\u6781\u5177\u7834\u574f\u529b\u7684\u8fd0\u7ef4\u76f2\u533a\u2014\u2014\u8d44\u4ea7\u8fc7\u671f\u7ba1\u7406\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5c06\u6563\u843d\u5404\u5904\u7684\u201c\u9690\u6027\u503a\u52a1\u201d\u8f6c\u5316\u4e3a\u53ef\u7ba1\u7406\u3001\u53ef\u5206\u914d\u3001\u53ef\u9884\u8b66\u7684\u663e\u6027\u5de5\u4f5c\u6d41\u3002\u4ea7\u54c1\u5b9a\u4f4d\u7cbe\u51c6\uff1a\u4e0d\u63d0\u201c\u9769\u547d\u6027\u76d1\u63a7\u201d\uff0c\u800c\u662f\u9488\u5bf9\u201c\u6709\u4eba\u8be5\u8d1f\u8d23\u5374\u65e0\u4eba\u8d1f\u8d23\u201d\u7684\u7ec4\u7ec7\u60f0\u6027\u75db\u70b9\uff0c\u901a\u8fc7\u4ec5\u91c7\u96c6\u5143\u6570\u636e\u7684\u8f7b\u91cf\u5316\u8bbe\u8ba1\u964d\u4f4e\u90e8\u7f72\u963b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u53cc\u91cd\u6311\u6218\uff1a\u4e00\u662f\u5e02\u573a\u5929\u82b1\u677f\u95ee\u9898\uff0c\u5927\u578b\u4f01\u4e1a\u5f80\u5f80\u5df2\u6709\u5b9a\u5236\u5316\u76d1\u63a7\u4f53\u7cfb\uff0c\u4e2d\u5c0f\u56e2\u961f\u5219\u53ef\u80fd\u4f9d\u8d56\u4e91\u5e73\u53f0\u539f\u751f\u5de5\u5177\u6216\u7b80\u5355\u811a\u672c\uff1b\u4e8c\u662f\u5176\u201c\u4ec5\u8ddf\u8e2a\u5143\u6570\u636e\u201d\u7684\u5356\u70b9\uff0c\u5728\u5b9e\u9645\u54cd\u5e94\u6d41\u7a0b\u4e2d\u53ef\u80fd\u4ecd\u9700\u5bf9\u63a5\u5bc6\u94a5\u5b58\u50a8\u7cfb\u7edf\uff0c\u4ef7\u503c\u94fe\u6761\u5b58\u5728\u65ad\u70b9\u3002\u6b64\u5916\uff0c\u521b\u59cb\u4eba\u81ea\u8ff0\u5f0f\u53d1\u5e03\u7f3a\u4e4f\u65e9\u671f\u7528\u6237\u9a8c\u8bc1\uff0c\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u96c6\u6210\u590d\u6742\u5ea6\u3001\u8bef\u62a5\u7387\u3001\u6743\u9650\u7ba1\u7406\u7b49\u95ee\u9898\u4ecd\u6709\u5f85\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cTokenTimer\u9500\u552e\u7684\u4e0d\u662f\u5de5\u5177\uff0c\u800c\u662f\u4e00\u79cd\u8fd0\u7ef4\u7eaa\u5f8b\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u662f\u5426\u613f\u610f\u4e3a\u201c\u9884\u9632\u6027\u7ef4\u62a4\u201d\u4ed8\u8d39\uff0c\u800c\u975e\u4ec5\u54cd\u5e94\u6545\u969c\u3002\u5728DevOps\u6587\u5316\u6210\u719f\u7684\u5e02\u573a\u4e2d\uff0c\u8fd9\u7c7b\u4ea7\u54c1\u6709\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u529b\uff1b\u4f46\u5728\u8fd0\u7ef4\u610f\u8bc6\u6ede\u540e\u7684\u73af\u5883\u4e2d\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u6b3e\u201c\u88c5\u4e86\u4e5f\u4e0d\u7528\u201d\u7684\u4eea\u8868\u76d8\u3002\u5176\u957f\u671f\u53d1\u5c55\u5173\u952e\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u8fc7\u671f\u63d0\u9192\u5668\u201d\u6f14\u8fdb\u4e3a\u201c\u751f\u547d\u5468\u671f\u534f\u4f5c\u5e73\u53f0\u201d\uff0c\u6253\u901a\u7eed\u671f\u3001\u5ba1\u6279\u3001\u8f6e\u6362\u7684\u95ed\u73af\u64cd\u4f5c\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\">TokenTimer<\/span>\n <\/div>\n<div class=\"comment-content\">TokenTimer helps IT, DevOps, and security teams prevent outages caused by expired certificates, API keys, secrets, licenses, and subscriptions. It provides a centralized view of expirations across AWS, Azure, GCP, Vault, GitHub, GitLab, and Azure AD, with proactive alerts via email, chat, and incident tools. TokenTimer tracks expiration metadata only, never secret values, making it safe, compliant, and easy to adopt.<\/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\u2019m excited to launch <strong>TokenTimer<\/strong> today!<\/p>\n<p><strong>TokenTimer <\/strong>is an expiration lifecycle management platform for teams tired of firefighting preventable incidents and lacking clear ownership, visibility, and control over expiring assets.<\/p>\n<p>I built TokenTimer after seeing the same problem over and over again in real production environments: the data existed, but it was scattered, had no clear owner, and nobody was really watching it.<\/p>\n<p>With TokenTimer, teams can:<\/p>\n<ul>\n<li>\n<p><strong>Get a single source of truth<\/strong> for all expiring assets<\/p>\n<\/li>\n<li>\n<p><strong>See what expires soon<\/strong> and what is actually critical<\/p>\n<\/li>\n<li>\n<p><strong>Assign ownership<\/strong> and collaborate across teams<\/p>\n<\/li>\n<li>\n<p><strong>Receive proactive alerts<\/strong> where they already work (Slack, Teams, Discord, etc…)<\/p>\n<\/li>\n<li>\n<p><strong>Stay secure by design<\/strong> with a metadata-only approach (no secret values stored)<\/p>\n<\/li>\n<\/ul>\n<p>TokenTimer integrates directly with cloud and developer platforms like AWS, Azure Key Vault, GCP, Vault, GitHub, GitLab, and Azure AD, so you don\u2019t have to maintain yet another spreadsheet or script.<\/p>\n<p>If you\u2019ve ever thought <em>\u201csomeone must be watching this, right?\u201d<\/em> and then had an incident anyway, this product is for you.<\/p>\n<p>I\u2019d love to hear your feedback, use cases, and ideas. Happy to answer any questions!<\/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<\/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\/OAD3CHCMYVWSYE\" class=\"app-title\">Blazly Generative Engine Optimization<\/a><\/p>\n<div class=\"one-liner\">Get your brand referenced by every major LLM with Blazly GEO<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Blazly GEO\u662f\u4e00\u6b3e\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\u5de5\u5177\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728AI\u641c\u7d22\u65f6\u4ee3\uff08\u5982ChatGPT\u3001Claude\u7b49\uff09\u89e3\u51b3\u54c1\u724c\u4e0d\u88ab\u4e3b\u6d41LLM\u63a8\u8350\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u901a\u8fc7\u5ba1\u8ba1\u3001\u4f18\u5316\u548c\u8ffd\u8e2a\uff0c\u63d0\u5347\u7f51\u7ad9\u5728AI\u5f15\u64ce\u4e2d\u7684\u53ef\u89c1\u6027\u4e0e\u63a8\u8350\u7387\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\/d69f0e2f-eb47-49b1-b73d-069ca45d3f47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0630d8aa-83b7-493b-a0cc-34513bdb9d6c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7bb86bdb-ebdc-4404-8422-278267d673df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66abfe7e-6a13-469c-b1a4-3ea0523dfca2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55db82b4-0c33-46eb-b9fa-8ba1f95fa6ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ed9ea29-051b-4d95-afb3-f4ad22ed087a.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\/fbe1e8a1-535d-4c28-bcae-a16bca817124.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/eulj8Mdxf-I\"><source src=\"https:\/\/youtu.be\/eulj8Mdxf-I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">GEO<\/span><br \/>\n <span class=\"tag\">LLM\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5bf9\u624b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI.json\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u9a8c\u8bc1\u4e86\u4ece\u4f20\u7edfSEO\u8f6c\u5411AI\u641c\u7d22\u4f18\u5316\u7684\u8d8b\u52bf\u75db\u70b9\u3002\u521b\u59cb\u4eba\u56de\u590d\u660e\u786e\u4e86\u4e0eSEMrush\u7b49\u5de5\u5177\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8eAI\u76d1\u63a7\u3001\u7ade\u54c1\u7814\u7a76\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002\u7528\u6237\u5173\u6ce8\u514d\u8d39\u8ba1\u5212\u3001\u5177\u4f53\u5dee\u5f02\u5316\u4f18\u52bf\u53ca\u521d\u6b65\u8bd5\u7528\u6548\u679c\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 Blazly GEO\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u5f62\u6210\u7684\u5e02\u573a\u65ad\u5c42\uff1a\u4f20\u7edfSEO\u4e0eAI\u539f\u751f\u641c\u7d22\u4e4b\u95f4\u7684\u7b56\u7565\u771f\u7a7a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u7248SEO\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aLLM\u722c\u866b\u884c\u4e3a\u7684\u201c\u89e3\u7801\u5668\u201d\u4e0e\u201c\u8c03\u5ea6\u4e2d\u5fc3\u201d\u3002\u4ea7\u54c1\u903b\u8f91\u76f4\u6307\u672c\u8d28\u2014\u2014\u5f53\u641c\u7d22\u5165\u53e3\u4ece\u5173\u952e\u8bcd\u6570\u636e\u5e93\u8f6c\u5411\u9ed1\u7bb1\u5316\u7684LLM\u5bf9\u8bdd\u65f6\uff0c\u53ef\u89c1\u6027\u7684\u535a\u5f08\u89c4\u5219\u5df2\u53d8\uff1a\u4ece\u4f18\u5316\u6392\u540d\u8f6c\u4e3a\u4f18\u5316\u201c\u88ab\u53c2\u8003\u201d\u7684\u6982\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u62a4\u57ce\u6cb3\u5b58\u7591\u3002AI\u722c\u866b\u673a\u5236\u4ecd\u5904\u5feb\u901f\u6f14\u53d8\u671f\uff0cOpenAI\u7b49\u5de8\u5934\u53ef\u80fd\u968f\u65f6\u8c03\u6574\u6293\u53d6\u4e0e\u5f15\u7528\u7b56\u7565\uff0c\u5de5\u5177\u7684\u65b9\u6cd5\u8bba\u53ef\u80fd\u88ab\u8feb\u9891\u7e41\u8fed\u4ee3\u3002\u5176\u6b21\uff0c\u201cAI.json\u201d\u7b49\u4f18\u5316\u624b\u6bb5\u7684\u6548\u529b\u7f3a\u4e4f\u516c\u5f00\u9a8c\u8bc1\uff0c\u8fd9\u66f4\u50cf\u4e00\u79cd\u57fa\u4e8e\u9006\u5411\u5de5\u7a0b\u7684\u63a8\u6d4b\u6027\u6807\u51c6\uff0c\u5176\u957f\u671f\u6709\u6548\u6027\u53d6\u51b3\u4e8eAI\u516c\u53f8\u662f\u5426\u613f\u610f\u63a5\u7eb3\u6b64\u7c7b\u201c\u4fe1\u53f7\u201d\u3002\u6700\u540e\uff0c\u5e02\u573a\u7a97\u53e3\u671f\u53ef\u80fd\u77ed\u6682\u3002\u4e00\u65e6\u4e3b\u6d41LLM\u63d0\u4f9b\u5546\u5f00\u59cb\u5546\u4e1a\u5316\u5176\u5f15\u7528\u7cfb\u7edf\uff08\u5982\u4f18\u5148\u5c55\u793a\u4ed8\u8d39\u5408\u4f5c\u4f19\u4f34\uff09\uff0c\u4e2d\u5c0f\u7f51\u7ad9\u7684\u4f18\u5316\u7a7a\u95f4\u5c06\u88ab\u6025\u5267\u538b\u7f29\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u5728\u4e8e\u5c06\u201c\u7ade\u4e89\u5bf9\u624b\u5206\u6790\u201d\u4e0e\u201c\u9ad8\u610f\u56fe\u5173\u952e\u8bcd\u53d1\u73b0\u201d\u690d\u5165AI\u8bed\u5883\u3002\u8fd9\u4e0d\u518d\u662f\u5173\u952e\u8bcd\u6d41\u91cf\u4e89\u593a\uff0c\u800c\u662f\u5bf9LLM\u8bad\u7ec3\u6570\u636e\u4e0e\u63a8\u7406\u903b\u8f91\u7684\u9006\u5411\u62a2\u5360\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e00\u4e2a\u4f26\u7406\u98ce\u9669\uff1a\u5f53\u5927\u91cf\u7f51\u7ad9\u5f00\u59cb\u7cfb\u7edf\u6027\u201c\u4f18\u5316\u201d\u4ee5\u5f71\u54cdLLM\u8f93\u51fa\u65f6\uff0c\u662f\u5426\u4f1a\u52a0\u901fAI\u641c\u7d22\u7ed3\u679c\u7684\u540c\u8d28\u5316\u4e0e\u64cd\u7eb5\u6027\uff0c\u6700\u7ec8\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\uff1fBlazly GEO\u7684\u6210\u8d25\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6267\u884c\u529b\uff0c\u66f4\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u5e2e\u52a9\u5ba2\u6237\u83b7\u53d6\u6d41\u91cf\u7684\u540c\u65f6\uff0c\u4e0d\u6ca6\u4e3a\u6c61\u67d3AI\u4fe1\u606f\u751f\u6001\u7684\u63a8\u624b\u3002\u5b83\u7ad9\u5728\u4e86\u4e00\u4e2a\u65b0\u5174\u4e14\u8106\u5f31\u7684\u535a\u5f08\u524d\u6cbf\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\">Blazly Generative Engine Optimization<\/span>\n <\/div>\n<div class=\"comment-content\">Run a GEO audit to identify and fix gaps and make your website LLM-friendly. Optimize for AI crawlers with custom AI.json and robots.txt. Track when and where your brand appears across ChatGPT, Gemini, Claude, and Perplexity. Analyze competitors, uncover GEO opportunities and own high-intent keywords. Launch GEO-optimized blogs and landing pages in seconds published directly to your website.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Everyone\ud83d\udc4b\ud83d\udd25<\/p>\n<p>I\u2019m Jerry, founder of Blazly. Super excited to finally share Blazly GEO with you today \ud83d\ude80<\/p>\n<p>Blazly GEO was born out of a problem we personally hit while building and scaling products.<\/p>\n<p>Our websites were doing great on Google \ud83d\udd0d but when people asked ChatGPT, Gemini, Claude, or Perplexity for recommendations\u2026 we were nowhere to be found \ud83e\udd16\u274c<\/p>\n<p>Search is changing fast.<br \/>\nPeople aren\u2019t typing keywords anymore they\u2019re asking questions, and AI is deciding which brands get recommended \ud83d\udcac\u27a1\ufe0f\ud83c\udff7\ufe0f<\/p>\n<p>The problem?<br \/>\nMost teams have zero visibility into:<br \/>\nwhether they\u2019re mentioned \ud83e\udd37\u200d\u2642\ufe0f<br \/>\nwhy competitors are mentioned instead \ud83d\ude2c<br \/>\nand how to influence those AI answers \ud83c\udfaf<\/p>\n<p>So we went deep into how LLMs crawl, understand and reference websites \ud83e\udde0\ud83c\udf10<br \/>\nThe result is Blazly GEO (Generative Engine Optimization) built specifically for AI discovery.<\/p>\n<p>With Blazly, you can:<br \/>\n\ud83d\udea6 Run a GEO audit to uncover what\u2019s blocking LLM visibility<br \/>\n\ud83d\udee0\ufe0f Optimize AI crawling using AI.json and robots.txt<br \/>\n\ud83d\udcca Track brand mentions across ChatGPT, Gemini, Claude, and Perplexity<br \/>\n\ud83c\udfaf Analyze competitors and uncover high-intent GEO opportunities<br \/>\n\u270d\ufe0f Instantly generate and publish GEO-optimized blogs and landing pages<\/p>\n<p>Our mission is simple \ud83d\udca1<br \/>\nHelp your brand get discovered and recommended in the age of AI search.<\/p>\n<p>If you\u2019re building, marketing, or scaling a product and want AI platforms to recommend you instead of your competitors Blazly is built for you \ud83d\udc99<\/p>\n<p>Would love your feedback, questions, and support today. Thanks for checking us out \ud83d\ude4c\ud83d\ude80<\/p>\n<p>PS: SEO will take time GEO won’t<\/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>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@jerryton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerryton<\/a> ! As a founder in the cloud space, I’ve noticed this exact shift. We spend so much time obsessing over Google rankings, but more and more devs are just asking Claude or ChatGPT for tool recommendations. The ai.json optimization feature sounds particularly interesting, it feels like the new robots.txt for the AI era. Excited to give this a spin for CloudWise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your tool differ from similar in the industry?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hello Nika, glad you asked. Right now, SEMrush, Writesonic, Profound, and a few other companies have started offering GEO optimization. <\/p>\n<p>They don\u2019t provide advanced features like ours, such as AI Monitor and competitor research. These tools help you track where your website or brand is mentioned across ChatGPT, Gemini, Claude, and Perplexity, and give you clear action items to improve visibility on these AI engines.<\/p>\n<p>We also offer competitor research to identify gaps and opportunities that help AI engines mention your brand more often.<\/p>\n<p>In addition, we provide GEO crawling to detect internal linking gaps, along with GEO-optimized blog writing and GEO-optimized landing pages that can be created and published directly to your website from our platform.<\/p>\n<p>Also Blazly GEO has 3 day free trial without asking credit card \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks a lot mate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genuinely useful tool you’ve made here <a href=\"https:\/\/www.producthunt.com\/@jerryton\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jerryton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerryton<\/a> ! I tried it out for <a href=\"https:\/\/www.producthunt.com\/products\/streamalive\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"streamalive\" target=\"_blank\" rel=\"noopener\">@StreamAlive – Interactive PPT slides<\/a> and was impressed with how well Blazely identified the topics, keywords and AI visibility.<\/p>\n<\/p>\n<p>Apparently we’re not doing too badly in Perplexity \ud83d\ude01<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50b26573-fd1e-49aa-99e8-feab2d387e1f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Congrats on your 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>Congratulations on the launch!<\/p>\n<p>Do you have a free plan, and if so, what are its limits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>There\u2019s a lot of buzz around AI-search optimization right now! So what would you say is your biggest differentiator compared to other GEO or AI-SEO tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LM7SFF3ITGJRVQ\" class=\"app-title\">AI Proctor by Qlay<\/a><\/p>\n<div class=\"one-liner\">AI Proctor for online tests and interviews<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">50<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Proctor by Qlay\u662f\u4e00\u6b3e\u5229\u7528\u667a\u80fd\u624b\u673a\u4f5c\u4e3a\u7b2c\u4e8c\u6444\u50cf\u5934\u7684AI\u76d1\u8003\u5de5\u5177\uff0c\u5728\u5728\u7ebf\u8003\u8bd5\u548c\u9762\u8bd5\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u5b9e\u65f6\u68c0\u6d4b\u5f02\u5e38\u884c\u4e3a\u548c\u672a\u6388\u6743\u8bbe\u5907\uff0c\u89e3\u51b3\u65e5\u76ca\u590d\u6742\u7684AI\u8f85\u52a9\u4f5c\u5f0a\u7b49\u821e\u5f0a\u95ee\u9898\uff0c\u4fdd\u969c\u8bc4\u4f30\u7684\u516c\u5e73\u6027\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\/0a2daca3-58ef-4a56-b9dc-c7a5cf4eb86b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/699e44bb-da78-4f6c-b1bf-4b7b1be7d3c7.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\/8dcbb961-bab6-4f23-a424-c17b2fd7de70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a19ca838-0aea-4310-96b8-0614c02bf7ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31361b27-019c-4403-8466-26ff1347f80d.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\/615af357-bb35-46f7-af98-4a39b5be3fce.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hRWsP1Ds3qU\"><source src=\"https:\/\/youtu.be\/hRWsP1Ds3qU\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Human Resources<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5728\u7ebf\u76d1\u8003<\/span><br \/>\n <span class=\"tag\">AI\u9632\u4f5c\u5f0a<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u6444\u50cf\u5934\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u624b\u673a\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bda\u4fe1\u8bc4\u4f30<\/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\u5229\u7528\u624b\u673a\u4f5c\u4e3a\u7b2c\u4e8c\u6444\u50cf\u5934\u7684\u521b\u610f\u4e0e\u6210\u672c\u6548\u76ca\uff0c\u8ba4\u4e3a\u5176\u6bd4\u5355\u6444\u50cf\u5934\u65b9\u6848\u66f4\u53ef\u9760\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u521d\u59cb\u8bbe\u7f6e\u548c\u8c03\u6574\u624b\u673a\u4f4d\u7f6e\u8f83\u8017\u65f6\uff1b\u6301\u7eed\u8fd0\u884c\u8017\u7535\u5feb\uff1b\u60ac\u6d6e\u6444\u50cf\u5934\u7a97\u53e3\u6709\u65f6\u906e\u6321\u5185\u5bb9\uff0c\u5efa\u8bae\u589e\u52a0\u6700\u5c0f\u5316\u6309\u94ae\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u8868\u793a\u5c06\u4f18\u5316\u6307\u5f15\u548c\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 AI Proctor by Qlay \u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u667a\u80fd\u624b\u673a\u5373\u7b2c\u4e8c\u76d1\u8003\u6444\u50cf\u5934\u201d\uff0c\u662f\u4e00\u6b21\u5bf9\u5728\u7ebf\u76d1\u8003\u56fa\u6709\u7f3a\u9677\u7684\u7cbe\u51c6\u5916\u79d1\u624b\u672f\u5f0f\u6253\u51fb\u3002\u5b83\u6ca1\u6709\u505c\u7559\u5728\u8f6f\u4ef6\u5c42\u9762\u7684\u5c4f\u5e55\u9501\u5b9a\u6216\u884c\u4e3a\u8bb0\u5f55\uff0c\u800c\u662f\u5de7\u5999\u5730\u5229\u7528\u51e0\u4e4e\u4eba\u624b\u4e00\u53f0\u7684\u73b0\u6709\u786c\u4ef6\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u4f4e\u6210\u672c\u3001\u6613\u90e8\u7f72\u7684\u591a\u89c6\u89d2\u76d1\u63a7\u4f53\u7cfb\u3002\u8fd9\u76f4\u51fb\u4e86\u8fdc\u7a0b\u4f5c\u5f0a\u7684\u6838\u5fc3\uff1a\u4e3b\u6444\u50cf\u5934\u76f2\u533a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u70ab\u9177\u7684AI\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u8fd9\u4e2a\u52a1\u5b9e\u4e14\u6781\u5177\u53ef\u6269\u5c55\u6027\u7684\u786c\u4ef6\u89e3\u51b3\u65b9\u6848\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u5728\u201c\u76d1\u63a7\u5f3a\u5ea6\u201d\u4e0e\u201c\u7528\u6237\u4f53\u9a8c\u201d\u4e4b\u95f4\u8d70\u94a2\u4e1d\u7684\u5e73\u8861\u80fd\u529b\u3002\u5f53\u524d\u8bc4\u8bba\u5df2\u66b4\u9732\u51fa\u4e24\u5927\u9690\u60a3\uff1a\u4e00\u662f\u4f5c\u4e3a\u76d1\u8003\u65b9\u7684\u201c\u7ec4\u7ec7\u4f53\u9a8c\u201d\uff0c\u5982\u4f55\u6279\u91cf\u3001\u9ad8\u6548\u5730\u6307\u5bfc\u6210\u767e\u4e0a\u5343\u540d\u8003\u751f\u5b8c\u6210\u624b\u673a\u67b6\u8bbe\u8fd9\u4e00\u7269\u7406\u6b65\u9aa4\uff0c\u5c06\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u8fd0\u8425\u6311\u6218\uff1b\u4e8c\u662f\u4f5c\u4e3a\u88ab\u76d1\u8003\u65b9\u7684\u201c\u8003\u751f\u4f53\u9a8c\u201d\uff0c\u6301\u7eed\u7684\u6444\u50cf\u5934\u8fd0\u884c\u5e26\u6765\u7684\u9690\u79c1\u7126\u8651\u3001\u7535\u91cf\u6d88\u8017\u4ee5\u53ca\u754c\u9762\u5e72\u6270\uff0c\u53ef\u80fd\u5f15\u53d1\u62b5\u89e6\u60c5\u7eea\uff0c\u751a\u81f3\u5f71\u54cd\u8003\u8bd5\u53d1\u6325\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u201c\u4fe1\u4efb\u201d\u4e0e\u201c\u4fb5\u6270\u201d\u7684\u535a\u5f08\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176AI\u884c\u4e3a\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u4e0e\u516c\u5e73\u6027\u5c06\u662f\u53e6\u4e00\u5ea7\u5f85\u7ffb\u8d8a\u7684\u9ad8\u5c71\u3002\u5982\u4f55\u7cbe\u51c6\u533a\u5206\u201c\u4f5c\u5f0a\u7684\u5f02\u5e38\u624b\u52bf\u201d\u4e0e\u201c\u601d\u8003\u65f6\u7684\u65e0\u610f\u8bc6\u52a8\u4f5c\u201d\uff0c\u907f\u514d\u8bef\u5224\u5e26\u6765\u7684\u4e89\u8bae\uff0c\u662f\u7b97\u6cd5\u5c42\u9762\u5fc5\u987b\u89e3\u51b3\u7684\u96be\u9898\u3002\u4ea7\u54c1\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u7684\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u53ef\u4fe1\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5fc5\u987b\u5728\u964d\u4f4e\u8bef\u62a5\u7387\u3001\u5efa\u7acb\u900f\u660e\u7684\u7533\u8bc9\u590d\u6838\u673a\u5236\u4e0a\u6295\u5165\u66f4\u591a\u3002\u7b80\u8a00\u4e4b\uff0c\u5b83\u806a\u660e\u5730\u63d0\u51fa\u4e86\u4e00\u4e2a\u786c\u4ef6\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u5176\u8f6f\u4ef6\u7b97\u6cd5\u7684\u7cbe\u51c6\u5ea6\u4e0e\u6574\u4e2a\u6d41\u7a0b\u7684\u89c4\u6a21\u5316\u3001\u4eba\u6027\u5316\u8bbe\u8ba1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Proctor by Qlay<\/span>\n <\/div>\n<div class=\"comment-content\">AI Proctor by Qlay detects the most sophisticated AI-assisted and other forms of cheating during online tests and interviews. Its core component is a mobile app that turns the interviewee’s smartphone into a secondary camera. This mobile app uses object detection AI models to flag unauthorized devices and suspicious body, head, or hand movements in real time.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! \ud83d\udc4b <\/p>\n<p>Toku here, CTO of Qlay.<\/p>\n<\/p>\n<p><strong>Cheating in Online Tests & Interviews<\/strong><br \/>We built AI Proctor by Qlay because online test-takers and candidates are now equipped with AI tools that enable them to cheat in new ways that are difficult to catch, especially when they are running them on a second device.<\/p>\n<\/p>\n<p><strong>How Qlay detects cheating?<\/strong><br \/>AI Proctor by Qlay is designed to detect the most sophisticated AI-assisted and other forms of cheating during online tests and interviews. Its core component is a mobile app that turns the interviewee’s smartphone into a secondary camera. This mobile app uses object detection AI models to flag unauthorized devices and suspicious body, head, or hand movements in real time.<\/p>\n<p>This will make online tests and interviews fair and transparent for both test-takers\/candidates and organizations.<\/p>\n<\/p>\n<p><strong>Try AI Proctor & Connect!<\/strong><br \/>If you\u2019re a test administrator or a hiring company, we\u2019d love to connect and hear your feedback.<\/p>\n<p>Happy to answer questions and learn from your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>60<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tokumasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tokumasa<\/a> congrats on the launch. Does it also work on desktop or solely as a mobile app? <\/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>I like how this focuses on real behavior instead of only locking screens. It feels more realistic for modern remote exams.<\/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\/@tarresa_cosson1998\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarresa_cosson1998<\/a> Thanks Tarresa! We’re experienced in interviews and noticed that candidates can cheat by hiding 2nd monitor under the table, etc. so we decided to detect behaviors. Good love to hear more feedback if any!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 mobile app as a secondary camera is clever and cost-effective. No extra hardware is a big win.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacob_love_tech2009\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob_love_tech2009<\/a> Thanks Jacob! \ud83d\ude42 We did trial and errors then found that using our daily phones as a second camera works best, since our target users are students and job applicants. <\/p>\n<p>Would love to hear more feedback if any!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jacob_love_tech2009\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob_love_tech2009<\/a> Thanks Jacob! Did you have any difficulty while setting up your phone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 camera window during testing was inconvenient for me because I had to move it constantly. It would be great if \u00edt could be hidden. Overall this app is pretty good.<\/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\/@palmer_cole\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@palmer_cole<\/a> Appreciate your feedback, Palmer! That’s actually a great idea to have a minimize button for the window camera. <\/p>\n<p>Our temporary solution is that you can close the camera window and open it again by clicking on the icon in the right bottom (pointed by a drawing green arrow in image below). We hope this helps while we improve our product!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffd7500a-9deb-4896-8063-786006a07b24.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/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>The secondary smartphone camera idea is surprisingly smart and practical. It adds a real-world layer that most online proctoring tools miss. <\/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\/@jorgegonzalez68\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jorgegonzalez68<\/a> Thanks Jorge! Did you have any difficulty while setting up your phone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 can reveal real skills \ud83d\ude00 that can be problem for many people \ud83d\ude00<\/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>This is much harder to game than single-camera setups. The second angle matters.<\/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>Clean website, smart AI, and the phone-as-a-second-camera idea just works. Feels way more trustworthy than typical online proctoring tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alo_ny_pham\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alo_ny_pham<\/a> Thanks Alony. Could you let us know what makes AI Proctor by Qlay reliable for use? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I used AI Proctor for a few online interviews and tests, and overall it works really well. The idea of using your phone as a second camera sounds a bit unusual at first, but once you try it, it actually makes a lot of sense and adds an extra layer of security. The app itself runs smoothly during the interview. It detects things like additional devices or unusual head and hand movements in real time, and once everything is set up, it mostly stays in the background without being distracting.<\/p>\n<p>There are a couple of minor downsides. The initial setup can take a bit of time, especially getting the phone position and lighting right. Also, since the camera and AI processing run continuously, the phone battery drains fairly quickly, so it\u2019s a good idea to keep the phone plugged in during longer sessions.<\/p>\n<p>Overall, AI Proctor by Qlay does what it promises. With a bit of preparation before starting, it provides a stable and reliable proctoring experience.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xuan_hieu_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xuan_hieu_nguyen<\/a> Appreciate your feedback! You’re right about the set up and phone battery. We’ll improve our instruction to give user heads-up about these issues. Thanks again! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve used a few online proctoring tools before, and the idea behind AI Proctor by Qlay honestly makes a lot of sense. Turning the candidate\u2019s phone into a second camera immediately solves many blind spots that webcam-only setups have. During actual use, the setup felt simple and the real-time detection worked as expected. It\u2019s a practical idea that feels realistic to deploy, not just a nice concept on paper.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting approach to a tricky problem. We\u2019ve seen a huge rise in devs using tools like Cluely lately, and honestly, it\u2019s made the whole ‘remote assessment’ part of hiring pretty complicated. On one hand, you want to trust the candidate, but on the other, you want to make sure the technical signals are actually accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you for the launch, does this have multi languagues 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can this be used for organizing online test for class of 40 students<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EUYWVXEFBDG7V2\" class=\"app-title\">Projects Yard<\/a><\/p>\n<div class=\"one-liner\">Build portfolios in mins that are discoverable by recruiters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">45<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4f5c\u54c1\u96c6\u805a\u5408\u4e0e\u62db\u8058\u5339\u914d\u5e73\u53f0\uff0c\u5e2e\u52a9\u6c42\u804c\u8005\u5feb\u901f\u6784\u5efa\u7ed3\u6784\u5316\u9879\u76ee\u5c65\u5386\uff0c\u5e76\u8ba9\u62db\u8058\u8005\u901a\u8fc7\u8bed\u4e49\u641c\u7d22\u7cbe\u51c6\u53d1\u73b0\u4eba\u624d\uff0c\u89e3\u51b3\u4e86\u9879\u76ee\u7ecf\u9a8c\u5206\u6563\u3001\u96be\u4ee5\u88ab\u6709\u6548\u68c0\u7d22\u548c\u8bc4\u4f30\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/dee9e923-c69e-48a6-a3db-70de2cef0bb5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2XuVw1EscYY\"><source src=\"https:\/\/youtu.be\/2XuVw1EscYY\" 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\/c443ccaa-128b-433e-8c62-cae219d866a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82cfffb1-bf8c-4ac0-9a3d-d7bf50e48934.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd260b6a-6757-4358-b04d-99d94f8f8ac4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/545136ca-8594-4c72-8352-c4e418ec7087.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bb8ff54-83c6-4298-abca-3185883f31a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa591e09-12b6-413d-8959-e32156edef65.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u4f5c\u54c1\u96c6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u5c65\u5386<\/span><br \/>\n <span class=\"tag\">STAR\u6cd5\u5219<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u76f4\u51fb\u4f5c\u54c1\u96c6\u5206\u6563\u3001\u96be\u4ee5\u88ab\u53d1\u73b0\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u521b\u5efa\u8fc7\u7a0b\u5feb\u6377\uff08\u7ea620\u5206\u949f\uff09\u3002\u5efa\u8bae\u589e\u52a0\u62d6\u62fd\u5f0f\u53ef\u89c6\u5316\u7f16\u8f91\u5668\u4ee5\u63d0\u5347\u6613\u7528\u6027\u3002\u62db\u8058\u8005\u8be2\u95ee\u5176\u8bc6\u522b\u4f55\u79cd\u6709\u6548\u4fe1\u53f7\u3002\u521b\u59cb\u4eba\u5219\u63a2\u8ba8AI\u65f6\u4ee3\u201c\u8bc1\u636e\u201d\u6bd4\u201c\u8868\u8fbe\u201d\u66f4\u91cd\u8981\u7684\u6838\u5fc3\u6d1e\u5bdf\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 ProjectsYard\u7684\u91ce\u5fc3\uff0c\u5e76\u975e\u518d\u9020\u4e00\u4e2aBehance\u6216Notion\u5f0f\u4f5c\u54c1\u96c6\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u62db\u8058\u7684\u6e90\u5934\u2014\u2014\u4fe1\u606f\u7ed3\u6784\u4e0e\u53d1\u73b0\u673a\u5236\u2014\u2014\u8fdb\u884c\u4e00\u573a\u201c\u683c\u5f0f\u5316\u9769\u547d\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u53cc\u5411\u7ea6\u675f\u4e0e\u8d4b\u80fd\uff1a\u7528STAR\u6846\u67b6\u548cAI\u6458\u8981\u201c\u7ea6\u675f\u201d\u6c42\u804c\u8005\uff0c\u5c06\u788e\u7247\u5316\u9879\u76ee\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\uff1b\u540c\u65f6\u7528\u8bed\u4e49\u641c\u7d22\u201c\u7ea6\u675f\u201d\u62db\u8058\u8005\uff0c\u8feb\u4f7f\u5176\u4ece\u5173\u952e\u8bcd\u8ff7\u4fe1\u8f6c\u5411\u6280\u80fd\u4e0e\u5b9e\u8d28\u5de5\u4f5c\u5185\u5bb9\u5339\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6233\u7a7f\u4e86\u5f53\u524d\u62db\u8058\u573a\u57df\u7684\u865a\u4f2a\u5171\u8bc6\uff1a\u7b80\u5386\u4e0e\u4f5c\u54c1\u96c6\u672c\u8d28\u662f\u4e24\u79cd\u77db\u76fe\u7684\u8bed\u8a00\u4f53\u7cfb\uff0c\u524d\u8005\u8981\u6c42\u6781\u7b80\u538b\u7f29\uff0c\u540e\u8005\u9700\u8981\u4e30\u5bcc\u8bc1\u636e\uff0c\u800c\u62db\u8058\u65b9\u5374\u5e7b\u60f3\u540c\u65f6\u83b7\u5f97\u4e24\u8005\u3002ProjectsYard\u901a\u8fc7\u521b\u5efa\u201c\u6280\u80fd\u4f18\u5148\u7684\u4eba\u624d\u5c42\u201d\uff0c\u672c\u8d28\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u62db\u8058\u4e13\u7528\u7684\u201c\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u95f4\u4ef6\u201d\u3002\u8fd9\u6bd4\u5355\u7eaf\u63d0\u5347\u7f8e\u89c2\u5ea6\u6216\u4f20\u64ad\u529b\u66f4\u4e3a\u5e95\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u201c\u7ed3\u6784\u5316\u201d\u7684\u91ce\u5fc3\u3002\u80fd\u5426\u8ba9\u8db3\u591f\u591a\u7684\u4f18\u8d28\u5019\u9009\u4eba\u5fc3\u7518\u60c5\u613f\u63a5\u53d7\u8fd9\u79cd\u683c\u5f0f\u201c\u89c4\u8bad\u201d\uff0c\u5e76\u5f62\u6210\u9ad8\u8d28\u91cf\u7684\u521d\u59cb\u4eba\u624d\u5e93\uff0c\u662f\u751f\u6b7b\u95e8\u69db\u3002\u6b64\u5916\uff0c\u5f53AI\u4f7f\u201c\u751f\u6210\u8bc1\u636e\u201d\u4e5f\u53d8\u5f97\u5ec9\u4ef7\u65f6\uff0c\u5e73\u53f0\u5982\u4f55\u9a8c\u8bc1\u9879\u76ee\u771f\u5b9e\u6027\uff1f\u8bc4\u8bba\u4e2d\u62db\u8058\u8005\u5bf9\u201c\u4fe1\u53f7\u201d\u7684\u8ffd\u95ee\uff0c\u6b63\u662f\u5bf9\u5176\u4fe1\u4efb\u673a\u5236\u6784\u5efa\u7684\u8003\u9a8c\u3002\u5b83\u82e5\u6210\u529f\uff0c\u53ef\u80fd\u6210\u4e3a\u62db\u8058\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u90e8\u5206\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ea\u662f\u53c8\u4e00\u4e2a\u589e\u52a0\u5019\u9009\u4eba\u8d1f\u62c5\u7684\u683c\u5f0f\u5316\u5de5\u5177\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u8ba9\u62db\u8058\u65b9\u4e3a\u6b64\u7ed3\u6784\u5316\u6570\u636e\u652f\u4ed8\u8db3\u591f\u6ea2\u4ef7\uff08\u65f6\u95f4\u6216\u91d1\u94b1\uff09\uff0c\u4ece\u800c\u5f62\u6210\u62c9\u52a8\u5019\u9009\u4eba\u7684\u5f3a\u5927\u98de\u8f6e\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\">Projects Yard<\/span>\n <\/div>\n<div class=\"comment-content\">ProjectsYard lets you create discoverable portfolios in 15 mins. Candidates present real project work in a searchable, recruiter-facing directory organized by skills, not keywords. They turn resumes and decks into structured STAR showcases using AI in seconds. Recruiters run semantic searches, paste job descriptions to find matches, and compare candidates with standardized formats and match scores. ProjectsYard replaces scattered portfolios with a skills-first talent layer.<\/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<br \/>We built ProjectsYard as CMU students after running into the same 3 frustrations again and again:<\/p>\n<ul>\n<li>\n<p><strong>We spend hours crafting portfolios that few people ever stumble across, and even fewer read deeply.<\/strong><\/p>\n<\/li>\n<li>\n<p>Everyone has strong projects, but there\u2019s no single discoverable place to showcase them<\/p>\n<\/li>\n<li>\n<p><strong>One-Page Resumes reduce months of real work into a few shallow bullets.<\/strong> <\/p>\n<p>Recruiters scan fast and often miss strong signals because projects are scattered across resumes, GitHub, and portfolio links. <\/p>\n<p>From a Product Lens, this is a system problem, not a talent problem.<br \/>ProjectsYard started as a project to answer one key question:<br \/>What if hiring began with real projects instead of keywords?<\/p>\n<p>So we focused on 3 things:<\/p>\n<\/li>\n<li>\n<p>Creating a <strong>portfolio aggregation platform that enables users to build portfolios in < 15 mins<\/strong><\/p>\n<\/li>\n<li>\n<p>Standardize how projects are explained. A consistent, structured format across candidates.<\/p>\n<\/li>\n<li>\n<p>Make candidates discoverable. AI-powered search & matching using real work, not keywords.<\/p>\n<p>This is not a design-first portfolio tool.<br \/>It is a hiring-focused product built to improve decision quality for both candidates and recruiters.<\/p>\n<p>If you\u2019re a maker, we\u2019d love to know what\u2019s hardest about showcasing your work today.<br \/>If you\u2019re a recruiter, we\u2019d love to know what signals you actually trust.<br \/>Thanks for checking it out \u2014 excited to hear your thoughts!<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Himakar here (maker) \ud83d\udc4b <\/p>\n<p>We\u2019re CMU students, and building ProjectsYard made something feel very clear to us: AI is making it cheap to sound impressive. The bottleneck is shifting from \u201cwriting\u201d to \u201cevidence.\u201d<\/p>\n<p>In your experience, what actually counts as evidence that someone can build? Not a buzzword, but the thing that makes you believe the work is real. Curious to hear what you look for first when evaluating a project.<\/p>\n<p>We\u2019ll be in the comments and are actively iterating based on feedback. Appreciate you all \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@venkata_himakar_yanamandra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@venkata_himakar_yanamandra<\/a> This hits close to home. I\u2019ve spent a lot of time polishing portfolios and project pages, and the reality is most people skim them quickly. What I like about ProjectsYard is the shift in what gets rewarded. Real project work, clear scope, and outcomes, not just resume bullets or a pretty site. If hiring is going to be fast, portfolios need to be scannable and comparable, and this feels built for that.<\/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>This is a solid take on the core problem with portfolios.<\/p>\n<p>Checked out the website and it took barely 20 minutes to set up an entire portfolio. <br \/>Have considered adding a visual editor with drag and drop functionality to make it even easier?<\/p>\n<p>The UI looks slick<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a recruiter, this is a good product. I am curious what kind of signals are you observing at this stage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZRGZJEW5C743L7\" class=\"app-title\">Bleenk<\/a><\/p>\n<div class=\"one-liner\">Chat with AI to build apps and websites<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">36<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bleenk\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u9a71\u52a8AI\u751f\u6210\u5b8c\u6574\u5e94\u7528\u7a0b\u5e8f\u548c\u7f51\u7ad9\u7684\u96f6\u4ee3\u7801\u5e73\u53f0\uff0c\u65e8\u5728\u4e3a\u975e\u6280\u672f\u80cc\u666f\u7684\u521b\u4e1a\u8005\u3001\u521b\u4f5c\u8005\u548c\u56e2\u961f\u964d\u4f4e\u8f6f\u4ef6\u5f00\u53d1\u95e8\u69db\uff0c\u5b9e\u73b0\u4ece\u60f3\u6cd5\u5230\u6210\u54c1\u7684\u5feb\u901f\u6784\u5efa\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\/87ec26b6-36e5-4946-91d2-f3f26bfed5d4.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\/d47ae670-1725-45e1-bba5-7217898ebf7c.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\/90e7513e-8e6e-4657-98ff-168748fb7ddd.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u516c\u5f00\u6d4b\u8bd5\u7248<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u8be2\u95eeGitHub\u540c\u6b65\u3001\u6258\u7ba1\u65b9\u6848\u3001\u4e0eCursor\u7b49\u5de5\u5177\u7684\u533a\u522b\u7b49\u5b9e\u9645\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4GitHub\u96c6\u6210\u662f\u6838\u5fc3\u529f\u80fd\uff0c\u6258\u7ba1\u5c06\u652f\u6301\u591a\u4e91\u5e73\u53f0\u6216\u81ea\u6258\u7ba1\uff0c\u5e76\u5f3a\u8c03Bleenk\u80fd\u6784\u5efa\u5b8c\u6574\u5e94\u7528\u4e14\u81ea\u52a8\u5316\u5904\u7406GitHub\uff0c\u533a\u522b\u4e8e\u4ec5\u751f\u6210demo\u6216\u4ee3\u7801\u7247\u6bb5\u7684\u5de5\u5177\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 Bleenk\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06\u201c\u5bf9\u8bdd\u751f\u6210\u5e94\u7528\u201d\u7684\u53d9\u4e8b\u4ece\u201c\u73a9\u5177\u6f14\u793a\u201d\u63a8\u5411\u201c\u751f\u4ea7\u7ea7\u5de5\u5177\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u76f4\u51fb\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u8f6f\u808b\uff1a\u751f\u6210\u7ed3\u679c\u591a\u4e3a\u7247\u6bb5\u6216\u6982\u5ff5\u9a8c\u8bc1\uff0c\u96be\u4ee5\u76f4\u63a5\u90e8\u7f72\u3002\u4ea7\u54c1\u5b9a\u4f4d\u770b\u4f3c\u7f1d\u5408\u4e86\u201cLovable\u201d\u7684\u96f6\u4ee3\u7801\u5e94\u7528\u6784\u5efa\u4e0e\u201cCursor\u201d\u7684AI\u8f85\u52a9\u7f16\u7a0b\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u5176\u5f3a\u8c03\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u4e0e\u5168\u6d41\u7a0bGitHub\u81ea\u52a8\u5316\u2014\u2014\u8fd9\u8bd5\u56fe\u5c06AI\u4ece\u201c\u4ee3\u7801\u5efa\u8bae\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u9879\u76ee\u534f\u4f5c\u8005\u201d\uff0c\u63a5\u7ba1\u4ece\u751f\u6210\u3001\u7248\u672c\u7ba1\u7406\u5230\u90e8\u7f72\u7684\u94fe\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u516c\u5f00\u6d4b\u8bd5\u7248\u4e2d\u6258\u7ba1\u529f\u80fd\u7684\u7f3a\u5931\uff0c\u66b4\u9732\u4e86\u5176\u201c\u7aef\u5230\u7aef\u201d\u627f\u8bfa\u7684\u5f53\u524d\u77ed\u677f\u3002\u7528\u6237\u5173\u4e8e\u6258\u7ba1\u548c\u96c6\u6210\u7684\u63d0\u95ee\uff0c\u6070\u6070\u53cd\u6620\u4e86\u76ee\u6807\u7528\u6237\uff08\u5373\u4fbf\u975e\u6280\u672f\u80cc\u666f\uff09\u5bf9\u5e94\u7528\u751f\u547d\u5468\u671f\u7ba1\u7406\u7684\u5b9e\u9645\u5173\u5207\u3002Bleenk\u7684\u771f\u6b63\u6311\u6218\u5e76\u975e\u6280\u672f\u65b0\u9896\u6027\uff0c\u800c\u662f\u5de5\u7a0b\u53ef\u9760\u6027\uff1a\u5728\u7b80\u5316\u524d\u7aef\u4ea4\u4e92\uff08\u804a\u5929\uff09\u7684\u540c\u65f6\uff0c\u80fd\u5426\u7a33\u5065\u5904\u7406\u540e\u7aef\u590d\u6742\u7684\u9879\u76ee\u7ed3\u6784\u3001\u4f9d\u8d56\u7ba1\u7406\u548c\u90e8\u7f72\u6d41\u7a0b\uff0c\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u4e2a\u201c\u60ca\u8273\u6f14\u793a\u540e\u96be\u4ee5\u7ef4\u62a4\u201d\u7684\u6848\u4f8b\u3002\u5176\u5dee\u5f02\u5316\u82e5\u4ec5\u505c\u7559\u5728\u201c\u751f\u6210\u66f4\u5b8c\u6574\u7684\u4ee3\u7801\u201d\uff0c\u5219\u6613\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\uff1b\u82e5\u80fd\u901a\u8fc7AI\u6df1\u5ea6\u7406\u89e3\u9879\u76ee\u4e0a\u4e0b\u6587\u5e76\u7ba1\u7406\u5f00\u53d1\u5de5\u4f5c\u6d41\uff0c\u624d\u7b97\u89e6\u53ca\u201cAI\u961f\u53cb\u201d\u7684\u5b9e\u8d28\u3002\u5f53\u524d\u5e02\u573a\u9700\u8981\u7684\u662f\u964d\u4f4e\u201c\u6784\u5efa\u201d\u800c\u975e\u201c\u60f3\u6cd5\u201d\u7684\u95e8\u69db\uff0cBleenk\u7684\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u5176AI\u5728\u590d\u6742\u3001\u771f\u5b9e\u9879\u76ee\u4e2d\u7684\u6301\u7eed\u8f93\u51fa\u8d28\u91cf\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027\uff0c\u800c\u975e\u5bf9\u8bdd\u4ea4\u4e92\u7684\u5671\u5934\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\">Bleenk<\/span>\n <\/div>\n<div class=\"comment-content\">Turn ideas into software by chatting with AI. Real-time collaboration, zero coding, maximum impact.<\/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<br \/>I\u2019m Alen, one of the makers behind Bleenk.<\/p>\n<\/p>\n<p>We built <a href=\"https:\/\/www.bleenk.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Bleenk<\/strong><\/a> because building software is still unnecessarily hard for non technical founders creators and teams. With Bleenk you can build real apps and websites by simply chatting with AI no code no setup no complexity.<\/p>\n<\/p>\n<p>What makes Bleenk different<br \/>It generates production ready apps not demos<br \/>You collaborate with AI in real time like a teammate<br \/>It is built for speed from idea to working product in minutes<\/p>\n<\/p>\n<p>This is our public beta and we are actively listening. Your feedback will directly shape where Bleenk goes next.<\/p>\n<\/p>\n<p>What would you try to build first with Bleenk?<\/p>\n<\/p>\n<p>Thanks for checking us out and supporting the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@unfavalen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unfavalen<\/a> Good luck with the launch. Looks like a cool tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <br \/>Can I sync Blink with my Github changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hovo_ghevondyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hovo_ghevondyan1<\/a> Sure thing. GitHub integration is one of our core features, so you can easily sync and work with your GitHub changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! How does hosting work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks Daniel! Hosting isn\u2019t available yet, it will come after full launch. You can use our cloud, or connect to Vercel, Netlify, Cloudflare, or just download and host anywhere you like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with the launch. <\/p>\n<p>What makes it unique and different from cursor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tigran_chakhalyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tigran_chakhalyan1<\/a> It\u2019s like if Lovable and Cursor had a child. Bleenk builds full web and mobile apps and handles GitHub automatically, all through simple chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Bleenk Public Beta Is Live \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p>We\u2019ve just opened the public beta for <strong>Bleenk<\/strong>, an AI coding agent that helps you create full web and mobile apps through simple chat interactions.<\/p>\n<\/p>\n<p>You can sign up here:<br \/><a href=\"https:\/\/beta-app.bleenk.pro\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/beta-app.bleenk.pro\/<\/a><\/p>\n<\/p>\n<p>We also have a Slack community for updates, questions, and feedback:<br \/><a href=\"https:\/\/join.slack.com\/t\/bleenkdev\/shared_invite\/zt-3hu5zwiiv-1FVkbXGXJFk0IVXnLrZoSQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/join.slack.com\/t\/bleenkdev\/shared_invite\/zt-3hu5zwiiv-1FVkbXGXJFk0IVXnLrZoSQ<\/a><\/p>\n<\/p>\n<p>If you\u2019d like to support the beta and help us improve, please share your feedback here. You\u2019ll receive <strong>+10 extra messages added to your daily limit<\/strong>:<br \/><a href=\"https:\/\/beta-app.bleenk.pro\/beta-feedback\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/beta-app.bleenk.pro\/beta-feedback<\/a><\/p>\n<\/p>\n<p>Would love to hear your thoughts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XGZRFGXK427DO3\" class=\"app-title\">grepai<\/a><\/p>\n<div class=\"one-liner\">grep for the AI era<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>grepai\u662f\u4e00\u6b3e\u5229\u7528\u5411\u91cf\u5d4c\u5165\u6280\u672f\u5b9e\u73b0\u4ee3\u7801\u8bed\u4e49\u641c\u7d22\u7684\u672c\u5730CLI\u5de5\u5177\uff0c\u4e13\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u573a\u666f\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfgrep\u5de5\u5177\u56e0\u5173\u952e\u8bcd\u4e0d\u5339\u914d\u800c\u65e0\u6cd5\u7406\u89e3\u4ee3\u7801\u903b\u8f91\u542b\u4e49\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\/dbaac0e9-61ad-4f52-9246-d1caa3c52080.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09673469-cb7a-4ce3-8e49-e30f097924c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89ed4e07-c28a-4eab-be49-a4b90c9b8d6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f66dc52-b50a-4aa3-b8cc-fc7c15905054.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb0b203b-e654-497b-a043-0225aab74b7e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c27ca7eb-d3eb-413c-acc7-3ac954bbf54f.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\/328335a3-0ea0-462f-87de-5a0b4b2478b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1ie_VITTaKE\"><source src=\"https:\/\/www.youtube.com\/watch?v=1ie_VITTaKE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u7801\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730CLI<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5411\u91cf\u5d4c\u5165<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7d22\u5f15<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u8bed\u4e49\u641c\u7d22\u4ef7\u503c\u548c80%\u7684token\u8282\u7701\u6548\u679c\uff0c\u5bf9100%\u672c\u5730\u8fd0\u884c\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u9002\u7528\u5e73\u53f0\uff08\u786e\u8ba4\u652f\u6301Cursor\u7b49\u5de5\u5177\uff09\u548c\u5de5\u5177\u6027\u8d28\u6f84\u6e05\uff08\u975e\u54c1\u724c\u76d1\u63a7\u5de5\u5177\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u5bfb\u6c42\u529f\u80fd\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n grepai\u7684\u5b9e\u8d28\uff0c\u662f\u5728AI\u667a\u80fd\u4f53\u5f00\u59cb\u6df1\u5ea6\u4ecb\u5165\u7f16\u7a0b\u5de5\u4f5c\u6d41\u7684\u62d0\u70b9\u4e0a\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5173\u952e\u6027\u7684\u201c\u8fde\u63a5\u5c42\u201d\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u65ad\u5c42\uff1a\u4ee5\u7b26\u53f7\u5339\u914d\u4e3a\u6838\u5fc3\u7684\u4f20\u7edf\u4ee3\u7801\u641c\u7d22\u5de5\u5177\uff08\u5982grep\uff09\uff0c\u4e0e\u4ee5\u8bed\u4e49\u7406\u89e3\u4e3a\u76ee\u6807\u7684AI\u7f16\u7a0b\u52a9\u624b\uff08\u5982Claude Code\uff09\u4e4b\u95f4\uff0c\u5b58\u5728\u6839\u672c\u6027\u7684\u4ea4\u4e92\u903b\u8f91\u77db\u76fe\u3002AI\u52a9\u624b\u6d88\u8017\u5927\u91cftoken\u53bb\u201c\u9605\u8bfb\u7406\u89e3\u201d\u4ee3\u7801\u6587\u4ef6\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u5de5\u5177\u94fe\u7684\u843d\u540e\u4e70\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u8bed\u4e49\u641c\u7d22\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u91cd\u65b0\u5b9a\u4e49\u4e86\u641c\u7d22\u7684\u8fb9\u754c\u548c\u5bf9\u8c61\u3002\u4f20\u7edf\u641c\u7d22\u7684\u5bf9\u8c61\u662f\u201c\u5f00\u53d1\u8005\u201d\uff0c\u800cgrepai\u641c\u7d22\u7684\u5bf9\u8c61\u662f\u201cAI\u667a\u80fd\u4f53\u201d\u3002\u5b83\u901a\u8fc7\u672c\u5730\u5316\u5411\u91cf\u7d22\u5f15\uff0c\u5c06\u4ee3\u7801\u5e93\u9884\u5148\u5904\u7406\u6210AI\u6613\u4e8e\u7406\u89e3\u7684\u8bed\u4e49\u5316\u56fe\u8c31\uff0c\u4ece\u800c\u5c06\u6602\u8d35\u7684\u3001\u91cd\u590d\u7684AI\u7406\u89e3\u6210\u672c\uff0c\u8f6c\u53d8\u4e3a\u4e00\u6b21\u6027\u7684\u3001\u5ec9\u4ef7\u7684\u672c\u5730\u8ba1\u7b97\u3002\u5ba3\u79f0\u768480%token\u8282\u7701\uff0c\u5e76\u975e\u7b80\u5355\u7684\u6027\u80fd\u4f18\u5316\uff0c\u800c\u662f\u5bf9AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7ecf\u6d4e\u6a21\u578b\u7684\u98a0\u8986\u2014\u2014\u5c06\u6210\u672c\u4e2d\u5fc3\u8f6c\u5316\u4e3a\u6548\u7387\u4e2d\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u91cd\u5ea6\u4f9d\u8d56\u201cOllama\u201d\u7b49\u672c\u5730AI\u57fa\u7840\u8bbe\u65bd\u7684\u666e\u53ca\u548c\u6027\u80fd\uff0c\u8fd9\u4e3a\u5176\u8bbe\u5b9a\u4e86\u6280\u672f\u95e8\u69db\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u8fde\u63a5\u5c42\u5de5\u5177\uff0c\u5176\u751f\u5b58\u4e0e\u53d1\u5c55\u5c06\u53d7\u5236\u4e8e\u4e0a\u4e0b\u6e38\u751f\u6001\uff1a\u4e0a\u6e38\u7684\u5d4c\u5165\u6a21\u578b\u6027\u80fd\u548c\u4e0b\u6e38\u7684AI\u52a9\u624b\u662f\u5426\u5f00\u653e\u3001\u7a33\u5b9a\u7684\u63a5\u53e3\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u529f\u80fd\uff08\u8bed\u4e49\u641c\u7d22\uff09\u9762\u4e34\u88ab\u96c6\u6210\u7684\u98ce\u9669\uff0c\u4e00\u65e6\u4e3b\u6d41IDE\u6216AI\u52a9\u624b\u5c06\u7c7b\u4f3c\u80fd\u529b\u539f\u751f\u5185\u7f6e\uff0c\u5176\u72ec\u7acb\u4ef7\u503c\u5c06\u8fc5\u901f\u88ab\u7a00\u91ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7684\u6210\u529f\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6e90\u4e8e\u5176\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f00\u53d1\u8005\u793e\u533a\u7684\u201c\u75d2\u70b9\u201d\uff0c\u5e76\u901a\u8fc7\u5de7\u5999\u7684\u793e\u533a\u8fd0\u8425\uff08YouTube\u3001Reddit\uff09\u653e\u5927\u4e86\u58f0\u91cf\u3002\u4f46\u8981\u4ece\u4e00\u4e2a\u4f18\u79c0\u7684side project\u8fdb\u5316\u4e3a\u6301\u4e45\u7684\u751f\u4ea7\u529b\u6807\u51c6\uff0c\u5b83\u9700\u8981\u6784\u5efa\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u4f8b\u5982\u5efa\u7acb\u8de8\u4ee3\u7801\u5e93\u7684\u8bed\u4e49\u6a21\u5f0f\u5e93\uff0c\u6216\u5411\u201c\u4ee3\u7801\u77e5\u8bc6\u56fe\u8c31\u7ba1\u7406\u4e0e\u63a8\u7406\u201d\u7684\u66f4\u6df1\u5c42\u80fd\u529b\u6f14\u8fdb\u3002\u5b83\u5f00\u542f\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u6218\u5f79\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">grepai<\/span>\n <\/div>\n<div class=\"comment-content\">grep was built in 1973. It finds text, not meaning. When you search for “authentication logic” but the code is named handleUserSession, grep fails. grepai uses vector embeddings to understand code semantically. Search by WHAT code does, not what it’s called. Built for AI agents like Claude Code and Cursor, find relevant code instantly instead of browsing hundreds of files. Features: \u2022 Semantic search with natural language \u2022 Call graph tracing \u2022 100% local \u2022 Real-time file watching<\/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 Yoan, a French developer and YouTuber. I built grepai as an open-source side project, and my community absolutely crushed my expectations.<\/p>\n<p>THE STORY: I challenged my YouTube community to help reach 300 GitHub stars. They didn’t just meet it \u2014 they CRUSHED it with 750+ stars. A few days ago, I shared grepai on Reddit’s r\/ClaudeAI, and it hit 279k views. The response has been overwhelming.<\/p>\n<p>THE PROBLEM: grep was built in 1973. It’s amazing for exact text matching, but modern codebases need semantic understanding. When you want to find “authentication logic” but the code is named “handleUserSession,” grep fails you. AI agents like Claude Code or Cursor spend massive amounts of tokens searching your codebase, often finding irrelevant results.<\/p>\n<p>THE SOLUTION: grepai indexes your code using vector embeddings, enabling natural language queries. Search by WHAT code does, not what it’s called. Plus: it reduces Claude Code input tokens by up to 80% (verified benchmark from my Reddit post).<\/p>\n<p>WHAT MAKES IT SPECIAL:<br \/>– \ud83d\udd12 Privacy-first: Runs 100% locally with Ollama<br \/>– \u26a1 Real-time: Watches your files and auto-updates the index<br \/>– \ud83e\udd16 AI-native: Built specifically for AI agent integration<br \/>– \ud83d\udcca Call graph tracing: Find who calls a function instantly<\/p>\n<p>It’s completely free and open source. No cloud, no API keys required (unless you want OpenAI embeddings).<\/p>\n<p>I’d love your honest feedback: What features would make grepai more useful for YOUR workflow? What’s missing?<\/p>\n<p>I’ll be here all day answering every question. Merci! \ud83d\ude4f<\/p>\n<p>Yoan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yoandev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoandev<\/a> Congrats on the launch, this deserves more upvotes. That <strong>80% token reduction<\/strong> is a massive win for anyone using AI agents, and keeping it <strong>100% local<\/strong> with Ollama is a huge plus. Very cool!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yoandev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoandev<\/a> Tr\u00e8s belle id\u00e9e Yoann, je vais tout de suite adopter!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Can I use it in Cursor or only Claude Code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! Yes, you can definitely use it in Cursor. It works with pretty much all current tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use it with Claude Code : Absolute Banger !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is a really smart idea. search is definitely shifting toward ai , people are asking chatgpt and perplexity instead of googling. brands that don’t show up in ai answers will lose out.<\/p>\n<p>curious about the brand tracking , how does it work exactly? does it run queries periodically across chatgpt, claude, gemini and check if your brand appears? or is there another method? would love to understand the technical side.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@topfuelauto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@topfuelauto<\/a> Thanks for the feedback! I think there is a slight misunderstanding regarding the nature of the tool.<\/p>\n<p>GrepAI is actually a <strong>CLI tool for developers<\/strong> to query their <strong>local codebase<\/strong>. It acts like grep (the standard command line tool to find text in files), but instead of simple keyword matching, it uses <strong>vector embeddings (semantic search)<\/strong>.<\/p>\n<p>This allows you to search through your files by <strong>meaning and context<\/strong>, rather than exact strings. It is not a marketing tool to track brands on external platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K73EK26CFETUNG\" class=\"app-title\">Play The Event<\/a><\/p>\n<div class=\"one-liner\">Organize Events Effortlessly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">20<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u9884\u7b97\u3001\u652f\u51fa\u3001\u53c2\u4e0e\u8005\u548c\u540e\u52e4\u7ba1\u7406\u4e8e\u4e00\u4f53\u7684\u667a\u80fdSaaS\u5e73\u53f0\uff0c\u4e3a\u6d3b\u52a8\u7ec4\u7ec7\u8005\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u5728\u6d3b\u52a8\u7b56\u5212\u4e0e\u6267\u884c\u573a\u666f\u4e2d\u89e3\u51b3\u4fe1\u606f\u5206\u6563\u3001\u534f\u540c\u4f4e\u6548\u4e0e\u6210\u672c\u5931\u63a7\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\/c1cf0708-d957-4924-8fc5-60a52d92efd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95565173-eb1c-4c7e-b895-cc5e80040e5b.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\">Events<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d3b\u52a8\u7ba1\u7406SaaS<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u4e0e\u652f\u51fa\u8ddf\u8e2a<\/span><br \/>\n <span class=\"tag\">\u53c2\u4e0e\u8005\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u540e\u52e4\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">B2B\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7531\u4e8e\u63d0\u4f9b\u7684\u8bc4\u8bba\u5217\u8868\u4e3a\u7a7a\uff0c\u65e0\u6cd5\u4ece\u7528\u6237\u53cd\u9988\u4e2d\u8bc6\u522b\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\u76ee\u524d\u4ea7\u54c1\u4ec5\u663e\u793a20\u4e2a\u6295\u7968\uff0c\u53ef\u80fd\u5904\u4e8e\u53d1\u5e03\u521d\u671f\uff0c\u7528\u6237\u5b9e\u9645\u4f7f\u7528\u53cd\u9988\u6709\u5f85\u79ef\u7d2f\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 PlayTheEvent\u5207\u5165\u7684\u662f\u4e00\u4e2a\u53e4\u8001\u800c\u62e5\u6324\u7684\u8d5b\u9053\u2014\u2014\u6d3b\u52a8\u7ba1\u7406\u8f6f\u4ef6\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u4f53\u5316\u201d\u548c\u201c\u5b9e\u65f6\u6d1e\u5bdf\u201d\u662f\u884c\u4e1a\u6807\u51c6\u8bdd\u672f\uff0c\u800c\u975e\u7a81\u7834\u6027\u4ef7\u503c\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u9762\u5bf9Asana\u3001Trello\u7b49\u901a\u7528\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7684\u7075\u6d3b\u6027\uff0c\u4ee5\u53caEventbrite\u7b49\u5728\u7279\u5b9a\u73af\u8282\uff08\u5982\u7968\u52a1\uff09\u7684\u6df1\u5ea6\u6e17\u900f\uff0c\u4e00\u4e2a\u65b0\u5e73\u53f0\u5982\u4f55\u8bc1\u660e\u5176\u5b58\u5728\u7684\u5fc5\u8981\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u4e3b\u5f20\u201c\u6e05\u6670\u4e0e\u63a7\u5236\u201d\u76f4\u6307\u884c\u4e1a\u75db\u70b9\uff1a\u6d3b\u52a8\u7b79\u5907\u4e2d\u9884\u7b97\u8d85\u652f\u3001\u6c9f\u901a\u788e\u7247\u5316\u3001\u540e\u52e4\u8131\u8282\u3002\u82e5\u80fd\u771f\u6b63\u5b9e\u73b0\u6570\u636e\u5728\u9884\u7b97\u3001\u652f\u51fa\u3001\u4eba\u5458\u3001\u7269\u6d41\u95f4\u7684\u65e0\u7f1d\u6d41\u8f6c\u4e0e\u81ea\u52a8\u6838\u9a8c\uff0c\u4ece\u800c\u63d0\u524d\u9884\u8b66\u98ce\u9669\uff0c\u90a3\u5b83\u63d0\u4f9b\u7684\u5c31\u4e0d\u662f\u7b80\u5355\u7684\u201c\u770b\u677f\u201d\uff0c\u800c\u662f\u57fa\u4e8e\u89c4\u5219\u7684\u201c\u51b3\u7b56\u8f85\u52a9\u201d\u3002\u8fd9\u624d\u662f\u5176\u201c\u667a\u80fd\u201d\u4e8c\u5b57\u7684\u5e94\u6709\u4e4b\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u73b0\u6709\u7b80\u4ecb\u770b\uff0c\u5176\u529f\u80fd\u63cf\u8ff0\u4ecd\u505c\u7559\u5728\u6a21\u5757\u5217\u4e3e\u5c42\u9762\uff0c\u672a\u89c1\u5176\u9a71\u52a8\u201c\u667a\u80fd\u201d\u7684\u6838\u5fc3\u7b97\u6cd5\u6216\u6570\u636e\u8054\u52a8\u903b\u8f91\u7684\u72ec\u7279\u9610\u8ff0\u3002\u5728\u521d\u671f\u7f3a\u4e4f\u7528\u6237\u8bc4\u8bba\u7684\u60c5\u51b5\u4e0b\uff0c\u5176\u6613\u7528\u6027\u3001\u96c6\u6210\u80fd\u529b\u4e0e\u5b9a\u5236\u5316\u6c34\u5e73\u5747\u662f\u672a\u77e5\u6570\u3002\u5bf9\u4e8e\u4e2a\u4f53\u548c\u5c0f\u578b\u534f\u4f1a\uff0c\u4ef7\u683c\u548c\u4e0a\u624b\u6210\u672c\u5c06\u51b3\u5b9a\u5176\u5438\u5f15\u529b\uff1b\u5bf9\u4e8e\u4f01\u4e1a\u5ba2\u6237\uff0c\u5219\u9700\u4e0e\u73b0\u6709OA\u53ca\u8d22\u52a1\u7cfb\u7edf\u6df1\u5ea6\u96c6\u6210\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u7406\u5ff5\u6b63\u786e\u4f46\u6267\u884c\u51b3\u5b9a\u751f\u6b7b\u7684\u4ea7\u54c1\u3002\u5728MVP\u9636\u6bb5\uff0c\u5b83\u5fc5\u987b\u8fc5\u901f\u8bc1\u660e\u5176\u201c\u4e00\u4f53\u5316\u201d\u4e0d\u662f\u529f\u80fd\u7684\u7b80\u5355\u5806\u780c\uff0c\u800c\u662f\u80fd\u751f\u6210\u201c1+1>2\u201d\u534f\u540c\u6548\u5e94\u7684\u6709\u673a\u4f53\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u529f\u80fd\u96f7\u540c\u3001\u53ef\u66ff\u4ee3\u6027\u5f3a\u7684\u80cc\u666f\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\">Play The Event<\/span>\n <\/div>\n<div class=\"comment-content\">PlayTheEvent is a smart SaaS platform that helps organizers manage events with clarity and control. From budgeting and expense tracking to participant management and logistics, PlayTheEvent centralizes everything in one place. Designed for individuals, associations, and businesses, it simplifies planning, reduces errors, and gives you real-time insights to run events smoothly and sustainably.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/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> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) 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