Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-16<\/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 | 2026-05-16<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4GHN2XBZOGAXZS\" class=\"app-title\">Loova Agents<\/a><\/p>\n<div class=\"one-liner\">Your AI director for creating cinematic videos with ease<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">324<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Loova Agents\u662f\u4e00\u6b3eAI\u89c6\u9891\u5bfc\u6f14\u5de5\u5177\uff0c\u901a\u8fc7\u201c\u65e0\u9650\u753b\u5e03\u201d\u548c\u667a\u80fd\u4ee3\u7406\uff0c\u5c06\u666e\u901a\u7528\u6237\u7684\u6a21\u7cca\u521b\u610f\u81ea\u52a8\u89c4\u5212\u3001\u5206\u955c\u5e76\u751f\u6210\u4e3a\u7535\u5f71\u7ea7\u5e7f\u544a\u3001\u77ed\u7247\u548c\u4ea7\u54c1\u89c6\u9891\uff0c\u89e3\u51b3\u975e\u4e13\u4e1a\u521b\u4f5c\u8005\u5728\u89c6\u9891\u5236\u4f5c\u4e2d\u6d41\u7a0b\u7834\u788e\u3001\u7f3a\u4e4f\u5bfc\u6f14\u601d\u7ef4\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b9619e2-c464-43b0-886e-9c75594e32c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41866d71-b1d1-4918-a70b-0d2a9728b90f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8893218-a36b-4ed0-9e82-fb056fbaf5dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb0326ec-1a4d-49e9-8452-15943d597b92.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\/a0ca0021-87a5-41f9-b044-d13edc9366ab.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q2IT61buu_k\"><source src=\"https:\/\/youtu.be\/q2IT61buu_k\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5bfc\u6f14<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u65e0\u9650\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u955c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u521b\u610f\u5bfc\u6f14\u201d\u5b9a\u4f4d\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u5bf9\u8fd0\u955c\uff08\u5982\u6162\u63a8\u3001\u6447\u6444\uff09\u548c\u5206\u955c\u7684\u5177\u4f53\u63a7\u5236\u6743\uff1b\u89d2\u8272\/\u4ea7\u54c1\u4e00\u81f4\u6027\u7684\u5b9e\u73b0\u673a\u5236\uff1b\u54c1\u724c\u98ce\u683c\u5e93\u7b49\u53ef\u590d\u7528\u8d44\u4ea7\uff1b\u4ee5\u53ca\u5bfc\u51fa\u683c\u5f0f\u662f\u5426\u53d7\u9650\u4e8e\u5e73\u53f0\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\uff0c\u7528\u6237\u53ef\u6307\u5b9a\u8fd0\u955c\uff0c\u4e0d\u6307\u5b9a\u5219\u7531AI\u63a8\u65ad\uff1b\u4e00\u81f4\u6027\u901a\u8fc7\u5de5\u4f5c\u6d41\u5185\u7f6e\u53c2\u8003\u56fe\u5b9e\u73b0\uff1b\u5bfc\u51fa\u4e3a\u6807\u51c6\u683c\u5f0f\uff1b\u54c1\u724c\u590d\u7528\u529f\u80fd\u6b63\u5728\u5efa\u8bbe\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Loova Agents\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5730\u6233\u4e2d\u4e86\u5f53\u524dAI\u89c6\u9891\u751f\u6210\u9886\u57df\u6700\u75db\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u6280\u672f\u5df2\u6709\uff0c\u4f46\u5de5\u4f5c\u6d41\u652f\u79bb\u7834\u788e\u3002\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2a\u8ba9\u4f60\u5199\u5492\u8bed\u5f0f\u63d0\u793a\u8bcd\u7684\u751f\u6210\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u201c\u521b\u610f\u603b\u76d1\u201d\u7684\u89d2\u8272\uff0c\u8fd9\u5728\u4ea7\u54c1\u6cdb\u6ee5\u7684AI\u89c6\u9891\u8d5b\u9053\u91cc\uff0c\u662f\u4e00\u4e2a\u6781\u5177\u5dee\u5f02\u5316\u7684\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u8bc4\u8bba\u548c\u521b\u59cb\u4eba\u56de\u590d\u7684\u7ec6\u8282\u6765\u770b\uff0cLoova\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u80fd\u529b\u7684\u201c\u70ab\u6280\u201d\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6d41\u7a0b\u201d\u7684\u91cd\u6784\u3002\u5b83\u628a\u201c\u60f3\u6cd5\u2192\u63d0\u793a\u8bcd\u2192\u56fe\u50cf\u2192\u89c6\u9891\u2192\u526a\u8f91\u201d\u7684\u7ebf\u6027\u3001\u591a\u5de5\u5177\u6d41\u7a0b\uff0c\u538b\u7f29\u4e3a\u201c\u60f3\u6cd5\u2192AI\u89c4\u5212\u5206\u955c\u2192\u751f\u6210\u201d\u7684\u4e00\u4f53\u5316\u4f53\u9a8c\u3002\u5c24\u5176\u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u5b83\u6ca1\u6709\u56de\u907f\u975e\u4e13\u4e1a\u7528\u6237\u5bf9\u63a7\u5236\u6743\u7684\u6050\u60e7\uff0c\u901a\u8fc7\u5141\u8bb8\u7528\u6237\u624b\u52a8\u6307\u5b9a\u201c\u7f13\u6162\u63a8\u955c\u201d\u6216\u4ea4\u7531AI\u63a8\u65ad\u7684\u7075\u6d3b\u673a\u5236\uff0c\u5728\u201c\u53ef\u63a7\u6027\u201d\u4e0e\u201c\u81ea\u52a8\u5316\u201d\u4e4b\u95f4\u627e\u5230\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684\u5e73\u8861\u70b9\u3002\u8fd9\u79cd\u201c\u5148\u89c4\u5212\u540e\u751f\u6210\u201d\u7684\u67b6\u6784\uff0c\u6bd4\u90a3\u4e9b\u4e00\u6b21\u6027\u7684\u201c\u6587\u672c\u751f\u89c6\u9891\u201d\u5de5\u5177\uff0c\u66f4\u63a5\u8fd1\u771f\u5b9e\u7684\u5f71\u89c6\u5236\u4f5c\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5f53\u524d\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u6700\u5173\u952e\u7684\u201c\u89d2\u8272\/\u4ea7\u54c1\u4e00\u81f4\u6027\u201d\u95ee\u9898\uff0c\u867d\u7136\u56de\u590d\u79f0\u9760\u201c\u53c2\u8003\u56fe+\u5de5\u4f5c\u6d41\u201d\u89e3\u51b3\uff0c\u4f46\u80fd\u5426\u5728\u9ad8\u52a8\u6001\u3001\u591a\u573a\u666f\u4e0b\u7a33\u5b9a\u4fdd\u6301\uff0c\u662f\u7528\u6237\u662f\u5426\u4e70\u5355\u7684\u6838\u5fc3\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u201c\u54c1\u724c\u98ce\u683c\u5e93\u201d\u9700\u6c42\uff0c\u662fB\u7aef\u5ba2\u6237\u4ed8\u8d39\u7684\u5173\u952e\uff0c\u5982\u679c\u53ea\u505c\u7559\u5728\u201c\u9760\u957f\u63d0\u793a\u8bcd\u201d\u7684\u9636\u6bb5\uff0c\u5c31\u53ea\u662f\u5671\u5934\u3002Loova\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u5c06\u201c\u5bfc\u6f14\u201d\u8fd9\u4e2a\u62bd\u8c61\u6982\u5ff5\uff0c\u771f\u6b63\u4ea7\u54c1\u5316\u4e3a\u4e00\u5957\u53ef\u590d\u7528\u7684\u3001\u53ef\u9760\u7684\u521b\u4f5c\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u5076\u5c14\u7075\u5149\u4e00\u73b0\u7684\u201cAI\u5b9e\u4e60\u751f\u201d\u3002\u5982\u679c\u80fd\u505a\u5230\uff0c\u5b83\u5c31\u4e0d\u4f1a\u53ea\u662f\u4e00\u6b3e\u5de5\u5177\uff0c\u800c\u4f1a\u6210\u4e3a\u4e0b\u4e00\u4ee3\u5185\u5bb9\u751f\u4ea7\u7684\u57fa\u7840\u8bbe\u65bd\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\">Loova Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Tell Loova your idea in everyday words, and Loova agents act as your personal director to plan, direct, and generate your film. Make scroll-stopping ads, short films, and product videos fast. With an infinite canvas for boundless imagination, Loova Agents make professional video storytelling simple.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, this is Anbang, founder of <a href=\"https:\/\/loova.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Loova<\/a> \ud83d\udc4b<\/p>\n<p>Before building Loova Agents, I kept running into the same issue over and over again.<\/p>\n<p>AI video creation is powerful now. But the workflow still feels broken.<\/p>\n<p>People open 20 different tabs just to make one video.<\/p>\n<p>Docs for ideas. GPT for scripts. One tool for images. Another for video. Another for music. Then editing software on top of that.<\/p>\n<p>You go from:<br \/>idea \u2192 prompts \u2192 images \u2192 video \u2192 editing<\/p>\n<p>And somewhere in the middle, the creative flow gets lost.<\/p>\n<p>The bigger problem is that most AI tools only help you generate.<br \/>They don\u2019t help you think visually.<br \/>They don\u2019t help you direct.<\/p>\n<p>But most creators are not trained filmmakers. They shouldn\u2019t need to think like prompt engineers just to tell a story.<\/p>\n<p>That frustration is what led us to build <a href=\"https:\/\/loova.ai\/ai-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Loova Agents<\/a>.<\/p>\n<p>We wanted to create something that behaves more like a creative director than just another AI generator. <br \/>With Loova Agents, the goal is simple:<\/p>\n<ul>\n<li>\n<p>understand the intent behind your idea<\/p>\n<\/li>\n<li>\n<p>plan scenes before generation<\/p>\n<\/li>\n<li>\n<p>generate visuals and BGM together<\/p>\n<\/li>\n<li>\n<p>keep the whole project inside one infinite canvas<\/p>\n<\/li>\n<li>\n<p>let creators shape stories visually, not tab by tab<\/p>\n<\/li>\n<\/ul>\n<p>People are already using it for product ads, AI short films, talking avatar videos, UGC style content, and more.<\/p>\n<p>We\u2019re still very early. Still learning every day. Still building with the community.<\/p>\n<p>If you try it, I\u2019d genuinely love to hear your thoughts. A lot of what we build next will come directly from user feedback. Here is a quick link to explore: <a href=\"https:\/\/loova.ai\/ai-agent\/intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/loova.ai\/ai-agent\/intro<\/a><\/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\/@anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Hi Anbang, I really liked your vision around AI and the way you\u2019re building. \ud83d\ude80 <\/p>\n<p>> I just launched EmPaTH, a Gen Z emotional wellness app with anonymous avatars, AI chatbot support, and mood\u2011based activities. <\/p>\n<p>It\u2019s available for acquisition (negotiable down to $3K) \u2014 includes prototype, pitch deck, and assets. <\/p>\n<p> I\u2019d be happy to support you in the building phase if you decide to take it forward. <\/p>\n<p> Would you be open to a quick chat about this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Hi Anbang, I really liked your vision around AI and the way you\u2019re building. \ud83d\ude80 <\/p>\n<p>> I just launched EmPaTH, a Gen Z emotional wellness app with anonymous avatars, AI chatbot support, and mood\u2011based activities. <\/p>\n<p>> It\u2019s available for acquisition (negotiable down to $3K) \u2014 includes prototype, pitch deck, and assets. <\/p>\n<p>> I\u2019d be happy to support you in the building phase if you decide to take it forward. <\/p>\n<p>> Would you be open to a quick chat about this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Hey, I’ve been looking more in this space and find the generative ai space very promising. Wanted to know when Loova Agents break an idea into scenes, how much control does the creator have over the storyboard before generation? Can you tweak pacing, camera style, or scene order visually on the canvas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Anbang! Love the “creative director” framing. Here’s what I’m wondering \u2014 during scene planning, how much control do I actually have over specific camera moves? Like if I want a slow dolly in or a whip pan, will the agent follow my command, or does it decide what’s best based on the script?<\/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\/@new_user___117202639633ed66e16b5d8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___117202639633ed66e16b5d8<\/a> Thanks so much.<\/p>\n<p>If you give a specific camera move, Loova will follow that direction. So things like slow dolly in, whip pan, handheld, close-up, etc. can all be part of the plan.<\/p>\n<p>If you don\u2019t specify it, the agent will choose what fits the scene.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a game-changer for solo creators. The jump from “AI-generated video” to “cinematic video” usually requires a lot of manual editing. Does the “AI Director” allow for specific camera movement commands (like pans or dollies), or does it infer the best shots based on the script?<\/p>\n<h3><\/h3>\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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Yes, you can specify camera movements like pans, dollies, zooms, or tracking shots yourself.<\/p>\n<p>If you don\u2019t provide specific directions, the AI Director will automatically infer the best shots and camera movements based on the script. You can give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Thanks, really appreciate that.<\/p>\n<p>You can do both. If you give specific camera directions like pan, dolly in, handheld, close-up, Loova will follow them in the plan.<\/p>\n<p>If you just start with a script or rough idea, the agent can also infer the shots that fit the scene.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks useful for small teams and solo founders.<\/p>\n<\/p>\n<p>Most of us don’t have a full creative team, so an agent that helps plan and generate marketing videos sounds very practical.<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Yes, the goal is to let one person handle the entire video workflow much more efficiently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Exactly. That\u2019s one of the main things we\u2019re building for.<\/p>\n<p>Small teams usually don\u2019t have a full creative team, but they still need good videos for launches, ads, and social. Loova is meant to help cover that gap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the case where calling it a creative director is probably not an exaggeration. You mentioned consistent characters and products across scenes and that’s the part most tools fudge. Are you locking seeds and reference frames? building on top of an identity model?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> That\u2019s exactly the hard part.<br \/>We don\u2019t rely on seeds alone. Loova keeps character and product references in the workflow, then uses them across scene planning, image generation, and video prompting so each shot is created with the right context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201ccreative director, not just generator\u201d framing is the right wedge here. For product\/UGC-style videos, the planning layer is usually where generic AI output starts to drift: the hook, pacing, visual proof, and brand constraints all need to survive before generation starts.<\/p>\n<\/p>\n<p>Curious how you handle reusable creative direction. Can a team save brand\/voice constraints, example shots, or \u201cavoid this style\u201d notes so future videos feel consistent without turning every new idea into another long prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Yes, this is something we\u2019re building.<\/p>\n<p>The goal is to let teams reuse creative direction like brand voice, reference shots, and style notes, so future videos can start with the right context without writing a long prompt every time.<\/p>\n<p>This consistency layer is especially important for product and UGC videos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Loova Agents plan and structure scenes? Does it create a full storyboard first before generating the video… or does it generate scene-by-scene?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Great question.<\/p>\n<p>Loova first plans the overall story and scene structure, so you can see the direction before generation starts. Then it generates scene by scene, using the plan and references to keep the video coherent.<\/p>\n<p>So it\u2019s not just one prompt to one video \u2014 it\u2019s more like planning first, then creating each scene with context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch, Anbang! The infinite canvas idea is really intriguing. How does the scene planning phase actually work does the agent auto suggest shot types based on the script?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Thank you! Yes, the agent can automatically suggest scene structure, shot types, camera movement, pacing, and transitions based on the script and the goal of the video.<\/p>\n<p>Behind the scenes, we\u2019ve worked with professional directors and marketing experts to design the workflows and prompting system, so the agent is not just randomly generating shots – it\u2019s following creative logic that\u2019s closer to how real video teams work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Thanks so much!<\/p>\n<p>Yes, the agent can suggest shot types based on the script, story flow, and the goal of the video. It will break the idea into scenes, then propose things like close-ups, product shots, establishing shots, or action shots where they make sense.<\/p>\n<p>You can also edit the plan before generation, so it\u2019s not a black box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Quick question, once you have your video, where can you take it? <br \/>Can you export to any format, or is it locked into Loova’s ecosystem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> You can use the videos across TikTok, YouTube, Instagram, ads, landing pages, ecommerce stores, client work, and pretty much anywhere else.<\/p>\n<p>Not locked at all. We support exporting videos in standard formats, and we\u2019re also building more editing\/export flexibility so creators can continue workflows in tools they already use if they want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\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> It\u2019s not locked into Loova.<\/p>\n<p>You can export the final video and use it wherever you need \u2014 social posts, ads, landing pages, client work, or your own editing workflow.<\/p>\n<p>We want Loova to fit into creators\u2019 existing workflows, not trap the work inside our product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m not a video expert, so the planning part is what interests me. If the agent can guide me from a rough idea to something usable, that makes AI video much more approachable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rockzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rockzhang<\/a> Yes, that\u2019s exactly what we\u2019re building. The goal is for the agent to act like a director and marketing expert, helping you turn a rough idea into a high-quality video quickly and easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rockzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rockzhang<\/a> That\u2019s exactly what we want to make easier.<\/p>\n<p>You shouldn\u2019t need to know how to write a script, plan shots, or choose the right tools. With Loova, you can start from a rough creative goal, and the agent will turn it into a story structure, scenes, visuals, and a video workflow automatically.<\/p>\n<p>You can still jump in and adjust things, but the heavy lifting should be handled by the agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 shipping! I am curious about the editing layer once all assets are inside the infinite canvas, what kind of timeline or editing controls do creators have? Is it closer to Canva or Final Cut?<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Anbang! The think visually not like a prompt engineer line really hits. What\u2019s one feature you built specifically to help non filmmakers feel like they are directing, not just generating?<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks very interesting to me as I have been trying to find my way around Higgsfield!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anbangx\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My sister teaches dance and spends more time making promo and tutorial videos than actually teaching. This looks like it was built for exactly that use case. Trying it with her this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sanjana_madhekar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanjana_madhekar<\/a> Just give it a try. With Loova, the goal is to let the Video Agent handle a lot of the creative production work, so your sister can focus more on teaching and less on editing timelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting i tried a few products and this one looks much much more like the one I have been looking for. I will definitely give it a go. I started doing research and see you made a similar but different product the JoggAI one. You have a real talent with this ai video editing its a really hard area to tackle. Good luck and amazing work its super inspiring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrewb23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewb23<\/a> Thank you so much, really appreciate it. Yes, JoggAI was more focused on AI Avatar, while with Loova we\u2019re pushing further into the \u201cVideo Agent\u201d direction \u2014 helping users go from idea, planning, storyboard, generation, all the way to a finished video through conversation.<\/p>\n<p>Hope you enjoy trying Loova!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been playing around with this \u2014 the idea of having an AI director rather than just a generator is actually smart. Most tools dump assets on you and leave the creative decisions to you. Will test it on a product demo video this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asim_saeed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_saeed1<\/a> Really appreciate you trying it.<\/p>\n<p>That\u2019s exactly the gap we\u2019re trying to solve. Generating assets is only one part of the work. The harder part is making creative decisions and turning everything into a coherent video.<\/p>\n<p>Would love to hear how the product demo test 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 on the launch! Can Loova Agents take an existing script like from a Google Doc and automatically convert it into a planned scene sequence with visual suggestions?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> Thank you.<\/p>\n<p>Yes, you can bring in an existing script and Loova can help turn it into a scene sequence with visual direction.<\/p>\n<p>The idea is that you don\u2019t have to start from a blank prompt. If you already have the story or script, Loova can build from there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Anbang! This solves a real pain point. When you say direct how does the UI help me arrange pacing, cuts, and transitions without needing to learn timeline editing?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_harris11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_harris11<\/a> Thank you.<\/p>\n<p>The idea is that you don\u2019t need to edit on a traditional timeline first. Loova turns your goal into a scene plan, including pacing, cuts, and transitions, then shows it in a way you can review and adjust before generation.<\/p>\n<p>So you can direct the outcome without learning timeline editing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! If a creator has zero video editing experience, how many minutes from signup to first completed video using Loova Agents? What\u2019s that first time flow like?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshua_cooper2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshua_cooper2<\/a> It depends on the complexity, but the first flow is meant to be very simple.<\/p>\n<p>You start with a rough goal, Loova turns it into a plan, then generates the scenes and final video from there. You don\u2019t need editing experience to get started.<\/p>\n<p>We want the first video to feel more like describing what you want than learning a new production 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, Anbang! For AI short films, how does the agent handle dialogue between multiple characters? Can it generate consistent voice and lip movements across different angles?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Thank you! Yes, consistency is one of the biggest challenges for AI short films, so our approach is to generate the characters and their voices first as foundational assets for the project.<\/p>\n<p>The agent then uses those consistent character and voice profiles across scenes, camera angles, and dialogue shots to maintain continuity in appearance, speaking style, and lip sync throughout the story.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Thank you.<\/p>\n<p>That\u2019s definitely one of the more complex scenarios, especially with multiple characters, voices, lip sync, and different camera angles.<\/p>\n<p>We\u2019re continuing to iterate on this, because it\u2019s really important for story-driven videos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! For product ads specifically, does Loova agents have any understanding of product placement or branding guidelines, or is it more about general storytelling?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olivia_bennett7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivia_bennett7<\/a> Thank you.<\/p>\n<p>For product ads, it\u2019s not just general storytelling. You can upload product images, and Loova will plan the video around the actual product, including how it should appear in the scenes.<\/p>\n<p>We\u2019re still improving the branding side, but product placement is definitely part of the workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How does the plan scenes before generation step actually surface in the UI? Do creators arrange storyboard cards, or does the agent propose a scene breakdown automatically?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wyatt_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wyatt_carter<\/a> Thank you.<\/p>\n<p>The agent proposes the scene breakdown automatically first. Creators can then review it on the canvas and adjust the structure before generation.<\/p>\n<p>So you don\u2019t have to build the storyboard from scratch, but you still get a chance to shape it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wyatt_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wyatt_carter<\/a> The agent can automatically propose the scene breakdown based on your idea, script, and video goal. The whole planning and generation process is then visualized on the infinite canvas, so it feels more like building a living storyboard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the concept, but I\u2019m curious about the final editing flow. Can users adjust timing, replace scenes, regenerate specific parts, or export assets for editing elsewhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linglistack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linglistack<\/a> Yes, exactly. You can adjust timing, replace scenes, regenerate specific shots, change styles, rewrite parts of the script, and keep iterating through conversation until the video matches what you want.<\/p>\n<p>The experience we\u2019re aiming for is less like traditional editing software, and more like talking to a real creative agency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@linglistack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linglistack<\/a> Yes. Users can regenerate specific scenes, replace parts, and keep refining the video without starting from scratch.<\/p>\n<p>Export is also supported, so the final video is not locked inside Loova. We want it to fit into your existing editing workflow too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone making YouTube content, the biggest pain is not just generating clips. It is planning the whole structure and keeping everything consistent. Curious to see how Loova Agents handles longer video ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> Exactly. We think the hard part of AI video is no longer just generating clips, it\u2019s creative orchestration and consistency across the entire video. Our long-term vision is that creators should be able to go from a rough idea to a complete YouTube-quality production with the agent acting like a creative team behind the scenes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> That\u2019s exactly the problem we care about.<\/p>\n<p>For longer ideas, Loova starts with the structure first, then breaks it into scenes and keeps the context across the workflow. The goal is to make it easier to go from a rough idea to a coherent video, not just generate isolated clips.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launching today! The workflow gap in AI video creation is definitely real, and it\u2019s awesome to see you guys tackling it by focusing on the ‘thinking and directing’ side rather than just the generation.<\/p>\n<p>I’d love to try this for some product ads. Does the agent support specific brand style guidelines or reference images to help keep the visual output on-brand?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zeng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeng<\/a> Thank you, really appreciate that.<\/p>\n<p>Yes, Loova supports product images. You can upload your product, and the agent will use it when planning scenes and creating the video, so the output is built around the actual product.<\/p>\n<p>Product ads are definitely one of the use cases we\u2019re excited about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 love this! I was editing a video the other day and wishing for just the thing. If I upload a series and clips and give it direction on how to place and edit them, will it work? I know the agent is supposed to be the director here, but I’m curious how much control we’ll have over that process with constant reiteration. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ishika_muppidi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishika_muppidi<\/a> This is something we\u2019re actively working on.<\/p>\n<p>The goal is for Loova to understand your existing clips better, then help continue the creative process from there, like organizing, editing, and building them into a finished video.<\/p>\n<p>You\u2019ll still be able to guide and refine the direction along the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “AI director” framing is interesting \u2014 most video tools put the work on you to be the director and just give you better tools. This flips it so you describe the outcome and the agent figures out the shots. Curious how much control you can take back when the AI’s creative direction isn’t quite what you had in mind. Is there an easy way to override specific decisions without starting from scratch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zrimko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zrimko<\/a> Yes, that\u2019s a big part of the product.<\/p>\n<p>Loova gives you the plan before generation, so you can change specific scenes, shots, references, or prompts without starting over.<\/p>\n<p>The idea is not to take control away from users, but to handle the heavy planning while still letting you step in when it matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you. Really appreciate the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interested to see how it replaces my current “film production” pipeline set in Claude Code! Currently, I have plot idea -> script writer pass -> director pass -> DP (Cinematographer pass) -> Characters & Objects master reference imagery -> video shot prompter, everything though skills and APIs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gsostak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gsostak<\/a> That\u2019s exactly the kind of workflow we\u2019re thinking about.<\/p>\n<p>Loova is built to help users create from a director\u2019s point of view \u2014 planning the story, shaping the scenes, managing references, and turning everything into shots and final video in one place.<\/p>\n<p>Would love for you to give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AECRPSWTZWYZ24\" class=\"app-title\">Agentmemory<\/a><\/p>\n<div class=\"one-liner\">Persistent memory for Claude Code, Codex & coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">227<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agentmemory\u4e3aClaude Code\u3001Codex\u7b49AI\u7f16\u7801\u4ee3\u7406\u63d0\u4f9b\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u8bb0\u5fc6\uff0c\u89e3\u51b3\u4ee3\u7406\u6bcf\u6b21\u542f\u52a8\u90fd\u5fd8\u8bb0\u4e0a\u4e0b\u6587\u3001\u9700\u8981\u91cd\u590d\u89e3\u91ca\u4ee3\u7801\u5e93\u548c\u4e2a\u4eba\u504f\u597d\u7684\u75db\u70b9\uff0c\u4ece\u800c\u663e\u8457\u8282\u7701token\u5e76\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76862eae-129c-45bb-92ee-e3f700cad0ce.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\/c1fb2e70-ebee-4177-84f2-e0981ac5fe6c.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a56e61ae-984a-46a5-b804-d7310b78a85b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4ceedad-76a2-4580-b98b-b2ea64423769.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a61338b5-12d7-4a00-8228-3b67f32281c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d433a295-05d0-45cc-b84a-c01ce24156aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15911eb3-1a27-478a-bc69-ca7d1d5214b0.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\">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\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u68c0\u7d22\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5e93\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u8de8\u4f1a\u8bdd\u8bb0\u5fc6<\/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\u8bb0\u5fc6\u51b2\u7a81\u4e0e\u6570\u636e\u5b89\u5168\uff0c\u5982\u610f\u5916\u8bb0\u5f55\u654f\u611f\u6570\u636e\u3001\u8bb0\u5fc6\u4e0e\u4ee3\u7801\u72b6\u6001\u77db\u76fe\u7684\u5904\u7406\uff1b\u8ba8\u8bba\u68c0\u7d22\u8d28\u91cf\u4e0e\u8fc7\u671f\u8bb0\u5fc6\u7684\u8870\u51cf\u673a\u5236\uff1b\u8be2\u95ee\u662f\u5426\u517c\u5bb9\u684c\u9762\u5e94\u7528\u53ca\u80fd\u5426\u5bfc\u51fa\u8bb0\u5fc6\uff1b\u8ba4\u53ef\u538b\u7f29\u6548\u7387\uff0c\u4f46\u8d28\u7591\u957f\u671f\u4f7f\u7528\u7684\u53ef\u9760\u6027\uff0c\u5e76\u5173\u6ce8\u7f13\u5b58\u4e0e\u5f52\u5c5e\u6743\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentmemory\u89e3\u51b3\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u88ab\u4f4e\u4f30\u7684\u75db\u70b9\uff1a\u7f16\u7801\u4ee3\u7406\u7684\u201c\u91d1\u9c7c\u8bb0\u5fc6\u201d\u3002\u4ece\u57fa\u51c6\u6d4b\u8bd5\u770b\uff0c\u5b83\u5c06240\u6b21\u4f1a\u8bdd\u7684\u5e73\u5747Token\u6d88\u8017\u964d\u4f4e92%\uff0c\u5e76\u5728LongMemEval-S\u4e0a\u5b9e\u73b095.2%\u7684R@5\u53ec\u56de\u7387\uff0c\u8fd9\u81f3\u5c11\u63d0\u4f9b\u4e86\u53ef\u91cf\u5316\u7684\u6539\u8fdb\u800c\u975e\u7a7a\u6d1e\u7684\u8bb8\u8bfa\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u6df1\u5c42\u95ee\u9898\u4e0d\u5bb9\u56de\u907f\uff1a\u8bb0\u5fc6\u7684\u65e0\u5e8f\u81a8\u80c0\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u6280\u672f\u503a\u52a1\u3002\u5f53\u8bb0\u5fc6\u65e2\u65e0\u6709\u6548\u51b2\u7a81\u68c0\u6d4b\u4e5f\u65e0\u81ea\u52a8\u8fc7\u671f\u673a\u5236\u65f6\uff0c\u9519\u8bef\u6216\u8fc7\u65f6\u7684\u51b3\u7b56\u4f1a\u5728\u540e\u7eed\u4f1a\u8bdd\u4e2d\u88ab\u53cd\u590d\u5524\u9192\uff0c\u5f62\u6210\u9690\u6027\u9501\u6b7b\u3002\u6b64\u5916\uff0c@enamakel\u5728\u5b89\u5168\u4e0a\u7684\u63d0\u95ee\u76f4\u51fb\u8981\u5bb3\u2014\u2014\u5728\u7f3a\u4e4f\u8fc7\u6ee4\u6216\u8131\u654f\u673a\u5236\u7684\u60c5\u51b5\u4e0b\uff0c\u5411\u4ee3\u7406\u6ce8\u5165\u8bb0\u5fc6\u53ef\u80fd\u5f15\u5165\u6570\u636e\u6cc4\u6f0f\u98ce\u9669\uff0c\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u5e94\u7528\u51e0\u4e4e\u662f\u4e0d\u53ef\u63a5\u53d7\u7684\u3002\u4ea7\u54c1\u5ba3\u79f0\u201c100%\u5f00\u6e90\u3001\u672c\u5730\u8fd0\u884c\u201d\uff0c\u786e\u5b9e\u964d\u4f4e\u4e86\u4fe1\u4efb\u95e8\u69db\uff0c\u4f46\u82e5\u4ec5\u9760\u7528\u6237\u81ea\u884c\u5728Hook\u5c42\u5904\u7406\u5408\u89c4\u4e0e\u51b2\u7a81\uff0c\u5176\u751f\u4ea7\u53ef\u7528\u6027\u5c06\u4e25\u91cd\u53d7\u9650\u3002\u6a2a\u5411\u5bf9\u6bd4Claude mem\u7b49\u65b9\u6848\uff0cAgentmemory\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5411\u91cf\u641c\u7d22\u52a0BM25\u7684\u53cc\u8def\u68c0\u7d22\u67b6\u6784\uff0c\u4f46\u8bb0\u5fc6\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u548c\u6743\u9650\u9694\u79bb\u624d\u662f\u51b3\u5b9a\u5b83\u4ece\u201c\u597d\u7528\u7684\u8f85\u52a9\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u53ef\u9760\u7684\u5f00\u53d1\u57fa\u5efa\u201d\u7684\u5173\u952e\u3002\u9879\u76ee\u5728GitHub\u4e0a\u83b7\u5f975000+\u9897\u661f\u8bf4\u660e\u7528\u6237\u5bf9\u65e9\u671f\u529f\u80fd\u7684\u6e34\u6c42\uff0c\u4f46\u4e0b\u4e00\u9636\u6bb5\u7684\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u8bb0\u5fc6\u589e\u957f\u4e2d\u63d0\u4f9b\u66f4\u667a\u80fd\u7684\u9057\u5fd8\u3001\u66f4\u65b0\u548c\u4e89\u8bae\u5904\u7406\u673a\u5236\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\">Agentmemory<\/span>\n <\/div>\n<div class=\"comment-content\">You can now give Hermes, Claude Code, and Codex infinite memory. Agentmemory is trending on GitHub with 5,000+ Stars. CLAUDE md dumps 22,000+ tokens into context at 240 observations agentmemory: 1,900 tokens. same observations. 92% less. At 1,000 observations, 80% of your built-in memories become invisible. agentmemory keeps 100% searchable. benchmarked on 240 real coding sessions \u2192 Up to 95% fewer tokens per session \u2192 200x more tool calls before hitting context limits \u2192 100% open source<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I built AgentMemory because coding agents still have one painful limitation: <strong>they forget<\/strong> between sessions.<\/p>\n<\/p>\n<ul>\n<li>\n<p>You explain your architecture once.<\/p>\n<\/li>\n<li>\n<p>You debug a production issue once.<\/p>\n<\/li>\n<li>\n<p>You decide on a library or pattern once.<\/p>\n<\/li>\n<\/ul>\n<p>Then the next session starts from zero again.<\/p>\n<\/p>\n<p>AgentMemory gives AI coding agents persistent memory across sessions, so they can actually build on what they\u2019ve already learned about your codebase. It automatically captures what your agent does, compresses it into structured memories, indexes them with hybrid search, and injects the right context back into future sessions.<\/p>\n<\/p>\n<p>It works with Claude Code, Cursor, Codex CLI, Gemini CLI, Windsurf, Kilo Code, OpenCode, Cline, Roo, Goose, Aider, Hermes, OpenClaw, and basically any MCP or REST-capable agent.<\/p>\n<\/p>\n<p>From day one, I wanted it to be:<\/p>\n<ul>\n<li>\n<p>100% open source<\/p>\n<\/li>\n<li>\n<p>Free to run locally<\/p>\n<\/li>\n<li>\n<p>No external database required<\/p>\n<\/li>\n<li>\n<p>Works via MCP, REST, and simple hooks<\/p>\n<\/li>\n<li>\n<p>Built for real coding workflows, not toy \u201cchat history\u201d memory<\/p>\n<\/li>\n<\/ul>\n<p>On benchmarks, <strong>AgentMemory gets 95.2% R@5 and 98.6% R@10 on the LongMemEval-S retrieval suite using BM25 + vector search, while cutting context usage by around 92%.<\/strong><\/p>\n<\/p>\n<p>Quick start:<\/p>\n<pre><code>Run: npx @agentmemory\/agentmemory<\/code><\/pre>\n<ul>\n<li>\n<p>Open: <a href=\"http:\/\/localhost:3113\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/localhost:3113<\/a><\/p>\n<\/li>\n<li>\n<p>Or try the demo: npx @agentmemory\/agentmemory demo<\/p>\n<\/li>\n<\/ul>\n<p>If you live in your coding agents every day, this is for the moment you think: \u201cWait, I already explained this yesterday.\u201d<\/p>\n<p>Would love feedback from builders, heavy agent users, and open\u2011source maintainers.<\/p>\n<\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/rohitg00\/agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/github.com\/rohitg00\/agentmemory<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agentmemory<\/a> <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> How do you think about secrets or sensitive data accidentally entering memory? Is there filtering\/redaction built in, or do you recommend teams handle that at the hook\/integration layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agentmemory<\/a> <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Ive been testing it with Codex too and the automatic context injection across sessions is a game changer. Not having to reexplain project setup every time really adds up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agentmemory<\/a> <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Loved your vision \ud83d\ude80 I just launched EmPaTH, a Gen Z wellness app (AI chatbot + anonymous avatars). It\u2019s up for acquisition, negotiable to $3K, and I\u2019d be happy to help in the building phase \ud83d\udc49 [<a href=\"https:\/\/www.producthunt.com\/posts\/empath\/maker-invite?code=AO5MTM\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/posts\/empath\/maker-invite?code=AO5MTM<\/a>] <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. <\/p>\n<\/p>\n<p>2 questions: <\/p>\n<\/p>\n<ol>\n<li>\n<p>Will this impact more usage on tokens? since the agent need looking around and search on newer chats?<\/p>\n<\/li>\n<li>\n<p>Will the memory be persistent only in CLI agents or also on their desktop application as Codex, Claude, Cursor <\/p>\n<\/p>\n<\/li>\n<\/ol>\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\">@samdsgn I have explained all this in GitHub Readme, it doesn’t affect your usage rather saves you tokens and Cash.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done team! How do you detect when a stored memory contradicts current code state or is pruning still manual?<\/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\">@artstavenka1 they shouldn’t<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wonderful project. Already used it locally with Claude Code and it provides an amazing developer experience. Absolutely love the underlying architecture powered by iii = very scalable. very efficient and hands down the best memory solution otu there <\/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\">@shivaylamba Thanks, man! We need to hear more users like you, that’s why we launched on ProductHunt.<\/div>\n<div class=\"comment-actions\">\n<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>Persistent memory for coding agents is a harder problem than it sounds. You’re not just storing conversation history, you’re storing codebase context, decisions made, patterns established. The benchmark claim is what I’d want to dig into. Memory that’s fast to write is useless if retrieval is noisy. How does it handle context that’s become stale after a refactor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting, can it pick up past sessions or does it start only once i integrate? On another side note is there a way to not use an agentic db and maybe postgres?<\/p>\n<\/p>\n<p>Great traction! I will give it a try on my current project and see if it brings down hallucination. I like the graph view so you can easily see whats going on. <\/p>\n<\/p>\n<p>Just wondering how long did this take to make? The database side is very interesting and i think has a lot of potential to many other things. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@andrewb23 that’s the job picks memory from sessions, saves tokens, indexes, access session from cross-agent as well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cross-session forgetting problem is real. The deeper one you’ll hit at scale: when an agent makes a wrong call in week 4 because it remembered a misleading decision from week 1, where does ownership of that mistake sit? Two questions worth thinking about: 1. Can memory be exported in an open format so agents move with their user, not their runtime? 2. Is there a way to mark a memory entry as disputed or superseded? Without those, an agent’s persistent memory becomes a liability dressed as a feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@thenameisarian everything local.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Persistent memory across sessions is one of those things that sounds like a dev tool problem but actually changes how useful AI agents are in practice. Right now every session with Claude Code starts from scratch \u2014 re-explaining context, re-loading preferences. Curious how Agentmemory handles conflicts when the same context gets updated across sessions. Does it merge, overwrite, or flag it for review?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@zrimko models are smart, I didn’t get your question.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>well done <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> i’d love to know what’s the business model you intend to persue? looks like everything is free and opensource. just wondering would u be making this a hobby project or building it seriously or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@enamakel I want to keep AgentMemory open source forever, bring it to every agent, and implement production hardening.<\/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\">@enamakel Thanks for your kind words and successful launch of openhuman \ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The token reduction angle is useful, but the part I\u2019d want to stress-test is retrieval quality over time. For coding agents, stale decisions and half-remembered debug notes can be worse than no memory unless there is a clear way to expire or scope observations per repo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 compression angle is genuinely interesting \u2014 22k tokens down to 1.9k is a meaningful difference. Curious how it handles prioritisation when observations span very different task types (e.g. a debugging session vs. greenfield architecture work). Does it keep those namespaced, or blend into one pool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Love it. How well would it help with handling pivots and knowing how my seed-stage startup’s narrative\/pitch deck and product spec changes over time? I’ve got canonical documents set up in Cursor, but it still takes a LOT of tidying work and any new scratch brainstorming files ruin the source of truth… <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>My claude code desktop fails to connect after installing this. \ud83d\ude41<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46170eb4-06aa-490f-a715-ddcdd19af4d9.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Seems like a claude server outage<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26d2d7b0-3826-4de4-8343-92408771acff.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is this similar to Claude mem?<\/div>\n<div class=\"comment-actions\">\n<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\/@matnewera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matnewera<\/a> very different, claude mem is for starters<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 project, how are you handling caching to ensure that it doesn’t reprocess tokens unnecessarily in longer conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. <\/p>\n<\/p>\n<p>2 questions: <\/p>\n<\/p>\n<ol>\n<li>\n<p>Will this impact more usage on tokens? since the agent need looking around and search on newer chats?<\/p>\n<\/li>\n<li>\n<p>Will the memory be persistent only in CLI agents or also on their desktop application as Codex, Claude, Cursor <\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>92% token reduction is huge if it holds on real codebases. Curious how agentmemory handles conflicting observations: when newer context contradicts older stored memory, does recency win automatically or is there a manual override?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RV5JDEVXRGNEOU\" class=\"app-title\">Raybeam<\/a><\/p>\n<div class=\"one-liner\">A better way to screen share on macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">174<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Raybeam \u662f\u4e00\u6b3e macOS \u5c4f\u5e55\u5171\u4eab\u5de5\u5177\uff0c\u901a\u8fc7\u53ef\u62d6\u62fd\u3001\u53ef\u8c03\u6574\u5927\u5c0f\u7684\u533a\u57df\u9009\u53d6\uff0c\u5e2e\u52a9\u8d85\u5bbd\u5c4f\u6216\u591a\u663e\u793a\u5668\u7528\u6237\u5728\u89c6\u9891\u4f1a\u8bae\u4e2d\u7cbe\u51c6\u5206\u4eab\u5185\u5bb9\uff0c\u907f\u514d\u8bef\u9732\u9690\u79c1\u901a\u77e5\u6216\u4e0d\u76f8\u5173\u7a97\u53e3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbb5931b-b1b5-40ac-b8ba-7ffa40c8db0c.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\/9008cf27-7dfd-4424-97c4-98ef0a74845b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/YwVuXZ3HOjQ\"><source src=\"https:\/\/youtu.be\/YwVuXZ3HOjQ\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u591a\u663e\u793a\u5668<\/span><br \/>\n <span class=\"tag\">\u8d85\u5bbd\u5c4f<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u4f1a\u8bae<\/span><br \/>\n <span class=\"tag\">\u533a\u57df\u622a\u5c4f<\/span><br \/>\n <span class=\"tag\">\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Zoom<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/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\u7cbe\u51c6\u5206\u4eab\u548c\u9690\u79c1\u4fdd\u62a4\u7684\u4ef7\u503c\uff0c\u5efa\u8bae\u589e\u52a0\u81ea\u52a8\u6a21\u7cca\u654f\u611f\u6570\u636e\u7684\u201c\u9690\u79c1\u6a21\u5f0f\u201d\uff0c\u5e76\u660e\u786e\u9002\u914dGoogle Meet\u53camacOS\u65e0\u7ebf\u6295\u5c4f\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 Raybeam\u7cbe\u51c6\u5207\u4e2d\u4e86macOS\u539f\u751f\u5c4f\u5e55\u5171\u4eab\u7684\u201c\u53cd\u4eba\u6027\u201d\u75db\u70b9\uff1a\u8981\u4e48\u5168\u5c4f\u66b4\u9732\u4e00\u5207\uff0c\u8981\u4e48\u7a97\u53e3\u5206\u4eab\u9700\u53cd\u590d\u6574\u7406\u3002\u5728\u591a\u7a97\u53e3\u3001\u8d85\u5bbd\u5c4f\u5e38\u6001\u4e0b\uff0c\u7528\u6237\u6025\u9700\u7684\u662f\u5bf9\u201c\u5206\u4eab\u8fb9\u754c\u201d\u7684\u638c\u63a7\u529b\uff0c\u800c\u975e\u66f4\u591a\u529f\u80fd\u5806\u780c\u3002Raybeam\u7528\u201c\u53ef\u62d6\u62fd\u9009\u533a\u201d\u8fd9\u4e2a\u6781\u7b80\u4ea4\u4e92\uff0c\u5b9e\u5219\u662f\u628a\u5c4f\u5e55\u5171\u4eab\u4ece\u201c\u663e\u793a\u5668\u7c92\u5ea6\u201d\u964d\u7ef4\u5230\u201c\u903b\u8f91\u533a\u57df\u7c92\u5ea6\u201d\uff0c\u8ba9\u5206\u4eab\u4ece\u5c55\u793a\u884c\u4e3a\u53d8\u4e3a\u805a\u7126\u5de5\u5177\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u95e8\u69db\uff0c\u800c\u5728\u4e8e\u5bf9\u804c\u573a\u9690\u79c1\u7126\u8651\u7684\u6d1e\u5bdf\u2014\u2014\u7528\u6237\u6015\u7684\u4e0d\u662f\u5206\u4eab\uff0c\u800c\u662f\u5206\u4eab\u9519\u4e86\u4e1c\u897f\u3002174\u7968\u8bf4\u660e\u8fd9\u662f\u4e00\u6b3e\u201c\u521a\u9700\u201d\u578b\u5fae\u521b\u65b0\uff0c\u800c\u975e\u5927\u800c\u5168\u7684\u5e73\u53f0\u7ea7\u4ea7\u54c1\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9Google Meet\u548c\u65e0\u7ebf\u6295\u5c4f\u7684\u8ffd\u95ee\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u529f\u80fd\u5e7f\u5ea6\u4e0d\u8db3\u7684\u77ed\u677f\uff1a\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u9488\u5bf9Zoom\u3001Slack\u7b49\u4e3b\u6d41\u4f1a\u8bae\u8f6f\u4ef6\u7684\u201c\u6ee4\u955c\u4f34\u4fa3\u201d\uff0c\u800c\u975e\u72ec\u7acb\u7684\u5206\u4eab\u751f\u6001\u3002\u82e5\u60f3\u771f\u6b63\u4ece\u201c\u597d\u7528\u7684\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u901a\u7528\u7684\u5206\u4eab\u8303\u5f0f\u201d\uff0c\u5fc5\u987b\u5c3d\u5feb\u8865\u9f50\u8de8\u534f\u8bae\u517c\u5bb9\u6027\uff08\u5982Chrome\u4f1a\u8bae\u6d41\u3001AirPlay\u622a\u5c4f\u6620\u5c04\uff09\u3002\u6b64\u5916\uff0c\u6240\u8c13\u7684\u201c\u9690\u85cfApps\u201d\u529f\u80fd\u867d\u7136\u806a\u660e\uff0c\u4f46\u5982\u679c\u80fd\u7ed3\u5408AI\u81ea\u52a8\u68c0\u6d4b\u654f\u611f\u5185\u5bb9\u5e76\u6a21\u7cca\u5904\u7406\uff0c\u5c06\u662f\u4e00\u6b21\u9690\u79c1\u4fdd\u62a4\u7684\u8303\u5f0f\u5347\u7ea7\u2014\u2014\u8ba9\u7528\u6237\u4e0d\u5fc5\u624b\u52a8\u914d\u7f6e\uff0c\u800c\u662f\u7cfb\u7edf\u4e3b\u52a8\u9632\u5fa1\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u6240\u6709\u6253\u5de5\u4eba\u5b89\u88c5\u7684\u201c\u5c0f\u800c\u7f8e\u201d\u8f6f\u4ef6\uff0c\u4f46\u5b83\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u80fd\u8d85\u8d8a\u201c\u906e\u4e11\u5e03\u201d\uff0c\u6210\u4e3a\u771f\u6b63\u7684\u5206\u4eab\u5c42\u57fa\u7840\u8bbe\u65bd\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\">Raybeam<\/span>\n <\/div>\n<div class=\"comment-content\">Raybeam is a macOS app for sharing a draggable, resizable region of your screen\u2014perfect for ultra-wide and multi-monitor setups. Works with Zoom, Slack, Teams, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Screen sharing on macOS can be surprisingly clunky when you’re trying to hide private notifications or specific windows. I love the focus on UX here. Is there a “privacy mode” that automatically blurs background apps or sensitive data during a beam?<\/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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> The application supports a list of “Hidden Apps” in which the specified apps will not be visible in the shared region.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A real problem I always have. I will give a try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool idea! Wow i know a lot of people at my job that will really love this. Do you support google meet? I don’t see it in your list and didn’t see on your website, this is what we use at work. Also just wondering will this also work for mirror cast or whatever its called that mac uses to share to external screens wirelessly? I constantly share to my tv at home to show people things i’m working on and this would be really helpful. Cool stuff good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really useful for multi-monitor setups during calls. The draggable region approach is cleaner than sharing a full display. I always hate accidentally showing notifications or other windows during a screen share. This solves that problem simply.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZGUPQK7ZARUCQA\" class=\"app-title\">Gemini 3.1 Flash-Lite<\/a><\/p>\n<div class=\"one-liner\">Lightweight Gemini model for high-volume AI pipelines <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gemini 3.1 Flash-Lite \u662f\u4e00\u6b3e\u4e13\u4e3a\u9ad8\u9891\u3001\u5ef6\u8fdf\u654f\u611f\u7684AI\u751f\u4ea7\u7ba1\u7ebf\u8bbe\u8ba1\u7684\u8f7b\u91cf\u7ea7\u591a\u6a21\u6001\u6a21\u578b\uff0c\u901a\u8fc7API\u63d0\u4f9b\u5de5\u5177\u8c03\u7528\u3001\u5206\u7c7b\u3001\u7ffb\u8bd1\u548c\u56fe\u50cf\u5904\u7406\u80fd\u529b\uff0c\u89e3\u51b3\u5de5\u7a0b\u56e2\u961f\u5728\u63a8\u7406\u6210\u672c\u4e0e\u54cd\u5e94\u901f\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed039cca-96f0-4dec-b7ed-129fbcfc0170.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\/179ea046-d896-4743-8ee4-3180b0e69645.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cee68dce-c8ff-4684-9c10-0a8a0a5b5ce7.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\/9bfc6900-5ea3-4d52-a6fb-27b83328ee5c.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\/b8b058ca-e848-4163-9027-cfeb74d81051.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\/682e8a8e-0712-404c-8704-64348157d65a.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\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f7b\u91cf\u7ea7AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u9ad8\u9891\u4efb\u52a1\u7ba1\u7ebf<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7Agent<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">Google Gemini<\/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\u5927\u5e45\u964d\u672c\uff08\u7ea660%\uff09\u4e0e\u4e9a\u79d2\u7ea7\u5ef6\u8fdf\uff0c\u5173\u952e\u662f\u80fd\u6ee1\u8db3\u751f\u4ea7\u73af\u5883\u5bf9\u201c\u6267\u884c\u6548\u7387\u201d\u800c\u975e\u201c\u6df1\u5ea6\u63a8\u7406\u201d\u7684\u9700\u6c42\u3002\u6709\u7528\u6237\u8d28\u7591GA\u7248\u672c\u4e0e\u9884\u89c8\u7248\u5dee\u5f02\u4ec5\u5728\u4e8e\u7a33\u5b9a\u6027\uff0c\u66f4\u9002\u5408\u4f01\u4e1a\u800c\u975e\u5c1d\u9c9c\u7684\u6781\u5ba2\u5f00\u53d1\u8005\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini 3.1 Flash-Lite \u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7ed9AI\u4ea7\u4e1a\u6d17\u724c\u2014\u2014\u5b83\u6e05\u6670\u5730\u5212\u51fa\u4e86\u4e00\u6761\u5206\u5272\u7ebf\uff1a\u5de6\u4fa7\u662f\u9ad8\u6210\u672c\u3001\u6162\u901f\u7684\u201c\u601d\u8003\u578b\u201d\u6a21\u578b\uff0c\u53f3\u4fa7\u662f\u5ec9\u4ef7\u3001\u9ad8\u901f\u7684\u201c\u6267\u884c\u578b\u201d\u6a21\u578b\u3002\u5bf9\u4e8e\u6b63\u4eceDemo\u8d70\u5411Scale\u7684AI\u5de5\u7a0b\u5e08\u800c\u8a00\uff0c\u8fd9\u65e0\u7591\u662f\u798f\u97f3\uff1a\u5206\u7c7b\u3001\u8def\u7531\u3001\u5ba1\u6838\u3001\u7ffb\u8bd1\u8fd9\u4e9b\u6240\u8c13\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\uff0c\u7ec8\u4e8e\u6709\u4e86\u4e00\u4e2a\u771f\u6b63\u7b26\u5408\u6210\u672c\u6a21\u578b\u548cSLA\u8981\u6c42\u7684\u5f15\u64ce\u3002148\u7968\u7684Product Hunt\u70ed\u5ea6\u4e0d\u7b97\u9ad8\uff0c\u4fa7\u9762\u5370\u8bc1\u4e86\u5b83\u7684\u53d7\u4f17\u5e76\u975e\u5e7f\u6cdb\u7684\u597d\u5947\u8005\uff0c\u800c\u662f\u5bf9\u201c\u6027\u80fd\u548c\u6210\u672c\u6bd4\u201d\u65a4\u65a4\u8ba1\u8f83\u7684\u786c\u6838\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\u4e24\u4e2a\u95ee\u9898\uff1a\u7b2c\u4e00\uff0cGA\u7248\u672c\u4e0ePreview\u7248\u4e4b\u95f4\u201c\u4ec5\u7a33\u5b9a\u6027\u63d0\u5347\u201d\u7684\u53cd\u9988\u66b4\u9732\u51fa\uff0c\u8c37\u6b4c\u5728\u8fed\u4ee3\u900f\u660e\u5ea6\u4e0a\u4f9d\u7136\u504f\u4fdd\u5b88\uff0c\u5f00\u53d1\u8005\u5bf9\u5176\u5728\u751f\u4ea7\u65e5\u5fd7\u4e2d\u906d\u9047\u201c\u6697\u5751\u201d\u7684\u62c5\u5fe7\u5e76\u672a\u5b8c\u5168\u6d88\u9664\u3002\u7b2c\u4e8c\uff0c\u6240\u8c13\u201c60%\u964d\u672c\u201d\u5fc5\u987b\u653e\u5728\u5bf9\u6bd4\u57fa\u51c6\u4e0b\u5ba1\u89c6\u2014\u2014\u53c2\u7167\u7269\u662f\u81ea\u5bb6\u6602\u8d35\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5982\u679c\u65e9\u8be5\u5982\u6b64\u90a3\u5c31\u4e0d\u662f\u60ca\u559c\uff0c\u800c\u662f\u8865\u8bfe\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u7ade\u4e89\u5bf9\u624b\u5982Meta\u3001Mistral\u4ee5\u7c7b\u4f3c\u67b6\u6784\u63a8\u51fa\u540c\u7b49\u89c4\u683c\u7684\u5f00\u6e90\u6a21\u578b\u65f6\uff0cFlash-Lite\u7684API\u9501\u5b9a\u7b56\u7565\u80fd\u5426\u5b88\u4f4f\u9635\u5730\uff1f\u6bd5\u7adf\uff0c\u5bf9\u6210\u672c\u654f\u611f\u7684\u56e2\u961f\u66f4\u503e\u5411\u4e8e\u4e0d\u505a\u201c\u957f\u671f\u4e91\u7ed3\u53d1\u201d\u3002\u4f46\u5b83\u786e\u5b9e\u8bc1\u660e\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u672a\u6765\u7684AI\u57fa\u5efa\uff0c\u4e0d\u518d\u6bd4\u8c01\u60f3\u5f97\u6df1\uff0c\u800c\u662f\u6bd4\u8c01\u8dd1\u5f97\u7a33\u3001\u8dd1\u5f97\u8d31\u3002Flash-Lite\u662f\u7b2c\u4e00\u4e2a\u5408\u683c\u51fa\u573a\u7684\u4eba\uff0c\u4f46\u4e0d\u4f1a\u662f\u6700\u540e\u4e00\u4e2a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gemini 3.1 Flash-Lite<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini 3.1 Flash-Lite runs tool calling, classification, translation, and multimodal processing via API on Google’s Gemini Enterprise Agent Platform. For AI engineers building high-volume, latency-sensitive agent pipelines in production.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google\u2019s most cost-efficient Gemini 3 model just hit GA, and the production numbers are worth watching. <\/p>\n<\/p>\n<p><strong>Gemini 3.1 Flash-Lite<\/strong> is Google\u2019s fastest and cheapest Gemini 3 model, built for high-volume AI workloads where latency and cost matter more than deep reasoning. <\/p>\n<\/p>\n<p>Most production AI isn\u2019t \u201cthinking.\u201d It\u2019s classification, routing, translation, moderation, and orchestration at scale. That\u2019s exactly where Flash-Lite fits.<\/p>\n<\/p>\n<p><strong>Key highlights<\/strong>:<\/p>\n<ul>\n<li>\n<p>Optimized for tool calling and agent orchestration<\/p>\n<\/li>\n<li>\n<p>Multimodal text + image support<\/p>\n<\/li>\n<li>\n<p>Sub-second p95 latency for structured tasks<\/p>\n<\/li>\n<li>\n<p>~1.8s p95 for full responses<\/p>\n<\/li>\n<li>\n<p>~99.6% success under heavy concurrent load<\/p>\n<\/li>\n<li>\n<p>Significantly lower inference costs vs reasoning-tier models<\/p>\n<\/li>\n<\/ul>\n<p>Gladly reportedly cut costs by ~60%, while OffDeal used it for real-time responses during live investment banking Zoom calls.<\/p>\n<\/p>\n<p>The bigger question: does AI infrastructure permanently split into reasoning models and execution models \u2014 and does Flash-Lite become the default execution layer?<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Spot on, Rohan! \ud83d\ude80 The cost reduction (~60%) and sub-second latency you mentioned are exactly what developers need to move from ‘cool AI demos’ to ‘scalable production apps.’<\/p>\n<p>The transition from reasoning models to execution models is where the real value lies for businesses. Thanks for breaking down the key highlights\u2014super helpful! \ud83d\udca1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Fleshlight lol<\/div>\n<div class=\"comment-actions\">\n<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\">What makes GA so different from preview access, just stability? I suppose this post is saying \u201cour model is now ready for use in production applications\u201d which i suppose is fair but not the most exciting for hackers and tinkerers like those on Product Hunt. Feel free to reply me if you feel there\u2019s something I\u2019m not seeing.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CBP2U5B52K3E2N\" class=\"app-title\">ChatGPT for Personal Finance<\/a><\/p>\n<div class=\"one-liner\">Personal finance guidance powered by ChatGPT<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">140<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChatGPT\u63a8\u51fa\u4e2a\u4eba\u91d1\u878d\u529f\u80fd\uff0c\u8ba9\u7528\u6237\u5728\u4e00\u4e2a\u5bf9\u8bdd\u754c\u9762\u5185\u5b89\u5168\u8fde\u63a5\u94f6\u884c\u8d26\u6237\uff0c\u5b9e\u65f6\u8ffd\u8e2a\u6536\u652f\u3001\u5206\u6790\u6d88\u8d39\u6a21\u5f0f\u5e76\u83b7\u53d6\u4e2a\u6027\u5316\u8d22\u52a1\u5efa\u8bae\uff0c\u89e3\u51b3\u4e2a\u4eba\u8d22\u52a1\u6570\u636e\u5206\u6563\u3001\u7ba1\u7406\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d18b6105-3a87-40b0-975f-0d8cd481478e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6477a90d-26ca-455b-a55c-1333c05d93e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d164c29c-a9c4-407f-8b4b-066f55e2a1d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/effbe56f-96e2-4440-833e-ca4e42261935.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\/613f9f8b-b0ce-4676-986d-979d5defeab2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-iCbWGHmNnQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=-iCbWGHmNnQ\" 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\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e2a\u4eba\u8d22\u52a1<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u8d26\u6237\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">OpenAI<\/span><br \/>\n <span class=\"tag\">Pro\u7528\u6237<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u8d26\u6237\u8fde\u63a5\u7684\u5b89\u5168\u6027\u4e0e\u6570\u636e\u4fdd\u7559\u653f\u7b56\uff08\u5982MCP\u534f\u8bae\u652f\u6301\uff09\u3002\u5efa\u8bae\u662f\u4ec5\u9650\u7f8e\u56fd\u4e14\u9700$200\/\u6708\uff0c\u5e0c\u671b\u5168\u7403\u63a8\u5e7f\u5e76\u652f\u6301\u591a\u56fd\u7a0e\u52a1\u89c4\u5212\u3002\u6709\u4eba\u8d28\u7591\u529f\u80fd\u662f\u5426\u771f\u5df2\u4e0a\u7ebf\uff0c\u5e76\u8ba8\u8bba\u5176\u5bf9\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u51b2\u51fb\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 OpenAI\u6b64\u4e3e\u7cbe\u51c6\u5207\u5165\u201c\u6570\u636e\u5b64\u5c9b\u201d\u8fd9\u4e00\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u7528\u6237\u901a\u5e38\u9700\u8981\u5728\u591a\u4e2a\u94f6\u884cApp\u3001\u8bb0\u8d26\u5de5\u5177\u548c\u6295\u8d44\u5e73\u53f0\u95f4\u5207\u6362\uff0c\u800cChatGPT\u901a\u8fc7\u7edf\u4e00\u5bf9\u8bdd\u754c\u9762\u63d0\u4f9b\u805a\u5408\u89c6\u56fe\uff0c\u786e\u5b9e\u964d\u4f4e\u4e86\u7ba1\u7406\u95e8\u69db\u3002\u5176\u672c\u8d28\u662f\u5c06LLM\u4ece\u201c\u901a\u7528\u804a\u5929\u201d\u5347\u7ea7\u4e3a\u201c\u79c1\u4eba\u8d22\u52a1\u52a9\u624b\u201d\uff0c\u5229\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\u5c06\u6666\u6da9\u7684\u94f6\u884c\u6d41\u6c34\u8f6c\u5316\u4e3a\u53ef\u8ffd\u95ee\u7684\u6d88\u8d39\u6d1e\u5bdf\uff0c\u8fd9\u6bd4\u4f20\u7edf\u62a5\u8868\u66f4\u76f4\u89c2\u3002\u4f46\u4ea7\u54c1\u4ef7\u503c\u9762\u4e34\u4e09\u91cd\u4e25\u5cfb\u8003\u9a8c\uff1a\u9996\u5148\u662f\u4fe1\u4efb\u6096\u8bba\u2014\u2014\u7528\u6237\u53ef\u80fd\u66f4\u613f\u610f\u628a\u5199\u4f5c\u9690\u79c1\u4ea4\u7ed9OpenAI\uff0c\u5374\u5bf9\u5171\u4eab\u94f6\u884c\u8d26\u6237\u6743\u9650\u6781\u5ea6\u654f\u611f\uff0c\u6570\u636e\u4fdd\u7559\u653f\u7b56\u3001OAuth\u4ee4\u724c\u8f6e\u6362\u3001\u4e8c\u6b21\u9a8c\u8bc1\u7b49\u7ec6\u8282\u82e5\u4e0d\u591f\u900f\u660e\uff0c\u5c06\u76f4\u63a5\u5f71\u54cd\u521d\u671f\u91c7\u7528\u7387\uff1b\u5176\u6b21\u662f\u670d\u52a1\u6df1\u5ea6\u95ee\u9898\uff0c\u76ee\u524d\u4ec5\u63d0\u4f9b\u201c\u8bfb\u6743\u9650\u201d\uff0c\u65e0\u6cd5\u4e3b\u52a8\u6267\u884c\u8f6c\u8d26\u6216\u8c03\u4f18\u6295\u8d44\u7ec4\u5408\uff0c\u5b9e\u9645\u529f\u80fd\u4ecd\u505c\u7559\u5728\u201c\u667a\u80fd\u62a5\u8868\u201d\u9636\u6bb5\uff0c\u79bb\u771f\u6b63\u7684\u201c\u8d22\u52a1\u7ba1\u5bb6\u201d\u76f8\u5dee\u751a\u8fdc\uff1b\u6700\u540e\u662f\u5730\u57df\u4e0e\u5b9a\u4ef7\u9650\u5236\uff0c\u4ec5\u7f8e\u56fdPro\u7528\u6237\u4e14\u6708\u8d39200\u7f8e\u5143\uff0c\u8fd9\u51e0\u4e4e\u6392\u9664\u4e86\u5927\u591a\u6570\u666e\u901a\u7528\u6237\uff0c\u4f7f\u5176\u66f4\u50cf\u4e00\u4e2a\u9ad8\u51c0\u503c\u4eba\u7fa4\u7684\u4ed8\u8d39\u5b9e\u9a8c\u800c\u975e\u666e\u60e0\u4ea7\u54c1\u3002\u6709\u8da3\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u6740\u6b7b\u91d1\u878d\u79d1\u6280\u516c\u53f8\u201d\u7684\u8ba8\u8bba\u63ed\u793a\u4e86\u53e6\u4e00\u79cd\u53ef\u80fd\uff1aOpenAI\u5e76\u975e\u8981\u53d6\u4ee3Mint\u6216YNAB\u7b49\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e9b\u5de5\u5177\u4e4b\u4e0a\u7684\u201c\u8d85\u7ea7\u8c03\u5ea6\u5c42\u201d\u2014\u2014\u901a\u8fc7MCP\u534f\u8bae\u8ba9AI\u76f4\u63a5\u6307\u6325\u94f6\u884cAPI\uff0c\u8feb\u4f7f\u73b0\u6709\u91d1\u878dSaaS\u5f00\u653e\u63a5\u53e3\uff0c\u4ece\u800c\u91cd\u65b0\u5b9a\u4e49\u884c\u4e1a\u6807\u51c6\u3002\u4f46\u524d\u63d0\u662f\uff0c\u7528\u6237\u5fc5\u987b\u8de8\u8d8a\u90a3\u9053\u201c\u4fe1\u4efb\u9e3f\u6c9f\u201d\u5e76\u63a5\u53d7\u4f9d\u8d56\u5355\u4e00AI\u7ba1\u7406\u6240\u6709\u8d22\u4ea7\u7684\u96c6\u4e2d\u98ce\u9669\u3002\u77ed\u671f\u770b\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662fOpenAI\u5728\u201c\u5782\u76f4\u573a\u666f+\u9ad8\u5ba2\u5355\u4ef7\u201d\u8def\u7ebf\u4e0a\u7684\u4e00\u6b21\u8bd5\u63a2\uff1b\u957f\u671f\u770b\uff0c\u5b83\u7684\u6210\u8d25\u5c06\u51b3\u5b9aAI\u80fd\u5426\u4ece\u201c\u5174\u8da3\u63a8\u8350\u201d\u8dc3\u8fc1\u81f3\u201c\u751f\u6d3b\u51b3\u7b56\u4e2d\u67a2\u201d\u3002\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5f53AI\u5f00\u59cb\u77e5\u9053\u4f60\u7684\u6bcf\u4e00\u7b14\u5496\u5561\u8d26\u5355\u548c\u623f\u8d37\u8fd8\u6b3e\u65f6\uff0c\u5b83\u5c31\u4e0d\u518d\u662f\u5355\u7eaf\u7684\u5de5\u5177\uff0c\u800c\u662f\u4e00\u79cd\u65b0\u578b\u7684\u6743\u529b\u59d4\u6258\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\">ChatGPT for Personal Finance<\/span>\n <\/div>\n<div class=\"comment-content\">A preview for Pro users: a new personal finance experience in ChatGPT. Pro users in the U.S. can securely connect financial accounts, see where their money is going, and ask questions based on the information they choose to connect. Your full financial picture, now in ChatGPT.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this handle the security of sensitive financial uploads? I like the idea of using LLMs to spot spending patterns that standard banking apps might miss. Can it export budget plans into CSV or Google Sheets?<\/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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> probably only read access for now, but yeah this will require an update for the MCP protocol <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, I am excited to hunt this \ud83d\ude80<\/p>\n<\/p>\n<p>Managing money today is messy \u2014 bank apps, subscriptions, investments, and budgeting tools are all scattered.<\/p>\n<p>ChatGPT Finances brings everything into one AI conversation. Connect your accounts, track spending, plan savings goals, review subscriptions, and get personalized financial insights based on your real financial context.<\/p>\n<\/p>\n<p>Feels like a big step toward truly personal AI-powered finance. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Connecting financial accounts directly inside ChatGPT is interesting from a data integration standpoint. Curious how they’re handling token expiry and re-auth flows on the backend. Portfolio distribution + NL queries is a good combo. Would want to know what institutions are supported before going all-in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 only available on the $200\/mo plan? Wow… Still, a needed feature. Hope it becomes global soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a digital nomad and currently planning my tax filing setup across countries. Can this help with tax planning \/ finance tracking for someone in that situation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Now we need to push all financial services to support MCPs and add re-authentication for sensitive actions to the MCP protocol.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>OpenAI has this one weird trick that users hate — when they announce a feature as launched, but they’re not.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Did they kill fintech and personal finance companies?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Inevitable move, and honestly overdue. The gap between “I have financial data” and “I understand what to do with it” is exactly where most people are stuck.<\/p>\n<p>That said, three things I’d want answered before connecting my accounts:<\/p>\n<p>What’s the data retention policy? “Securely connect” is reassuring marketing, not a technical guarantee.<\/p>\n<p>How does it handle conflicting advice \u2014 e.g., when your spending pattern contradicts what’s actually optimal for your tax situation?<\/p>\n<p>US-only for now is a significant limitation. Financial behavior and regulations vary enormously by market \u2014 what works here won’t simply port overseas.<\/p>\n<p>The real question isn’t whether this is useful. It clearly is. It’s whether people will trust OpenAI with their bank data the same way they trust them with their writing. That trust gap is the actual product challenge here.<\/p>\n<p>Worth watching closely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JA3SAYKCYVF3RO\" class=\"app-title\">Wring<\/a><\/p>\n<div class=\"one-liner\">Developer tools, one menu click away.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wring\u662f\u4e00\u6b3e\u79bb\u7ebfmacOS\u83dc\u5355\u680f\u5de5\u5177\u96c6\uff0c\u96c6\u6210\u4e8612\u79cd\u5f00\u53d1\u8005\u5e38\u7528\u529f\u80fd\uff08\u5982JWT\u89e3\u6790\u3001\u54c8\u5e0c\u3001\u6b63\u5219\u3001JSON\u683c\u5f0f\u5316\u7b49\uff09\uff0c\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u9700\u7f51\u7edc\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u4e0d\u540c\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u5728\u7ebf\u5de5\u5177\u9690\u79c1\u6cc4\u9732\u548c\u64cd\u4f5c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3219e3f5-b3c8-4220-ae87-892f8fe71174.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6378d5da-9481-4ea8-81b5-892f44133e81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88ca48b3-bbda-4892-bee4-7ff41f29f210.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b392adf-0e62-46dc-8300-991b41547b64.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6c7e972-e387-4424-be5e-6fd70d733ff1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d6b30c0-2df4-4e2b-bc6e-219b4496e2b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68570d16-9317-42a2-9e41-6b6d031f88f9.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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u83dc\u5355\u680f<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">JWT\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c8\u5e0c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6b63\u5219\u8868\u8fbe\u5f0f<\/span><br \/>\n <span class=\"tag\">JSON\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Base64<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u6233<\/span><br \/>\n <span class=\"tag\">UUID\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u76d1\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u79bb\u7ebf\u514d\u6ce8\u518c\u514d\u8ffd\u8e2a\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3aJWT\u548cUUID\u672c\u5730\u4f7f\u7528\u5f88\u6709\u7528\u3002\u6709\u7528\u6237\u8be2\u95ee\u4e0e\u591a\u79cdIDE\u7684\u96c6\u6210\u4fbf\u6377\u6027\uff0c\u4ee5\u53caAI\u65f6\u4ee3\u4e0b\u5982\u4f55\u76c8\u5229\u6216\u662f\u5426\u4ec5\u4e3a\u514d\u8d39\u8d44\u6e90\u3002\u53e6\u6709\u4e00\u5904\u5bf9\u9f20\u6807\u60ac\u505c\u6548\u679c\u7684\u8f7b\u5fae\u4f53\u9a8c\u53cd\u9988\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 Wring\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f00\u53d1\u8005\u65e5\u5e38\u5f00\u53d1\u4e2d\u5bf9\u201c\u9ad8\u9891\u8f7b\u91cf\u5de5\u5177\u201d\u7684\u9700\u6c42\u75db\u70b9\u2014\u2014\u65e0\u9700\u6253\u5f00\u6d4f\u89c8\u5668\u3001\u65e0\u9700\u767b\u5f55\u3001\u65e0\u9700\u62c5\u5fc3\u6570\u636e\u6cc4\u9732\u300212\u79cd\u5de5\u5177\u8986\u76d6\u4e86\u4eceJWT\u8c03\u8bd5\u3001\u54c8\u5e0c\u6821\u9a8c\u5230\u65f6\u95f4\u6233\u8f6c\u6362\u3001\u8d1f\u8f7d\u76d1\u63a7\u7b49\u9ad8\u9891\u573a\u666f\uff0c\u5168\u90e8\u6253\u5305\u8fdbmacOS\u83dc\u5355\u680f\uff0c\u8fd9\u4e00\u8bbe\u8ba1\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u6781\u81f4\u7684\u201c\u6548\u7387\u51cf\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u662f\u201c\u79bb\u7ebf+\u65e0\u8d26\u6237+\u65e0\u5206\u6790\u201d\u2014\u2014\u5728SaaS\u5de5\u5177\u65e5\u76ca\u81c3\u80bf\u3001\u9690\u79c1\u95ee\u9898\u9891\u53d1\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u201c\u7528\u5b8c\u5373\u8d70\u3001\u4e0d\u78b0\u6570\u636e\u201d\u7684\u672c\u5730\u5316\u65b9\u6848\uff0c\u5bf9\u6ce8\u91cd\u5b89\u5168\u4e0e\u4e13\u6ce8\u7684\u5de5\u4f5c\u6d41\u6709\u5f88\u5f3a\u5438\u5f15\u529b\u3002\u5c24\u5176\u662fJWT\u548cUUID\u751f\u6210\u8fd9\u7c7b\u6d89\u53ca\u654f\u611f\u6570\u636e\u7684\u573a\u666f\uff0c\u79bb\u7ebf\u610f\u5473\u7740\u771f\u6b63\u7684\u6570\u636e\u4e3b\u6743\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u8fb9\u754c\u4e5f\u5f88\u6e05\u6670\u3002\u7b2c\u4e00\uff0c\u5b83\u4e25\u683c\u5c40\u9650\u4e8emacOS\u751f\u6001\uff0cWindows\/Linux\u7528\u6237\u65e0\u6cd5\u53d7\u76ca\u3002\u7b2c\u4e8c\uff0c\u529f\u80fd\u867d\u591a\uff0c\u4f46\u6bcf\u4e00\u9879\u90fd\u662f\u201c\u591f\u7528\u201d\u800c\u975e\u201c\u5f3a\u5927\u201d\uff0c\u65e0\u6cd5\u66ff\u4ee3\u4e13\u4e1a\u5de5\u5177\uff08\u5982Postman\u7684JWT\u8c03\u8bd5\u3001Charles\u7684\u6293\u5305\u3001\u4e13\u4e1aIDE\u7684\u63d2\u4ef6\uff09\u3002\u7b2c\u4e09\uff0c\u90e8\u5206\u5de5\u5177\uff08\u5982Diff\u3001Load monitoring\uff09\u7684\u6df1\u5ea6\u548c\u53ef\u89c6\u5316\u80fd\u529b\u5b58\u7591\uff0c\u53ef\u80fd\u4ec5\u80fd\u6ee1\u8db3\u6d45\u5c42\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5546\u4e1a\u6a21\u5f0f\u30020\u70b9\u8d5e\u8bc4\u8bba\u4e2d\u7684\u201c\u5982\u4f55\u76c8\u5229\u201d\u800c\u975e\u201c\u662f\u5426\u4ed8\u8d39\u201d\u7684\u63d0\u95ee\uff0c\u6697\u793a\u7528\u6237\u9ed8\u8ba4\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u4ed8\u8d39\u7684\u4f18\u8d28\u5de5\u5177\u3002\u5982\u679c\u4f5c\u8005\u80fd\u6301\u7eed\u589e\u52a0\u65b0\u5de5\u5177\uff08\u5982SQL\u683c\u5f0f\u5316\u3001YAML\u9884\u89c8\u3001\u7f51\u7edc\u8bf7\u6c42\u6a21\u62df\uff09\uff0c\u540c\u65f6\u4fdd\u6301\u65e0\u7f51\u65e0\u8ffd\u8e2a\u7684\u5e72\u51c0\u4f53\u9a8c\uff0c\u672a\u6765\u5b8c\u5168\u53ef\u4ee5\u901a\u8fc7\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u6216\u201c\u4ed8\u8d39\u8ba2\u9605\u66f4\u65b0\u201d\u6a21\u5f0f\u53d8\u73b0\u3002\u4f46\u82e5\u6b62\u6b65\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u7684\u5dee\u5f02\u5316\u4f53\u9a8c\uff0c\u5219\u5f88\u5bb9\u6613\u88abIDE\u63d2\u4ef6\u751f\u6001\u6216Alfred\u8fd9\u7c7b\u81ea\u52a8\u5316\u5de5\u5177\u7684\u540c\u8d28\u529f\u80fd\u6240\u53d6\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1a\u5b83\u662fmacOS\u5f00\u53d1\u8005\u5de5\u5177\u76d8\u91cc\u201c\u5c11\u800c\u7cbe\u201d\u7684\u4e00\u628a\u745e\u58eb\u519b\u5200\uff0c\u4f46\u522b\u6307\u671b\u5b83\u80fd\u66ff\u4ee3\u4f60\u7684\u6574\u4e2a\u5de5\u5177\u7bb1\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\">Wring<\/span>\n <\/div>\n<div class=\"comment-content\">Wring is an offline macOS menu bar app with 12 developer tools for JWTs, hashes, regex, JSON, Base64, timestamps, cron, colors, UUIDs, diffs, load monitoring, andenv secrets. No account, no analytics, no network access.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it integrate with different IDEs? I juggle between a few, so I’m hoping it’s straightforward to set up. Sounds like it could save a bunch of clicks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>12 offline developer tools in a menu bar with no account or network access is exactly the right call. I’m tired of web-based tools that ping home for every decode or hash. JWT inspector and UUID generator being local is already useful. Will give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool site! i don’t like when you hover over the image under everything is a click away it turns my mouse into something weird lol. Definitely interesting i could see me as a dev maybe using this but with the AI world a lot is of course covered. I will give it a download and try!<\/p>\n<\/p>\n<p>Just wondering how do you plan to monetize from this or you don’t and just put out there as a helpful resource?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The website looks beautiful! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UIUECLWWNY5QMM\" class=\"app-title\">M5Stack PaperColor<\/a><\/p>\n<div class=\"one-liner\">4-inch color E-ink dev board with ESP32 and audio I\/O<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>M5Stack PaperColor\u662f\u4e00\u6b3e\u96c6\u62104\u82f1\u5bf8\u5f69\u8272E Ink\u5c4f\u5e55\u3001ESP32-S3\u82af\u7247\u53ca\u97f3\u9891\u8f93\u5165\u8f93\u51fa\u7684\u5f00\u53d1\u677f\uff0c\u4e13\u4e3aIoT\u6570\u5b57\u6807\u724c\u3001\u8bed\u97f3\u7ec8\u7aef\u548c\u73af\u5883\u76d1\u6d4b\u573a\u666f\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u96be\u4ee5\u4e00\u7ad9\u5f0f\u83b7\u53d6\u5f69\u8272\u58a8\u6c34\u5c4f\u4e0eESP32\u751f\u6001\u7ed3\u5408\u786c\u4ef6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e785b2e4-1516-4939-ae7c-8f2765f12e85.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=uDSGED6bOiU\"><source src=\"https:\/\/www.youtube.com\/watch?v=uDSGED6bOiU\" 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\/989724d6-dd4b-433d-9ffd-c52a50e454c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90b1db3e-6407-4c35-b657-7205b2d9739f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d37f7043-dd5e-48ff-9a69-67c2d571d358.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15f85aa7-99ce-4f50-a8d3-efc0fe96b003.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fa1277f-9b64-4708-9a29-9afbb7a7450f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/422b9057-f775-4abc-bbae-570a041b7b1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/639adfbe-0d1f-4820-91ae-16bb77343809.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/855668b7-46e3-452c-a79f-1c6e2db13fd9.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Internet of Things<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f69\u8272\u58a8\u6c34\u5c4f<\/span><br \/>\n <span class=\"tag\">ESP32\u5f00\u53d1\u677f<\/span><br \/>\n <span class=\"tag\">IoT\u5f00\u53d1\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u7eb8\u6807\u724c<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">M5Stack<\/span><br \/>\n <span class=\"tag\">Spectra 6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u786c\u4ef6\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u529f\u8017\u663e\u793a<\/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\u5f69\u8272E Ink+ESP32+\u97f3\u9891\u201d\u7684\u7f55\u89c1\u96c6\u6210\u548cSpectra 6\u9762\u677f\u7684\u9759\u6001\u8272\u5f69\u8868\u73b0\u3002\u4e3b\u8981\u8ffd\u95ee\u5237\u65b0\u7387\u662f\u5426\u9002\u5408\u83dc\u5355\u5bfc\u822a\uff1b\u540c\u65f6\u6709\u8bc4\u8bba\u6307\u51fa\u5f69\u8272\u5c4f\u53ef\u80fd\u8fdd\u80cc\u6781\u7b80\u4e13\u6ce8\u7406\u5ff5\uff0c\u5efa\u8bae\u5c06\u5176\u5b9a\u4f4d\u4e3a\u9759\u6001\u754c\u9762\u4ea4\u4e92\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n M5Stack PaperColor\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6027\u80fd\uff0c\u800c\u5728\u4e8e\u201c\u6390\u51c6\u201d\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u5b58\u5728\u7684\u7ec6\u5206\u9700\u6c42\u7f1d\u9699\uff1a\u628a\u5f69\u8272E Ink\u3001ESP32\u3001Mic\u548c\u626c\u58f0\u5668\u710a\u5728\u4e00\u5757\u677f\u4e0a\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u662f\u7406\u5de5\u7537\u7684\u73a9\u5177\u62fc\u76d8\uff0c\u4f46\u6070\u6070\u662fIoT\u539f\u578b\u5f00\u53d1\u4e2d\u6700\u6d88\u8017\u65f6\u95f4\u7684\u786c\u4ef6\u96c6\u6210\u73af\u8282\u3002\u4f60\u4e0d\u80fd\u5439\u5b83\u7b97\u529b\u5f3a\u2014\u2014ESP32-S3\u5728AI\u8fb9\u7f18\u8ba1\u7b97\u9762\u524d\u5c31\u662f\u201c\u6218\u4e94\u6e23\u201d\uff1b\u4e5f\u4e0d\u80fd\u5439\u5b83\u5237\u65b0\u5feb\u2014\u2014Spectra 6\u7684\u9759\u6001\u8272\u5f69\u56fa\u7136\u60ca\u8273\uff0c\u4f46\u52a8\u753b\u4f53\u9a8c\u4f9d\u65e7\u662f\u201cPPT\u7ea7\u201d\u7684\u3002\u5b83\u7684\u771f\u6b63\u5b9a\u4f4d\u662f\uff1a\u5f53\u4e00\u4e2a\u884c\u4e1a\u5e94\u7528\u8981\u6c42\u8d85\u4f4e\u529f\u8017\u3001\u65e5\u5149\u4e0b\u53ef\u8bfb\uff0c\u4e14\u5fc5\u987b\u663e\u793a\u5f69\u8272\u56fe\u6807\u6216\u56fe\u8868\uff0c\u8fd8\u9700\u8981\u8bed\u97f3\u63d0\u793a\u6216\u4ea4\u4e92\u65f6\uff0cPaperColor\u662f\u73b0\u6210\u7684\u901f\u6548\u6551\u5fc3\u4e38\u3002M5Stack\u518d\u6b21\u5c55\u793a\u4e86\u201c\u786c\u4ef6\u4e50\u9ad8\u201d\u7684\u751f\u610f\u7ecf\u2014\u2014\u4e0d\u8ffd\u6c42\u5168\u80fd\uff0c\u800c\u662f\u7528\u6807\u51c6\u5316\u6a21\u5757\u69a8\u5e72\u67d0\u4e2a\u5782\u76f4\u573a\u666f\u7684\u7b2c\u4e00\u6ce2\u7ea2\u5229\u3002\u5bf9\u4e8e\u60f3\u8981\u5feb\u901f\u9a8c\u8bc1\u5f69\u8272\u58a8\u6c34\u5c4f+\u8bed\u97f3\u65b9\u6848\u7684\u539f\u578b\u56e2\u961f\uff0c\u8fd9\u5757\u677f\u5b50\u503c\u56de\u7968\u4ef7\uff1b\u4f46\u82e5\u6307\u671b\u5b83\u8dd1\u52a8\u6001UI\u6216\u89c6\u9891\uff0c\u8d81\u65e9\u62e5\u62b1TFT\u5c4f\uff0c\u522b\u8ba9\u201c\u7535\u5b50\u58a8\u6c34\u201d\u7684\u7406\u5ff5\u7ed1\u67b6\u4e86\u4f7f\u7528\u573a\u666f\u7684\u771f\u5b9e\u9700\u6c42\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">M5Stack PaperColor<\/span>\n <\/div>\n<div class=\"comment-content\">PaperColor features 4-inch full-color E Ink, ESP32-S3, Wi-Fi, sensor and audio. Ideal for IoT signage, voice terminals and environmental monitoring.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>This is likely one of the most accessible developer-ready gadgets you can get that pairs a <strong>color E Ink display<\/strong> with the <strong>ESP32 ecosystem, a mic, and a speaker<\/strong>.<\/p>\n<p><strong>That combination is pretty rare.<\/strong> You can find color E Ink panels, ESP32 boards, or audio modules separately, but it is not common to see them packed into one maker-friendly dev kit. It immediately caught my attention when M5Stack shipped it.<\/p>\n<p>The Spectra 6 panel also makes a lot of sense for color Kanban and other static visual interfaces. Compared with Kaleido 3 or even Gallery 3, its static color reproduction is one of the strongest options you can choose for an E Ink screen.<\/p>\n<p>Mine is already on the way. Time to cook some interesting stuff!!<\/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>Color E-ink + ESP32 + mic + speaker in one board is genuinely interesting. I’ve used the M5Stack ecosystem before and it’s usually well-documented. The Spectra 6 panel for color static displays is a good choice \u2014 especially for IoT dashboards that don’t need to refresh constantly. Ordered one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am just thinking whether this will not be a little bit against the idea of minimalism. Many brands are manufacturing BW versions to limit distractions. Colours could be a bit distracting (but what I can say… we love colours it is better) \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Black-and-white E Ink is definitely more \u201cpure\u201d for reading text, but it can feel limited once you introduce images or UI elements.<\/p>\n<p>Color E Ink gives a better experience when you have graphics or interface elements. That said, even the fastest panels like Kaleido or the most color-accurate Spectra still can\u2019t match an electronic screen for motion, any animated content will feel a bit choppy to those used to regular displays. So it\u2019s a trade-off.<\/p>\n<p>In short, color E Ink is really best suited for interaction designs built around static frames.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a 4-inch color E-ink display paired with an ESP32 is a maker’s dream. The Spectra 6 panel is known for great saturation. What\u2019s the refresh rate like for simple UI transitions? Is it optimized primarily for static dashboards, or can it handle basic menu navigation smoothly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OSPY4AJ5R2CSW2\" class=\"app-title\">ScholarXIV<\/a><\/p>\n<div class=\"one-liner\">Next-gen Research Platform <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">29<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ScholarXIV\u662f\u4e00\u6b3e\u9762\u5411\u79d1\u7814\u4eba\u5458\u7684AI\u7814\u7a76\u5e73\u53f0\uff0c\u901a\u8fc7\u6784\u5efa\u4e2a\u4eba\u6587\u732e\u5e93\u3001AI\u6c99\u76d2\u6a21\u62df\u53ca\u201cPulse\u201d\u8de8\u6587\u732e\u7efc\u8ff0\u529f\u80fd\uff0c\u89e3\u51b3\u6587\u732e\u7ba1\u7406\u788e\u7247\u5316\u3001\u6587\u732e\u7efc\u8ff0\u8017\u65f6\u957f\u4e14\u7f3a\u4e4f\u6df1\u5ea6\u4ea4\u53c9\u5206\u6790\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/111ee7e1-2cec-4ef3-9712-4f6f0562ce7c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Zy_m1-px-fQ\"><source src=\"https:\/\/youtu.be\/Zy_m1-px-fQ\" 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\/0e4ece4d-9524-4f06-88ae-4ffff5a82be7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/577f9775-ed00-4b44-a5f6-c7b84806d865.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b2681ed-99db-43e6-998c-849b9a8ea845.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/482cb97f-16b5-478c-be16-54fd10ddf8b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f00e95f-73a0-4c29-99ff-171ef8974b99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f124b86-52f4-4ee1-b0ff-c42d593e6859.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c26e31-57eb-4e6f-ba2c-62d11f8d577a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fbe2b1b-5b87-40f6-992a-56703376d706.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7814\u7a76\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7efc\u8ff0<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bba\u6587\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u53d1\u73b0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u201c\u8de8\u8bba\u6587\u5408\u6210\u201d\u80fd\u529b\u6700\u5173\u6ce8\uff0c\u8be2\u95ee\u80fd\u5426\u4e0d\u6b62\u4e8e\u603b\u7ed3\uff0c\u66f4\u53ef\u53d1\u73b0\u77db\u76fe\u3001\u7814\u7a76\u7a7a\u767d\u4e0e\u65b0\u5174\u6a21\u5f0f\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u53ef\u901a\u8fc7\u9009\u62e9\u8bba\u6587\u5e76\u6307\u5b9a\u63d0\u95ee\uff08\u5982\u201c\u627e\u51fa\u7814\u7a76\u7a7a\u767d\u201d\uff09\u6765\u5b9e\u73b0\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3AI\u5f15\u6587\u51c6\u786e\u6027\u548c\u6765\u6e90\u53ef\u9760\u6027\uff0c\u5f00\u53d1\u56e2\u961f\u627f\u8ba4\u6b63\u5728\u4f18\u5316\uff0c\u5e76\u8bf4\u660e\u8bba\u6587\u7d22\u5f15\u81eaArxiv\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 ScholarXIV\u7684\u6784\u60f3\u6709\u8da3\uff0c\u4f4629\u5f20\u6295\u7968\u6570\u66b4\u9732\u4e86\u5176\u771f\u5b9e\u5904\u5883\uff1a\u4e00\u4e2a\u5c1a\u5728\u65e9\u671f\u3001\u9700\u8981\u4f9d\u9760\u521b\u59cb\u4eba\u4eb2\u81ea\u4e0b\u573a\u56de\u5e16\u89e3\u91ca\u529f\u80fd\u7684\u4ea7\u54c1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201cnext-gen\u201d\u5671\u5934\uff0c\u800c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u201cPulse\u201d\u529f\u80fd\u5c06\u70b9\u8d5e\/\u4e66\u7b7e\u884c\u4e3a\u8f6c\u5316\u4e3a\u4ea4\u53c9\u7814\u7a76\u6587\u7ae0\uff0c\u8fd9\u8bd5\u56fe\u89e3\u51b3\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u7814\u7a76\u8005\u201c\u770b\u8fc7\u5373\u5fd8\u201d\u7684\u75db\u70b9\uff0c\u4eba\u673a\u4ea4\u4e92\u903b\u8f91\u503c\u5f97\u80af\u5b9a\uff1b\u4e8c\u662fAI\u6c99\u76d2\u5141\u8bb8\u751f\u6210\u6587\u4ef6\u3001\u8fd0\u884c\u6a21\u62df\uff0c\u8fd9\u8df3\u51fa\u4e86\u4f20\u7edf\u6587\u732e\u7ba1\u7406\u5de5\u5177\u7684\u6846\u67b6\uff0c\u5411\u201c\u7814\u7a76\u8ba1\u7b97\u5e73\u53f0\u201d\u8bd5\u63a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7528\u6237\u95ee\u5230\u7684\u201c\u5f15\u6587\u51c6\u786e\u6027\u201d\u548c\u201c\u6765\u6e90\u53ef\u9760\u6027\u201d\u6070\u6070\u662fAI\u5de5\u5177\u5728\u5b66\u672f\u573a\u666f\u7684\u547d\u95e8\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u201c\u6b63\u5728\u52aa\u529b\u201d\uff0c\u4f46\u5f53\u524d\u53ea\u7d22\u5f15Arxiv\uff0c\u610f\u5473\u7740\u5927\u91cf\u4ed8\u8d39\u5899\u540e\u7684\u9ad8\u5f15\u8bba\u6587\u548c\u9886\u57df\u5185\u6743\u5a01\u671f\u520a\u88ab\u6392\u9664\u5728\u5916\uff0c\u8fd9\u4f1a\u4e25\u91cd\u9650\u5236\u5176\u5b9e\u9645\u4f7f\u7528\u573a\u666f\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u8de8\u8bba\u6587\u5206\u6790\u4f9d\u8d56AI\u7684\u7406\u89e3\u529b\uff0c\u82e5\u57fa\u7840\u5927\u6a21\u578b\u5bf9\u4e13\u4e1a\u672f\u8bed\u548c\u63a8\u7406\u903b\u8f91\u628a\u63e1\u5931\u51c6\uff0c\u201c\u53d1\u73b0\u7814\u7a76\u7a7a\u767d\u201d\u6781\u6613\u6ca6\u4e3a\u9ad8\u7ea7\u5173\u952e\u8bcd\u5339\u914d\uff0c\u5e26\u6765\u8bef\u5bfc\u6027\u7ed3\u8bba\u3002\n <\/p>\n<p class=\"ai-content\">\n ScholarXIV\u66f4\u50cf\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684MVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\u539f\u578b\u3002\u5b83\u806a\u660e\u5730\u9009\u62e9\u4e86\u75db\u70b9\u6700\u76f4\u89c2\u3001\u6280\u672f\u95e8\u69db\u76f8\u5bf9\u53ef\u63a7\u7684\u6587\u732e\u7efc\u8ff0\u73af\u8282\u5207\u5165\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u6539\u53d8\u7814\u7a76\u8303\u5f0f\u5c1a\u6709\u8ddd\u79bb\u3002\u672a\u6765\u6210\u8d25\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u80fd\u5426\u5feb\u901f\u63a5\u5165\u66f4\u5e7f\u6cdb\u7684\u6743\u5a01\u8bba\u6587\u6e90\uff08\u5982PubMed\u3001IEEE\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u5728AI\u5206\u6790\u7684\u4e25\u8c28\u6027\u4e0a\u8dd1\u901a\u4e25\u683c\u7684\u5b66\u672f\u9a8c\u8bc1\u6d41\u7a0b\uff0c\u800c\u4e0d\u662f\u9760\u7528\u6237\u201c\u81ea\u5df1\u9009\u8bba\u6587\u3001\u81ea\u5df1\u95ee\u95ee\u9898\u201d\u5c06\u8d23\u4efb\u63a8\u7ed9\u7528\u6237\u3002\u5426\u5219\uff0c\u5b83\u4e0d\u8fc7\u662f\u53c8\u4e00\u4e2aAI\u6587\u6863\u6458\u8981\u5de5\u5177\uff0c\u800c\u975e\u7814\u7a76\u5e73\u53f0\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\">ScholarXIV<\/span>\n <\/div>\n<div class=\"comment-content\">ScholarXIV is a next-gen research platform that comes with a set of powerful tools and features to make research a very insightful and an in-depth experience. You can build your own research library, do literature reviews, run simulations in the sandbox, generate files, and even has a proactive feature called Pulse where your recently liked and bookmarked papers are converted into a quick and cross-research article to save you time. Checkout ScholarXIV for more features!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Introducing ScholarXIV (<a href=\"https:\/\/scholarxiv.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/scholarxiv.com\/<\/a>)<br \/>\n\u2022 <a href=\"https:\/\/youtu.be\/Zy_m1-px-fQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/Zy_m1-px-fQ<\/a><\/p>\n<p>For a long time research has been scattered, lacked powerful tools and had bad user experience. That ends today!<\/p>\n<p>ScholarXIV is a next-gen research platform that comes with a set of powerful tools and features to make research a very insightful and an in-depth experience. ScholarXIV let’s you build your own research library, curate papers and share them. It also let’s users like, bookmark and comment on each and every paper. <\/p>\n<p>But the most powerful feature is the AI research with sandboxes. This bring a whole new aspect of conducting research. The sandboxes let you generate files, run simulations and so much more. ScholarXIV also has a proactive feature called Pulse. In Pulse your recently liked and bookmarked papers are converted into a quick and cross-research article to save you time. <\/p>\n<p>Checkout <a href=\"https:\/\/ScholarXIV.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ScholarXIV.com<\/a> for many more epic features like advanced search, paper selection, content analysis and much more.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dagmawibabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dagmawibabi<\/a> Hey, congrats on the launch! how you\u2019re thinking about cross-paper synthesis \u2014 does it mostly summarize bookmarked papers, or does it also surface contradictions, gaps, and emerging patterns across them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@romejerome You can select any paper and you can ask whatever comparison you like. For example for literature reviews you can specifically ask it to find u research gaps and it will parse through so many papers and tell u<\/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 academia FOMO is a real thing. I may have to do research papers for fun<\/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>This honestly looks super helpful for researchers and students who spend half their time managing papers instead of actually researching \ud83d\ude2d<\/p>\n<\/p>\n<p>One thing I\u2019m curious about, how do you handle citation accuracy and source reliability with the AI features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@shiv_clearecho detecting reliability of papers is a new thing we’re working on. but all these papers are indexed from Arxiv and doing cross research helps a lot<\/div>\n<div class=\"comment-actions\">\n<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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/27J5KZIFCPA4L4\" class=\"app-title\">Nextish News<\/a><\/p>\n<div class=\"one-liner\">Make the AI news cycle slightly more ridiculous.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u5c06\u56e2\u961f\u5185\u90e8\u6897\u6216\u79d1\u6280\u5708\u69fd\u70b9\u4e00\u952e\u751f\u6210\u6807\u9898\u3001\u526f\u6807\u9898\u3001\u7ae0\u8282\u9f50\u5168\u7684\u5047\u65b0\u95fb\u6587\u7ae0\uff0c\u5e76\u751f\u6210\u53ef\u5206\u4eab\u94fe\u63a5\uff0c\u4e13\u4f9b\u7fa4\u804a\u548cSlack\u91cc\u8c03\u4f83\u8fc7\u5ea6\u4e25\u8083\u7684\u878d\u8d44\u62a5\u9053\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6ddce00-b828-49a8-8c57-5548e0890777.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75eb9b3e-3e5c-466e-912b-ec8cae0d37c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72449e3c-7e73-44d3-baaf-f5f5eb72475b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad3210f2-31ae-4ab0-a5fe-e820e67e8220.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/025dc210-f1d9-4248-8aa4-09557a3f2ae1.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\">Funny<\/span><br \/>\n <span class=\"tag\">News<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65b0\u95fb\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbd\u523a\u65b0\u95fb<\/span><br \/>\n <span class=\"tag\">\u7fa4\u804a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6076\u641e<\/span><br \/>\n <span class=\"tag\">\u5e7d\u9ed8\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u865a\u6784\u6587\u7ae0<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u5708\u5410\u69fd<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5468\u672b\u9879\u76ee<\/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>\u5f00\u53d1\u8005\u8868\u793a\u8fd9\u662f\u5468\u672b\u9879\u76ee\uff0c\u8bde\u4e8eAI\u65b0\u95fb\u65e5\u76ca\u8352\u8bde\u7684\u89c2\u5bdf\uff1b\u7528\u6237@nslab \u7528\u201cAI Predicts End of AI, Announces Retirement\u201d\u6d4b\u8bd5\uff0c\u8868\u793a\u73a9\u5f97\u5f88\u5f00\u5fc3\uff0c\u53cd\u9988\u96c6\u4e2d\u5728\u751f\u6210\u6548\u679c\u548c\u8da3\u5473\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 Nextish News\u768413\u7968\u548c\u5355\u6761\u6709\u6548\u8bc4\u8bba\u63ed\u793a\u4e86\u4e00\u4e2a\u51b7\u5cfb\u73b0\u5b9e\uff1a\u5728AI\u751f\u6210\u5185\u5bb9\u6cdb\u6ee5\u7684\u4eca\u5929\uff0c\u505a\u201c\u5047\u65b0\u95fb\u201d\u7684\u95e8\u69db\u5df2\u7ecf\u4f4e\u5230\u4ee4\u4eba\u53d1\u6307\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u6280\u672f\u5b9e\u73b0\u2014\u2014\u7528\u5927\u6a21\u578b\u5957\u4e2a\u6a21\u677f\u6839\u672c\u4e0d\u662f\u58c1\u5792\uff0c\u800c\u5728\u201c\u8bbd\u523a\u5c3a\u5ea6\u201d\u7684\u62ff\u634f\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u573a\u666f\uff1a\u79d1\u6280\u5708\u81ea\u6211\u8c03\u4f83\u3002\u5f53\u771f\u6b63\u65b0\u95fb\u8d8a\u6765\u8d8a\u50cf\u6bb5\u5b50\uff0c\u6bb5\u5b50\u53cd\u800c\u6210\u4e86\u6700\u597d\u7684\u89e3\u836f\u3002\u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\uff1a\u5982\u4f55\u9632\u6b62\u5047\u65b0\u95fb\u88ab\u8bef\u4f20\u4e3a\u771f\uff1f\u5f00\u53d1\u8005\u7528\u201cNextish\u54c1\u724c\u6807\u8bc6\u201d\u201c\u53d1\u5e03\u524d\u79c1\u6709\u201d\u548c\u201c\u516c\u5f00\u9875\u6ce8\u660e\u8bbd\u523a\u201d\u505a\u4e86\u9694\u79bb\uff0c\u4f46\u8fd9\u5957\u673a\u5236\u5728\u7fa4\u804a\u4f20\u64ad\u4e2d\u6781\u6613\u5931\u6548\u2014\u2014\u6ca1\u4eba\u4f1a\u7559\u610f\u89d2\u843d\u91cc\u7684\u514d\u8d23\u58f0\u660e\u3002\u53e6\u5916\uff0c\u5355\u4e00\u201c\u751f\u6210-\u5206\u4eab\u201d\u6d41\u7a0b\u8fc7\u4e8e\u5355\u8584\uff0c\u7f3a\u5c11\u793e\u7fa4\u53cd\u9988\u548c\u6a21\u56e0\u6f14\u5316\u80fd\u529b\uff0c\u7528\u6237\u73a9\u4e09\u6b21\u5c31\u4f1a\u817b\u3002\u771f\u6b63\u7684\u5546\u4e1a\u610f\u4e49\u6216\u8bb8\u4e0d\u5728\u5de5\u5177\u672c\u8eab\uff0c\u800c\u662f\u9a8c\u8bc1\u4e86\u201c\u79d1\u6280\u5708\u7684\u81ea\u5632\u6c38\u4e0d\u8fc7\u65f6\u201d\u8fd9\u4e00\u6587\u5316\u9700\u6c42\u3002\u5982\u679c\u5b83\u60f3\u6d3b\u4e0b\u53bb\uff0c\u8981\u4e48\u6210\u4e3aSlack\/\u5fae\u4fe1\u7fa4\u91cc\u7684\u75c5\u6bd2\u5f0f\u6076\u641e\u673a\u5668\u4eba\uff0c\u8981\u4e48\u8f6c\u578b\u4e3a\u8bbd\u523aAI\u65b0\u95fb\u7684UGC\u793e\u533a\u2014\u2014\u800c\u4e0d\u662f\u53c8\u4e00\u4e2a\u65e0\u4eba\u95ee\u6d25\u7684\u94fe\u63a5\u751f\u6210\u5668\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\">Nextish News<\/span>\n <\/div>\n<div class=\"comment-content\">Nextish News turns your tech-world premise into a polished faux article with a headline, subtitle, sections, and a shareable public link. Built for group chats, Slack channels, and coworkers who read way too much funding news.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Nextish News as a weekend side project after seeing the AI and tech news cycle get more surreal every week.<\/p>\n<p>The idea is simple: give it a topic or inside joke, and it turns that into a faux tech news article you can share with friends, coworkers, or the group chat. It\u2019s meant to make people pause for half a second, laugh, and then realize it\u2019s satire.<\/p>\n<p>A big part of the build was making sure it felt fun without trying to impersonate real journalism. So articles use their own Nextish branding, stay private until you publish, and are framed as satire on the public page.<\/p>\n<p>The project evolved from \u201cgenerate a fake headline\u201d into a fuller article flow: draft, choose or upload an image, improve the piece with plain-English notes, then publish a shareable link.<\/p>\n<p>Would love to hear what fake tech headlines people make with it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nslab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nslab<\/a> <a href=\"https:\/\/www.nextish.news\/articles\/ai-predicts-end-of-ai-announces-retirement-usl20f\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Predicts End of AI, Announces Retirement<\/a> – there you go, had fun doing 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<\/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\/QGRVZIUZNRIHBE\" class=\"app-title\">Burn After<\/a><\/p>\n<div class=\"one-liner\">Single-use file links that disappear after opening<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Burn After \u63d0\u4f9b\u9605\u540e\u5373\u711a\u7684\u5355\u6b21\u4f7f\u7528\u6587\u4ef6\u94fe\u63a5\uff0c\u89e3\u51b3\u7528\u6237\u53d1\u9001\u7a0e\u52a1\u6587\u4ef6\u3001\u8eab\u4efd\u8bc1\u3001\u5408\u540c\u7b49\u654f\u611f\u4fe1\u606f\u65f6\uff0c\u62c5\u5fc3\u6587\u4ef6\u957f\u671f\u6ede\u7559\u4ed6\u4eba\u6536\u4ef6\u7bb1\u6216\u670d\u52a1\u5668\u4e2d\u7684\u9690\u79c1\u5b89\u5168\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c71f03e-272d-484c-a786-5db1f468e1f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fcf59cf-4b65-4ec8-8929-222b00366dfb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/affaacfd-2c79-4d6f-bf6e-90dc24d4add4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8473e83b-f2a5-4cb9-af7d-7068404f2349.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\">Email<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u5b89\u5168\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u9605\u540e\u5373\u711a<\/span><br \/>\n <span class=\"tag\">\u5355\u6b21\u94fe\u63a5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u654f\u611f\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e0b\u8f7d<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237\u63a5\u6536<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5220\u9664<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u8fc7\u671f<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\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\u8ba4\u53ef\u65e0\u9700\u6536\u4ef6\u4eba\u8d26\u53f7\u7684\u8bbe\u8ba1\uff0c\u5e76\u8be2\u95ee\u4e0b\u8f7d\u4e2d\u65ad\u540e\u94fe\u63a5\u662f\u5426\u53ef\u91cd\u8bd5\uff08\u5f53\u524d\u4e0d\u53ef\u91cd\u8bd5\uff0c\u5b89\u5168\u4f18\u5148\uff09\u3002\u6709\u7528\u6237\u5173\u5fc3\u670d\u52a1\u5668\u7aef\u5220\u9664\u662f\u5426\u53ef\u9a8c\u8bc1\uff08\u5f53\u524d\u65e0\u52a0\u5bc6\u9a8c\u8bc1\uff0c\u4f46\u63d0\u4f9b\u72b6\u6001\u53ef\u89c1\uff09\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u672a\u6253\u5f00\u94fe\u63a5\u7684TTL\u8bbe\u7f6e\uff08\u5df2\u652f\u6301\u81ea\u5b9a\u4e49\u8fc7\u671f\u65f6\u95f4\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Burn After \u5207\u4e2d\u4e86\u6570\u5b57\u65f6\u4ee3\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u654f\u611f\u6587\u4ef6\u7684\u65e0\u75d5\u4f20\u8f93\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u4e00\u6b21\u6027\u201d\u539f\u5219\u7684\u6781\u81f4\u6267\u884c\u2014\u2014\u65e0\u9700\u6536\u4ef6\u4eba\u6ce8\u518c\uff0c\u94fe\u63a5\u6253\u5f00\u5373\u9500\u6bc1\uff0c\u4ece\u8bbe\u8ba1\u4e0a\u907f\u514d\u4e86\u4f20\u7edf\u9644\u4ef6\u6216\u4e91\u76d8\u94fe\u63a5\u957f\u671f\u66b4\u9732\u7684\u98ce\u9669\u3002\u8fd9\u89e3\u51b3\u4e86\u90ae\u4ef6\u548c\u7f51\u76d8\u90fd\u96be\u4ee5\u5904\u7406\u7684\u201c\u64a4\u56de\u9057\u5fd8\u201d\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u7684\u77ed\u677f\u4e5f\u5f88\u660e\u663e\u3002\u5176\u4e00\uff0c\u5bf9\u4e2d\u9014\u4e2d\u65ad\u4e0b\u8f7d\u7684\u5904\u7406\u8fc7\u4e8e\u6fc0\u8fdb\uff0c\u5b89\u5168\u4f18\u5148\u7684\u8bbe\u8ba1\u727a\u7272\u4e86\u7528\u6237\u4f53\u9a8c\uff0c\u8fd9\u5728\u6587\u4ef6\u8f83\u5927\u6216\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u573a\u666f\u4e0b\u53ef\u80fd\u9020\u6210\u56f0\u6270\u3002\u5176\u4e8c\uff0c\u670d\u52a1\u5668\u7aef\u5220\u9664\u7f3a\u4e4f\u52a0\u5bc6\u9a8c\u8bc1\uff0c\u4e3b\u8981\u4f9d\u8d56\u201c\u4fe1\u4efb\u201d\u800c\u975e\u201c\u5bc6\u7801\u5b66\u8bc1\u660e\u201d\uff0c\u5bf9\u4e8e\u6700\u9ad8\u5b89\u5168\u9700\u6c42\u7684\u7528\u6237\uff08\u5982\u5f8b\u5e08\u3001\u5ba1\u8ba1\u4eba\u5458\uff09\u6765\u8bf4\uff0c\u8fd9\u8fd8\u4e0d\u591f\u3002\u5f00\u53d1\u8005\u5728\u56de\u590d\u4e2d\u4e5f\u627f\u8ba4\u4e86\u8fd9\u4e00\u70b9\uff0c\u5e76\u63d0\u5230\u672a\u6765\u53ef\u80fd\u5f15\u5165\u96f6\u77e5\u8bc6\u6216\u5ba2\u6237\u7aef\u52a0\u5bc6\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u4ea7\u54c1\u5c06\u4ece\u201c\u8f7b\u91cf\u5de5\u5177\u201d\u8f6c\u5411\u201c\u91cd\u5b89\u5168\u57fa\u5efa\u201d\uff0c\u6280\u672f\u95e8\u69db\u548c\u6210\u672c\u90fd\u4f1a\u9661\u589e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c12\u4e2a\u70b9\u8d5e\u53ca\u96f6\u661f\u7528\u6237\u4e92\u52a8\u53cd\u6620\u51fa\u4ea7\u54c1\u5904\u5728\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\u3002\u5b83\u9700\u8981\u89e3\u51b3\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5982\u4f55\u8ba9\u7528\u6237\u4ece\u201c\u7528\u5b8c\u5373\u8d70\u201d\u7684\u6a21\u5f0f\u4e2d\u613f\u610f\u4ed8\u8d39\uff0c\u4ee5\u53ca\u5982\u4f55\u5efa\u7acb\u6bd4\u7ade\u4e89\u5bf9\u624b\uff08\u5982Firefox Send\u5df2\u5173\u95ed\uff0c\u6216\u5404\u7c7b\u52a0\u5bc6\u6587\u4ef6\u4f20\u8f93\u670d\u52a1\uff09\u66f4\u5dee\u5f02\u5316\u7684\u4fe1\u4efb\u58c1\u5792\u3002\u5982\u679c\u4e0d\u80fd\u5c3d\u5feb\u5b9e\u73b0\u53ef\u9a8c\u8bc1\u7684\u5220\u9664\u6216\u7aef\u5230\u7aef\u52a0\u5bc6\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u505c\u7559\u5728\u201c\u5c0f\u5de5\u5177\u201d\u7ea7\u522b\uff0c\u96be\u4ee5\u6210\u4e3a\u4f01\u4e1a\u548c\u4e13\u4e1a\u573a\u666f\u7684\u5fc5\u9009\u65b9\u6848\u3002\u7b80\u6d01\u662f\u7f8e\u5fb7\uff0c\u4f46\u4ea7\u54c1\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u7b80\u5355\uff0c\u800c\u4e14\u5b89\u5168\u5f97\u65e0\u53ef\u6311\u5254\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\">Burn After<\/span>\n <\/div>\n<div class=\"comment-content\">Burn After lets you send sensitive files using single-use links that expire after first access. No recipient account required. Useful for tax documents, IDs, contracts, PDFs, or anything you\u2019d rather not leave sitting in someone\u2019s inbox forever. Upload a file, share the link, and once it\u2019s opened, the link expires and the file is removed shortly after.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Burn After because sometimes you need to send sensitive documents… but you don’t want the file sitting around in someone’s inbox forever.<\/p>\n<p>Burn After creates single-use links that expire after first access, then removes the file shortly after.<\/p>\n<p>Stop emailing sensitive documents. Send files that burn after opening.<\/p>\n<p>Useful for:<br \/>\n\u2022 tax documents<br \/>\n\u2022 IDs and forms<br \/>\n\u2022 contracts<br \/>\n\u2022 sensitive PDFs<br \/>\n\u2022 anything you\u2019d rather not leave sitting in an inbox forever<\/p>\n<p>No account required for the recipient. Just a link that works once.<\/p>\n<p>Would love feedback \ud83d\ude4f<\/p>\n<p>burnafter.to<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have a quick question, <a href=\"https:\/\/www.producthunt.com\/@ezrafree\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ezrafree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ezrafree<\/a>. For the single-use links, what happens if the download gets interrupted mid-transfer? Does the link still expire, or can the user retry safely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Great question. The honest answer is: today Burn After is security-first, not retry-friendly.<\/p>\n<p>The link is marked as used when the download is initiated, before redirecting to the short-lived file URL. So if the transfer is interrupted after that point, the original single-use link is already burned and can\u2019t be retried.<\/p>\n<p>That tradeoff is intentional for now: for sensitive files, I\u2019d rather avoid leaving a link reusable after access has begun, even if that makes interrupted downloads less forgiving.<\/p>\n<p>That said, I do think there may be room for a safer middle ground later, something like a very short in-progress window or confirmation-based burn flow. Still thinking through that balance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 problem is real and underserved. One question, what happens on the server side between upload and the link being opened, is the deletion verifiable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Great question.<\/p>\n<p>Today, files are stored in a private S3 bucket and deleted server-side after first access or expiration. Once a link is opened, access is immediately revoked and the file is deleted shortly after.<\/p>\n<p>The sender can also see file status in the UI, including when deletion has completed. That said, deletion is <strong>not independently cryptographically verifiable<\/strong> in v1. Today, trust comes from the system design and visibility into the file lifecycle rather than cryptographic proof.<\/p>\n<p>Longer term, I\u2019m interested in stronger guarantees, potentially including client-side encryption \/ zero-knowledge approaches where the server never has usable access to the file contents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Single-use expiring file links is a clean and simple idea. No account required for the recipient is the right call \u2014 adds friction kills adoption. I’ve needed something like this for sending credentials and signed contracts. Curious if there’s a TTL option for links that are never opened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asim_saeed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_saeed1<\/a> Appreciate this, Asim. And good news: this actually already exists \ud83d\ude04<\/p>\n<p>When creating a link, you choose an expiration time (24 hours by default). If the file is never downloaded before that expiration, the link stops working and the file is automatically deleted.<\/p>\n<p>Recipient friction was definitely something I wanted to minimize, which is why there\u2019s no account required on the receiving side.<\/p>\n<p>Really appreciate the feedback though. Credentials and signed contracts are exactly the sort of use cases I had in mind when building Burn After.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MNH6KOCT4T522Q\" class=\"app-title\">Grok Build<\/a><\/p>\n<div class=\"one-liner\">Agentic CLI for coding, building, and workflow automation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok Build \u662f\u4e00\u6b3e\u5728\u7ec8\u7aef\u5185\u8fd0\u884c\u7684\u667a\u80fd\u7f16\u7801\u4e0e\u81ea\u52a8\u5316\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u901a\u8fc7\u8ba1\u5212\u3001\u62c6\u89e3\u4efb\u52a1\u5e76\u59d4\u6d3e\u7ed9\u5e76\u884c\u5b50\u667a\u80fd\u4f53\u6267\u884c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5904\u7406\u590d\u6742\u591a\u6587\u4ef6\u9879\u76ee\u65f6\uff0c\u56e0\u5355\u7ebf\u7a0b\u64cd\u4f5c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0e\u5ba1\u6279\u65ad\u5c42\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c128581-8adb-42fc-bf44-7fd9225cee4e.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\/e1351e1f-ee48-4f64-9360-2f2b948db93f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/925615df-ecea-4fc5-87cc-99dec4543ee0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c2c826e-7a40-4822-a1b6-aafb05a75b2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e9cc98-aabe-426e-98c4-b18402b42dc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acb7cd88-2dd7-4773-9d03-b09adecffa0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58ba0a51-34e0-4832-8592-9d57fac4fc53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ec8\u7aefCLI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u5b50\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8ba1\u5212\u5ba1\u6279\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">Git\u5de5\u4f5c\u6811\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u6d4b\u8bd5\u7248<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u5e76\u884c\u5b50\u667a\u80fd\u4f53\u7684\u67b6\u6784\u521b\u65b0\uff0c\u8ba4\u4e3a\u5b83\u8131\u79bb\u4e86IDE\u4fa7\u8fb9\u680f\u7684\u5c40\u9650\u3002\u4f46\u660e\u786e\u6307\u51fa\u76ee\u524d\u4ec5\u9650SuperGrok Heavy\u8ba2\u9605\u8005\uff08299\u7f8e\u5143\/\u6708\uff09\u4f7f\u7528\uff0c\u95e8\u69db\u6781\u9ad8\uff0c\u4e14\u662f\u65e9\u671f\u6d4b\u8bd5\u7248\uff0c\u53d7\u4f17\u9762\u7a84\uff0c\u671f\u5f85\u672a\u6765\u8bbf\u95ee\u6a21\u5f0f\u653e\u5bbd\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 Grok Build \u662fxAI\u5411\u201c\u5de5\u5177\u5373\u667a\u80fd\u4f53\u201d\u65b9\u5411\u7684\u4e00\u6b21\u7ed3\u6784\u6027\u8d4c\u6ce8\uff0c\u800c\u975e\u5bf9\u73b0\u6709Copilot\u4eec\u7684\u5c0f\u4fee\u5c0f\u8865\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5e2e\u4f60\u5199\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5e2e\u4f60\u7ba1\u7406\u5199\u4ee3\u7801\u7684\u6d41\u7a0b\u201d\u3002\u5f53\u5927\u591a\u6570AI\u7f16\u7801\u5de5\u5177\u8fd8\u5728IDE\u91cc\u626e\u6f14\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u81ea\u52a8\u8865\u5168\u5668\u65f6\uff0cGrok Build\u9009\u62e9\u9000\u56de\u5230\u7ec8\u7aef\u2014\u2014\u8fd9\u4e2a\u6240\u6709\u81ea\u52a8\u5316\u811a\u672c\u7684\u6bcd\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5e76\u884c\u5b50\u667a\u80fd\u4f53+\u72ec\u7acbGit\u5de5\u4f5c\u6811\u7684\u67b6\u6784\uff0c\u786e\u5b9e\u5728\u7406\u8bba\u4e0a\u89e3\u51b3\u4e86\u5927\u578b\u91cd\u6784\u6216\u8de8\u6587\u4ef6\u4fee\u6539\u65f6\u7684\u201c\u74f6\u9888\u6548\u5e94\u201d\uff1a\u5c06\u4efb\u52a1\u5206\u89e3\u3001\u8def\u5f84\u9694\u79bb\u3001\u5ba1\u6279\u786e\u8ba4\u8fd9\u4e09\u4e2a\u73af\u8282\u786c\u6027\u5206\u79bb\uff0c\u8ba9AI\u4ece\u201c\u72ec\u594f\u5bb6\u201d\u53d8\u6210\u4e86\u201c\u9879\u76ee\u7ecf\u7406\u201d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5bf9\u4e8e\u5904\u7406\u590d\u6742\u3001\u9ad8\u98ce\u9669\u3001\u6d89\u53ca\u591a\u6a21\u5757\u534f\u4f5c\u7684\u4ee3\u7801\u5e93\u56e2\u961f\u800c\u8a00\uff0c\u6bd4\u4efb\u4f55\u804a\u5929\u5f0f\u8865\u5168\u5de5\u5177\u90fd\u66f4\u8d34\u8fd1\u5de5\u4e1a\u5316\u751f\u4ea7\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u73b0\u5b9e\u5f88\u9aa8\u611f\u300211\u4e2a\u6295\u7968\u548c\u6781\u4f4e\u7684\u793e\u533a\u70ed\u5ea6\u5df2\u7ecf\u7ed9\u51fa\u4e86\u5e02\u573a\u53cd\u9988\uff1a\u4e00\u4e2a299\u7f8e\u5143\/\u6708\u7684\u65e9\u671fBeta\u7ec8\u7aef\u5de5\u5177\uff0c\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u5f00\u53d1\u8005\u6765\u8bf4\u662f\u66f2\u9ad8\u548c\u5be1\u3002\u8fd9\u4e2a\u4ef7\u683c\u8fc7\u6ee4\u6389\u4e86\u6700\u6d3b\u8dc3\u7684\u5c1d\u9c9c\u8005\u548c\u5f00\u6e90\u8d21\u732e\u8005\uff0c\u4f7fGrok Build\u5728\u73b0\u9636\u6bb5\u66f4\u50cf\u662fxAI\u4e3a\u9ad8\u51c0\u503c\u7528\u6237\u6253\u9020\u7684\u201c\u6837\u677f\u95f4\u201d\uff0c\u800c\u975e\u9762\u5411\u5927\u4f17\u7684\u751f\u4ea7\u529b\u6b66\u5668\u3002\u540c\u65f6\uff0c\u8be5\u5de5\u5177\u9ed8\u8ba4\u7528\u6237\u719f\u6089Git\u5de5\u4f5c\u6d41\u3001CLI\u64cd\u4f5c\u548c\u590d\u6742\u7684\u914d\u7f6e\uff08\u5982MCP\u670d\u52a1\u5668\uff09\uff0c\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced\uff0c\u8fd9\u4e0e\u5f53\u4eca\u4e3b\u6d41AI\u5de5\u5177\u8ffd\u6c42\u7684\u201c\u96f6\u95e8\u69db\u201d\u80cc\u9053\u800c\u9a70\u3002\n <\/p>\n<p class=\"ai-content\">\n Grok Build\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u9a8c\u8bc1\u4e86\u4e00\u79cd\u53ef\u80fd\u6027\uff1aAI\u4ee3\u7406\u7684\u4e0b\u4e00\u6b65\uff0c\u662f\u4ece\u8865\u5168\u4ee3\u7801\u8d70\u5411\u7f16\u6392\u4efb\u52a1\u3002xAI\u9009\u62e9\u5728\u7ec8\u7aef\u800c\u975eGUI\u53d1\u529b\uff0c\u9887\u5177\u9ed1\u5ba2\u7cbe\u795e\uff0c\u4f46\u8fd9\u628a\u5200\u662f\u5426\u950b\u5229\uff0c\u8fd8\u8981\u770b\u5b83\u80fd\u5426\u5728\u4ef7\u683c\u653e\u4e0b\u8eab\u6bb5\u540e\uff0c\u8bf4\u670d\u5f00\u53d1\u8005\u653e\u5f03\u73b0\u6709\u7684IDE\u96c6\u6210\u4e60\u60ef\uff0c\u91cd\u65b0\u5b66\u4e60\u4e00\u79cd\u201c\u6307\u6325\u5f0f\u201d\u7684\u7f16\u7a0b\u8282\u594f\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u662f\u4e00\u6b3e\u6f02\u4eae\u7684\u5b9e\u9a8c\u6027\u67b6\u6784\uff0c\u800c\u975e\u6405\u52a8\u5e02\u573a\u7684\u65b0\u9cb6\u9c7c\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\">Grok Build<\/span>\n <\/div>\n<div class=\"comment-content\">Grok Build is an agentic CLI that plans, delegates to parallel subagents, and executes coding and automation tasks from the terminal. Currently in early beta for SuperGrok Heavy subscribers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>xAI just shipped a terminal-native coding agent that runs parallel subagents, and it’s one of the more structurally interesting CLI tools in this space right now.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Grok Build is an agentic CLI from xAI for professional software engineering, app building, and workflow automation that runs directly from your terminal.<\/p>\n<\/p>\n<p>Most coding agents today operate as IDE sidecars or chat wrappers. The limitation is sequential execution and single-context operation. Grok Build takes a different architectural approach: for complex tasks, it breaks work into a plan, lets you approve or rewrite that plan step by step, then delegates execution to parallel subagents that can work in separate git worktrees simultaneously. Every change surfaces as a clean diff.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong> The parallelism is structural, not cosmetic. Subagents can split research, build, and review work across tasks concurrently rather than linearly. It also picks up your existing repo conventions, <a href=\"http:\/\/AGENTS.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AGENTS.md<\/a>, plugins, hooks, skills, and MCP servers out of the box. Headless mode (-p flag) lets you run agents inside scripts and automations, and full ACP support means you can build your own bot and agent orchestration apps on top of it.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Plan mode with step-by-step approval and full rewrite option before execution<\/p>\n<\/li>\n<li>\n<p>Parallel subagents with deep worktree integration for large tasks<\/p>\n<\/li>\n<li>\n<p>Headless mode for scripting and pipeline automation<\/p>\n<\/li>\n<li>\n<p>MCP server support and plugin marketplace<\/p>\n<\/li>\n<li>\n<p>Full ACP support for building custom bots and agent orchestration layers<\/p>\n<\/li>\n<li>\n<p>In-CLI feedback via \/feedback command<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Complex multi-file tasks broken into reviewable, approvable steps<\/p>\n<\/li>\n<li>\n<p>Parallel execution reduces time on large codebase operations<\/p>\n<\/li>\n<li>\n<p>Integrates with existing project conventions without reconfiguration<\/p>\n<\/li>\n<li>\n<p>Extensible via plugins and skills across a team<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Professional software engineers and technical operators who run complex, multi-file coding tasks and want an agent that executes from the terminal with approval checkpoints rather than a chat interface.<\/p>\n<\/p>\n<p><strong>Worth noting<\/strong>: this is early beta and currently gated to SuperGrok Heavy subscribers ($299\/month, introductory at $99\/month for six months). That’s a narrow slice of the PH audience today. But the architecture here is worth watching as the access model almost certainly broadens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/72ADW352YMVTY7\" class=\"app-title\">mysoft.ai<\/a><\/p>\n<div class=\"one-liner\">The marketplace built for AI tools, not everything<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>mysoft.ai\u662f\u4e00\u4e2a\u4e13\u4e3aAI\u5de5\u5177\u72ec\u7acb\u5f00\u53d1\u8005\u6253\u9020\u7684\u5f00\u653e\u578b\u5e02\u573a\u5e73\u53f0\uff0c\u901a\u8fc7\u4f4e\u4f63\u91d1\u3001\u65e0\u9501\u5b9a\u673a\u5236\u548c\u4e25\u683c\u5ba1\u6838\uff0c\u89e3\u51b3\u4ed6\u4eec\u5728\u73b0\u6709\u5927\u5e73\u53f0\u4e2d\u88ab\u62bd\u53d6\u9ad8\u989d\u4f63\u91d1\u3001\u9650\u5236\u5b9a\u4ef7\u6216\u906d\u62d2\u7edd\u4e0a\u67b6\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9831e6b-3a00-4fe6-b33b-86e8a0c18e72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9808b69d-d87e-41bc-a986-e0d258f2dc71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27950381-e463-4de9-b6e3-2add8bad0ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81c6d3e2-c85b-40b9-8ae6-2b52c6c106f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cae6ed39-0061-4f73-88e1-994524c9f2b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbb83f7c-3ba7-4a6d-8ad4-8a19253f45c1.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\/8b3cce43-67c4-49a9-bdfe-0a9b9b70b895.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/22c88c2d6d914da695a819636b584f9e\"><source src=\"https:\/\/www.loom.com\/share\/22c88c2d6d914da695a819636b584f9e\" 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\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4f63\u91d1\u5546\u57ce<\/span><br \/>\n <span class=\"tag\">GPT\/AI\u4ee3\u7406\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">\u5e73\u53f0\u4e2d\u7acb<\/span><br \/>\n <span class=\"tag\">\u5148\u4ee4\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u9a8c\u8bc1\u5fbd\u7ae0<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4f17\u5305\u5ba1\u6838<\/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\u5982\u4f55\u5728\u8d2d\u4e70\u524d\u9a8c\u8bc1AI\u4ee3\u7406\/\u5de5\u4f5c\u6d41\u7684\u8d28\u91cf\uff0c\u56e0\u8f93\u51fa\u53d7\u63d0\u793a\u3001\u96c6\u6210\u548c\u6570\u636e\u5f71\u54cd\uff0c\u5efa\u8bae\u63d0\u4f9b\u5b9e\u65f6\u6f14\u793a\u3001\u6c99\u76d2\u6d4b\u8bd5\u6216\u6027\u80fd\u57fa\u51c6\u3002\u53e6\u6709\u7528\u6237\u79f0\u201c\u7cbe\u9009AI\u5546\u573a\u201d\u662f\u8d8b\u52bf\uff0c\u4f46\u793e\u533a\u5174\u8da3\u4f3c\u4e4e\u4e0d\u9ad8\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 mysoft.ai\u7684\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u5207\u4e2d\u8981\u5bb3\u2014\u2014\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u5de5\u5177\u751f\u6001\u4e2d\u7684\u201c\u745e\u58eb\u201d\u3002\u5f53OpenAI\u7684GPT Store\u5c06\u5f00\u53d1\u8005\u9501\u6b7b\u5728\u81ea\u5bb6\u6a21\u578b\uff0cFiverr\u548cUpwork\u4ee510%-20%\u4f63\u91d1\u5438\u8840\uff0cAppSumo\u593a\u8d70\u5b9a\u4ef7\u6743\u65f6\uff0cmysoft\u4eae\u51fa\u201c5%\u7ec8\u8eab\u4f63\u91d1\u201d\u548c\u201c\u5e73\u53f0\u65e0\u5173\u201d\u7684\u724c\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u4f20\u7edf\u805a\u5408\u5e73\u53f0\u5229\u6da6\u94fe\u7684\u66b4\u529b\u62c6\u89e3\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u76ee\u5f55\u201d\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u5de5\u5177\u4ea4\u6613\u4e2d\u7684\u6743\u529b\u7ed3\u6784\uff1a\u5356\u5bb6\u4fdd\u7559\u81ea\u4e3b\u6743\uff0c\u4e70\u5bb6\u83b7\u5f97\u66f4\u9ad8\u6027\u4ef7\u6bd4\u7684\u72ec\u7acb\u4ea7\u54c1\uff0c\u5e73\u53f0\u53ea\u505a\u4ea4\u6613\u62a4\u822a\uff08\u5ba1\u6838\u3001\u6258\u7ba1\u3001Stripe\u652f\u4ed8\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201c\u6ca1\u6709\u5b88\u95e8\u4eba\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8d28\u91cf\u9a8c\u8bc1\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\u2014\u2014AI\u5de5\u5177\u7684\u8f93\u51fa\u9ad8\u5ea6\u4f9d\u8d56\u4f7f\u7528\u573a\u666f\uff0c\u4f20\u7edf\u7535\u5546\u7684\u201c\u8bc4\u5206+\u9000\u6b3e\u201d\u6a21\u5f0f\u5728AI\u9886\u57df\u8fd1\u4e4e\u5931\u6548\u3002\u5982\u679cmysoft\u4e0d\u80fd\u5efa\u7acb\u6709\u6548\u7684\u54c1\u63a7\u95ed\u73af\uff08\u5982\u5f3a\u5236\u6c99\u76d2\u6f14\u793a\u3001\u53ef\u590d\u73b0\u7684\u57fa\u51c6\u6d4b\u8bd5\u3001\u793e\u533a\u534f\u4f5c\u5ba1\u6838\uff09\uff0c\u5b83\u5f88\u53ef\u80fd\u91cd\u8e48\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u96c6\u5e02\u201d\u7684\u8986\u8f99\uff1a\u5927\u91cf\u65b0\u624b\u5de5\u5177\u6d8c\u5165\uff0c\u4e70\u5bb6\u4fe1\u4efb\u5d29\u584c\uff0c\u6700\u7ec8\u6ca6\u4e3a\u566a\u97f3\u5e02\u573a\u3002\u6b64\u5916\uff0c5%\u4f63\u91d1\u867d\u4f4e\uff0c\u4f4610\u4e2a\u6295\u7968\u548c\u51b7\u6e05\u7684\u793e\u533a\u5173\u6ce8\u5ea6\u6697\u793a\u4e86\u51b7\u542f\u52a8\u7684\u56f0\u5883\u2014\u2014\u6ca1\u6709\u8db3\u591f\u4e70\u5bb6\u7684\u5e02\u573a\u5bf9\u5356\u5bb6\u6beb\u65e0\u5438\u5f15\u529b\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u5b83\u771f\u6b63\u8981\u7a81\u7834\u7684\uff0c\u4e0d\u662f\u6280\u672f\u96be\u5173\uff0c\u800c\u662f\u751f\u6001\u7f51\u7edc\u7684\u201c\u9e21\u751f\u86cb\u201d\u6b7b\u7ed3\u3002\u82e5\u80fd\u5728\u51b7\u542f\u52a8\u9636\u6bb5\u4e0e\u51e0\u4e2a\u5934\u90e8AI\u72ec\u7acb\u4ea7\u54c1\u7b7e\u8ba2\u72ec\u5bb6\u4f4e\u4f63\u91d1\u534f\u8bae\uff0c\u5e76\u7387\u5148\u5f15\u5165\u4e25\u683c\u7684\u201c\u53ef\u6f14\u793a\u5316\u201d\u5ba1\u6838\u6807\u51c6\uff0cmysoft\u624d\u6709\u673a\u4f1a\u4ece\u201c\u53c8\u4e00\u4e2a\u76ee\u5f55\u201d\u8715\u53d8\u4e3a\u201cAI\u72ec\u7acb\u5f00\u53d1\u7684\u6839\u636e\u5730\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\">mysoft.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Solo AI builders have no real home. Big marketplaces lock you in. Directories don’t transact. Fiverr takes 20%. Upwork takes 10%. AppSumo controls your pricing and discounts. mysoft.ai is the platform-agnostic AI marketplace \u2014 no lock-in, no arbitrary denials, lowest commission in the market. Founding Sellers (first 100): 5% commission for life. List AI agents, workflows, GPTs, SaaS tools, and consulting. Verified badges, escrow, Stripe payouts. No gatekeepers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! Srini here, Maker of mysoft.ai.<br \/>\nI built this after watching countless solo AI builders ship great products with nowhere to sell them. The GPT Store locks you into OpenAI. AWS Marketplace is built for enterprises. Fiverr rejects half the listings.<br \/>\nmysoft.ai is the neutral ground \u2014 platform-agnostic, lowest commission, no gatekeepers.<br \/>\nWe’re launching with 17 categories and founding sellers already onboard. First 100 sellers get 5% commission for life.<br \/>\nIf you’re building AI tools, this is your marketplace. If you’re buying, this is where the best indie AI products live.<br \/>\nWould love your feedback \u2014 what categories or features would make this the go-to marketplace for you?<\/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\/@srinivas_narra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srinivas_narra<\/a> how do you verify the quality of AI agents\/workflows before purchase? Since outputs can vary a lot depending on prompts, integrations, and user data, do you plan to offer live demos, sandbox testing, or some kind of performance benchmark?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cCurated AI mall\u201d is actually the perfect way to describe where things are heading. People want simplicity, not endless searching.<\/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\/@betsy_thomas1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@betsy_thomas1<\/a> Exactly. Thats what we are striving to bring to the market.Maybe its a different type of product, which is why theres not much interest<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K63KUWRI2OY2TC\" class=\"app-title\">Selectable: OCR & Text Capture<\/a><\/p>\n<div class=\"one-liner\">Make anything selectable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Selectable \u662f\u4e00\u6b3e Mac \u5c4f\u5e55 OCR \u5de5\u5177\uff0c\u8ba9\u4f60\u901a\u8fc7\u5feb\u6377\u952e\u6846\u9009\u5c4f\u5e55\u4efb\u610f\u533a\u57df\uff08\u5305\u62ec\u56fe\u7247\u548c\u89c6\u9891\uff09\uff0c\u5373\u53ef\u5373\u65f6\u63d0\u53d6\u3001\u7ffb\u8bd1\u3001\u6717\u8bfb\u6587\u672c\uff0c\u5e76\u652f\u6301\u654f\u611f\u4fe1\u606f\u8131\u654f\uff0c\u5f7b\u5e95\u544a\u522b\u624b\u52a8\u6284\u5199\u6216\u4e0a\u4f20\u4e91\u7aef\u7684\u7e41\u7410\u6d41\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42aa1db3-8548-47cd-8ffa-e6cd32b1e39d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79e5ba1b-a646-401f-a17c-2e4334253abe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb94428e-d4fe-4636-8573-52e39ee3aced.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34bbdcfb-b248-4a49-b2b4-aa5404614e23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/557a51a3-18af-49ec-a8a8-66ec69cc7b00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf48e79-f2ab-4173-b0a9-8b93d423f569.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\/30799147-16fb-4998-a20e-70fa54f1c266.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=44oXdT0tFGM\"><source src=\"https:\/\/www.youtube.com\/watch?v=44oXdT0tFGM\" 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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55 OCR<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">Mac \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u79c1\u6709\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">Markdown \u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6717\u8bfb<\/span><br \/>\n <span class=\"tag\">\u654f\u611f\u4fe1\u606f\u8131\u654f<\/span><br \/>\n <span class=\"tag\">\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">Apple Vision<\/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\u6846\u9009\u5373\u62ff\u201d\u7684\u6d41\u7545\u4f53\u9a8c\uff0c\u5c24\u5176\u5bf9\u65e0\u9700\u4e0a\u4f20\u3001\u7eaf\u672c\u5730\u8fd0\u884c\u7ed9\u4e88\u597d\u8bc4\u3002\u6709\u4eba\u5173\u5fc3\u5bf9\u624b\u5199\u4f53\u4e0e\u4f4e\u5bf9\u6bd4\u5ea6\u6587\u5b57\u7684\u8868\u73b0\u6548\u679c\u3002\u8fd8\u6709\u5f00\u53d1\u8005\u79f0\u8d5e\u5176\u80fd\u5c06 OCR \u7ed3\u679c\u76f4\u63a5\u8f6c\u4e3a Markdown\/JSON \u8868\u683c\uff0c\u8282\u7701\u4e86\u5927\u6a21\u578b token \u8d39\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Selectable \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u5178\u578b\u7684\u5c4f\u5e55 OCR \u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u91cd\u65b0\u5b9a\u4e49\u4e86 Mac \u4e0a\u7684\u6587\u672c\u4ea4\u4e92\u8fb9\u754c\u201d\u3002\u5b83\u6ca1\u6709\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2a\u201c\u622a\u56fe\u8bc6\u5b57\u201d\u7684\u5de5\u5177\uff0c\u800c\u662f\u901a\u8fc7\u201cSmart Capture\u201d\u5c06\u7eaf\u6587\u672c\u63d0\u53d6\u5347\u7ea7\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u6355\u83b7\uff08Markdown\/JSON\uff09\uff0c\u8fd9\u76f4\u63a5\u5207\u4e2d\u4e86\u5f00\u53d1\u8005\u3001\u8bbe\u8ba1\u5e08\u548c\u91cd\u5ea6\u4fe1\u606f\u6574\u7406\u8005\u7684\u75db\u70b9\u2014\u2014\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u4e00\u5806\u5b57\u7b26\uff0c\u800c\u662f\u53ef\u590d\u7528\u3001\u80fd\u52a0\u5de5\u7684\u201c\u6570\u5b57\u7269\u6599\u201d\u3002\u5728 AI \u7f16\u7a0b\u548c\u6587\u6863\u5de5\u4f5c\u6d41\u65e5\u8d8b\u6210\u719f\u7684\u4eca\u5929\uff0c\u8fd9\u79cd\u4ece\u201c\u89c6\u89c9\u8f93\u51fa\u201d\u5230\u201c\u53ef\u7f16\u8f91\u8f93\u5165\u201d\u7684\u77ac\u95f4\u8f6c\u5316\uff0c\u6781\u5927\u7f29\u77ed\u4e86\u4fe1\u606f\u95ed\u73af\u7684\u94fe\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u8be5\u4ea7\u54c1\u8c28\u614e\u5730\u8e29\u5728\u4e86\u82f9\u679c\u751f\u6001\u7684\u4e24\u4e2a\u7ea2\u5229\u70b9\u4e0a\uff1a\u4e00\u662f Apple Vision \u548c Apple Intelligence \u7684\u672c\u5730\u7b97\u529b\uff08\u65e0\u4e91\u3001\u65e0\u8d26\u53f7\u3001\u65e0\u75d5\u8ff9\uff09\uff0c\u4e8c\u662f macOS 26 \u7684 AI \u7279\u6027\u9002\u914d\u2014\u2014\u8fd9\u79cd\u8d85\u524d\u534a\u6b65\u7684\u5b9a\u4f4d\uff0c\u65e2\u4fdd\u8bc1\u4e86\u65e7\u7cfb\u7edf\u7528\u6237\u7684\u57fa\u672c\u4f53\u9a8c\uff0c\u53c8\u4e3a\u672a\u6765\u5347\u7ea7\u57cb\u4e0b\u4e86\u4ed8\u8d39\u610f\u613f\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u63d0\u5230\u201c\u8282\u7701 token \u6210\u672c\u201d\u662f\u4e00\u4e2a\u6709\u529b\u7684\u5356\u70b9\uff0c\u56e0\u4e3a\u5f53 ChatGPT \u7b49\u5927\u6a21\u578b\u88ab\u5f53\u4f5c\u514d\u8d39 OCR \u63a5\u53e3\u4f7f\u7528\u65f6\uff0cSelectable \u6070\u597d\u586b\u8865\u4e86\u201c\u8f7b\u91cf\u3001\u5b9e\u65f6\u3001\u65e0\u9700\u7f51\u7edc\u201d\u7684\u7a7a\u7f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u4ecd\u6709\u660e\u663e\u7684\u77ed\u677f\u3002\u9996\u5148\u662f\u529f\u80fd\u8fb9\u754c\u95ee\u9898\uff1a\u624b\u5199\u4f53\u8bc6\u522b\u3001\u975e\u82f1\u6587\u5c0f\u8bed\u79cd\u51c6\u786e\u5ea6\u3001\u4f4e\u5bf9\u6bd4\u5ea6\u573a\u666f\u4e0b\u7684\u7a33\u5b9a\u6027\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u8d28\u7591\uff0c\u8fd9\u4e9b\u5f80\u5f80\u624d\u662f\u5b9e\u7528\u4e2d\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u3002\u5176\u6b21\uff0cSmart Capture \u5f3a\u7ed1\u5b9a macOS 26\uff0c\u8fd9\u610f\u5473\u7740\u5927\u591a\u6570\u73b0\u6709 Mac \u7528\u6237\u65e0\u6cd5\u4f53\u9a8c\u5176\u6838\u5fc3\u5dee\u5f02\u80fd\u529b\uff0c\u800c\u82f9\u679c\u7cfb\u7edf\u66f4\u65b0\u7684\u666e\u53ca\u901f\u5ea6\u901a\u5e38\u4ee5\u5e74\u4e3a\u5355\u4f4d\uff0c\u8fd9\u53ef\u80fd\u62d6\u6162\u4ea7\u54c1\u53e3\u7891\u722c\u5761\u3002\u6700\u540e\uff0c\u5728\u5b9a\u4ef7\u4e0a\uff0c30%\u6298\u6263\u540e\u4ecd\u5c5e\u4ed8\u8d39\u8303\u7574\uff0c\u867d\u7136\u5c0f\u800c\u7f8e\uff0c\u4f46\u8981\u8bf4\u670d\u7528\u6237\u4ece\u201c\u514d\u8d39\u66ff\u4ee3\u65b9\u6848\uff08\u5982\u622a\u56fe\u540e\u62d6\u5165 ChatGPT\uff09\u201d\u8fc1\u79fb\u8fc7\u6765\uff0c\u9700\u8981\u6301\u7eed\u5728 OCR \u51c6\u786e\u7387\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u72ec\u7279\u6027\u4e0a\u8bc1\u660e\u81ea\u5df1\u3002\u7b80\u8a00\u4e4b\uff0cSelectable \u4e0d\u662f\u9769\u547d\uff0c\u800c\u662f\u5bf9\u73b0\u6709\u788e\u7247\u5316\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u7cbe\u51c6\u201c\u964d\u7ef4\u6253\u51fb\u201d\u2014\u2014\u4f46\u5982\u679c\u5b83\u4e0d\u80fd\u6301\u7eed\u5728\u65b0\u7279\u6027\u4e0a\u8dd1\u8d62\u82f9\u679c\u81ea\u5e26\u529f\u80fd\uff0c\u672a\u6765\u6216\u8bb8\u4f1a\u88ab\u7cfb\u7edf\u7ea7\u66f4\u65b0\u6240\u8986\u76d6\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\">Selectable: OCR & Text Capture<\/span>\n <\/div>\n<div class=\"comment-content\">Capture and extract text from anywhere on your Mac\u2019s screen, including images and videos. Instantly translate (on macOS 26+), listen with TTS, and mask sensitive data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<br \/>As a designer and developer, copying text from images on my Mac was always tedious. I\u2019d either drop the image into ChatGPT and ask it to extract the text, or save the file, open it in Preview, use the text selection tool, and copy what I needed. Either way, multiple steps for something that should be instant.<\/p>\n<p>So I built Selectable.<\/p>\n<p>Press a shortcut. Drag over any region of your screen. The text is on your clipboard.<br \/>Selectable lets you capture and extract text from anywhere on your Mac\u2019s screen, including images and videos. From the same selection, you can instantly translate (on macOS 26+), listen with TTS, or mask sensitive data before sharing. Runs entirely on-device using Apple Vision. No cloud, no analytics, no account.<\/p>\n<p><strong>What\u2019s new in v2.1: Smart Capture<\/strong><br \/>Plain OCR gives you text. Smart Capture gives you structure.<br \/>Drag over a table on a webpage and Selectable returns a clean Markdown table. Drag over a nested list and it keeps the indentation. Drag over mixed content and the headings, lists, and paragraphs all stay where they should. Pick Markdown or JSON. Powered by Apple Intelligence, on-device. macOS 26 only.<br \/>Learn more \u2192 <a href=\"https:\/\/youtu.be\/nGIym8bniN4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/nGIym8bniN4<\/a><\/p>\n<p><strong>Selectable also does:<\/strong><br \/>Translate captured text in 13 languages (macOS 26)<br \/>Read aloud any text on screen with built-in TTS<br \/>Mask sensitive info (emails, phone numbers, credit cards, IPs) before sharing screenshots<br \/>Custom shortcuts for every capture mode<\/p>\n<p>Works on macOS 11 (Big Sur) and later. Smart Capture and Auto Translate require macOS 26. Available as a notarized DMG from <a href=\"https:\/\/selectable.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/selectable.so<\/a> or on the Mac App Store.<\/p>\n<p><strong><em>30% off for the launch with code PRODUCTHUNT (first 500)<\/em><\/strong><\/p>\n<p><a href=\"https:\/\/selectable.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/selectable.so<\/a><br \/>Built by Frmwrk Software (<a href=\"https:\/\/frmwrk.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/frmwrk.so<\/a>).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>OCR that works directly on screen without upload is genuinely useful. I often need to grab text from video frames or design files and the usual flow is way too slow. The TTS and sensitive data masking features are good additions. Curious how it handles handwritten text or low-contrast fonts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 great! was looking for something like this, converts OCR’s to .MD files, this is saving lot of tokens for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitinsm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitinsm<\/a> Thank you nitin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay so I’m not someone who usually buys apps \u2014 I’ve been on Mac for a while now and always just made do with whatever came built-in. But Selectable is genuinely my first paid Mac app purchase, and I have zero regrets.<\/p>\n<p>The problem it solves is so specific and so annoying \u2014 you know when you’re staring at a screenshot, or a locked PDF, or a video frame, and you just need to grab a line of text but there’s absolutely no way to select it? I used to either retype it manually or dump it into ChatGPT. Both feel ridiculous in the big 26.<\/p>\n<p>Selectable just fixes it. Hit the shortcut, drag over the region, text is on your clipboard. That’s it. No accounts, no cloud upload, nothing sketchy \u2014 it all runs on-device using Apple’s own Vision framework.<\/p>\n<p>Smart Capture feature and 30% launch discount makes it a no-brainer. 100% recommend 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>Thank you <a href=\"https:\/\/www.producthunt.com\/@manindersingh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manindersingh1<\/a>, this genuinely means a lot, especially knowing it’s your first paid Mac app!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TF53G25AIAFVAL\" class=\"app-title\">Plotbook<\/a><\/p>\n<div class=\"one-liner\">Turn property data into high-net-worth prospects instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Plotbook\u901a\u8fc7\u5730\u7406\u7a7a\u95f4\u8d22\u5bcc\u667a\u80fd\u5e73\u53f0\uff0c\u8ba9\u7406\u8d22\u987e\u95ee\u70b9\u51fb\u5730\u56fe\u5373\u53ef\u4e00\u952e\u8bc6\u522b\u9ad8\u51c0\u503c\u623f\u4ea7\u6240\u6709\u8005\u3001\u5176\u51c0\u503c\u53ca\u8054\u7cfb\u65b9\u5f0f\uff0c\u5c06\u7ebf\u4e0b\u201c\u626b\u8857\u201d\u5f0f\u83b7\u5ba2\u8f6c\u4e3a\u7ebf\u4e0a\u7cbe\u51c6\u7b5b\u9009\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e58ca8e1-abda-4c5f-9367-761bd0f18a01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4385e3f5-7f84-43d7-97e8-9384492a1819.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d4de520-6ebb-421a-8b8d-ba1fb5a0d316.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\/06eed1a1-fb1d-4d57-8e97-70bd7ae681ac.octet-stream?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/4b457f6777b141858c73cb95604cb048\"><source src=\"https:\/\/www.loom.com\/share\/4b457f6777b141858c73cb95604cb048\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8d22\u5bcc\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9ad8\u51c0\u503c\u5ba2\u6237<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u7a7a\u95f4\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u5ba2\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u623f\u4ea7\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7a7f\u900f<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\uff08\u7591\u4f3c\u56e2\u961f\uff09\u5f3a\u8c03\u4ea7\u54c1\u89e3\u51b3\u7406\u8d22\u987e\u95ee\u8bc6\u522b\u9ad8\u51c0\u503c\u4eba\u7fa4\u7684\u75db\u70b9\u2014\u2014\u6240\u6709\u5bcc\u8c6a\u90fd\u4f4f\u5728\u5bcc\u4eba\u533a\u3002\u6838\u5fc3\u529f\u80fd\u662f\u70b9\u51fb\u5730\u56fe\u5373\u53efAI\u641c\u7d22\u4e1a\u4e3b\u51c0\u503c\u3001\u8054\u7cfb\u65b9\u5f0f\u3001\u5c65\u5386\u7b49\uff0c\u5b9e\u73b0\u201c\u684c\u9762\u7aef\u626b\u8857\u201d\uff0c\u9ad8\u6548\u6784\u5efa\u5408\u683c\u6f5c\u5728\u5ba2\u6237\u7ba1\u9053\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 Plotbook\u7684\u5e95\u5c42\u903b\u8f91\u6781\u5176\u201c\u66b4\u529b\u201d\u4e14\u6709\u6548\u2014\u2014\u5c06\u201c\u5bcc\u4eba\u4f4f\u5728\u5bcc\u4eba\u533a\u201d\u8fd9\u4e00\u6734\u7d20\u516c\u7406\uff0c\u901a\u8fc7GIS\u53e0\u52a0\u6570\u636e\u7a7f\u900f\u6280\u672f\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u83b7\u5ba2\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5730\u56fe\u9177\u70ab\uff0c\u800c\u5728\u4e8e\u628a\u201c\u5730\u7406\u5750\u6807\u201d\u8fd9\u4e00\u6700\u5e95\u5c42\u3001\u6700\u53ef\u9760\u7684\u771f\u5b9e\u4e16\u754c\u951a\u70b9\uff0c\u4e0e\u4e2a\u4eba\u4fe1\u606f\u3001\u8d22\u5bcc\u4f30\u503c\u3001\u8054\u7cfb\u65b9\u5f0f\u7b49\u975e\u516c\u5f00\u6570\u636e\u8fdb\u884c\u4e86\u5f3a\u5173\u8054\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\u4ea7\u54c1\u9762\u4e34\u4e24\u4e2a\u81f4\u547d\u6311\u6218\uff1a\u4e00\u662f\u6570\u636e\u7684\u9690\u79c1\u5408\u89c4\u8fb9\u754c\u3002\u76f4\u63a5\u5c55\u793a\u623f\u4ea7\u6240\u6709\u8005\u51c0\u503c\u4e0e\u8054\u7cfb\u65b9\u5f0f\uff0c\u82e5\u672a\u7ecf\u5408\u6cd5\u6388\u6743\uff0c\u6781\u6613\u89e6\u78b0\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\u7ea2\u7ebf\uff0c\u8d22\u5bcc\u7ba1\u7406\u673a\u6784\u7684\u98ce\u9669\u90e8\u95e8\u5f88\u53ef\u80fd\u4f1a\u53eb\u505c\u3002\u4e8c\u662f\u6570\u636e\u51c6\u786e\u6027\u4e0e\u65f6\u6548\u6027\u3002\u623f\u4ea7\u6240\u6709\u6743\u53d8\u66f4\u3001\u51c0\u503c\u6ce2\u52a8\uff08\u5982\u80a1\u7968\u5957\u73b0\u6216\u66b4\u96f7\uff09\u65e0\u6cd5\u5b9e\u65f6\u53cd\u6620\uff0c\u4e00\u65e6\u7ed9\u51fa\u9519\u8bef\u201c\u8d44\u4ea7\u5730\u56fe\u201d\uff0c\u7406\u8d22\u987e\u95ee\u767b\u95e8\u62dc\u8bbf\u5c06\u6f14\u53d8\u4e3a\u5c34\u5c2c\u7684\u201c\u7cbe\u51c6\u8e29\u96f7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u4ec58\u4e2a\u6295\u7968\uff0c\u8bf4\u660e\u5c1a\u672a\u7ecf\u5386\u5927\u89c4\u6a21\u5e02\u573a\u9a8c\u8bc1\u3002\u4f5c\u4e3aB2B\u5de5\u5177\uff0cPlotbook\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u5730\u56feUI\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5efa\u7acb\u5408\u6cd5\u3001\u52a8\u6001\u3001\u9ad8\u7cbe\u5ea6\u7684\u8d22\u5bcc\u6570\u636e\u4f9b\u5e94\u94fe\u3002\u82e5\u53ea\u662f\u6293\u53d6\u516c\u5f00\u4e0d\u52a8\u4ea7\u767b\u8bb0\u7c3f\u518d\u8d34\u4e2a\u201cAI\u63a8\u7b97\u503c\u201d\uff0c\u90a3\u5b83\u4e0d\u8fc7\u662f\u7ed9\u201c\u623f\u4ea7\u4e2d\u4ecb\u540d\u5355\u201d\u62ab\u4e0a\u4e86\u79d1\u6280\u5916\u8863\uff1b\u82e5\u80fd\u6253\u901a\u94f6\u884c\u3001\u4fe1\u6258\u7b49\u79c1\u6709\u6570\u636e\u5e76\u5f62\u6210\u95ed\u73af\uff0c\u624d\u6709\u53ef\u80fd\u6210\u4e3a\u8d22\u5bcc\u7ba1\u7406\u9886\u57df\u7684\u201c\u5f6d\u535a\u7ec8\u7aef\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\">Plotbook<\/span>\n <\/div>\n<div class=\"comment-content\">Plotbook is a geospatial wealth intelligence platform that helps wealth managers prospect high-net-worth clients through interactive property maps, AI-powered owner profiling, and verified contact data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Plotbook to recreate how many wealth advisors prospect for High-Net-Worth individuals. It can be challenging to identify wealth, but the common denominator is all wealthy individuals live in wealthy neighborhoods. So we created a mapping tool that allows you to click on any property like googe maps and run a deep AI search to identify the owner, their net worth, contact information, bio, etc. This way wealth advisors can go door-to-door without having to leave their desk. It’s an incredibly efficient way to build out a pipeline full of qualified prospects.<\/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<\/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\/QQTTQE3CBG5NDG\" class=\"app-title\">Lingotype<\/a><\/p>\n<div class=\"one-liner\">The diagnostic Duolingo never gave you \ud83e\udda4<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lingotype\u662f\u4e00\u6b3e\u4ed8\u8d39\u7684\u8bed\u8a00\u5b66\u4e60\u524d\u8bca\u65ad\u5de5\u5177\uff08$2.99\uff09\uff0c\u901a\u8fc79\u9053\u5fc3\u7406\u4e0e\u884c\u4e3a\u6d4b\u8bd5\uff0c\u5e2e\u4f60\u627e\u5230\u6700\u9002\u5408\u575a\u6301\u5b66\u4e60\u7684\u8bed\u8a00\uff0c\u5e76\u5236\u5b9a\u4e13\u5c5e\u5b66\u4e60\u8ba1\u5212\uff0c\u89e3\u51b3\u201c\u76f2\u76ee\u9009\u8bed\u8a00\u3001\u4e09\u5468\u5f03\u5751\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/508b5161-a91f-428f-8199-3f5e6da41300.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f71622a5-75f8-459e-9739-74a1a08edc7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed3f5a24-75c2-44ec-8810-740498c620c5.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u8005\u7c7b\u578b<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u9009\u62e9<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ProductHunt\u65b0\u54c1<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u907f\u514d\u5f03\u5751<\/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\u5fc3\u8bca\u65ad\u662f\u5426\u7eb3\u5165\u201c\u6bcf\u5468\u5b66\u4e60\u65f6\u95f4\u201d\u201c\u56e0\u65c5\u884c\u6025\u9700\u5b66\u4e60\u201d\u7b49\u5b9e\u9645\u7ea6\u675f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5df2\u5305\u542b\u65f6\u95f4\u6295\u5165\u7684\u9009\u9879\uff0c\u5e76\u5f3a\u8c03\u7ed3\u679c\u662f\u57fa\u4e8e\u6570\u5b66\u8ba1\u7b97\uff0c\u5efa\u8bae\u7528\u6237\u5ba2\u89c2\u8bc4\u4f30\u81ea\u8eab\u6295\u5165\u65f6\u95f4\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 Lingotype\u7cbe\u51c6\u5207\u4e2d\u4e86\u8bed\u8a00\u5b66\u4e60\u5e02\u573a\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u4e0a\u6e38\u7a7a\u767d\u201d\u2014\u2014\u4e0d\u662f\u6559\u4f60\u5b66\uff0c\u800c\u662f\u6559\u4f60\u8be5\u5b66\u4ec0\u4e48\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u53cdDuolingo\u7684\u5b58\u5728\uff1a\u540e\u8005\u9760\u6e38\u620f\u5316\u7559\u4f4f\u4f60\uff0c\u524d\u8005\u5374\u7528\u4e00\u6b21\u6027\u7684\u8bca\u65ad\u5e2e\u4f60\u907f\u514d\u5f00\u59cb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u8fd9\u66f4\u50cf\u4e00\u4e2a\u201c\u51b3\u7b56\u52a9\u624b\u201d\u800c\u975e\u5b66\u4e60\u5de5\u5177\u30029\u9053\u9898\u30012.99\u7f8e\u5143\u3001\u4e00\u6b21\u7ed3\u679c\u3001\u4e00\u4e2a\u8ba1\u5212\u2014\u2014\u6781\u7b80\u4e14\u514b\u5236\u3002\u5b83\u4e0d\u505a\u7559\u5b58\uff0c\u4e0d\u641e\u793e\u4ea4\uff0c\u751a\u81f3\u8fde\u5178\u578b\u7684\u589e\u957f\u5f15\u64ce\uff08\u514d\u8d39+\u8ba2\u9605\uff09\u90fd\u653e\u5f03\u4e86\u3002\u8fd9\u79cd\u201c\u7528\u5b8c\u5373\u8d70\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5728\u5927\u5382\u4f9d\u8d56\u7528\u6237\u65f6\u957f\u7684\u8bed\u5883\u4e0b\u663e\u5f97\u53cd\u5e38\u8bc6\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u7eaf\u7cb9\u7684\u4ef7\u503c\uff1a\u5982\u679c\u5b83\u771f\u7684\u80fd\u5e2e\u4f60\u5c11\u6d6a\u8d393\u5468\u8bd5\u9519\uff0c\u8fd9\u4e2a\u4ef7\u683c\u51e0\u4e4e\u662f\u96f6\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u968f\u4e4b\u800c\u6765\u3002\u7b2c\u4e00\uff0c\u8bca\u65ad\u7ed3\u679c\u7684\u79d1\u5b66\u4f9d\u636e\u6709\u591a\u624e\u5b9e\uff1f\u4ec5\u97609\u9053\u9898\u548c\u5f00\u53d1\u8005\u58f0\u79f0\u7684\u201c\u6570\u5b66\u8ba1\u7b97\u201d\uff0c\u662f\u5426\u80fd\u771f\u6b63\u533a\u5206\u5b66\u4e60\u8005\u7684\u8ba4\u77e5\u98ce\u683c\u4e0e\u8bed\u8a00\u5339\u914d\u5ea6\uff1f\u8fd9\u9700\u8981\u66f4\u900f\u660e\u7684\u6d4b\u8bd5\u539f\u7406\u516c\u793a\u3002\u7b2c\u4e8c\uff0c\u7528\u6237\u5b9e\u9645\u51b3\u7b56\u4e2d\uff0c\u5174\u8da3\u3001\u5de5\u4f5c\u9700\u6c42\u3001\u6587\u5316\u5438\u5f15\u529b\u5f80\u5f80\u662f\u66f4\u5f3a\u5927\u7684\u52a8\u673a\uff0c\u800c\u975e\u201c\u8ba4\u77e5\u7c7b\u578b\u201d\u3002\u90a3\u4e9b\u9009\u4e86\u65e5\u8bed\u7684\u4eba\uff0c\u53ef\u80fd\u53ea\u662f\u56e0\u4e3a\u770b\u4e86\u5341\u5e74\u52a8\u6f2b\u3002\u7b2c\u4e09\uff0c$2.99\u7684\u5b9a\u4ef7\u867d\u4f4e\uff0c\u4f46\u62e6\u4f4f\u4e86\u201c\u5148\u8bd5\u8bd5\u201d\u7684\u51b2\u52a8\u7528\u6237\uff0c\u800c\u8fd9\u7c7b\u7528\u6237\u6070\u6070\u662f\u201c\u4e09\u5468\u5f03\u5751\u201d\u7684\u9ad8\u53d1\u7fa4\u4f53\u2014\u2014\u4ea7\u54c1\u53cd\u800c\u4e0d\u670d\u52a1\u4ed6\u4eec\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLingotype\u7684\u4ef7\u503c\u5728\u4e8e\u63ed\u793a\u4e86\u201c\u9009\u62e9\u6bd4\u52aa\u529b\u91cd\u8981\u201d\u8fd9\u4e00\u6734\u7d20\u771f\u7406\u5728\u8bed\u8a00\u5b66\u4e60\u4e2d\u7684\u5177\u4f53\u5e94\u7528\u3002\u5b83\u4e0d\u662f\u98a0\u8986\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u806a\u660e\u3001\u805a\u7126\u7684\u201c\u6307\u5357\u9488\u201d\u2014\u2014\u524d\u63d0\u662f\u4f60\u613f\u610f\u5728\u6253\u5f00Duolingo\u4e4b\u524d\uff0c\u5148\u505c\u4e09\u5206\u949f\u56de\u7b54\u5b83\u7684\u95ee\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\">Lingotype<\/span>\n <\/div>\n<div class=\"comment-content\">Most people open Duolingo, pick Spanish because everyone picks Spanish, and quit in 3 weeks. Not because they’re lazy \u2014 because they chose the wrong language for how they think and what they actually want. Lingotype is a 9-question diagnostic that maps your learner archetype and tells you which language you’re most likely to actually stick with \u2014 and how to study it. No streaks. No gamification. One result. One plan. One-time $2.99.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you tailor the result based on practical constraints too, like time per week or whether you need to learn fast for travel reasons?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Yep! One of the questions accounts for the range of minutes you account for. Note: these are all mathematical calculations, so yeah, you should assess if that’s the actual time you’ll factor in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone,<\/p>\n<p>I built Lingotype because I watched myself and everyone around me spend years “studying” a language with nothing real to show for it. The problem wasn’t effort \u2014 it was that no tool ever asked what kind of learner you actually are before throwing a course at you.<\/p>\n<p>So I built the diagnostic that should come before any language app. 9 questions. Your archetype. A strategy built around how your brain actually works.<br \/>\nIt’s not a Duolingo replacement. It’s the thing you do before you open Duolingo.<\/p>\n<p>Genuinely curious \u2014 how did you all pick which language to learn? Did it stick?<\/p>\n<p>Top 14 Most Popular Courses<br \/>\n\ud83c\uddfa\ud83c\uddf8 English<br \/>\n\ud83c\uddea\ud83c\uddf8 Spanish<br \/>\n\ud83c\uddeb\ud83c\uddf7 French<br \/>\n\ud83c\uddef\ud83c\uddf5 Japanese<br \/>\n\ud83c\udde9\ud83c\uddea German<br \/>\n\ud83c\uddf0\ud83c\uddf7 Korean<br \/>\n\ud83c\uddee\ud83c\uddf9 Italian<br \/>\n\ud83c\udde8\ud83c\uddf3 Chinese<br \/>\n\ud83c\udde7\ud83c\uddf7 Portuguese<br \/>\n\ud83c\uddee\ud83c\uddf3 Hindi<br \/>\n\ud83c\uddf7\ud83c\uddfa Russian<br \/>\n\ud83c\uddea\ud83c\uddec Arabic<br \/>\n\ud83c\uddf9\ud83c\uddf7 Turkish<br \/>\n\ud83c\uddf3\ud83c\uddf1 Dutch<\/p>\n<p>…and more.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VPBFHHY34NSGA4\" class=\"app-title\">ShipLog<\/a><\/p>\n<div class=\"one-liner\">Stop shipping in silence.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ShipLog \u901a\u8fc7\u8fde\u63a5 GitHub \u4ed3\u5e93\uff0c\u81ea\u52a8\u5c06\u5408\u5e76\u7684 PR \u8f6c\u5316\u4e3a\u9762\u5411\u7528\u6237\u7684\u53ef\u89c6\u5316\u66f4\u65b0\u65e5\u5fd7\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u624b\u52a8\u7ef4\u62a4\u66f4\u65b0\u8bb0\u5f55\u8017\u65f6\u4e14\u6613\u9057\u6f0f\u7684\u75db\u70b9\uff0c\u5e2e\u52a9\u56e2\u961f\u4fdd\u6301\u7248\u672c\u8fed\u4ee3\u7684\u900f\u660e\u5ea6\u548c\u7528\u6237\u6c9f\u901a\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34cb4e38-32e5-4a25-9329-df3f6943b713.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43ea80e9-0159-4d7f-aa34-3d72a3ce0b1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e08cf24-6e18-47f6-8bfc-be0bdcfb795d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11f6bffa-006c-4ac3-b532-bb3edb4c212f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c858dc82-38db-4800-9a33-3785493ee7a0.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\/bf0a2b39-a715-4162-a622-52062d229e25.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/HenzQCHdyjo\"><source src=\"https:\/\/youtu.be\/HenzQCHdyjo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u66f4\u65b0\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">GitHub \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI \u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5ea6\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7ec4\u4ef6<\/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\u201cPR\u2192\u7528\u6237\u65e5\u5fd7\u201d\u7684\u65b9\u5411\uff0c\u4f46\u6307\u51fa\u96be\u70b9\u5728\u4e8e\u7b5b\u9009\u54ea\u4e9b\u6539\u52a8\u5bf9\u7528\u6237\u53ef\u89c1\uff0c\u5efa\u8bae\u589e\u52a0\u4eba\u5de5\u5ba1\u6838\u6b65\u9aa4\uff0c\u5c06 PR \u6807\u8bb0\u4e3a\u7528\u6237\u53ef\u89c1\/\u5185\u90e8\/\u4fee\u590d\/\u57fa\u7840\u8bbe\u65bd\u7b49\u7c7b\u522b\uff0c\u5e76\u7528\u7528\u6237\u6536\u76ca\u8bed\u8a00\u800c\u975e\u5b9e\u73b0\u7ec6\u8282\u6765\u8349\u62df\u66f4\u65b0\uff0c\u4ee5\u907f\u514d\u566a\u97f3\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 ShipLog \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u9ad8\u9891\u7684\u75db\u70b9\u2014\u2014\u5f00\u53d1\u8005\u7684\u201c\u544a\u77e5\u4e49\u52a1\u201d\u4e0e\u201c\u7ef4\u62a4\u8d1f\u62c5\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5c06 PR \u81ea\u52a8\u8f6c\u4e3a\u66f4\u65b0\u65e5\u5fd7\uff0c\u5176\u76f4\u63a5\u4ef7\u503c\u662f\u8282\u7701\u65f6\u95f4\uff0c\u5e76\u964d\u4f4e\u56e0\u201c\u6c89\u9ed8\u53d1\u8d27\u201d\u5bfc\u81f4\u7684\u7528\u6237\u652f\u6301\u7968\u3002\u4f46\u4ece\u8bc4\u8bba\u533a\u770b\uff0c\u5b83\u9762\u4e34\u7684\u771f\u6b63\u6311\u6218\u5e76\u975e\u81ea\u52a8\u5316\u7a0b\u5ea6\uff0c\u800c\u662f\u201c\u4ec0\u4e48\u6837\u7684\u66f4\u65b0\u503c\u5f97\u88ab\u7528\u6237\u770b\u89c1\u201d\u8fd9\u4e00\u4fe1\u606f\u7b5b\u9009\u4e0e\u8868\u8fbe\u95ee\u9898\u3002\u5982\u679c\u53ea\u662f\u5c06\u6240\u6709\u5408\u5e76 PR \u4e00\u80a1\u8111\u4e22\u7ed9\u7528\u6237\uff0c\u7ed3\u679c\u53ef\u80fd\u662f\u5236\u9020\u4e86\u53e6\u4e00\u79cd\u566a\u97f3\u2014\u2014\u7528\u6237\u770b\u5230\u4e00\u5806\u5185\u90e8\u91cd\u6784\u548c\u57fa\u7840\u8bbe\u65bd\u6539\u52a8\uff0c\u53cd\u800c\u4f1a\u8ba4\u4e3a\u201c\u9879\u76ee\u53d8\u5316\u9891\u7e41\u4f46\u6beb\u65e0\u7ae0\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ea7\u54c1\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4f18\u5148\u7ea7\u7f16\u6392\u201d\u548c\u201c\u7528\u6237\u89c6\u89d2\u7684\u7ffb\u8bd1\u201d\u3002ShipLog \u73b0\u5728\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u7b28\u62d9\u7684\u79d8\u4e66\u201d\uff0c\u628a\u6240\u6709\u8bb0\u5f55\u5806\u4e0a\u6765\uff1b\u5982\u679c\u80fd\u8fdb\u5316\u6210\u201c\u806a\u660e\u7684\u516c\u5173\u201d\u2014\u2014\u81ea\u52a8\u8bc6\u522b\u529f\u80fd\u7c7b PR\u3001\u7528\u4ef7\u503c\u8bed\u8a00\u800c\u975e\u6280\u672f\u8bed\u8a00\u91cd\u5199\u3001\u751a\u81f3\u6839\u636e\u7528\u6237\u89d2\u8272\u63d0\u4f9b\u4e0d\u540c\u5c42\u7ea7\u7684\u66f4\u65b0\u6458\u8981\uff0c\u5b83\u624d\u53ef\u80fd\u4ece\u201c\u9526\u4e0a\u6dfb\u82b1\u7684\u5c0f\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u7528\u6237\u6c9f\u901a\u4e2d\u67a2\u201d\u3002\u76ee\u524d 8 \u7968\u7684\u4f4e\u70ed\u5ea6\u4e5f\u8bf4\u660e\uff0c\u8be5\u4ea7\u54c1\u5c1a\u9700\u5728\u201c\u4e3a\u4ec0\u4e48\u6211\u7684\u65e5\u5fd7\u6bd4\u6211\u81ea\u5df1\u5199\u7684\u66f4\u6709\u610f\u4e49\u201d\u4e0a\u7ed9\u51fa\u66f4\u5c16\u9510\u7684\u7b54\u6848\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u5f00\u53d1\u8005\u7684\u81ea\u5a31\u81ea\u4e50\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\">ShipLog<\/span>\n <\/div>\n<div class=\"comment-content\">Connect your GitHub repository and automatically generate beautiful, user-facing changelogs from your merged pull requests. You can create a project, link your repos, and generate a changelog with just a click. It helps you maintain visibility on your work and reduces support tickets by showing users that you are actively shipping updates. The service provides a public changelog page, marketing site widget, and even sends weekly email digests to keep your users informed about the latest changes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Problem It Solves : Manual changelog creation is time-consuming and often leads to stale or forgotten updates, causing confusion among users about the status of a project.<br \/>\nSolution : ShipLog automates the changelog generation process by reading merged pull requests from your GitHub repository and drafting the changelog for you. This saves time and ensures that your changelog is always up-to-date.<br \/>\nWhat Makes It Unique : ShipLog uniquely combines AI technology with GitHub integration to provide a seamless and automated changelog experience, reducing overhead and improving visibility for 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the \u201cPRs \u2192 user-facing changelog\u201d direction. The hard part is usually not generating release notes, it\u2019s deciding which engineering changes deserve customer-visible framing and which audience they matter to.<\/p>\n<\/p>\n<p>A feature I\u2019d look for: a review step that labels each merged PR as user-visible \/ internal \/ bugfix \/ infrastructure, then drafts the update in benefit language instead of implementation language. That would make it much easier for small teams to turn shipping cadence into retention without creating noisy changelogs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FGPJLVI55FOM2U\" class=\"app-title\">Memory4Me<\/a><\/p>\n<div class=\"one-liner\">A personal memory log you keep via Telegram or web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Memory4Me \u662f\u4e00\u6b3e\u901a\u8fc7 Telegram \u6216\u7f51\u9875\u8bb0\u5f55\u4e2a\u4eba\u8bb0\u5fc6\u7684AI\u7b14\u8bb0\u5de5\u5177\uff0c\u5b83\u81ea\u52a8\u5c06\u7528\u6237\u7684\u96f6\u788e\u60f3\u6cd5\u3001\u8bc4\u4ef7\u7b49\u6574\u7406\u5206\u7c7b\uff0c\u8ba9\u4f60\u7528\u81ea\u7136\u8bed\u8a00\u5373\u53ef\u968f\u65f6\u68c0\u7d22\uff0c\u89e3\u51b3\u4e86\u201c\u8bb0\u4e86\u4f46\u627e\u4e0d\u5230\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05e6ce21-9e21-4ddf-8165-90773b2efd48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/985f6cfd-ee8e-4db3-aca6-501fb6d46122.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2218bfa2-5195-4597-a381-008a4b83c0fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a5d0015-052e-44f3-809d-f022ecfb5d7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c22a03b1-ac43-4153-acd5-32dd0b480271.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8bb0\u5fc6\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6536\u5230\u521b\u59cb\u4eba\u7684\u81ea\u6211\u63a8\u8350\u8bc4\u8bba\u3002\u4ed6\u5f3a\u8c03\u4e86\u4ea7\u54c1\u7684\u9690\u79c1\u8bbe\u8ba1\uff08\u5355\u4eba\u8d26\u6237\u3001\u4e0d\u8bad\u7ec3\u6a21\u578b\u3001\u65e0\u5e7f\u544a\uff09\uff0c\u5e76\u5766\u627f\u8fd9\u662f\u4e2a\u4eba\u526f\u4e1a\u9879\u76ee\uff0c\u63d0\u4f9b\u4e86\u4ed8\u8d39\u8ba2\u9605\u4ee5\u8986\u76d6AI\u6210\u672c\uff0c\u671f\u5f85\u5bf9\u7c97\u7cd9\u4e4b\u5904\u7684\u53cd\u9988\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 Memory4Me \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5927\u5382\u5ffd\u7565\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u5b83\u65e2\u4e0d\u662fNotion\u90a3\u79cd\u9700\u8981\u7528\u6237\u4e3b\u52a8\u5efa\u8bbe\u7684\u91cd\u578b\u77e5\u8bc6\u5e93\uff0c\u4e5f\u4e0d\u662fApple\u5907\u5fd8\u5f55\u90a3\u79cd\u57fa\u7840\u5230\u51e0\u4e4e\u65e0\u7ed3\u6784\u7684\u901f\u8bb0\u672c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u8bb0\u5f55\u201d\uff0c\u800c\u662f\u201c\u9057\u5fd8\u540e\u7684\u4f4e\u6210\u672c\u53ec\u56de\u201d\uff0c\u901a\u8fc7AI\u81ea\u52a8\u5bf9\u975e\u7ed3\u6784\u5316\u6587\u672c\u8fdb\u884c\u6807\u7b7e\u5316\u89e3\u6790\uff0c\u5c06\u7528\u6237\u7684\u788e\u7247\u4fe1\u606f\u53d8\u4e3a\u53ef\u68c0\u7d22\u8d44\u4ea7\u3002\u8fd9\u4e00\u8bbe\u8ba1\u975e\u5e38\u7b26\u5408\u73b0\u4ee3\u4eba\u4fe1\u606f\u8fc7\u8f7d\u3001\u6ce8\u610f\u529b\u5206\u6563\u7684\u8d8b\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u663e\u8457\u74f6\u9888\u3002\u9996\u5148\uff0c7\u4e2a\u6295\u7968\u548c\u4ec5\u521b\u59cb\u4eba\u7684\u8bc4\u8bba\u8868\u660e\u5176\u5c1a\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u7f3a\u4e4f\u9a8c\u8bc1\u3002\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\u201c\u62a4\u57ce\u6cb3\u201d\u8fc7\u6d45\u3002\u57fa\u4e8e\u5927\u6a21\u578bAPI\u89e3\u6790+\u5173\u952e\u8bcd\u641c\u7d22\u7684\u6280\u672f\u6808\uff0c\u6781\u6613\u88ab\u6a21\u4eff\u3002Telegram\u7684\u6e20\u9053\u4f9d\u8d56\u65e2\u662f\u7279\u8272\u4e5f\u662f\u67b7\u9501\uff0c\u9650\u5236\u4e86\u8131\u79bbIM\u751f\u6001\u7684\u72ec\u7acb\u573a\u666f\uff08\u5982\u5927\u91cf\u56fe\u7247\/\u97f3\u9891\u7b14\u8bb0\uff09\u3002\u5176\u6b21\uff0c$2\/\u6708\u5bf9100\u6761\u8bb0\u5fc6\u7684\u9650\u5236\u7565\u663e\u5947\u602a\uff0c\u5bf9\u8f7b\u5ea6\u7528\u6237\u4e0d\u591f\u53cb\u597d\uff08\u53ef\u80fd\u4e0d\u5982\u76f4\u63a5\u5f00\u4e2a\u514d\u8d39ChatGPT\u7ebf\u7a0b\uff09\uff0c\u5bf9\u91cd\u5ea6\u7528\u6237\u800c\u8a00\uff0cPro\u7248$6\/\u6708\u7684\u5b9a\u4ef7\u4e0e\u529f\u80fd\u6df1\u5ea6\u5c1a\u96be\u8bc1\u660e\u5176\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9690\u79c1\u867d\u662f\u4eae\u70b9\uff0c\u4f46\u201c\u4e0d\u8bad\u7ec3\u6a21\u578b\u201d\u662f\u591a\u6570SaaS\u4ea7\u54c1\u76ee\u524d\u7684\u57fa\u672c\u4f26\u7406\u6807\u51c6\uff0c\u800c\u975e\u72ec\u7279\u5356\u70b9\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u5c1d\u8bd5\u641c\u7d22\u201c\u6211\u5bf9\u300a\u6c99\u4e182\u300b\u7684\u611f\u89c9\u201d\u65f6\uff0cAI\u662f\u5426\u80fd\u51c6\u786e\u7406\u89e3\u9690\u6666\u7684\u3001\u8de8\u8bed\u5883\u7684\u60c5\u611f\u8868\u8ff0\u3002\u5982\u679c\u68c0\u7d22\u6548\u679c\u4e0d\u4f73\uff0c\u6838\u5fc3\u627f\u8bfa\u4fbf\u6ca6\u4e3a\u6ce1\u5f71\u3002\u7b80\u800c\u8a00\u4e4b\uff0cMemory4Me \u662f\u4e00\u4e2a\u6781\u7b80\u4e14\u4f18\u96c5\u7684\u60f3\u6cd5\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u4e00\u6b3e\u6709\u751f\u547d\u529b\u7684\u4ea7\u54c1\uff0c\u8fd8\u9700\u8981\u5728\u68c0\u7d22\u51c6\u786e\u7387\u3001\u573a\u666f\u6269\u5c55\uff08\u5982\u652f\u6301\u66f4\u591a\u5e73\u53f0\u3001\u5d4c\u5957\u56fe\u7247\uff09\u4ee5\u53ca\u5efa\u7acb\u7528\u6237\u8fc1\u79fb\u6210\u672c\u4e0a\u8bc1\u660e\u81ea\u5df1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Memory4Me<\/span>\n <\/div>\n<div class=\"comment-content\">Most note apps want you to organize. Memory4Me organizes for you. Text a Telegram bot, or type on the web. AI parses each entry into category, entity, rating, location, and the people you mention. Ask in plain English (“what did I think of Pai?”) and AI translates to filters. Private by design: your account, your data, never used to train models. No ads, no algorithm, no sharing. Free trial, then $2\/mo (Starter) or $6\/mo (Pro).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Steven here. I’m the maker.<\/p>\n<\/p>\n<p>I built Memory4Me for myself. I’d been texting half-formed thoughts, restaurant reviews, and gift ideas to a private Telegram thread for years and could never find any of them later. So I built a bot that files each message: category, entity, people, place, rating. All parsed by Gemini in the background.<\/p>\n<\/p>\n<p>Privacy was the whole point. One account, one user. Each Telegram chat is scoped to exactly one person. Your memories are never used to train AI models, never shared, never shown to anyone but you. No ads. No algorithm. No social graph.<\/p>\n<\/p>\n<p>You can use it from Telegram or the web, whichever fits the moment. It’s a one-person, ad-free side project. Two paid tiers cover the AI costs: $2\/mo Starter (100 memories per month) for casual journalers, or $6\/mo Pro for unlimited (founder pricing locked in).<\/p>\n<\/p>\n<p>Would love your honest feedback, especially on the rough edges. Thanks for taking a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/Q2X6GBN4GPIIBS\" class=\"app-title\">sshoosh<\/a><\/p>\n<div class=\"one-liner\">A tiny TUI Slack-replacement over SSH<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>sshoosh \u662f\u4e00\u4e2a\u81ea\u6258\u7ba1\u7684\u3001\u8fd0\u884c\u5728 SSH \u534f\u8bae\u4e4b\u4e0a\u7684\u7ec8\u7aef\u804a\u5929\u5de5\u5177\uff0c\u4e13\u4e3a\u4e60\u60ef\u547d\u4ee4\u884c\u7684\u6280\u672f\u56e2\u961f\u6253\u9020\uff0c\u8ba9\u4ed6\u4eec\u65e0\u9700\u6d4f\u89c8\u5668\u548c\u590d\u6742\u670d\u52a1\u5373\u53ef\u8fdb\u884c\u9891\u9053\u3001\u79c1\u4fe1\u3001\u7ebf\u7a0b\u7b49\u56e2\u961f\u6c9f\u901a\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/eb76e7a6-9821-479b-8a58-c466e8bd0a92.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XPNJVksMF5o\"><source src=\"https:\/\/youtu.be\/XPNJVksMF5o\" 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\/5deb0c32-832a-41d4-9818-95ec9a8fd79b.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\/3806a31f-acff-4c7f-a4b9-307dfffb51f9.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\/dc1783ae-ecbf-4ba7-951a-099607c61f31.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\/a62d5188-6ff1-4d25-a7da-9c555a9fd55a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Chat rooms<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ec8\u7aefUI<\/span><br \/>\n <span class=\"tag\">SSH\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">Rust<\/span><br \/>\n <span class=\"tag\">SQLite<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">TUI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u5f00\u53d1\u8005\u81ea\u8ff0\u8bc4\u8bba\uff0c\u65e0\u7528\u6237\u53cd\u9988\u3002\u5f00\u53d1\u8005\u5e0c\u671b\u83b7\u5f97\u5c16\u9510\u7684\u6539\u8fdb\u610f\u89c1\uff0c\u5e76\u5f3a\u8c03\u4e86\u5de5\u5177\u6781\u7b80\u81ea\u6258\u7ba1\u3001SSH\u539f\u751f\u8ba4\u8bc1\u548c\u201c\u7ec8\u7aef\u5373\u4ea7\u54c1\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\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 sshoosh \u662f\u4e00\u4e2a\u5145\u6ee1\u6781\u5ba2\u7cbe\u795e\u4f46\u5e02\u573a\u89c4\u6a21\u5b58\u7591\u7684\u5b9e\u9a8c\u6027\u4ea7\u54c1\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5bf9\u201c\u91cd\u578b\u534f\u4f5c\u5de5\u5177\u201d\u7684\u6781\u81f4\u53cd\u53db\uff1a\u4e00\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6 + SQLite + SSH \u4e3b\u673a\u5bc6\u94a5\u5373\u53ef\u8fd0\u884c\u6240\u6709\u529f\u80fd\u3002\u5bf9\u4e8e\u8fd0\u7ef4\u3001SRE \u6216\u6781\u7b80\u4e3b\u4e49\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u79cd\u90e8\u7f72\u65b9\u5f0f\u548c\u201c\u7ec8\u7aef\u5373\u4ea7\u54c1\u201d\u7684\u4ea4\u4e92\u903b\u8f91\u786e\u5b9e\u80fd\u6253\u7834 Web \u5e94\u7528\u5e26\u6765\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u4e0e\u590d\u6742\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6070\u6070\u662f\u5176\u6700\u5927\u8f6f\u808b\u3002\u5b83\u5f3a\u884c\u5c06\u56e2\u961f\u6c9f\u901a\u4e0e\u7cfb\u7edf\u64cd\u4f5c\u7ed1\u5b9a\u5728\u540c\u4e00\u4e2a SSH \u4f1a\u8bdd\u4e2d\uff0c\u867d\u7136\u63d0\u5347\u4e86\u201c\u73af\u5883\u7edf\u4e00\u6027\u201d\uff0c\u5374\u727a\u7272\u4e86\u73b0\u4ee3\u534f\u4f5c\u5de5\u5177\u7684\u57fa\u77f3\u2014\u2014\u591a\u5a92\u4f53\u3001\u5bcc\u6587\u672c\u3001\u6587\u4ef6\u9884\u89c8\u4ee5\u53ca\u4f4e\u5b66\u4e60\u95e8\u69db\u3002\u7528\u6237\u8bc4\u8bba\u6570\u4e3a\u96f6\uff0c\u6295\u7968\u4ec55\u7968\uff0c\u8bf4\u660e\u5176\u5b9a\u4f4d\u8fc7\u4e8e\u5c0f\u4f17\uff0c\u5c1a\u672a\u89e6\u53d1\u5927\u4f17\u75db\u70b9\u3002\u6b64\u5916\uff0c\u7ec8\u7aef\u5bc6\u96c6\u7684 UI \u548c SSH \u5bc6\u94a5\u8ba4\u8bc1\u867d\u7136\u5b89\u5168\uff0c\u5374\u5bf9\u975e\u7eaf\u7cb9\u547d\u4ee4\u884c\u7528\u6237\u6784\u6210\u4e86\u6781\u9ad8\u7684\u51c6\u5165\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0csshoosh \u66f4\u50cf\u662f\u4e00\u4e2a\u8bc1\u660e\u201c\u804a\u5929\u53ef\u4ee5\u6709\u591a\u8f7b\u91cf\u201d\u7684\u6280\u672f\u6f14\u793a\uff0c\u800c\u975e\u4e00\u4e2a\u5177\u6709\u5e7f\u6cdb\u5546\u4e1a\u6f5c\u529b\u7684\u56e2\u961f\u534f\u4f5c\u5de5\u5177\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u56e2\u961f\u800c\u8a00\uff0c\u201c\u8f7b\u91cf\u201d\u4e0d\u8db3\u4ee5\u5f25\u8865\u201c\u5b64\u7acb\u201d\u548c\u201c\u96be\u7528\u201d\u7684\u4ee3\u4ef7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u542f\u53d1\u884c\u4e1a\uff1a\u80fd\u5426\u5728\u4fdd\u6301\u529f\u80fd\u5b8c\u6574\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u534f\u4f5c\u5de5\u5177\u7684\u8d44\u6e90\u6d88\u8017\u964d\u5230\u6781\u81f4\uff1f\u4f46\u82e5\u8981\u7ee7\u7eed\u6f14\u8fdb\uff0c\u5b83\u5fc5\u987b\u8003\u8651\u63d0\u4f9b Web \u6865\u63a5\u6216 API\uff0c\u5426\u5219\u6ce8\u5b9a\u53ea\u662f\u6781\u5ba2\u4eec\u540e\u82b1\u56ed\u91cc\u7684\u7cbe\u81f4\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">sshoosh<\/span>\n <\/div>\n<div class=\"comment-content\">sshoosh is a self-hosted workspace chat that opens directly inside SSH. Users connect with SSH keys and get a dense terminal UI for channels, threads, DMs, notifications, mentions, reactions, unread state, search, exports, and administration. It runs as one Rust binary with SQLite\/libSQL, one SSH host key, and optional app-level encryption.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I like tools that are easy to run and easy to inspect. A lot of team software gets heavy quickly: browser app, hosted account model, workspace setup, service dependencies, and a long list of operational assumptions.<\/p>\n<p>sshoosh is an experiment in the other direction.<\/p>\n<p>It is a workspace chat served over SSH. Users connect with SSH keys and the terminal becomes the product. The server is one Rust binary. State lives in SQLite\/libSQL. Runtime identity is one SSH host key. You can run it locally, on a LAN, behind Tailscale, in Docker, or as a small VPS daemon.<\/p>\n<p>Inside the TUI you get the normal pieces of team chat: channels, threads, DMs, mentions, notifications, reactions, unread state, search, saved messages, labels, exports, and admin\/audit flows. The interface is dense on purpose. It is meant for people who work in terminals and want the workspace to stay close to the systems they operate.<\/p>\n<p>The auth design is SSH-native. Unknown keys must redeem a bootstrap, invite, or device-link token through masked keyboard-interactive auth before any account\/key row is written. Tokens are not parsed out of usernames, sent through password auth, or meant to sit in shell history.<\/p>\n<p>It is early, but usable. I am mostly looking for sharp feedback<\/p>\n<p>Docs and install:<br \/>\n<a href=\"https:\/\/puemos.github.io\/sshoosh\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/puemos.github.io\/sshoosh\/<\/a><\/p>\n<p>GitHub:<br \/>\n<a href=\"https:\/\/github.com\/puemos\/sshoosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/puemos\/sshoosh<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/FQB3UZD4CGEJKF\" class=\"app-title\">MindMesh<\/a><\/p>\n<div class=\"one-liner\">The workspace that thinks forward<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MindMesh \u662f\u4e00\u6b3e\u9762\u5411\u521b\u59cb\u4eba\u3001\u521b\u4f5c\u8005\u548c\u91cd\u5ea6\u4fe1\u606f\u5de5\u4f5c\u8005\u7684\u8ba4\u77e5\u5de5\u4f5c\u7a7a\u95f4\uff0c\u5229\u7528\u5176 AI \u7cfb\u7edf Nova \u5c06\u788e\u7247\u5316\u7684\u7b14\u8bb0\u3001\u4efb\u52a1\u3001\u6587\u6863\u3001AI \u804a\u5929\u548c\u7814\u7a76\u6574\u5408\u5230\u4e00\u4e2a\u5e73\u53f0\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u6df7\u4e71\u4ea7\u51fa\u4e2d\u68b3\u7406\u601d\u8def\u3001\u751f\u6210\u7ed3\u6784\u5e76\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u8ba1\u5212\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18a825d1-94e0-48be-bba6-d970e5343cf6.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\/4bb9ade4-e32a-4697-ab8c-ab869c592f1a.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\/a6033e63-6626-4b57-8e61-0f051ef60e9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/773bff3a-61d3-4619-b109-76654318ad04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6232bfdb-0f9a-4f00-a20e-5180e3c0631a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca0728a8-5783-48c0-8e61-e8d0d13d2ac3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6400891b-5c36-47b9-915c-b1cc2c31104f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7443c165-ac17-48a0-850f-b22a88cc2779.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\/691d0129-1c1b-4a02-803b-526d2fa3f4a6.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/Q08pJ2xiYhE?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/Q08pJ2xiYhE?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8ba4\u77e5\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">AI \u8f85\u52a9\u7ec4\u7ec7<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u7ed3\u6784\u5316<\/span><br \/>\n <span class=\"tag\">\u788e\u7247\u4fe1\u606f\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">Nova AI<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/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\u7684\u6838\u5fc3\u95ee\u9898\u662f\u5f53\u524d\u5de5\u5177\u53ea\u89e3\u51b3\u4e86\u4fe1\u606f\u5b58\u50a8\uff0c\u5374\u65e0\u6cd5\u5904\u7406\u4fe1\u606f\u8d85\u8f7d\u4e0e\u518d\u8fde\u63a5\u4e0a\u4e0b\u6587\u3002\u901a\u8fc7 MindMesh\uff0c\u7528\u6237\u5e0c\u671b\u51cf\u5c11\u624b\u52a8\u6574\u7406\u8d1f\u62c5\uff0c\u5e76\u8ba9\u6563\u4e71\u8f93\u5165\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u201c\u8ba4\u77e5\u6d41\u201d\u3002\u5efa\u8bae\u662f\u4fdd\u6301\u7cfb\u7edf\u8f7b\u91cf\uff0c\u907f\u514d\u53d8\u6210\u65b0\u7684\u4e00\u79cd\u201c\u7ba1\u7406\u6df7\u4e71\u201d\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 MindMesh \u7684\u5b9a\u4f4d\u7cbe\u51c6\u2014\u2014\u5b83\u6293\u4f4f\u4e86\u201c\u4fe1\u606f\u5b58\u50a8\u201d\u4e0e\u201c\u8ba4\u77e5\u51c6\u5907\u201d\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\u5927\u591a\u6570\u5de5\u5177\uff08\u5982 Notion\u3001Roam\u3001Obsidian\uff09\u672c\u8d28\u4e0a\u662f\u6570\u636e\u5e93\u7684\u53d8\u4f53\uff0c\u5b83\u4eec\u5047\u8bbe\u7528\u6237\u5df2\u7ecf\u77e5\u9053\u81ea\u5df1\u8981\u7ec4\u7ec7\u4ec0\u4e48\uff1b\u800c MindMesh \u8bd5\u56fe\u5411\u524d\u8fc8\u4e00\u6b65\uff1a\u66ff\u4ee3\u7528\u6237\u7684\u5934\u8111\u5728\u201c\u65e0\u5e8f\u2014\u7ed3\u6784\u2014\u6267\u884c\u201d\u8fc7\u7a0b\u4e2d\u7684\u624b\u52a8\u7f16\u6392\u3002Nova \u7cfb\u7edf\u4e0d\u518d\u662f\u88ab\u52a8\u63a5\u53d7\u7528\u6237\u8f93\u5165\u7684\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u4e2a\u4e3b\u52a8\u63d0\u51fa\u7ed3\u6784\u3001\u63d0\u70bc\u4f18\u5148\u7ea7\u3001\u751a\u81f3\u9884\u6f14\u6267\u884c\u8def\u5f84\u7684\u201c\u8ba4\u77e5\u9886\u822a\u5458\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\u8fd9\u7c7b\u5de5\u5177\u7684\u201c\u64cd\u4f5c\u538b\u201d\u3002\u4ece\u7528\u6237\u6295\u7968\u6570\u548c\u8bc4\u8bba\u70ed\u5ea6\u770b\uff08\u4ec55\u7968\uff0c\u4f46\u8bc4\u8bba\u8005\u51e0\u4e4e\u90fd\u662f\u4ea7\u54c1\u5b9e\u8df5\u8005\uff09\uff0c\u4ea7\u54c1\u53ef\u80fd\u4ecd\u5728\u65e9\u671f\u5c0f\u4f17\u4eba\u7fa4\u4e2d\u9a8c\u8bc1\u3002\u5982\u679c Nova \u7684\u4e2d\u4ecb\u8fc7\u7a0b\u53d8\u6210\u53e6\u4e00\u79cd\u201c\u63d0\u793a\u8bcd\u586b\u8868\u201d\u2014\u7528\u6237\u9700\u8981\u82b1\u66f4\u591a\u65f6\u95f4\u8c03\u6559 AI \u624d\u80fd\u83b7\u5f97\u9700\u8981\u7684\u7ed3\u679c\u2014\u90a3\u4e48\u5b83\u53cd\u800c\u4f1a\u52a0\u5267\u8ba4\u77e5\u8d1f\u8377\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6700\u786c\u6838\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u6b63\u786e\u8bc6\u522b\u7528\u6237\u610f\u56fe\u4e2d\u7684\u201c\u9690\u6027\u4e0a\u4e0b\u6587\u201d\uff08\u6bd4\u5982\u505a\u9879\u76ee\u8ba1\u5212\u65f6\u9700\u878d\u5408\u5386\u53f2\u7b14\u8bb0\u3001\u804a\u5929\u8ba8\u8bba\u3001\u5f85\u529e\uff09\u3002\u5982\u679c Nova \u80fd\u505a\u5230\u65e0\u611f\u5173\u8054\u3001\u5c11\u7528\u5411\u5bfc\u591a\u7528\u6697\u55bb\uff0cMindMesh \u5f88\u6709\u53ef\u80fd\u6210\u4e3a\u66ff\u4ee3\u4f20\u7edf\u753b\u5e03\u7c7b\u5de5\u5177\uff08Miro\u3001Linear\u3001Notion\uff09\u7684\u65b0\u4e00\u4ee3\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u8f7d\u4f53\u3002\u5173\u952e\u4e0d\u5728\u5b58\u50a8\uff0c\u5728\u201c\u91cd\u6784\u601d\u8003\u7684\u539f\u5b50\u7ed3\u6784\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\">MindMesh<\/span>\n <\/div>\n<div class=\"comment-content\">Most productivity apps help store information. MindMesh is designed to help prepare thinking. Instead of juggling disconnected notes, tasks, AI chats, documents, and research tools, MindMesh brings everything into one cognitive workspace powered by Nova \u2014 an AI system built to help organize ideas, generate structure, reduce mental overhead, and turn scattered thinking into execution. Built for founders, creators, operators, and people tired of fragmented workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">MindMesh was built because productivity tools became another place to manage chaos. Notes, tasks, documents, ideas, and research all lived in separate places, forcing people to do the organizing themselves.<\/p>\n<p>I wanted to build something different: a cognitive workspace that helps turn scattered thoughts into clear action. MindMesh brings planning, writing, notes, lists, AI assistance, and connected context into one focused system \u2014 so people can think better, move faster, and stop losing important ideas.<\/p>\n<p>The product evolved from a simple organization tool into something more ambitious: a workspace that does not just store your work, but helps prepare it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing I\u2019ve noticed while building MindMesh:<\/p>\n<p>People don\u2019t really struggle with capturing information anymore.<\/p>\n<p>They struggle with:<\/p>\n<ul>\n<li>\n<p>overload<\/p>\n<\/li>\n<li>\n<p>fragmentation<\/p>\n<\/li>\n<li>\n<p>reconnecting context<\/p>\n<\/li>\n<li>\n<p>turning scattered inputs into momentum<\/p>\n<\/li>\n<\/ul>\n<p>Most tools solved storage.<\/p>\n<p>Very few are solving cognitive 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<\/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\/CH4QAFFTHW4AJQ\" class=\"app-title\">Oxus: Family Food Weight Loss<\/a><\/p>\n<div class=\"one-liner\">Eat family foods & lose weight<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Oxus\u8ba9\u4f60\u5403\u5bb6\u4eba\u505a\u7684\u5bb6\u5e38\u83dc\u4e5f\u80fd\u51cf\u80a5\uff0c\u53ea\u9700\u62cd\u7167\u5e76\u914d\u5408\u98df\u7269\u79e4\uff0c\u5c31\u80fd\u83b7\u5f97\u7cbe\u786e\u5230\u514b\u6570\u7684\u8fdb\u98df\u5efa\u8bae\uff0c\u65e0\u9700\u8282\u98df\u6216\u53e6\u8d77\u7089\u7076\uff0c\u89e3\u51b3\u5bb6\u5ead\u5171\u9910\u4e0e\u51cf\u91cd\u96be\u4ee5\u4e24\u5168\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5ff2d7c-2e74-404b-98bb-670740d9bc3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9da69a0-70e6-48ff-ad83-baea6457fa42.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71e8b920-f52f-4834-b4a0-b1fa0304b797.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76e10a00-fd85-4118-b5a7-7abcab2f1e4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4688ed46-7d5a-4571-b7fb-1f366203a210.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Nutrition<\/span><br \/>\n <span class=\"tag\">Dieting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u51cf\u80a5<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u9910<\/span><br \/>\n <span class=\"tag\">\u5361\u8def\u91cc\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u98df\u7269\u79e4<\/span><br \/>\n <span class=\"tag\">AI\u62cd\u7167\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u4f53\u91cd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u996e\u98df<\/span><br \/>\n <span class=\"tag\">\u65e0\u75db\u51cf\u8102<\/span><br \/>\n <span class=\"tag\">\u996e\u98df\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u751f\u6d3b<\/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\u8be2\u95ee\u70ed\u91cf\u8d64\u5b57\u662f\u5426\u6839\u636e\u6d3b\u52a8\u91cf\u548c\u76ee\u6807\u4e2a\u6027\u5316\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u7cfb\u7edf\u4f1a\u6839\u636e\u7528\u6237\u9009\u62e9\u7684\u6d3b\u52a8\u6c34\u5e73\u548c\u51cf\u8102\u901f\u5ea6\uff0c\u7ed9\u51fa\u5bb6\u5ead\u83dc\u80b4\u7684\u7cbe\u786e\u514b\u6570\u6307\u5bfc\uff0c\u5e76\u63d0\u4f9b7\u5929\u514d\u8d39\u8bd5\u7528\u4e0e\u4e00\u5bf9\u4e00\u6307\u5bfc\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 Oxus\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1a\u4e0e\u5bb6\u4eba\u540c\u4f4f\u3001\u53c8\u5e0c\u671b\u51cf\u91cd\u7684\u4eba\u7fa4\u3002\u5b83\u6ca1\u6709\u91cd\u9020\u201c\u5065\u5eb7\u98df\u8c31\u201d\u6216\u201c\u4ee3\u9910\u201d\u8fd9\u4e9b\u62e5\u6324\u8d5b\u9053\uff0c\u800c\u662f\u9009\u62e9\u201c\u9002\u914d\u5bb6\u5e38\u83dc\u201d\u8fd9\u4e00\u5b9e\u7528\u4e3b\u4e49\u8def\u5f84\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u7684\u6267\u884c\u95e8\u69db\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u6838\u5fc3\u903b\u8f91\u662f\u5c06\u4f20\u7edf\u7684\u201c\u91cf\u5316\u996e\u98df\u201d\u7b80\u5316\u6210\u62cd\u7167+\u79f0\u91cd\u4e24\u6b65\uff0c\u8fd9\u5bf9\u4e8e\u5728\u5bb6\u5ead\u73af\u5883\u4e2d\u7f3a\u4e4f\u996e\u98df\u63a7\u5236\u6743\u7684\u7528\u6237\u5177\u5907\u4e00\u5b9a\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\uff08\u4ec55\u7968\uff09\uff0c\u5176\u771f\u5b9e\u4ef7\u503c\u5c1a\u672a\u7ecf\u8fc7\u8db3\u591f\u89c4\u6a21\u7684\u6570\u636e\u9a8c\u8bc1\u3002\u5355\u5f20\u7167\u7247\u8bc6\u522b\u201c\u4e00\u9505\u6742\u70e9\u201d\u7684\u70ed\u91cf\u4e0e\u63a8\u8350\u514b\u6570\uff0c\u6280\u672f\u4e0a\u8fdc\u6bd4\u8bc6\u522b\u6807\u51c6\u5957\u9910\u590d\u6742\u5f97\u591a\uff0c\u8bef\u5dee\u8303\u56f4\u96be\u4ee5\u5ffd\u89c6\u3002\u6b64\u5916\uff0c\u4f9d\u8d56\u201c\u98df\u7269\u79e4\u201d\u4f5c\u4e3a\u4ea4\u4e92\u4ecb\u8d28\uff0c\u867d\u7136\u63d0\u5347\u4e86\u7cbe\u786e\u5ea6\uff0c\u4f46\u4e5f\u4f1a\u589e\u52a0\u7528\u9910\u573a\u666f\u7684\u8fdd\u548c\u611f\u2014\u2014\u6bcf\u6b21\u5403\u996d\u524d\u6309\u63a8\u8350\u91cd\u91cf\u5206\u9910\uff0c\u53ef\u80fd\u8ba9\u201c\u5bb6\u5ead\u6e29\u60c5\u201d\u5927\u6253\u6298\u6263\u3002\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\u627f\u8bfa\u201c\u4eb2\u81ea\u6307\u5bfc\u8bbe\u7f6e\u201d\uff0c\u6697\u793a\u4ea7\u54c1\u5f53\u524d\u7684\u81ea\u52a8\u63a8\u8350\u53ef\u80fd\u4ecd\u6709\u76f2\u533a\uff0c\u9700\u8981\u4eba\u5de5\u8865\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c7\u5929\u514d\u8d39\u8bd5\u7528\u540e\u80fd\u5426\u8f6c\u4e3a\u4ed8\u8d39\uff0c\u53d6\u51b3\u4e8e\u7528\u6237\u7684\u4f53\u91cd\u6570\u636e\u662f\u5426\u6301\u7eed\u6539\u5584\uff0c\u4ee5\u53ca\u662f\u5426\u613f\u610f\u4e3a\u201c\u4e0d\u6539\u53d8\u5bb6\u5ead\u996e\u98df\u4e60\u60ef\u201d\u8fd9\u4e00\u4ef7\u503c\u4e70\u5355\u3002\u5982\u679cOxus\u80fd\u6301\u7eed\u4f18\u5316\u98df\u7269\u8bc6\u522b\u7cbe\u5ea6\uff0c\u5e76\u52a0\u5165\u66f4\u7075\u6d3b\u7684\u5bb6\u5ead\u805a\u9910\u6a21\u5f0f\uff08\u5982\u805a\u9910\u65e5\u3001\u5916\u98df\u65e5\uff09\uff0c\u5b83\u6709\u53ef\u80fd\u6210\u4e3a\u51cf\u91cd\u5e02\u573a\u4e2d\u4e00\u4e2a\u72ec\u7279\u7684\u5c0f\u4f17\u5de5\u5177\u3002\u4f46\u82e5\u4ec5\u505c\u7559\u5728\u201c\u62cd\u7167\u79f0\u91cd\u201d\u7684\u7b80\u5355\u5faa\u73af\uff0c\u7f3a\u4e4f\u884c\u4e3a\u6fc0\u52b1\u4e0e\u793e\u4ea4\u652f\u6301\uff0c\u5219\u5bb9\u6613\u6ca6\u4e3a\u65b0\u9c9c\u611f\u9a71\u52a8\u7684\u77ed\u671f\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Oxus: Family Food Weight Loss<\/span>\n <\/div>\n<div class=\"comment-content\">Oxus lets you eat the same food your family cooks \u2014 and still lose weight. No restrictive diets. No meal prep. No separate cooking. Just snap a photo of your meal, and Oxus tells you exactly how much to eat using a food scale to stay in a calorie deficit. I built this because I live with my family and got tired of choosing between eating what they cook or losing weight. Every new user gets 7 days of full access as a gift for free<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you personalize the calorie deficit based on activity and goals, or is it more portion guidance only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> the calories are personalized to your activity level and fat loss pace that you select, and will give you exact grams of the family dishes you family is already making, if you want to try it out, you get 7 days for free as a gift, and i will be personally working with you to set it up for you and get you going to make sure you lose weight while eating family foods, let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone,<\/p>\n<p>I built Oxus because I live with my family and was tired of choosing between eating the same delicious home-cooked meals they make every night or trying to lose weight.<\/p>\n<p>So I made an app that tells you exactly how many grams to eat of whatever is already on the table \u2014 no restrictive diets, no cooking separate meals, no boring food.<\/p>\n<p>I lost 20kg (44 pounds) doing this.<\/p>\n<p>Every new user gets 7 days of full access completely free as a gift.<\/p>\n<p>Would love to hear from others who also live with family and struggle with the same problem. Does this resonate with you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = 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) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n 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commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-16 PH\u70ed\u699c | 2026-05-16 #1 Loova […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-224","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/224","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=224"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/224\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=224"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=224"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=224"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":224,"date":"2026-05-17T12:35:42","date_gmt":"2026-05-17T04:35:42","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/17\/2026-05-16\/"},"modified":"2026-05-17T12:35:42","modified_gmt":"2026-05-17T04:35:42","slug":"2026-05-16","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/17\/2026-05-16\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-16"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-16<\/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 | 2026-05-16<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4GHN2XBZOGAXZS\" class=\"app-title\">Loova Agents<\/a><\/p>\n<div class=\"one-liner\">Your AI director for creating cinematic videos with ease<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">324<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Loova Agents\u662f\u4e00\u6b3eAI\u89c6\u9891\u5bfc\u6f14\u5de5\u5177\uff0c\u901a\u8fc7\u201c\u65e0\u9650\u753b\u5e03\u201d\u548c\u667a\u80fd\u4ee3\u7406\uff0c\u5c06\u666e\u901a\u7528\u6237\u7684\u6a21\u7cca\u521b\u610f\u81ea\u52a8\u89c4\u5212\u3001\u5206\u955c\u5e76\u751f\u6210\u4e3a\u7535\u5f71\u7ea7\u5e7f\u544a\u3001\u77ed\u7247\u548c\u4ea7\u54c1\u89c6\u9891\uff0c\u89e3\u51b3\u975e\u4e13\u4e1a\u521b\u4f5c\u8005\u5728\u89c6\u9891\u5236\u4f5c\u4e2d\u6d41\u7a0b\u7834\u788e\u3001\u7f3a\u4e4f\u5bfc\u6f14\u601d\u7ef4\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b9619e2-c464-43b0-886e-9c75594e32c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41866d71-b1d1-4918-a70b-0d2a9728b90f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8893218-a36b-4ed0-9e82-fb056fbaf5dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb0326ec-1a4d-49e9-8452-15943d597b92.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\/a0ca0021-87a5-41f9-b044-d13edc9366ab.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q2IT61buu_k\"><source src=\"https:\/\/youtu.be\/q2IT61buu_k\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5bfc\u6f14<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u65e0\u9650\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u955c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u521b\u610f\u5bfc\u6f14\u201d\u5b9a\u4f4d\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u5bf9\u8fd0\u955c\uff08\u5982\u6162\u63a8\u3001\u6447\u6444\uff09\u548c\u5206\u955c\u7684\u5177\u4f53\u63a7\u5236\u6743\uff1b\u89d2\u8272\/\u4ea7\u54c1\u4e00\u81f4\u6027\u7684\u5b9e\u73b0\u673a\u5236\uff1b\u54c1\u724c\u98ce\u683c\u5e93\u7b49\u53ef\u590d\u7528\u8d44\u4ea7\uff1b\u4ee5\u53ca\u5bfc\u51fa\u683c\u5f0f\u662f\u5426\u53d7\u9650\u4e8e\u5e73\u53f0\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\uff0c\u7528\u6237\u53ef\u6307\u5b9a\u8fd0\u955c\uff0c\u4e0d\u6307\u5b9a\u5219\u7531AI\u63a8\u65ad\uff1b\u4e00\u81f4\u6027\u901a\u8fc7\u5de5\u4f5c\u6d41\u5185\u7f6e\u53c2\u8003\u56fe\u5b9e\u73b0\uff1b\u5bfc\u51fa\u4e3a\u6807\u51c6\u683c\u5f0f\uff1b\u54c1\u724c\u590d\u7528\u529f\u80fd\u6b63\u5728\u5efa\u8bbe\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Loova Agents\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5730\u6233\u4e2d\u4e86\u5f53\u524dAI\u89c6\u9891\u751f\u6210\u9886\u57df\u6700\u75db\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u6280\u672f\u5df2\u6709\uff0c\u4f46\u5de5\u4f5c\u6d41\u652f\u79bb\u7834\u788e\u3002\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2a\u8ba9\u4f60\u5199\u5492\u8bed\u5f0f\u63d0\u793a\u8bcd\u7684\u751f\u6210\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u201c\u521b\u610f\u603b\u76d1\u201d\u7684\u89d2\u8272\uff0c\u8fd9\u5728\u4ea7\u54c1\u6cdb\u6ee5\u7684AI\u89c6\u9891\u8d5b\u9053\u91cc\uff0c\u662f\u4e00\u4e2a\u6781\u5177\u5dee\u5f02\u5316\u7684\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u8bc4\u8bba\u548c\u521b\u59cb\u4eba\u56de\u590d\u7684\u7ec6\u8282\u6765\u770b\uff0cLoova\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u80fd\u529b\u7684\u201c\u70ab\u6280\u201d\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6d41\u7a0b\u201d\u7684\u91cd\u6784\u3002\u5b83\u628a\u201c\u60f3\u6cd5\u2192\u63d0\u793a\u8bcd\u2192\u56fe\u50cf\u2192\u89c6\u9891\u2192\u526a\u8f91\u201d\u7684\u7ebf\u6027\u3001\u591a\u5de5\u5177\u6d41\u7a0b\uff0c\u538b\u7f29\u4e3a\u201c\u60f3\u6cd5\u2192AI\u89c4\u5212\u5206\u955c\u2192\u751f\u6210\u201d\u7684\u4e00\u4f53\u5316\u4f53\u9a8c\u3002\u5c24\u5176\u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u5b83\u6ca1\u6709\u56de\u907f\u975e\u4e13\u4e1a\u7528\u6237\u5bf9\u63a7\u5236\u6743\u7684\u6050\u60e7\uff0c\u901a\u8fc7\u5141\u8bb8\u7528\u6237\u624b\u52a8\u6307\u5b9a\u201c\u7f13\u6162\u63a8\u955c\u201d\u6216\u4ea4\u7531AI\u63a8\u65ad\u7684\u7075\u6d3b\u673a\u5236\uff0c\u5728\u201c\u53ef\u63a7\u6027\u201d\u4e0e\u201c\u81ea\u52a8\u5316\u201d\u4e4b\u95f4\u627e\u5230\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684\u5e73\u8861\u70b9\u3002\u8fd9\u79cd\u201c\u5148\u89c4\u5212\u540e\u751f\u6210\u201d\u7684\u67b6\u6784\uff0c\u6bd4\u90a3\u4e9b\u4e00\u6b21\u6027\u7684\u201c\u6587\u672c\u751f\u89c6\u9891\u201d\u5de5\u5177\uff0c\u66f4\u63a5\u8fd1\u771f\u5b9e\u7684\u5f71\u89c6\u5236\u4f5c\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5f53\u524d\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u6700\u5173\u952e\u7684\u201c\u89d2\u8272\/\u4ea7\u54c1\u4e00\u81f4\u6027\u201d\u95ee\u9898\uff0c\u867d\u7136\u56de\u590d\u79f0\u9760\u201c\u53c2\u8003\u56fe+\u5de5\u4f5c\u6d41\u201d\u89e3\u51b3\uff0c\u4f46\u80fd\u5426\u5728\u9ad8\u52a8\u6001\u3001\u591a\u573a\u666f\u4e0b\u7a33\u5b9a\u4fdd\u6301\uff0c\u662f\u7528\u6237\u662f\u5426\u4e70\u5355\u7684\u6838\u5fc3\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u201c\u54c1\u724c\u98ce\u683c\u5e93\u201d\u9700\u6c42\uff0c\u662fB\u7aef\u5ba2\u6237\u4ed8\u8d39\u7684\u5173\u952e\uff0c\u5982\u679c\u53ea\u505c\u7559\u5728\u201c\u9760\u957f\u63d0\u793a\u8bcd\u201d\u7684\u9636\u6bb5\uff0c\u5c31\u53ea\u662f\u5671\u5934\u3002Loova\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u5c06\u201c\u5bfc\u6f14\u201d\u8fd9\u4e2a\u62bd\u8c61\u6982\u5ff5\uff0c\u771f\u6b63\u4ea7\u54c1\u5316\u4e3a\u4e00\u5957\u53ef\u590d\u7528\u7684\u3001\u53ef\u9760\u7684\u521b\u4f5c\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u5076\u5c14\u7075\u5149\u4e00\u73b0\u7684\u201cAI\u5b9e\u4e60\u751f\u201d\u3002\u5982\u679c\u80fd\u505a\u5230\uff0c\u5b83\u5c31\u4e0d\u4f1a\u53ea\u662f\u4e00\u6b3e\u5de5\u5177\uff0c\u800c\u4f1a\u6210\u4e3a\u4e0b\u4e00\u4ee3\u5185\u5bb9\u751f\u4ea7\u7684\u57fa\u7840\u8bbe\u65bd\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\">Loova Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Tell Loova your idea in everyday words, and Loova agents act as your personal director to plan, direct, and generate your film. Make scroll-stopping ads, short films, and product videos fast. With an infinite canvas for boundless imagination, Loova Agents make professional video storytelling simple.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, this is Anbang, founder of <a href=\"https:\/\/loova.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Loova<\/a> \ud83d\udc4b<\/p>\n<p>Before building Loova Agents, I kept running into the same issue over and over again.<\/p>\n<p>AI video creation is powerful now. But the workflow still feels broken.<\/p>\n<p>People open 20 different tabs just to make one video.<\/p>\n<p>Docs for ideas. GPT for scripts. One tool for images. Another for video. Another for music. Then editing software on top of that.<\/p>\n<p>You go from:<br \/>idea \u2192 prompts \u2192 images \u2192 video \u2192 editing<\/p>\n<p>And somewhere in the middle, the creative flow gets lost.<\/p>\n<p>The bigger problem is that most AI tools only help you generate.<br \/>They don\u2019t help you think visually.<br \/>They don\u2019t help you direct.<\/p>\n<p>But most creators are not trained filmmakers. They shouldn\u2019t need to think like prompt engineers just to tell a story.<\/p>\n<p>That frustration is what led us to build <a href=\"https:\/\/loova.ai\/ai-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Loova Agents<\/a>.<\/p>\n<p>We wanted to create something that behaves more like a creative director than just another AI generator. <br \/>With Loova Agents, the goal is simple:<\/p>\n<ul>\n<li>\n<p>understand the intent behind your idea<\/p>\n<\/li>\n<li>\n<p>plan scenes before generation<\/p>\n<\/li>\n<li>\n<p>generate visuals and BGM together<\/p>\n<\/li>\n<li>\n<p>keep the whole project inside one infinite canvas<\/p>\n<\/li>\n<li>\n<p>let creators shape stories visually, not tab by tab<\/p>\n<\/li>\n<\/ul>\n<p>People are already using it for product ads, AI short films, talking avatar videos, UGC style content, and more.<\/p>\n<p>We\u2019re still very early. Still learning every day. Still building with the community.<\/p>\n<p>If you try it, I\u2019d genuinely love to hear your thoughts. A lot of what we build next will come directly from user feedback. Here is a quick link to explore: <a href=\"https:\/\/loova.ai\/ai-agent\/intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/loova.ai\/ai-agent\/intro<\/a><\/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\/@anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Hi Anbang, I really liked your vision around AI and the way you\u2019re building. \ud83d\ude80 <\/p>\n<p>> I just launched EmPaTH, a Gen Z emotional wellness app with anonymous avatars, AI chatbot support, and mood\u2011based activities. <\/p>\n<p>It\u2019s available for acquisition (negotiable down to $3K) \u2014 includes prototype, pitch deck, and assets. <\/p>\n<p> I\u2019d be happy to support you in the building phase if you decide to take it forward. <\/p>\n<p> Would you be open to a quick chat about this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Hi Anbang, I really liked your vision around AI and the way you\u2019re building. \ud83d\ude80 <\/p>\n<p>> I just launched EmPaTH, a Gen Z emotional wellness app with anonymous avatars, AI chatbot support, and mood\u2011based activities. <\/p>\n<p>> It\u2019s available for acquisition (negotiable down to $3K) \u2014 includes prototype, pitch deck, and assets. <\/p>\n<p>> I\u2019d be happy to support you in the building phase if you decide to take it forward. <\/p>\n<p>> Would you be open to a quick chat about this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Hey, I’ve been looking more in this space and find the generative ai space very promising. Wanted to know when Loova Agents break an idea into scenes, how much control does the creator have over the storyboard before generation? Can you tweak pacing, camera style, or scene order visually on the canvas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Anbang! Love the “creative director” framing. Here’s what I’m wondering \u2014 during scene planning, how much control do I actually have over specific camera moves? Like if I want a slow dolly in or a whip pan, will the agent follow my command, or does it decide what’s best based on the script?<\/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\/@new_user___117202639633ed66e16b5d8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___117202639633ed66e16b5d8<\/a> Thanks so much.<\/p>\n<p>If you give a specific camera move, Loova will follow that direction. So things like slow dolly in, whip pan, handheld, close-up, etc. can all be part of the plan.<\/p>\n<p>If you don\u2019t specify it, the agent will choose what fits the scene.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a game-changer for solo creators. The jump from “AI-generated video” to “cinematic video” usually requires a lot of manual editing. Does the “AI Director” allow for specific camera movement commands (like pans or dollies), or does it infer the best shots based on the script?<\/p>\n<h3><\/h3>\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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Yes, you can specify camera movements like pans, dollies, zooms, or tracking shots yourself.<\/p>\n<p>If you don\u2019t provide specific directions, the AI Director will automatically infer the best shots and camera movements based on the script. You can give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Thanks, really appreciate that.<\/p>\n<p>You can do both. If you give specific camera directions like pan, dolly in, handheld, close-up, Loova will follow them in the plan.<\/p>\n<p>If you just start with a script or rough idea, the agent can also infer the shots that fit the scene.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks useful for small teams and solo founders.<\/p>\n<\/p>\n<p>Most of us don’t have a full creative team, so an agent that helps plan and generate marketing videos sounds very practical.<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Yes, the goal is to let one person handle the entire video workflow much more efficiently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Exactly. That\u2019s one of the main things we\u2019re building for.<\/p>\n<p>Small teams usually don\u2019t have a full creative team, but they still need good videos for launches, ads, and social. Loova is meant to help cover that gap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the case where calling it a creative director is probably not an exaggeration. You mentioned consistent characters and products across scenes and that’s the part most tools fudge. Are you locking seeds and reference frames? building on top of an identity model?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> That\u2019s exactly the hard part.<br \/>We don\u2019t rely on seeds alone. Loova keeps character and product references in the workflow, then uses them across scene planning, image generation, and video prompting so each shot is created with the right context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201ccreative director, not just generator\u201d framing is the right wedge here. For product\/UGC-style videos, the planning layer is usually where generic AI output starts to drift: the hook, pacing, visual proof, and brand constraints all need to survive before generation starts.<\/p>\n<\/p>\n<p>Curious how you handle reusable creative direction. Can a team save brand\/voice constraints, example shots, or \u201cavoid this style\u201d notes so future videos feel consistent without turning every new idea into another long prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Yes, this is something we\u2019re building.<\/p>\n<p>The goal is to let teams reuse creative direction like brand voice, reference shots, and style notes, so future videos can start with the right context without writing a long prompt every time.<\/p>\n<p>This consistency layer is especially important for product and UGC videos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Loova Agents plan and structure scenes? Does it create a full storyboard first before generating the video… or does it generate scene-by-scene?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Great question.<\/p>\n<p>Loova first plans the overall story and scene structure, so you can see the direction before generation starts. Then it generates scene by scene, using the plan and references to keep the video coherent.<\/p>\n<p>So it\u2019s not just one prompt to one video \u2014 it\u2019s more like planning first, then creating each scene with context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch, Anbang! The infinite canvas idea is really intriguing. How does the scene planning phase actually work does the agent auto suggest shot types based on the script?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Thank you! Yes, the agent can automatically suggest scene structure, shot types, camera movement, pacing, and transitions based on the script and the goal of the video.<\/p>\n<p>Behind the scenes, we\u2019ve worked with professional directors and marketing experts to design the workflows and prompting system, so the agent is not just randomly generating shots – it\u2019s following creative logic that\u2019s closer to how real video teams work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Thanks so much!<\/p>\n<p>Yes, the agent can suggest shot types based on the script, story flow, and the goal of the video. It will break the idea into scenes, then propose things like close-ups, product shots, establishing shots, or action shots where they make sense.<\/p>\n<p>You can also edit the plan before generation, so it\u2019s not a black box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Quick question, once you have your video, where can you take it? <br \/>Can you export to any format, or is it locked into Loova’s ecosystem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> You can use the videos across TikTok, YouTube, Instagram, ads, landing pages, ecommerce stores, client work, and pretty much anywhere else.<\/p>\n<p>Not locked at all. We support exporting videos in standard formats, and we\u2019re also building more editing\/export flexibility so creators can continue workflows in tools they already use if they want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\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> It\u2019s not locked into Loova.<\/p>\n<p>You can export the final video and use it wherever you need \u2014 social posts, ads, landing pages, client work, or your own editing workflow.<\/p>\n<p>We want Loova to fit into creators\u2019 existing workflows, not trap the work inside our product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m not a video expert, so the planning part is what interests me. If the agent can guide me from a rough idea to something usable, that makes AI video much more approachable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rockzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rockzhang<\/a> Yes, that\u2019s exactly what we\u2019re building. The goal is for the agent to act like a director and marketing expert, helping you turn a rough idea into a high-quality video quickly and easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rockzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rockzhang<\/a> That\u2019s exactly what we want to make easier.<\/p>\n<p>You shouldn\u2019t need to know how to write a script, plan shots, or choose the right tools. With Loova, you can start from a rough creative goal, and the agent will turn it into a story structure, scenes, visuals, and a video workflow automatically.<\/p>\n<p>You can still jump in and adjust things, but the heavy lifting should be handled by the agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 shipping! I am curious about the editing layer once all assets are inside the infinite canvas, what kind of timeline or editing controls do creators have? Is it closer to Canva or Final Cut?<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Anbang! The think visually not like a prompt engineer line really hits. What\u2019s one feature you built specifically to help non filmmakers feel like they are directing, not just generating?<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks very interesting to me as I have been trying to find my way around Higgsfield!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anbangx\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anbangx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anbangx<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My sister teaches dance and spends more time making promo and tutorial videos than actually teaching. This looks like it was built for exactly that use case. Trying it with her this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sanjana_madhekar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanjana_madhekar<\/a> Just give it a try. With Loova, the goal is to let the Video Agent handle a lot of the creative production work, so your sister can focus more on teaching and less on editing timelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting i tried a few products and this one looks much much more like the one I have been looking for. I will definitely give it a go. I started doing research and see you made a similar but different product the JoggAI one. You have a real talent with this ai video editing its a really hard area to tackle. Good luck and amazing work its super inspiring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrewb23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewb23<\/a> Thank you so much, really appreciate it. Yes, JoggAI was more focused on AI Avatar, while with Loova we\u2019re pushing further into the \u201cVideo Agent\u201d direction \u2014 helping users go from idea, planning, storyboard, generation, all the way to a finished video through conversation.<\/p>\n<p>Hope you enjoy trying Loova!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been playing around with this \u2014 the idea of having an AI director rather than just a generator is actually smart. Most tools dump assets on you and leave the creative decisions to you. Will test it on a product demo video this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asim_saeed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_saeed1<\/a> Really appreciate you trying it.<\/p>\n<p>That\u2019s exactly the gap we\u2019re trying to solve. Generating assets is only one part of the work. The harder part is making creative decisions and turning everything into a coherent video.<\/p>\n<p>Would love to hear how the product demo test 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 on the launch! Can Loova Agents take an existing script like from a Google Doc and automatically convert it into a planned scene sequence with visual suggestions?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> Thank you.<\/p>\n<p>Yes, you can bring in an existing script and Loova can help turn it into a scene sequence with visual direction.<\/p>\n<p>The idea is that you don\u2019t have to start from a blank prompt. If you already have the story or script, Loova can build from there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Anbang! This solves a real pain point. When you say direct how does the UI help me arrange pacing, cuts, and transitions without needing to learn timeline editing?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_harris11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_harris11<\/a> Thank you.<\/p>\n<p>The idea is that you don\u2019t need to edit on a traditional timeline first. Loova turns your goal into a scene plan, including pacing, cuts, and transitions, then shows it in a way you can review and adjust before generation.<\/p>\n<p>So you can direct the outcome without learning timeline editing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! If a creator has zero video editing experience, how many minutes from signup to first completed video using Loova Agents? What\u2019s that first time flow like?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshua_cooper2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshua_cooper2<\/a> It depends on the complexity, but the first flow is meant to be very simple.<\/p>\n<p>You start with a rough goal, Loova turns it into a plan, then generates the scenes and final video from there. You don\u2019t need editing experience to get started.<\/p>\n<p>We want the first video to feel more like describing what you want than learning a new production 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, Anbang! For AI short films, how does the agent handle dialogue between multiple characters? Can it generate consistent voice and lip movements across different angles?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Thank you! Yes, consistency is one of the biggest challenges for AI short films, so our approach is to generate the characters and their voices first as foundational assets for the project.<\/p>\n<p>The agent then uses those consistent character and voice profiles across scenes, camera angles, and dialogue shots to maintain continuity in appearance, speaking style, and lip sync throughout the story.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Thank you.<\/p>\n<p>That\u2019s definitely one of the more complex scenarios, especially with multiple characters, voices, lip sync, and different camera angles.<\/p>\n<p>We\u2019re continuing to iterate on this, because it\u2019s really important for story-driven videos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! For product ads specifically, does Loova agents have any understanding of product placement or branding guidelines, or is it more about general storytelling?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olivia_bennett7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivia_bennett7<\/a> Thank you.<\/p>\n<p>For product ads, it\u2019s not just general storytelling. You can upload product images, and Loova will plan the video around the actual product, including how it should appear in the scenes.<\/p>\n<p>We\u2019re still improving the branding side, but product placement is definitely part of the workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How does the plan scenes before generation step actually surface in the UI? Do creators arrange storyboard cards, or does the agent propose a scene breakdown automatically?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wyatt_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wyatt_carter<\/a> Thank you.<\/p>\n<p>The agent proposes the scene breakdown automatically first. Creators can then review it on the canvas and adjust the structure before generation.<\/p>\n<p>So you don\u2019t have to build the storyboard from scratch, but you still get a chance to shape it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wyatt_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wyatt_carter<\/a> The agent can automatically propose the scene breakdown based on your idea, script, and video goal. The whole planning and generation process is then visualized on the infinite canvas, so it feels more like building a living storyboard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the concept, but I\u2019m curious about the final editing flow. Can users adjust timing, replace scenes, regenerate specific parts, or export assets for editing elsewhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linglistack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linglistack<\/a> Yes, exactly. You can adjust timing, replace scenes, regenerate specific shots, change styles, rewrite parts of the script, and keep iterating through conversation until the video matches what you want.<\/p>\n<p>The experience we\u2019re aiming for is less like traditional editing software, and more like talking to a real creative agency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@linglistack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linglistack<\/a> Yes. Users can regenerate specific scenes, replace parts, and keep refining the video without starting from scratch.<\/p>\n<p>Export is also supported, so the final video is not locked inside Loova. We want it to fit into your existing editing workflow too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone making YouTube content, the biggest pain is not just generating clips. It is planning the whole structure and keeping everything consistent. Curious to see how Loova Agents handles longer video ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> Exactly. We think the hard part of AI video is no longer just generating clips, it\u2019s creative orchestration and consistency across the entire video. Our long-term vision is that creators should be able to go from a rough idea to a complete YouTube-quality production with the agent acting like a creative team behind the scenes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> That\u2019s exactly the problem we care about.<\/p>\n<p>For longer ideas, Loova starts with the structure first, then breaks it into scenes and keeps the context across the workflow. The goal is to make it easier to go from a rough idea to a coherent video, not just generate isolated clips.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launching today! The workflow gap in AI video creation is definitely real, and it\u2019s awesome to see you guys tackling it by focusing on the ‘thinking and directing’ side rather than just the generation.<\/p>\n<p>I’d love to try this for some product ads. Does the agent support specific brand style guidelines or reference images to help keep the visual output on-brand?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zeng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeng<\/a> Thank you, really appreciate that.<\/p>\n<p>Yes, Loova supports product images. You can upload your product, and the agent will use it when planning scenes and creating the video, so the output is built around the actual product.<\/p>\n<p>Product ads are definitely one of the use cases we\u2019re excited about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 love this! I was editing a video the other day and wishing for just the thing. If I upload a series and clips and give it direction on how to place and edit them, will it work? I know the agent is supposed to be the director here, but I’m curious how much control we’ll have over that process with constant reiteration. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ishika_muppidi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishika_muppidi<\/a> This is something we\u2019re actively working on.<\/p>\n<p>The goal is for Loova to understand your existing clips better, then help continue the creative process from there, like organizing, editing, and building them into a finished video.<\/p>\n<p>You\u2019ll still be able to guide and refine the direction along the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “AI director” framing is interesting \u2014 most video tools put the work on you to be the director and just give you better tools. This flips it so you describe the outcome and the agent figures out the shots. Curious how much control you can take back when the AI’s creative direction isn’t quite what you had in mind. Is there an easy way to override specific decisions without starting from scratch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zrimko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zrimko<\/a> Yes, that\u2019s a big part of the product.<\/p>\n<p>Loova gives you the plan before generation, so you can change specific scenes, shots, references, or prompts without starting over.<\/p>\n<p>The idea is not to take control away from users, but to handle the heavy planning while still letting you step in when it matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you. Really appreciate the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interested to see how it replaces my current “film production” pipeline set in Claude Code! Currently, I have plot idea -> script writer pass -> director pass -> DP (Cinematographer pass) -> Characters & Objects master reference imagery -> video shot prompter, everything though skills and APIs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gsostak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gsostak<\/a> That\u2019s exactly the kind of workflow we\u2019re thinking about.<\/p>\n<p>Loova is built to help users create from a director\u2019s point of view \u2014 planning the story, shaping the scenes, managing references, and turning everything into shots and final video in one place.<\/p>\n<p>Would love for you to give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AECRPSWTZWYZ24\" class=\"app-title\">Agentmemory<\/a><\/p>\n<div class=\"one-liner\">Persistent memory for Claude Code, Codex & coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">227<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agentmemory\u4e3aClaude Code\u3001Codex\u7b49AI\u7f16\u7801\u4ee3\u7406\u63d0\u4f9b\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u8bb0\u5fc6\uff0c\u89e3\u51b3\u4ee3\u7406\u6bcf\u6b21\u542f\u52a8\u90fd\u5fd8\u8bb0\u4e0a\u4e0b\u6587\u3001\u9700\u8981\u91cd\u590d\u89e3\u91ca\u4ee3\u7801\u5e93\u548c\u4e2a\u4eba\u504f\u597d\u7684\u75db\u70b9\uff0c\u4ece\u800c\u663e\u8457\u8282\u7701token\u5e76\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76862eae-129c-45bb-92ee-e3f700cad0ce.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\/c1fb2e70-ebee-4177-84f2-e0981ac5fe6c.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a56e61ae-984a-46a5-b804-d7310b78a85b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4ceedad-76a2-4580-b98b-b2ea64423769.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a61338b5-12d7-4a00-8228-3b67f32281c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d433a295-05d0-45cc-b84a-c01ce24156aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15911eb3-1a27-478a-bc69-ca7d1d5214b0.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\">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\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u68c0\u7d22\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5e93\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u8de8\u4f1a\u8bdd\u8bb0\u5fc6<\/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\u8bb0\u5fc6\u51b2\u7a81\u4e0e\u6570\u636e\u5b89\u5168\uff0c\u5982\u610f\u5916\u8bb0\u5f55\u654f\u611f\u6570\u636e\u3001\u8bb0\u5fc6\u4e0e\u4ee3\u7801\u72b6\u6001\u77db\u76fe\u7684\u5904\u7406\uff1b\u8ba8\u8bba\u68c0\u7d22\u8d28\u91cf\u4e0e\u8fc7\u671f\u8bb0\u5fc6\u7684\u8870\u51cf\u673a\u5236\uff1b\u8be2\u95ee\u662f\u5426\u517c\u5bb9\u684c\u9762\u5e94\u7528\u53ca\u80fd\u5426\u5bfc\u51fa\u8bb0\u5fc6\uff1b\u8ba4\u53ef\u538b\u7f29\u6548\u7387\uff0c\u4f46\u8d28\u7591\u957f\u671f\u4f7f\u7528\u7684\u53ef\u9760\u6027\uff0c\u5e76\u5173\u6ce8\u7f13\u5b58\u4e0e\u5f52\u5c5e\u6743\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentmemory\u89e3\u51b3\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u88ab\u4f4e\u4f30\u7684\u75db\u70b9\uff1a\u7f16\u7801\u4ee3\u7406\u7684\u201c\u91d1\u9c7c\u8bb0\u5fc6\u201d\u3002\u4ece\u57fa\u51c6\u6d4b\u8bd5\u770b\uff0c\u5b83\u5c06240\u6b21\u4f1a\u8bdd\u7684\u5e73\u5747Token\u6d88\u8017\u964d\u4f4e92%\uff0c\u5e76\u5728LongMemEval-S\u4e0a\u5b9e\u73b095.2%\u7684R@5\u53ec\u56de\u7387\uff0c\u8fd9\u81f3\u5c11\u63d0\u4f9b\u4e86\u53ef\u91cf\u5316\u7684\u6539\u8fdb\u800c\u975e\u7a7a\u6d1e\u7684\u8bb8\u8bfa\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u6df1\u5c42\u95ee\u9898\u4e0d\u5bb9\u56de\u907f\uff1a\u8bb0\u5fc6\u7684\u65e0\u5e8f\u81a8\u80c0\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u6280\u672f\u503a\u52a1\u3002\u5f53\u8bb0\u5fc6\u65e2\u65e0\u6709\u6548\u51b2\u7a81\u68c0\u6d4b\u4e5f\u65e0\u81ea\u52a8\u8fc7\u671f\u673a\u5236\u65f6\uff0c\u9519\u8bef\u6216\u8fc7\u65f6\u7684\u51b3\u7b56\u4f1a\u5728\u540e\u7eed\u4f1a\u8bdd\u4e2d\u88ab\u53cd\u590d\u5524\u9192\uff0c\u5f62\u6210\u9690\u6027\u9501\u6b7b\u3002\u6b64\u5916\uff0c@enamakel\u5728\u5b89\u5168\u4e0a\u7684\u63d0\u95ee\u76f4\u51fb\u8981\u5bb3\u2014\u2014\u5728\u7f3a\u4e4f\u8fc7\u6ee4\u6216\u8131\u654f\u673a\u5236\u7684\u60c5\u51b5\u4e0b\uff0c\u5411\u4ee3\u7406\u6ce8\u5165\u8bb0\u5fc6\u53ef\u80fd\u5f15\u5165\u6570\u636e\u6cc4\u6f0f\u98ce\u9669\uff0c\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u5e94\u7528\u51e0\u4e4e\u662f\u4e0d\u53ef\u63a5\u53d7\u7684\u3002\u4ea7\u54c1\u5ba3\u79f0\u201c100%\u5f00\u6e90\u3001\u672c\u5730\u8fd0\u884c\u201d\uff0c\u786e\u5b9e\u964d\u4f4e\u4e86\u4fe1\u4efb\u95e8\u69db\uff0c\u4f46\u82e5\u4ec5\u9760\u7528\u6237\u81ea\u884c\u5728Hook\u5c42\u5904\u7406\u5408\u89c4\u4e0e\u51b2\u7a81\uff0c\u5176\u751f\u4ea7\u53ef\u7528\u6027\u5c06\u4e25\u91cd\u53d7\u9650\u3002\u6a2a\u5411\u5bf9\u6bd4Claude mem\u7b49\u65b9\u6848\uff0cAgentmemory\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5411\u91cf\u641c\u7d22\u52a0BM25\u7684\u53cc\u8def\u68c0\u7d22\u67b6\u6784\uff0c\u4f46\u8bb0\u5fc6\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u548c\u6743\u9650\u9694\u79bb\u624d\u662f\u51b3\u5b9a\u5b83\u4ece\u201c\u597d\u7528\u7684\u8f85\u52a9\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u53ef\u9760\u7684\u5f00\u53d1\u57fa\u5efa\u201d\u7684\u5173\u952e\u3002\u9879\u76ee\u5728GitHub\u4e0a\u83b7\u5f975000+\u9897\u661f\u8bf4\u660e\u7528\u6237\u5bf9\u65e9\u671f\u529f\u80fd\u7684\u6e34\u6c42\uff0c\u4f46\u4e0b\u4e00\u9636\u6bb5\u7684\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u8bb0\u5fc6\u589e\u957f\u4e2d\u63d0\u4f9b\u66f4\u667a\u80fd\u7684\u9057\u5fd8\u3001\u66f4\u65b0\u548c\u4e89\u8bae\u5904\u7406\u673a\u5236\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\">Agentmemory<\/span>\n <\/div>\n<div class=\"comment-content\">You can now give Hermes, Claude Code, and Codex infinite memory. Agentmemory is trending on GitHub with 5,000+ Stars. CLAUDE md dumps 22,000+ tokens into context at 240 observations agentmemory: 1,900 tokens. same observations. 92% less. At 1,000 observations, 80% of your built-in memories become invisible. agentmemory keeps 100% searchable. benchmarked on 240 real coding sessions \u2192 Up to 95% fewer tokens per session \u2192 200x more tool calls before hitting context limits \u2192 100% open source<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I built AgentMemory because coding agents still have one painful limitation: <strong>they forget<\/strong> between sessions.<\/p>\n<\/p>\n<ul>\n<li>\n<p>You explain your architecture once.<\/p>\n<\/li>\n<li>\n<p>You debug a production issue once.<\/p>\n<\/li>\n<li>\n<p>You decide on a library or pattern once.<\/p>\n<\/li>\n<\/ul>\n<p>Then the next session starts from zero again.<\/p>\n<\/p>\n<p>AgentMemory gives AI coding agents persistent memory across sessions, so they can actually build on what they\u2019ve already learned about your codebase. It automatically captures what your agent does, compresses it into structured memories, indexes them with hybrid search, and injects the right context back into future sessions.<\/p>\n<\/p>\n<p>It works with Claude Code, Cursor, Codex CLI, Gemini CLI, Windsurf, Kilo Code, OpenCode, Cline, Roo, Goose, Aider, Hermes, OpenClaw, and basically any MCP or REST-capable agent.<\/p>\n<\/p>\n<p>From day one, I wanted it to be:<\/p>\n<ul>\n<li>\n<p>100% open source<\/p>\n<\/li>\n<li>\n<p>Free to run locally<\/p>\n<\/li>\n<li>\n<p>No external database required<\/p>\n<\/li>\n<li>\n<p>Works via MCP, REST, and simple hooks<\/p>\n<\/li>\n<li>\n<p>Built for real coding workflows, not toy \u201cchat history\u201d memory<\/p>\n<\/li>\n<\/ul>\n<p>On benchmarks, <strong>AgentMemory gets 95.2% R@5 and 98.6% R@10 on the LongMemEval-S retrieval suite using BM25 + vector search, while cutting context usage by around 92%.<\/strong><\/p>\n<\/p>\n<p>Quick start:<\/p>\n<pre><code>Run: npx @agentmemory\/agentmemory<\/code><\/pre>\n<ul>\n<li>\n<p>Open: <a href=\"http:\/\/localhost:3113\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/localhost:3113<\/a><\/p>\n<\/li>\n<li>\n<p>Or try the demo: npx @agentmemory\/agentmemory demo<\/p>\n<\/li>\n<\/ul>\n<p>If you live in your coding agents every day, this is for the moment you think: \u201cWait, I already explained this yesterday.\u201d<\/p>\n<p>Would love feedback from builders, heavy agent users, and open\u2011source maintainers.<\/p>\n<\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/rohitg00\/agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/github.com\/rohitg00\/agentmemory<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agentmemory<\/a> <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> How do you think about secrets or sensitive data accidentally entering memory? Is there filtering\/redaction built in, or do you recommend teams handle that at the hook\/integration layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agentmemory<\/a> <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Ive been testing it with Codex too and the automatic context injection across sessions is a game changer. Not having to reexplain project setup every time really adds up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agentmemory<\/a> <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Loved your vision \ud83d\ude80 I just launched EmPaTH, a Gen Z wellness app (AI chatbot + anonymous avatars). It\u2019s up for acquisition, negotiable to $3K, and I\u2019d be happy to help in the building phase \ud83d\udc49 [<a href=\"https:\/\/www.producthunt.com\/posts\/empath\/maker-invite?code=AO5MTM\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/posts\/empath\/maker-invite?code=AO5MTM<\/a>] <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. <\/p>\n<\/p>\n<p>2 questions: <\/p>\n<\/p>\n<ol>\n<li>\n<p>Will this impact more usage on tokens? since the agent need looking around and search on newer chats?<\/p>\n<\/li>\n<li>\n<p>Will the memory be persistent only in CLI agents or also on their desktop application as Codex, Claude, Cursor <\/p>\n<\/p>\n<\/li>\n<\/ol>\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\">@samdsgn I have explained all this in GitHub Readme, it doesn’t affect your usage rather saves you tokens and Cash.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done team! How do you detect when a stored memory contradicts current code state or is pruning still manual?<\/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\">@artstavenka1 they shouldn’t<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wonderful project. Already used it locally with Claude Code and it provides an amazing developer experience. Absolutely love the underlying architecture powered by iii = very scalable. very efficient and hands down the best memory solution otu there <\/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\">@shivaylamba Thanks, man! We need to hear more users like you, that’s why we launched on ProductHunt.<\/div>\n<div class=\"comment-actions\">\n<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>Persistent memory for coding agents is a harder problem than it sounds. You’re not just storing conversation history, you’re storing codebase context, decisions made, patterns established. The benchmark claim is what I’d want to dig into. Memory that’s fast to write is useless if retrieval is noisy. How does it handle context that’s become stale after a refactor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting, can it pick up past sessions or does it start only once i integrate? On another side note is there a way to not use an agentic db and maybe postgres?<\/p>\n<\/p>\n<p>Great traction! I will give it a try on my current project and see if it brings down hallucination. I like the graph view so you can easily see whats going on. <\/p>\n<\/p>\n<p>Just wondering how long did this take to make? The database side is very interesting and i think has a lot of potential to many other things. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@andrewb23 that’s the job picks memory from sessions, saves tokens, indexes, access session from cross-agent as well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cross-session forgetting problem is real. The deeper one you’ll hit at scale: when an agent makes a wrong call in week 4 because it remembered a misleading decision from week 1, where does ownership of that mistake sit? Two questions worth thinking about: 1. Can memory be exported in an open format so agents move with their user, not their runtime? 2. Is there a way to mark a memory entry as disputed or superseded? Without those, an agent’s persistent memory becomes a liability dressed as a feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@thenameisarian everything local.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Persistent memory across sessions is one of those things that sounds like a dev tool problem but actually changes how useful AI agents are in practice. Right now every session with Claude Code starts from scratch \u2014 re-explaining context, re-loading preferences. Curious how Agentmemory handles conflicts when the same context gets updated across sessions. Does it merge, overwrite, or flag it for review?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@zrimko models are smart, I didn’t get your question.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>well done <a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> i’d love to know what’s the business model you intend to persue? looks like everything is free and opensource. just wondering would u be making this a hobby project or building it seriously or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@enamakel I want to keep AgentMemory open source forever, bring it to every agent, and implement production hardening.<\/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\">@enamakel Thanks for your kind words and successful launch of openhuman \ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The token reduction angle is useful, but the part I\u2019d want to stress-test is retrieval quality over time. For coding agents, stale decisions and half-remembered debug notes can be worse than no memory unless there is a clear way to expire or scope observations per repo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 compression angle is genuinely interesting \u2014 22k tokens down to 1.9k is a meaningful difference. Curious how it handles prioritisation when observations span very different task types (e.g. a debugging session vs. greenfield architecture work). Does it keep those namespaced, or blend into one pool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Love it. How well would it help with handling pivots and knowing how my seed-stage startup’s narrative\/pitch deck and product spec changes over time? I’ve got canonical documents set up in Cursor, but it still takes a LOT of tidying work and any new scratch brainstorming files ruin the source of truth… <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>My claude code desktop fails to connect after installing this. \ud83d\ude41<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46170eb4-06aa-490f-a715-ddcdd19af4d9.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Seems like a claude server outage<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26d2d7b0-3826-4de4-8343-92408771acff.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is this similar to Claude mem?<\/div>\n<div class=\"comment-actions\">\n<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\/@matnewera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matnewera<\/a> very different, claude mem is for starters<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 project, how are you handling caching to ensure that it doesn’t reprocess tokens unnecessarily in longer conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. <\/p>\n<\/p>\n<p>2 questions: <\/p>\n<\/p>\n<ol>\n<li>\n<p>Will this impact more usage on tokens? since the agent need looking around and search on newer chats?<\/p>\n<\/li>\n<li>\n<p>Will the memory be persistent only in CLI agents or also on their desktop application as Codex, Claude, Cursor <\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>92% token reduction is huge if it holds on real codebases. Curious how agentmemory handles conflicting observations: when newer context contradicts older stored memory, does recency win automatically or is there a manual override?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RV5JDEVXRGNEOU\" class=\"app-title\">Raybeam<\/a><\/p>\n<div class=\"one-liner\">A better way to screen share on macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">174<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Raybeam \u662f\u4e00\u6b3e macOS \u5c4f\u5e55\u5171\u4eab\u5de5\u5177\uff0c\u901a\u8fc7\u53ef\u62d6\u62fd\u3001\u53ef\u8c03\u6574\u5927\u5c0f\u7684\u533a\u57df\u9009\u53d6\uff0c\u5e2e\u52a9\u8d85\u5bbd\u5c4f\u6216\u591a\u663e\u793a\u5668\u7528\u6237\u5728\u89c6\u9891\u4f1a\u8bae\u4e2d\u7cbe\u51c6\u5206\u4eab\u5185\u5bb9\uff0c\u907f\u514d\u8bef\u9732\u9690\u79c1\u901a\u77e5\u6216\u4e0d\u76f8\u5173\u7a97\u53e3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbb5931b-b1b5-40ac-b8ba-7ffa40c8db0c.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\/9008cf27-7dfd-4424-97c4-98ef0a74845b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/YwVuXZ3HOjQ\"><source src=\"https:\/\/youtu.be\/YwVuXZ3HOjQ\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u591a\u663e\u793a\u5668<\/span><br \/>\n <span class=\"tag\">\u8d85\u5bbd\u5c4f<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u4f1a\u8bae<\/span><br \/>\n <span class=\"tag\">\u533a\u57df\u622a\u5c4f<\/span><br \/>\n <span class=\"tag\">\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Zoom<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/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\u7cbe\u51c6\u5206\u4eab\u548c\u9690\u79c1\u4fdd\u62a4\u7684\u4ef7\u503c\uff0c\u5efa\u8bae\u589e\u52a0\u81ea\u52a8\u6a21\u7cca\u654f\u611f\u6570\u636e\u7684\u201c\u9690\u79c1\u6a21\u5f0f\u201d\uff0c\u5e76\u660e\u786e\u9002\u914dGoogle Meet\u53camacOS\u65e0\u7ebf\u6295\u5c4f\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 Raybeam\u7cbe\u51c6\u5207\u4e2d\u4e86macOS\u539f\u751f\u5c4f\u5e55\u5171\u4eab\u7684\u201c\u53cd\u4eba\u6027\u201d\u75db\u70b9\uff1a\u8981\u4e48\u5168\u5c4f\u66b4\u9732\u4e00\u5207\uff0c\u8981\u4e48\u7a97\u53e3\u5206\u4eab\u9700\u53cd\u590d\u6574\u7406\u3002\u5728\u591a\u7a97\u53e3\u3001\u8d85\u5bbd\u5c4f\u5e38\u6001\u4e0b\uff0c\u7528\u6237\u6025\u9700\u7684\u662f\u5bf9\u201c\u5206\u4eab\u8fb9\u754c\u201d\u7684\u638c\u63a7\u529b\uff0c\u800c\u975e\u66f4\u591a\u529f\u80fd\u5806\u780c\u3002Raybeam\u7528\u201c\u53ef\u62d6\u62fd\u9009\u533a\u201d\u8fd9\u4e2a\u6781\u7b80\u4ea4\u4e92\uff0c\u5b9e\u5219\u662f\u628a\u5c4f\u5e55\u5171\u4eab\u4ece\u201c\u663e\u793a\u5668\u7c92\u5ea6\u201d\u964d\u7ef4\u5230\u201c\u903b\u8f91\u533a\u57df\u7c92\u5ea6\u201d\uff0c\u8ba9\u5206\u4eab\u4ece\u5c55\u793a\u884c\u4e3a\u53d8\u4e3a\u805a\u7126\u5de5\u5177\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u95e8\u69db\uff0c\u800c\u5728\u4e8e\u5bf9\u804c\u573a\u9690\u79c1\u7126\u8651\u7684\u6d1e\u5bdf\u2014\u2014\u7528\u6237\u6015\u7684\u4e0d\u662f\u5206\u4eab\uff0c\u800c\u662f\u5206\u4eab\u9519\u4e86\u4e1c\u897f\u3002174\u7968\u8bf4\u660e\u8fd9\u662f\u4e00\u6b3e\u201c\u521a\u9700\u201d\u578b\u5fae\u521b\u65b0\uff0c\u800c\u975e\u5927\u800c\u5168\u7684\u5e73\u53f0\u7ea7\u4ea7\u54c1\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9Google Meet\u548c\u65e0\u7ebf\u6295\u5c4f\u7684\u8ffd\u95ee\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u529f\u80fd\u5e7f\u5ea6\u4e0d\u8db3\u7684\u77ed\u677f\uff1a\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u9488\u5bf9Zoom\u3001Slack\u7b49\u4e3b\u6d41\u4f1a\u8bae\u8f6f\u4ef6\u7684\u201c\u6ee4\u955c\u4f34\u4fa3\u201d\uff0c\u800c\u975e\u72ec\u7acb\u7684\u5206\u4eab\u751f\u6001\u3002\u82e5\u60f3\u771f\u6b63\u4ece\u201c\u597d\u7528\u7684\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u901a\u7528\u7684\u5206\u4eab\u8303\u5f0f\u201d\uff0c\u5fc5\u987b\u5c3d\u5feb\u8865\u9f50\u8de8\u534f\u8bae\u517c\u5bb9\u6027\uff08\u5982Chrome\u4f1a\u8bae\u6d41\u3001AirPlay\u622a\u5c4f\u6620\u5c04\uff09\u3002\u6b64\u5916\uff0c\u6240\u8c13\u7684\u201c\u9690\u85cfApps\u201d\u529f\u80fd\u867d\u7136\u806a\u660e\uff0c\u4f46\u5982\u679c\u80fd\u7ed3\u5408AI\u81ea\u52a8\u68c0\u6d4b\u654f\u611f\u5185\u5bb9\u5e76\u6a21\u7cca\u5904\u7406\uff0c\u5c06\u662f\u4e00\u6b21\u9690\u79c1\u4fdd\u62a4\u7684\u8303\u5f0f\u5347\u7ea7\u2014\u2014\u8ba9\u7528\u6237\u4e0d\u5fc5\u624b\u52a8\u914d\u7f6e\uff0c\u800c\u662f\u7cfb\u7edf\u4e3b\u52a8\u9632\u5fa1\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u6240\u6709\u6253\u5de5\u4eba\u5b89\u88c5\u7684\u201c\u5c0f\u800c\u7f8e\u201d\u8f6f\u4ef6\uff0c\u4f46\u5b83\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u80fd\u8d85\u8d8a\u201c\u906e\u4e11\u5e03\u201d\uff0c\u6210\u4e3a\u771f\u6b63\u7684\u5206\u4eab\u5c42\u57fa\u7840\u8bbe\u65bd\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\">Raybeam<\/span>\n <\/div>\n<div class=\"comment-content\">Raybeam is a macOS app for sharing a draggable, resizable region of your screen\u2014perfect for ultra-wide and multi-monitor setups. Works with Zoom, Slack, Teams, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Screen sharing on macOS can be surprisingly clunky when you’re trying to hide private notifications or specific windows. I love the focus on UX here. Is there a “privacy mode” that automatically blurs background apps or sensitive data during a beam?<\/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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> The application supports a list of “Hidden Apps” in which the specified apps will not be visible in the shared region.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A real problem I always have. I will give a try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool idea! Wow i know a lot of people at my job that will really love this. Do you support google meet? I don’t see it in your list and didn’t see on your website, this is what we use at work. Also just wondering will this also work for mirror cast or whatever its called that mac uses to share to external screens wirelessly? I constantly share to my tv at home to show people things i’m working on and this would be really helpful. Cool stuff good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really useful for multi-monitor setups during calls. The draggable region approach is cleaner than sharing a full display. I always hate accidentally showing notifications or other windows during a screen share. This solves that problem simply.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZGUPQK7ZARUCQA\" class=\"app-title\">Gemini 3.1 Flash-Lite<\/a><\/p>\n<div class=\"one-liner\">Lightweight Gemini model for high-volume AI pipelines <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gemini 3.1 Flash-Lite \u662f\u4e00\u6b3e\u4e13\u4e3a\u9ad8\u9891\u3001\u5ef6\u8fdf\u654f\u611f\u7684AI\u751f\u4ea7\u7ba1\u7ebf\u8bbe\u8ba1\u7684\u8f7b\u91cf\u7ea7\u591a\u6a21\u6001\u6a21\u578b\uff0c\u901a\u8fc7API\u63d0\u4f9b\u5de5\u5177\u8c03\u7528\u3001\u5206\u7c7b\u3001\u7ffb\u8bd1\u548c\u56fe\u50cf\u5904\u7406\u80fd\u529b\uff0c\u89e3\u51b3\u5de5\u7a0b\u56e2\u961f\u5728\u63a8\u7406\u6210\u672c\u4e0e\u54cd\u5e94\u901f\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed039cca-96f0-4dec-b7ed-129fbcfc0170.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\/179ea046-d896-4743-8ee4-3180b0e69645.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cee68dce-c8ff-4684-9c10-0a8a0a5b5ce7.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\/9bfc6900-5ea3-4d52-a6fb-27b83328ee5c.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\/b8b058ca-e848-4163-9027-cfeb74d81051.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\/682e8a8e-0712-404c-8704-64348157d65a.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\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f7b\u91cf\u7ea7AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u9ad8\u9891\u4efb\u52a1\u7ba1\u7ebf<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7Agent<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">Google Gemini<\/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\u5927\u5e45\u964d\u672c\uff08\u7ea660%\uff09\u4e0e\u4e9a\u79d2\u7ea7\u5ef6\u8fdf\uff0c\u5173\u952e\u662f\u80fd\u6ee1\u8db3\u751f\u4ea7\u73af\u5883\u5bf9\u201c\u6267\u884c\u6548\u7387\u201d\u800c\u975e\u201c\u6df1\u5ea6\u63a8\u7406\u201d\u7684\u9700\u6c42\u3002\u6709\u7528\u6237\u8d28\u7591GA\u7248\u672c\u4e0e\u9884\u89c8\u7248\u5dee\u5f02\u4ec5\u5728\u4e8e\u7a33\u5b9a\u6027\uff0c\u66f4\u9002\u5408\u4f01\u4e1a\u800c\u975e\u5c1d\u9c9c\u7684\u6781\u5ba2\u5f00\u53d1\u8005\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini 3.1 Flash-Lite \u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7ed9AI\u4ea7\u4e1a\u6d17\u724c\u2014\u2014\u5b83\u6e05\u6670\u5730\u5212\u51fa\u4e86\u4e00\u6761\u5206\u5272\u7ebf\uff1a\u5de6\u4fa7\u662f\u9ad8\u6210\u672c\u3001\u6162\u901f\u7684\u201c\u601d\u8003\u578b\u201d\u6a21\u578b\uff0c\u53f3\u4fa7\u662f\u5ec9\u4ef7\u3001\u9ad8\u901f\u7684\u201c\u6267\u884c\u578b\u201d\u6a21\u578b\u3002\u5bf9\u4e8e\u6b63\u4eceDemo\u8d70\u5411Scale\u7684AI\u5de5\u7a0b\u5e08\u800c\u8a00\uff0c\u8fd9\u65e0\u7591\u662f\u798f\u97f3\uff1a\u5206\u7c7b\u3001\u8def\u7531\u3001\u5ba1\u6838\u3001\u7ffb\u8bd1\u8fd9\u4e9b\u6240\u8c13\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\uff0c\u7ec8\u4e8e\u6709\u4e86\u4e00\u4e2a\u771f\u6b63\u7b26\u5408\u6210\u672c\u6a21\u578b\u548cSLA\u8981\u6c42\u7684\u5f15\u64ce\u3002148\u7968\u7684Product Hunt\u70ed\u5ea6\u4e0d\u7b97\u9ad8\uff0c\u4fa7\u9762\u5370\u8bc1\u4e86\u5b83\u7684\u53d7\u4f17\u5e76\u975e\u5e7f\u6cdb\u7684\u597d\u5947\u8005\uff0c\u800c\u662f\u5bf9\u201c\u6027\u80fd\u548c\u6210\u672c\u6bd4\u201d\u65a4\u65a4\u8ba1\u8f83\u7684\u786c\u6838\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\u4e24\u4e2a\u95ee\u9898\uff1a\u7b2c\u4e00\uff0cGA\u7248\u672c\u4e0ePreview\u7248\u4e4b\u95f4\u201c\u4ec5\u7a33\u5b9a\u6027\u63d0\u5347\u201d\u7684\u53cd\u9988\u66b4\u9732\u51fa\uff0c\u8c37\u6b4c\u5728\u8fed\u4ee3\u900f\u660e\u5ea6\u4e0a\u4f9d\u7136\u504f\u4fdd\u5b88\uff0c\u5f00\u53d1\u8005\u5bf9\u5176\u5728\u751f\u4ea7\u65e5\u5fd7\u4e2d\u906d\u9047\u201c\u6697\u5751\u201d\u7684\u62c5\u5fe7\u5e76\u672a\u5b8c\u5168\u6d88\u9664\u3002\u7b2c\u4e8c\uff0c\u6240\u8c13\u201c60%\u964d\u672c\u201d\u5fc5\u987b\u653e\u5728\u5bf9\u6bd4\u57fa\u51c6\u4e0b\u5ba1\u89c6\u2014\u2014\u53c2\u7167\u7269\u662f\u81ea\u5bb6\u6602\u8d35\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5982\u679c\u65e9\u8be5\u5982\u6b64\u90a3\u5c31\u4e0d\u662f\u60ca\u559c\uff0c\u800c\u662f\u8865\u8bfe\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u7ade\u4e89\u5bf9\u624b\u5982Meta\u3001Mistral\u4ee5\u7c7b\u4f3c\u67b6\u6784\u63a8\u51fa\u540c\u7b49\u89c4\u683c\u7684\u5f00\u6e90\u6a21\u578b\u65f6\uff0cFlash-Lite\u7684API\u9501\u5b9a\u7b56\u7565\u80fd\u5426\u5b88\u4f4f\u9635\u5730\uff1f\u6bd5\u7adf\uff0c\u5bf9\u6210\u672c\u654f\u611f\u7684\u56e2\u961f\u66f4\u503e\u5411\u4e8e\u4e0d\u505a\u201c\u957f\u671f\u4e91\u7ed3\u53d1\u201d\u3002\u4f46\u5b83\u786e\u5b9e\u8bc1\u660e\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u672a\u6765\u7684AI\u57fa\u5efa\uff0c\u4e0d\u518d\u6bd4\u8c01\u60f3\u5f97\u6df1\uff0c\u800c\u662f\u6bd4\u8c01\u8dd1\u5f97\u7a33\u3001\u8dd1\u5f97\u8d31\u3002Flash-Lite\u662f\u7b2c\u4e00\u4e2a\u5408\u683c\u51fa\u573a\u7684\u4eba\uff0c\u4f46\u4e0d\u4f1a\u662f\u6700\u540e\u4e00\u4e2a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gemini 3.1 Flash-Lite<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini 3.1 Flash-Lite runs tool calling, classification, translation, and multimodal processing via API on Google’s Gemini Enterprise Agent Platform. For AI engineers building high-volume, latency-sensitive agent pipelines in production.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google\u2019s most cost-efficient Gemini 3 model just hit GA, and the production numbers are worth watching. <\/p>\n<\/p>\n<p><strong>Gemini 3.1 Flash-Lite<\/strong> is Google\u2019s fastest and cheapest Gemini 3 model, built for high-volume AI workloads where latency and cost matter more than deep reasoning. <\/p>\n<\/p>\n<p>Most production AI isn\u2019t \u201cthinking.\u201d It\u2019s classification, routing, translation, moderation, and orchestration at scale. That\u2019s exactly where Flash-Lite fits.<\/p>\n<\/p>\n<p><strong>Key highlights<\/strong>:<\/p>\n<ul>\n<li>\n<p>Optimized for tool calling and agent orchestration<\/p>\n<\/li>\n<li>\n<p>Multimodal text + image support<\/p>\n<\/li>\n<li>\n<p>Sub-second p95 latency for structured tasks<\/p>\n<\/li>\n<li>\n<p>~1.8s p95 for full responses<\/p>\n<\/li>\n<li>\n<p>~99.6% success under heavy concurrent load<\/p>\n<\/li>\n<li>\n<p>Significantly lower inference costs vs reasoning-tier models<\/p>\n<\/li>\n<\/ul>\n<p>Gladly reportedly cut costs by ~60%, while OffDeal used it for real-time responses during live investment banking Zoom calls.<\/p>\n<\/p>\n<p>The bigger question: does AI infrastructure permanently split into reasoning models and execution models \u2014 and does Flash-Lite become the default execution layer?<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Spot on, Rohan! \ud83d\ude80 The cost reduction (~60%) and sub-second latency you mentioned are exactly what developers need to move from ‘cool AI demos’ to ‘scalable production apps.’<\/p>\n<p>The transition from reasoning models to execution models is where the real value lies for businesses. Thanks for breaking down the key highlights\u2014super helpful! \ud83d\udca1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Fleshlight lol<\/div>\n<div class=\"comment-actions\">\n<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\">What makes GA so different from preview access, just stability? I suppose this post is saying \u201cour model is now ready for use in production applications\u201d which i suppose is fair but not the most exciting for hackers and tinkerers like those on Product Hunt. Feel free to reply me if you feel there\u2019s something I\u2019m not seeing.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CBP2U5B52K3E2N\" class=\"app-title\">ChatGPT for Personal Finance<\/a><\/p>\n<div class=\"one-liner\">Personal finance guidance powered by ChatGPT<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">140<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChatGPT\u63a8\u51fa\u4e2a\u4eba\u91d1\u878d\u529f\u80fd\uff0c\u8ba9\u7528\u6237\u5728\u4e00\u4e2a\u5bf9\u8bdd\u754c\u9762\u5185\u5b89\u5168\u8fde\u63a5\u94f6\u884c\u8d26\u6237\uff0c\u5b9e\u65f6\u8ffd\u8e2a\u6536\u652f\u3001\u5206\u6790\u6d88\u8d39\u6a21\u5f0f\u5e76\u83b7\u53d6\u4e2a\u6027\u5316\u8d22\u52a1\u5efa\u8bae\uff0c\u89e3\u51b3\u4e2a\u4eba\u8d22\u52a1\u6570\u636e\u5206\u6563\u3001\u7ba1\u7406\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d18b6105-3a87-40b0-975f-0d8cd481478e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6477a90d-26ca-455b-a55c-1333c05d93e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d164c29c-a9c4-407f-8b4b-066f55e2a1d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/effbe56f-96e2-4440-833e-ca4e42261935.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\/613f9f8b-b0ce-4676-986d-979d5defeab2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-iCbWGHmNnQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=-iCbWGHmNnQ\" 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\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e2a\u4eba\u8d22\u52a1<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u8d26\u6237\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">OpenAI<\/span><br \/>\n <span class=\"tag\">Pro\u7528\u6237<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u8d26\u6237\u8fde\u63a5\u7684\u5b89\u5168\u6027\u4e0e\u6570\u636e\u4fdd\u7559\u653f\u7b56\uff08\u5982MCP\u534f\u8bae\u652f\u6301\uff09\u3002\u5efa\u8bae\u662f\u4ec5\u9650\u7f8e\u56fd\u4e14\u9700$200\/\u6708\uff0c\u5e0c\u671b\u5168\u7403\u63a8\u5e7f\u5e76\u652f\u6301\u591a\u56fd\u7a0e\u52a1\u89c4\u5212\u3002\u6709\u4eba\u8d28\u7591\u529f\u80fd\u662f\u5426\u771f\u5df2\u4e0a\u7ebf\uff0c\u5e76\u8ba8\u8bba\u5176\u5bf9\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u51b2\u51fb\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 OpenAI\u6b64\u4e3e\u7cbe\u51c6\u5207\u5165\u201c\u6570\u636e\u5b64\u5c9b\u201d\u8fd9\u4e00\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u7528\u6237\u901a\u5e38\u9700\u8981\u5728\u591a\u4e2a\u94f6\u884cApp\u3001\u8bb0\u8d26\u5de5\u5177\u548c\u6295\u8d44\u5e73\u53f0\u95f4\u5207\u6362\uff0c\u800cChatGPT\u901a\u8fc7\u7edf\u4e00\u5bf9\u8bdd\u754c\u9762\u63d0\u4f9b\u805a\u5408\u89c6\u56fe\uff0c\u786e\u5b9e\u964d\u4f4e\u4e86\u7ba1\u7406\u95e8\u69db\u3002\u5176\u672c\u8d28\u662f\u5c06LLM\u4ece\u201c\u901a\u7528\u804a\u5929\u201d\u5347\u7ea7\u4e3a\u201c\u79c1\u4eba\u8d22\u52a1\u52a9\u624b\u201d\uff0c\u5229\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\u5c06\u6666\u6da9\u7684\u94f6\u884c\u6d41\u6c34\u8f6c\u5316\u4e3a\u53ef\u8ffd\u95ee\u7684\u6d88\u8d39\u6d1e\u5bdf\uff0c\u8fd9\u6bd4\u4f20\u7edf\u62a5\u8868\u66f4\u76f4\u89c2\u3002\u4f46\u4ea7\u54c1\u4ef7\u503c\u9762\u4e34\u4e09\u91cd\u4e25\u5cfb\u8003\u9a8c\uff1a\u9996\u5148\u662f\u4fe1\u4efb\u6096\u8bba\u2014\u2014\u7528\u6237\u53ef\u80fd\u66f4\u613f\u610f\u628a\u5199\u4f5c\u9690\u79c1\u4ea4\u7ed9OpenAI\uff0c\u5374\u5bf9\u5171\u4eab\u94f6\u884c\u8d26\u6237\u6743\u9650\u6781\u5ea6\u654f\u611f\uff0c\u6570\u636e\u4fdd\u7559\u653f\u7b56\u3001OAuth\u4ee4\u724c\u8f6e\u6362\u3001\u4e8c\u6b21\u9a8c\u8bc1\u7b49\u7ec6\u8282\u82e5\u4e0d\u591f\u900f\u660e\uff0c\u5c06\u76f4\u63a5\u5f71\u54cd\u521d\u671f\u91c7\u7528\u7387\uff1b\u5176\u6b21\u662f\u670d\u52a1\u6df1\u5ea6\u95ee\u9898\uff0c\u76ee\u524d\u4ec5\u63d0\u4f9b\u201c\u8bfb\u6743\u9650\u201d\uff0c\u65e0\u6cd5\u4e3b\u52a8\u6267\u884c\u8f6c\u8d26\u6216\u8c03\u4f18\u6295\u8d44\u7ec4\u5408\uff0c\u5b9e\u9645\u529f\u80fd\u4ecd\u505c\u7559\u5728\u201c\u667a\u80fd\u62a5\u8868\u201d\u9636\u6bb5\uff0c\u79bb\u771f\u6b63\u7684\u201c\u8d22\u52a1\u7ba1\u5bb6\u201d\u76f8\u5dee\u751a\u8fdc\uff1b\u6700\u540e\u662f\u5730\u57df\u4e0e\u5b9a\u4ef7\u9650\u5236\uff0c\u4ec5\u7f8e\u56fdPro\u7528\u6237\u4e14\u6708\u8d39200\u7f8e\u5143\uff0c\u8fd9\u51e0\u4e4e\u6392\u9664\u4e86\u5927\u591a\u6570\u666e\u901a\u7528\u6237\uff0c\u4f7f\u5176\u66f4\u50cf\u4e00\u4e2a\u9ad8\u51c0\u503c\u4eba\u7fa4\u7684\u4ed8\u8d39\u5b9e\u9a8c\u800c\u975e\u666e\u60e0\u4ea7\u54c1\u3002\u6709\u8da3\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u6740\u6b7b\u91d1\u878d\u79d1\u6280\u516c\u53f8\u201d\u7684\u8ba8\u8bba\u63ed\u793a\u4e86\u53e6\u4e00\u79cd\u53ef\u80fd\uff1aOpenAI\u5e76\u975e\u8981\u53d6\u4ee3Mint\u6216YNAB\u7b49\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e9b\u5de5\u5177\u4e4b\u4e0a\u7684\u201c\u8d85\u7ea7\u8c03\u5ea6\u5c42\u201d\u2014\u2014\u901a\u8fc7MCP\u534f\u8bae\u8ba9AI\u76f4\u63a5\u6307\u6325\u94f6\u884cAPI\uff0c\u8feb\u4f7f\u73b0\u6709\u91d1\u878dSaaS\u5f00\u653e\u63a5\u53e3\uff0c\u4ece\u800c\u91cd\u65b0\u5b9a\u4e49\u884c\u4e1a\u6807\u51c6\u3002\u4f46\u524d\u63d0\u662f\uff0c\u7528\u6237\u5fc5\u987b\u8de8\u8d8a\u90a3\u9053\u201c\u4fe1\u4efb\u9e3f\u6c9f\u201d\u5e76\u63a5\u53d7\u4f9d\u8d56\u5355\u4e00AI\u7ba1\u7406\u6240\u6709\u8d22\u4ea7\u7684\u96c6\u4e2d\u98ce\u9669\u3002\u77ed\u671f\u770b\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662fOpenAI\u5728\u201c\u5782\u76f4\u573a\u666f+\u9ad8\u5ba2\u5355\u4ef7\u201d\u8def\u7ebf\u4e0a\u7684\u4e00\u6b21\u8bd5\u63a2\uff1b\u957f\u671f\u770b\uff0c\u5b83\u7684\u6210\u8d25\u5c06\u51b3\u5b9aAI\u80fd\u5426\u4ece\u201c\u5174\u8da3\u63a8\u8350\u201d\u8dc3\u8fc1\u81f3\u201c\u751f\u6d3b\u51b3\u7b56\u4e2d\u67a2\u201d\u3002\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5f53AI\u5f00\u59cb\u77e5\u9053\u4f60\u7684\u6bcf\u4e00\u7b14\u5496\u5561\u8d26\u5355\u548c\u623f\u8d37\u8fd8\u6b3e\u65f6\uff0c\u5b83\u5c31\u4e0d\u518d\u662f\u5355\u7eaf\u7684\u5de5\u5177\uff0c\u800c\u662f\u4e00\u79cd\u65b0\u578b\u7684\u6743\u529b\u59d4\u6258\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\">ChatGPT for Personal Finance<\/span>\n <\/div>\n<div class=\"comment-content\">A preview for Pro users: a new personal finance experience in ChatGPT. Pro users in the U.S. can securely connect financial accounts, see where their money is going, and ask questions based on the information they choose to connect. Your full financial picture, now in ChatGPT.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this handle the security of sensitive financial uploads? I like the idea of using LLMs to spot spending patterns that standard banking apps might miss. Can it export budget plans into CSV or Google Sheets?<\/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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> probably only read access for now, but yeah this will require an update for the MCP protocol <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, I am excited to hunt this \ud83d\ude80<\/p>\n<\/p>\n<p>Managing money today is messy \u2014 bank apps, subscriptions, investments, and budgeting tools are all scattered.<\/p>\n<p>ChatGPT Finances brings everything into one AI conversation. Connect your accounts, track spending, plan savings goals, review subscriptions, and get personalized financial insights based on your real financial context.<\/p>\n<\/p>\n<p>Feels like a big step toward truly personal AI-powered finance. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Connecting financial accounts directly inside ChatGPT is interesting from a data integration standpoint. Curious how they’re handling token expiry and re-auth flows on the backend. Portfolio distribution + NL queries is a good combo. Would want to know what institutions are supported before going all-in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 only available on the $200\/mo plan? Wow… Still, a needed feature. Hope it becomes global soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a digital nomad and currently planning my tax filing setup across countries. Can this help with tax planning \/ finance tracking for someone in that situation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Now we need to push all financial services to support MCPs and add re-authentication for sensitive actions to the MCP protocol.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>OpenAI has this one weird trick that users hate — when they announce a feature as launched, but they’re not.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Did they kill fintech and personal finance companies?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Inevitable move, and honestly overdue. The gap between “I have financial data” and “I understand what to do with it” is exactly where most people are stuck.<\/p>\n<p>That said, three things I’d want answered before connecting my accounts:<\/p>\n<p>What’s the data retention policy? “Securely connect” is reassuring marketing, not a technical guarantee.<\/p>\n<p>How does it handle conflicting advice \u2014 e.g., when your spending pattern contradicts what’s actually optimal for your tax situation?<\/p>\n<p>US-only for now is a significant limitation. Financial behavior and regulations vary enormously by market \u2014 what works here won’t simply port overseas.<\/p>\n<p>The real question isn’t whether this is useful. It clearly is. It’s whether people will trust OpenAI with their bank data the same way they trust them with their writing. That trust gap is the actual product challenge here.<\/p>\n<p>Worth watching closely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JA3SAYKCYVF3RO\" class=\"app-title\">Wring<\/a><\/p>\n<div class=\"one-liner\">Developer tools, one menu click away.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wring\u662f\u4e00\u6b3e\u79bb\u7ebfmacOS\u83dc\u5355\u680f\u5de5\u5177\u96c6\uff0c\u96c6\u6210\u4e8612\u79cd\u5f00\u53d1\u8005\u5e38\u7528\u529f\u80fd\uff08\u5982JWT\u89e3\u6790\u3001\u54c8\u5e0c\u3001\u6b63\u5219\u3001JSON\u683c\u5f0f\u5316\u7b49\uff09\uff0c\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u9700\u7f51\u7edc\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u4e0d\u540c\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u5728\u7ebf\u5de5\u5177\u9690\u79c1\u6cc4\u9732\u548c\u64cd\u4f5c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3219e3f5-b3c8-4220-ae87-892f8fe71174.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6378d5da-9481-4ea8-81b5-892f44133e81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88ca48b3-bbda-4892-bee4-7ff41f29f210.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b392adf-0e62-46dc-8300-991b41547b64.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6c7e972-e387-4424-be5e-6fd70d733ff1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d6b30c0-2df4-4e2b-bc6e-219b4496e2b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68570d16-9317-42a2-9e41-6b6d031f88f9.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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u83dc\u5355\u680f<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">JWT\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c8\u5e0c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6b63\u5219\u8868\u8fbe\u5f0f<\/span><br \/>\n <span class=\"tag\">JSON\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Base64<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u6233<\/span><br \/>\n <span class=\"tag\">UUID\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u76d1\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u79bb\u7ebf\u514d\u6ce8\u518c\u514d\u8ffd\u8e2a\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3aJWT\u548cUUID\u672c\u5730\u4f7f\u7528\u5f88\u6709\u7528\u3002\u6709\u7528\u6237\u8be2\u95ee\u4e0e\u591a\u79cdIDE\u7684\u96c6\u6210\u4fbf\u6377\u6027\uff0c\u4ee5\u53caAI\u65f6\u4ee3\u4e0b\u5982\u4f55\u76c8\u5229\u6216\u662f\u5426\u4ec5\u4e3a\u514d\u8d39\u8d44\u6e90\u3002\u53e6\u6709\u4e00\u5904\u5bf9\u9f20\u6807\u60ac\u505c\u6548\u679c\u7684\u8f7b\u5fae\u4f53\u9a8c\u53cd\u9988\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 Wring\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f00\u53d1\u8005\u65e5\u5e38\u5f00\u53d1\u4e2d\u5bf9\u201c\u9ad8\u9891\u8f7b\u91cf\u5de5\u5177\u201d\u7684\u9700\u6c42\u75db\u70b9\u2014\u2014\u65e0\u9700\u6253\u5f00\u6d4f\u89c8\u5668\u3001\u65e0\u9700\u767b\u5f55\u3001\u65e0\u9700\u62c5\u5fc3\u6570\u636e\u6cc4\u9732\u300212\u79cd\u5de5\u5177\u8986\u76d6\u4e86\u4eceJWT\u8c03\u8bd5\u3001\u54c8\u5e0c\u6821\u9a8c\u5230\u65f6\u95f4\u6233\u8f6c\u6362\u3001\u8d1f\u8f7d\u76d1\u63a7\u7b49\u9ad8\u9891\u573a\u666f\uff0c\u5168\u90e8\u6253\u5305\u8fdbmacOS\u83dc\u5355\u680f\uff0c\u8fd9\u4e00\u8bbe\u8ba1\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u6781\u81f4\u7684\u201c\u6548\u7387\u51cf\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u662f\u201c\u79bb\u7ebf+\u65e0\u8d26\u6237+\u65e0\u5206\u6790\u201d\u2014\u2014\u5728SaaS\u5de5\u5177\u65e5\u76ca\u81c3\u80bf\u3001\u9690\u79c1\u95ee\u9898\u9891\u53d1\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u201c\u7528\u5b8c\u5373\u8d70\u3001\u4e0d\u78b0\u6570\u636e\u201d\u7684\u672c\u5730\u5316\u65b9\u6848\uff0c\u5bf9\u6ce8\u91cd\u5b89\u5168\u4e0e\u4e13\u6ce8\u7684\u5de5\u4f5c\u6d41\u6709\u5f88\u5f3a\u5438\u5f15\u529b\u3002\u5c24\u5176\u662fJWT\u548cUUID\u751f\u6210\u8fd9\u7c7b\u6d89\u53ca\u654f\u611f\u6570\u636e\u7684\u573a\u666f\uff0c\u79bb\u7ebf\u610f\u5473\u7740\u771f\u6b63\u7684\u6570\u636e\u4e3b\u6743\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u8fb9\u754c\u4e5f\u5f88\u6e05\u6670\u3002\u7b2c\u4e00\uff0c\u5b83\u4e25\u683c\u5c40\u9650\u4e8emacOS\u751f\u6001\uff0cWindows\/Linux\u7528\u6237\u65e0\u6cd5\u53d7\u76ca\u3002\u7b2c\u4e8c\uff0c\u529f\u80fd\u867d\u591a\uff0c\u4f46\u6bcf\u4e00\u9879\u90fd\u662f\u201c\u591f\u7528\u201d\u800c\u975e\u201c\u5f3a\u5927\u201d\uff0c\u65e0\u6cd5\u66ff\u4ee3\u4e13\u4e1a\u5de5\u5177\uff08\u5982Postman\u7684JWT\u8c03\u8bd5\u3001Charles\u7684\u6293\u5305\u3001\u4e13\u4e1aIDE\u7684\u63d2\u4ef6\uff09\u3002\u7b2c\u4e09\uff0c\u90e8\u5206\u5de5\u5177\uff08\u5982Diff\u3001Load monitoring\uff09\u7684\u6df1\u5ea6\u548c\u53ef\u89c6\u5316\u80fd\u529b\u5b58\u7591\uff0c\u53ef\u80fd\u4ec5\u80fd\u6ee1\u8db3\u6d45\u5c42\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5546\u4e1a\u6a21\u5f0f\u30020\u70b9\u8d5e\u8bc4\u8bba\u4e2d\u7684\u201c\u5982\u4f55\u76c8\u5229\u201d\u800c\u975e\u201c\u662f\u5426\u4ed8\u8d39\u201d\u7684\u63d0\u95ee\uff0c\u6697\u793a\u7528\u6237\u9ed8\u8ba4\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u4ed8\u8d39\u7684\u4f18\u8d28\u5de5\u5177\u3002\u5982\u679c\u4f5c\u8005\u80fd\u6301\u7eed\u589e\u52a0\u65b0\u5de5\u5177\uff08\u5982SQL\u683c\u5f0f\u5316\u3001YAML\u9884\u89c8\u3001\u7f51\u7edc\u8bf7\u6c42\u6a21\u62df\uff09\uff0c\u540c\u65f6\u4fdd\u6301\u65e0\u7f51\u65e0\u8ffd\u8e2a\u7684\u5e72\u51c0\u4f53\u9a8c\uff0c\u672a\u6765\u5b8c\u5168\u53ef\u4ee5\u901a\u8fc7\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u6216\u201c\u4ed8\u8d39\u8ba2\u9605\u66f4\u65b0\u201d\u6a21\u5f0f\u53d8\u73b0\u3002\u4f46\u82e5\u6b62\u6b65\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u7684\u5dee\u5f02\u5316\u4f53\u9a8c\uff0c\u5219\u5f88\u5bb9\u6613\u88abIDE\u63d2\u4ef6\u751f\u6001\u6216Alfred\u8fd9\u7c7b\u81ea\u52a8\u5316\u5de5\u5177\u7684\u540c\u8d28\u529f\u80fd\u6240\u53d6\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1a\u5b83\u662fmacOS\u5f00\u53d1\u8005\u5de5\u5177\u76d8\u91cc\u201c\u5c11\u800c\u7cbe\u201d\u7684\u4e00\u628a\u745e\u58eb\u519b\u5200\uff0c\u4f46\u522b\u6307\u671b\u5b83\u80fd\u66ff\u4ee3\u4f60\u7684\u6574\u4e2a\u5de5\u5177\u7bb1\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\">Wring<\/span>\n <\/div>\n<div class=\"comment-content\">Wring is an offline macOS menu bar app with 12 developer tools for JWTs, hashes, regex, JSON, Base64, timestamps, cron, colors, UUIDs, diffs, load monitoring, andenv secrets. No account, no analytics, no network access.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it integrate with different IDEs? I juggle between a few, so I’m hoping it’s straightforward to set up. Sounds like it could save a bunch of clicks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>12 offline developer tools in a menu bar with no account or network access is exactly the right call. I’m tired of web-based tools that ping home for every decode or hash. JWT inspector and UUID generator being local is already useful. Will give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool site! i don’t like when you hover over the image under everything is a click away it turns my mouse into something weird lol. Definitely interesting i could see me as a dev maybe using this but with the AI world a lot is of course covered. I will give it a download and try!<\/p>\n<\/p>\n<p>Just wondering how do you plan to monetize from this or you don’t and just put out there as a helpful resource?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The website looks beautiful! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UIUECLWWNY5QMM\" class=\"app-title\">M5Stack PaperColor<\/a><\/p>\n<div class=\"one-liner\">4-inch color E-ink dev board with ESP32 and audio I\/O<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>M5Stack PaperColor\u662f\u4e00\u6b3e\u96c6\u62104\u82f1\u5bf8\u5f69\u8272E Ink\u5c4f\u5e55\u3001ESP32-S3\u82af\u7247\u53ca\u97f3\u9891\u8f93\u5165\u8f93\u51fa\u7684\u5f00\u53d1\u677f\uff0c\u4e13\u4e3aIoT\u6570\u5b57\u6807\u724c\u3001\u8bed\u97f3\u7ec8\u7aef\u548c\u73af\u5883\u76d1\u6d4b\u573a\u666f\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u96be\u4ee5\u4e00\u7ad9\u5f0f\u83b7\u53d6\u5f69\u8272\u58a8\u6c34\u5c4f\u4e0eESP32\u751f\u6001\u7ed3\u5408\u786c\u4ef6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e785b2e4-1516-4939-ae7c-8f2765f12e85.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=uDSGED6bOiU\"><source src=\"https:\/\/www.youtube.com\/watch?v=uDSGED6bOiU\" 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\/989724d6-dd4b-433d-9ffd-c52a50e454c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90b1db3e-6407-4c35-b657-7205b2d9739f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d37f7043-dd5e-48ff-9a69-67c2d571d358.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15f85aa7-99ce-4f50-a8d3-efc0fe96b003.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fa1277f-9b64-4708-9a29-9afbb7a7450f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/422b9057-f775-4abc-bbae-570a041b7b1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/639adfbe-0d1f-4820-91ae-16bb77343809.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/855668b7-46e3-452c-a79f-1c6e2db13fd9.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Internet of Things<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f69\u8272\u58a8\u6c34\u5c4f<\/span><br \/>\n <span class=\"tag\">ESP32\u5f00\u53d1\u677f<\/span><br \/>\n <span class=\"tag\">IoT\u5f00\u53d1\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u7eb8\u6807\u724c<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">M5Stack<\/span><br \/>\n <span class=\"tag\">Spectra 6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u786c\u4ef6\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u529f\u8017\u663e\u793a<\/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\u5f69\u8272E Ink+ESP32+\u97f3\u9891\u201d\u7684\u7f55\u89c1\u96c6\u6210\u548cSpectra 6\u9762\u677f\u7684\u9759\u6001\u8272\u5f69\u8868\u73b0\u3002\u4e3b\u8981\u8ffd\u95ee\u5237\u65b0\u7387\u662f\u5426\u9002\u5408\u83dc\u5355\u5bfc\u822a\uff1b\u540c\u65f6\u6709\u8bc4\u8bba\u6307\u51fa\u5f69\u8272\u5c4f\u53ef\u80fd\u8fdd\u80cc\u6781\u7b80\u4e13\u6ce8\u7406\u5ff5\uff0c\u5efa\u8bae\u5c06\u5176\u5b9a\u4f4d\u4e3a\u9759\u6001\u754c\u9762\u4ea4\u4e92\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n M5Stack PaperColor\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6027\u80fd\uff0c\u800c\u5728\u4e8e\u201c\u6390\u51c6\u201d\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u5b58\u5728\u7684\u7ec6\u5206\u9700\u6c42\u7f1d\u9699\uff1a\u628a\u5f69\u8272E Ink\u3001ESP32\u3001Mic\u548c\u626c\u58f0\u5668\u710a\u5728\u4e00\u5757\u677f\u4e0a\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u662f\u7406\u5de5\u7537\u7684\u73a9\u5177\u62fc\u76d8\uff0c\u4f46\u6070\u6070\u662fIoT\u539f\u578b\u5f00\u53d1\u4e2d\u6700\u6d88\u8017\u65f6\u95f4\u7684\u786c\u4ef6\u96c6\u6210\u73af\u8282\u3002\u4f60\u4e0d\u80fd\u5439\u5b83\u7b97\u529b\u5f3a\u2014\u2014ESP32-S3\u5728AI\u8fb9\u7f18\u8ba1\u7b97\u9762\u524d\u5c31\u662f\u201c\u6218\u4e94\u6e23\u201d\uff1b\u4e5f\u4e0d\u80fd\u5439\u5b83\u5237\u65b0\u5feb\u2014\u2014Spectra 6\u7684\u9759\u6001\u8272\u5f69\u56fa\u7136\u60ca\u8273\uff0c\u4f46\u52a8\u753b\u4f53\u9a8c\u4f9d\u65e7\u662f\u201cPPT\u7ea7\u201d\u7684\u3002\u5b83\u7684\u771f\u6b63\u5b9a\u4f4d\u662f\uff1a\u5f53\u4e00\u4e2a\u884c\u4e1a\u5e94\u7528\u8981\u6c42\u8d85\u4f4e\u529f\u8017\u3001\u65e5\u5149\u4e0b\u53ef\u8bfb\uff0c\u4e14\u5fc5\u987b\u663e\u793a\u5f69\u8272\u56fe\u6807\u6216\u56fe\u8868\uff0c\u8fd8\u9700\u8981\u8bed\u97f3\u63d0\u793a\u6216\u4ea4\u4e92\u65f6\uff0cPaperColor\u662f\u73b0\u6210\u7684\u901f\u6548\u6551\u5fc3\u4e38\u3002M5Stack\u518d\u6b21\u5c55\u793a\u4e86\u201c\u786c\u4ef6\u4e50\u9ad8\u201d\u7684\u751f\u610f\u7ecf\u2014\u2014\u4e0d\u8ffd\u6c42\u5168\u80fd\uff0c\u800c\u662f\u7528\u6807\u51c6\u5316\u6a21\u5757\u69a8\u5e72\u67d0\u4e2a\u5782\u76f4\u573a\u666f\u7684\u7b2c\u4e00\u6ce2\u7ea2\u5229\u3002\u5bf9\u4e8e\u60f3\u8981\u5feb\u901f\u9a8c\u8bc1\u5f69\u8272\u58a8\u6c34\u5c4f+\u8bed\u97f3\u65b9\u6848\u7684\u539f\u578b\u56e2\u961f\uff0c\u8fd9\u5757\u677f\u5b50\u503c\u56de\u7968\u4ef7\uff1b\u4f46\u82e5\u6307\u671b\u5b83\u8dd1\u52a8\u6001UI\u6216\u89c6\u9891\uff0c\u8d81\u65e9\u62e5\u62b1TFT\u5c4f\uff0c\u522b\u8ba9\u201c\u7535\u5b50\u58a8\u6c34\u201d\u7684\u7406\u5ff5\u7ed1\u67b6\u4e86\u4f7f\u7528\u573a\u666f\u7684\u771f\u5b9e\u9700\u6c42\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">M5Stack PaperColor<\/span>\n <\/div>\n<div class=\"comment-content\">PaperColor features 4-inch full-color E Ink, ESP32-S3, Wi-Fi, sensor and audio. Ideal for IoT signage, voice terminals and environmental monitoring.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>This is likely one of the most accessible developer-ready gadgets you can get that pairs a <strong>color E Ink display<\/strong> with the <strong>ESP32 ecosystem, a mic, and a speaker<\/strong>.<\/p>\n<p><strong>That combination is pretty rare.<\/strong> You can find color E Ink panels, ESP32 boards, or audio modules separately, but it is not common to see them packed into one maker-friendly dev kit. It immediately caught my attention when M5Stack shipped it.<\/p>\n<p>The Spectra 6 panel also makes a lot of sense for color Kanban and other static visual interfaces. Compared with Kaleido 3 or even Gallery 3, its static color reproduction is one of the strongest options you can choose for an E Ink screen.<\/p>\n<p>Mine is already on the way. Time to cook some interesting stuff!!<\/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>Color E-ink + ESP32 + mic + speaker in one board is genuinely interesting. I’ve used the M5Stack ecosystem before and it’s usually well-documented. The Spectra 6 panel for color static displays is a good choice \u2014 especially for IoT dashboards that don’t need to refresh constantly. Ordered one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am just thinking whether this will not be a little bit against the idea of minimalism. Many brands are manufacturing BW versions to limit distractions. Colours could be a bit distracting (but what I can say… we love colours it is better) \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Black-and-white E Ink is definitely more \u201cpure\u201d for reading text, but it can feel limited once you introduce images or UI elements.<\/p>\n<p>Color E Ink gives a better experience when you have graphics or interface elements. That said, even the fastest panels like Kaleido or the most color-accurate Spectra still can\u2019t match an electronic screen for motion, any animated content will feel a bit choppy to those used to regular displays. So it\u2019s a trade-off.<\/p>\n<p>In short, color E Ink is really best suited for interaction designs built around static frames.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a 4-inch color E-ink display paired with an ESP32 is a maker’s dream. The Spectra 6 panel is known for great saturation. What\u2019s the refresh rate like for simple UI transitions? Is it optimized primarily for static dashboards, or can it handle basic menu navigation smoothly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OSPY4AJ5R2CSW2\" class=\"app-title\">ScholarXIV<\/a><\/p>\n<div class=\"one-liner\">Next-gen Research Platform <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">29<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ScholarXIV\u662f\u4e00\u6b3e\u9762\u5411\u79d1\u7814\u4eba\u5458\u7684AI\u7814\u7a76\u5e73\u53f0\uff0c\u901a\u8fc7\u6784\u5efa\u4e2a\u4eba\u6587\u732e\u5e93\u3001AI\u6c99\u76d2\u6a21\u62df\u53ca\u201cPulse\u201d\u8de8\u6587\u732e\u7efc\u8ff0\u529f\u80fd\uff0c\u89e3\u51b3\u6587\u732e\u7ba1\u7406\u788e\u7247\u5316\u3001\u6587\u732e\u7efc\u8ff0\u8017\u65f6\u957f\u4e14\u7f3a\u4e4f\u6df1\u5ea6\u4ea4\u53c9\u5206\u6790\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/111ee7e1-2cec-4ef3-9712-4f6f0562ce7c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Zy_m1-px-fQ\"><source src=\"https:\/\/youtu.be\/Zy_m1-px-fQ\" 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\/0e4ece4d-9524-4f06-88ae-4ffff5a82be7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/577f9775-ed00-4b44-a5f6-c7b84806d865.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b2681ed-99db-43e6-998c-849b9a8ea845.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/482cb97f-16b5-478c-be16-54fd10ddf8b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f00e95f-73a0-4c29-99ff-171ef8974b99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f124b86-52f4-4ee1-b0ff-c42d593e6859.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c26e31-57eb-4e6f-ba2c-62d11f8d577a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fbe2b1b-5b87-40f6-992a-56703376d706.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7814\u7a76\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7efc\u8ff0<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bba\u6587\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u53d1\u73b0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u201c\u8de8\u8bba\u6587\u5408\u6210\u201d\u80fd\u529b\u6700\u5173\u6ce8\uff0c\u8be2\u95ee\u80fd\u5426\u4e0d\u6b62\u4e8e\u603b\u7ed3\uff0c\u66f4\u53ef\u53d1\u73b0\u77db\u76fe\u3001\u7814\u7a76\u7a7a\u767d\u4e0e\u65b0\u5174\u6a21\u5f0f\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u53ef\u901a\u8fc7\u9009\u62e9\u8bba\u6587\u5e76\u6307\u5b9a\u63d0\u95ee\uff08\u5982\u201c\u627e\u51fa\u7814\u7a76\u7a7a\u767d\u201d\uff09\u6765\u5b9e\u73b0\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3AI\u5f15\u6587\u51c6\u786e\u6027\u548c\u6765\u6e90\u53ef\u9760\u6027\uff0c\u5f00\u53d1\u56e2\u961f\u627f\u8ba4\u6b63\u5728\u4f18\u5316\uff0c\u5e76\u8bf4\u660e\u8bba\u6587\u7d22\u5f15\u81eaArxiv\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 ScholarXIV\u7684\u6784\u60f3\u6709\u8da3\uff0c\u4f4629\u5f20\u6295\u7968\u6570\u66b4\u9732\u4e86\u5176\u771f\u5b9e\u5904\u5883\uff1a\u4e00\u4e2a\u5c1a\u5728\u65e9\u671f\u3001\u9700\u8981\u4f9d\u9760\u521b\u59cb\u4eba\u4eb2\u81ea\u4e0b\u573a\u56de\u5e16\u89e3\u91ca\u529f\u80fd\u7684\u4ea7\u54c1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201cnext-gen\u201d\u5671\u5934\uff0c\u800c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u201cPulse\u201d\u529f\u80fd\u5c06\u70b9\u8d5e\/\u4e66\u7b7e\u884c\u4e3a\u8f6c\u5316\u4e3a\u4ea4\u53c9\u7814\u7a76\u6587\u7ae0\uff0c\u8fd9\u8bd5\u56fe\u89e3\u51b3\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u7814\u7a76\u8005\u201c\u770b\u8fc7\u5373\u5fd8\u201d\u7684\u75db\u70b9\uff0c\u4eba\u673a\u4ea4\u4e92\u903b\u8f91\u503c\u5f97\u80af\u5b9a\uff1b\u4e8c\u662fAI\u6c99\u76d2\u5141\u8bb8\u751f\u6210\u6587\u4ef6\u3001\u8fd0\u884c\u6a21\u62df\uff0c\u8fd9\u8df3\u51fa\u4e86\u4f20\u7edf\u6587\u732e\u7ba1\u7406\u5de5\u5177\u7684\u6846\u67b6\uff0c\u5411\u201c\u7814\u7a76\u8ba1\u7b97\u5e73\u53f0\u201d\u8bd5\u63a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7528\u6237\u95ee\u5230\u7684\u201c\u5f15\u6587\u51c6\u786e\u6027\u201d\u548c\u201c\u6765\u6e90\u53ef\u9760\u6027\u201d\u6070\u6070\u662fAI\u5de5\u5177\u5728\u5b66\u672f\u573a\u666f\u7684\u547d\u95e8\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u201c\u6b63\u5728\u52aa\u529b\u201d\uff0c\u4f46\u5f53\u524d\u53ea\u7d22\u5f15Arxiv\uff0c\u610f\u5473\u7740\u5927\u91cf\u4ed8\u8d39\u5899\u540e\u7684\u9ad8\u5f15\u8bba\u6587\u548c\u9886\u57df\u5185\u6743\u5a01\u671f\u520a\u88ab\u6392\u9664\u5728\u5916\uff0c\u8fd9\u4f1a\u4e25\u91cd\u9650\u5236\u5176\u5b9e\u9645\u4f7f\u7528\u573a\u666f\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u8de8\u8bba\u6587\u5206\u6790\u4f9d\u8d56AI\u7684\u7406\u89e3\u529b\uff0c\u82e5\u57fa\u7840\u5927\u6a21\u578b\u5bf9\u4e13\u4e1a\u672f\u8bed\u548c\u63a8\u7406\u903b\u8f91\u628a\u63e1\u5931\u51c6\uff0c\u201c\u53d1\u73b0\u7814\u7a76\u7a7a\u767d\u201d\u6781\u6613\u6ca6\u4e3a\u9ad8\u7ea7\u5173\u952e\u8bcd\u5339\u914d\uff0c\u5e26\u6765\u8bef\u5bfc\u6027\u7ed3\u8bba\u3002\n <\/p>\n<p class=\"ai-content\">\n ScholarXIV\u66f4\u50cf\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684MVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\u539f\u578b\u3002\u5b83\u806a\u660e\u5730\u9009\u62e9\u4e86\u75db\u70b9\u6700\u76f4\u89c2\u3001\u6280\u672f\u95e8\u69db\u76f8\u5bf9\u53ef\u63a7\u7684\u6587\u732e\u7efc\u8ff0\u73af\u8282\u5207\u5165\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u6539\u53d8\u7814\u7a76\u8303\u5f0f\u5c1a\u6709\u8ddd\u79bb\u3002\u672a\u6765\u6210\u8d25\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u80fd\u5426\u5feb\u901f\u63a5\u5165\u66f4\u5e7f\u6cdb\u7684\u6743\u5a01\u8bba\u6587\u6e90\uff08\u5982PubMed\u3001IEEE\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u5728AI\u5206\u6790\u7684\u4e25\u8c28\u6027\u4e0a\u8dd1\u901a\u4e25\u683c\u7684\u5b66\u672f\u9a8c\u8bc1\u6d41\u7a0b\uff0c\u800c\u4e0d\u662f\u9760\u7528\u6237\u201c\u81ea\u5df1\u9009\u8bba\u6587\u3001\u81ea\u5df1\u95ee\u95ee\u9898\u201d\u5c06\u8d23\u4efb\u63a8\u7ed9\u7528\u6237\u3002\u5426\u5219\uff0c\u5b83\u4e0d\u8fc7\u662f\u53c8\u4e00\u4e2aAI\u6587\u6863\u6458\u8981\u5de5\u5177\uff0c\u800c\u975e\u7814\u7a76\u5e73\u53f0\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\">ScholarXIV<\/span>\n <\/div>\n<div class=\"comment-content\">ScholarXIV is a next-gen research platform that comes with a set of powerful tools and features to make research a very insightful and an in-depth experience. You can build your own research library, do literature reviews, run simulations in the sandbox, generate files, and even has a proactive feature called Pulse where your recently liked and bookmarked papers are converted into a quick and cross-research article to save you time. Checkout ScholarXIV for more features!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Introducing ScholarXIV (<a href=\"https:\/\/scholarxiv.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/scholarxiv.com\/<\/a>)<br \/>\n\u2022 <a href=\"https:\/\/youtu.be\/Zy_m1-px-fQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/Zy_m1-px-fQ<\/a><\/p>\n<p>For a long time research has been scattered, lacked powerful tools and had bad user experience. That ends today!<\/p>\n<p>ScholarXIV is a next-gen research platform that comes with a set of powerful tools and features to make research a very insightful and an in-depth experience. ScholarXIV let’s you build your own research library, curate papers and share them. It also let’s users like, bookmark and comment on each and every paper. <\/p>\n<p>But the most powerful feature is the AI research with sandboxes. This bring a whole new aspect of conducting research. The sandboxes let you generate files, run simulations and so much more. ScholarXIV also has a proactive feature called Pulse. In Pulse your recently liked and bookmarked papers are converted into a quick and cross-research article to save you time. <\/p>\n<p>Checkout <a href=\"https:\/\/ScholarXIV.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ScholarXIV.com<\/a> for many more epic features like advanced search, paper selection, content analysis and much more.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dagmawibabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dagmawibabi<\/a> Hey, congrats on the launch! how you\u2019re thinking about cross-paper synthesis \u2014 does it mostly summarize bookmarked papers, or does it also surface contradictions, gaps, and emerging patterns across them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@romejerome You can select any paper and you can ask whatever comparison you like. For example for literature reviews you can specifically ask it to find u research gaps and it will parse through so many papers and tell u<\/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 academia FOMO is a real thing. I may have to do research papers for fun<\/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>This honestly looks super helpful for researchers and students who spend half their time managing papers instead of actually researching \ud83d\ude2d<\/p>\n<\/p>\n<p>One thing I\u2019m curious about, how do you handle citation accuracy and source reliability with the AI features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@shiv_clearecho detecting reliability of papers is a new thing we’re working on. but all these papers are indexed from Arxiv and doing cross research helps a lot<\/div>\n<div class=\"comment-actions\">\n<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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/27J5KZIFCPA4L4\" class=\"app-title\">Nextish News<\/a><\/p>\n<div class=\"one-liner\">Make the AI news cycle slightly more ridiculous.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u5c06\u56e2\u961f\u5185\u90e8\u6897\u6216\u79d1\u6280\u5708\u69fd\u70b9\u4e00\u952e\u751f\u6210\u6807\u9898\u3001\u526f\u6807\u9898\u3001\u7ae0\u8282\u9f50\u5168\u7684\u5047\u65b0\u95fb\u6587\u7ae0\uff0c\u5e76\u751f\u6210\u53ef\u5206\u4eab\u94fe\u63a5\uff0c\u4e13\u4f9b\u7fa4\u804a\u548cSlack\u91cc\u8c03\u4f83\u8fc7\u5ea6\u4e25\u8083\u7684\u878d\u8d44\u62a5\u9053\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6ddce00-b828-49a8-8c57-5548e0890777.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75eb9b3e-3e5c-466e-912b-ec8cae0d37c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72449e3c-7e73-44d3-baaf-f5f5eb72475b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad3210f2-31ae-4ab0-a5fe-e820e67e8220.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/025dc210-f1d9-4248-8aa4-09557a3f2ae1.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\">Funny<\/span><br \/>\n <span class=\"tag\">News<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65b0\u95fb\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbd\u523a\u65b0\u95fb<\/span><br \/>\n <span class=\"tag\">\u7fa4\u804a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6076\u641e<\/span><br \/>\n <span class=\"tag\">\u5e7d\u9ed8\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u865a\u6784\u6587\u7ae0<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u5708\u5410\u69fd<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5468\u672b\u9879\u76ee<\/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>\u5f00\u53d1\u8005\u8868\u793a\u8fd9\u662f\u5468\u672b\u9879\u76ee\uff0c\u8bde\u4e8eAI\u65b0\u95fb\u65e5\u76ca\u8352\u8bde\u7684\u89c2\u5bdf\uff1b\u7528\u6237@nslab \u7528\u201cAI Predicts End of AI, Announces Retirement\u201d\u6d4b\u8bd5\uff0c\u8868\u793a\u73a9\u5f97\u5f88\u5f00\u5fc3\uff0c\u53cd\u9988\u96c6\u4e2d\u5728\u751f\u6210\u6548\u679c\u548c\u8da3\u5473\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 Nextish News\u768413\u7968\u548c\u5355\u6761\u6709\u6548\u8bc4\u8bba\u63ed\u793a\u4e86\u4e00\u4e2a\u51b7\u5cfb\u73b0\u5b9e\uff1a\u5728AI\u751f\u6210\u5185\u5bb9\u6cdb\u6ee5\u7684\u4eca\u5929\uff0c\u505a\u201c\u5047\u65b0\u95fb\u201d\u7684\u95e8\u69db\u5df2\u7ecf\u4f4e\u5230\u4ee4\u4eba\u53d1\u6307\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u6280\u672f\u5b9e\u73b0\u2014\u2014\u7528\u5927\u6a21\u578b\u5957\u4e2a\u6a21\u677f\u6839\u672c\u4e0d\u662f\u58c1\u5792\uff0c\u800c\u5728\u201c\u8bbd\u523a\u5c3a\u5ea6\u201d\u7684\u62ff\u634f\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u573a\u666f\uff1a\u79d1\u6280\u5708\u81ea\u6211\u8c03\u4f83\u3002\u5f53\u771f\u6b63\u65b0\u95fb\u8d8a\u6765\u8d8a\u50cf\u6bb5\u5b50\uff0c\u6bb5\u5b50\u53cd\u800c\u6210\u4e86\u6700\u597d\u7684\u89e3\u836f\u3002\u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\uff1a\u5982\u4f55\u9632\u6b62\u5047\u65b0\u95fb\u88ab\u8bef\u4f20\u4e3a\u771f\uff1f\u5f00\u53d1\u8005\u7528\u201cNextish\u54c1\u724c\u6807\u8bc6\u201d\u201c\u53d1\u5e03\u524d\u79c1\u6709\u201d\u548c\u201c\u516c\u5f00\u9875\u6ce8\u660e\u8bbd\u523a\u201d\u505a\u4e86\u9694\u79bb\uff0c\u4f46\u8fd9\u5957\u673a\u5236\u5728\u7fa4\u804a\u4f20\u64ad\u4e2d\u6781\u6613\u5931\u6548\u2014\u2014\u6ca1\u4eba\u4f1a\u7559\u610f\u89d2\u843d\u91cc\u7684\u514d\u8d23\u58f0\u660e\u3002\u53e6\u5916\uff0c\u5355\u4e00\u201c\u751f\u6210-\u5206\u4eab\u201d\u6d41\u7a0b\u8fc7\u4e8e\u5355\u8584\uff0c\u7f3a\u5c11\u793e\u7fa4\u53cd\u9988\u548c\u6a21\u56e0\u6f14\u5316\u80fd\u529b\uff0c\u7528\u6237\u73a9\u4e09\u6b21\u5c31\u4f1a\u817b\u3002\u771f\u6b63\u7684\u5546\u4e1a\u610f\u4e49\u6216\u8bb8\u4e0d\u5728\u5de5\u5177\u672c\u8eab\uff0c\u800c\u662f\u9a8c\u8bc1\u4e86\u201c\u79d1\u6280\u5708\u7684\u81ea\u5632\u6c38\u4e0d\u8fc7\u65f6\u201d\u8fd9\u4e00\u6587\u5316\u9700\u6c42\u3002\u5982\u679c\u5b83\u60f3\u6d3b\u4e0b\u53bb\uff0c\u8981\u4e48\u6210\u4e3aSlack\/\u5fae\u4fe1\u7fa4\u91cc\u7684\u75c5\u6bd2\u5f0f\u6076\u641e\u673a\u5668\u4eba\uff0c\u8981\u4e48\u8f6c\u578b\u4e3a\u8bbd\u523aAI\u65b0\u95fb\u7684UGC\u793e\u533a\u2014\u2014\u800c\u4e0d\u662f\u53c8\u4e00\u4e2a\u65e0\u4eba\u95ee\u6d25\u7684\u94fe\u63a5\u751f\u6210\u5668\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\">Nextish News<\/span>\n <\/div>\n<div class=\"comment-content\">Nextish News turns your tech-world premise into a polished faux article with a headline, subtitle, sections, and a shareable public link. Built for group chats, Slack channels, and coworkers who read way too much funding news.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Nextish News as a weekend side project after seeing the AI and tech news cycle get more surreal every week.<\/p>\n<p>The idea is simple: give it a topic or inside joke, and it turns that into a faux tech news article you can share with friends, coworkers, or the group chat. It\u2019s meant to make people pause for half a second, laugh, and then realize it\u2019s satire.<\/p>\n<p>A big part of the build was making sure it felt fun without trying to impersonate real journalism. So articles use their own Nextish branding, stay private until you publish, and are framed as satire on the public page.<\/p>\n<p>The project evolved from \u201cgenerate a fake headline\u201d into a fuller article flow: draft, choose or upload an image, improve the piece with plain-English notes, then publish a shareable link.<\/p>\n<p>Would love to hear what fake tech headlines people make with it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nslab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nslab<\/a> <a href=\"https:\/\/www.nextish.news\/articles\/ai-predicts-end-of-ai-announces-retirement-usl20f\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Predicts End of AI, Announces Retirement<\/a> – there you go, had fun doing 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<\/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\/QGRVZIUZNRIHBE\" class=\"app-title\">Burn After<\/a><\/p>\n<div class=\"one-liner\">Single-use file links that disappear after opening<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Burn After \u63d0\u4f9b\u9605\u540e\u5373\u711a\u7684\u5355\u6b21\u4f7f\u7528\u6587\u4ef6\u94fe\u63a5\uff0c\u89e3\u51b3\u7528\u6237\u53d1\u9001\u7a0e\u52a1\u6587\u4ef6\u3001\u8eab\u4efd\u8bc1\u3001\u5408\u540c\u7b49\u654f\u611f\u4fe1\u606f\u65f6\uff0c\u62c5\u5fc3\u6587\u4ef6\u957f\u671f\u6ede\u7559\u4ed6\u4eba\u6536\u4ef6\u7bb1\u6216\u670d\u52a1\u5668\u4e2d\u7684\u9690\u79c1\u5b89\u5168\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c71f03e-272d-484c-a786-5db1f468e1f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fcf59cf-4b65-4ec8-8929-222b00366dfb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/affaacfd-2c79-4d6f-bf6e-90dc24d4add4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8473e83b-f2a5-4cb9-af7d-7068404f2349.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\">Email<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u5b89\u5168\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u9605\u540e\u5373\u711a<\/span><br \/>\n <span class=\"tag\">\u5355\u6b21\u94fe\u63a5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u654f\u611f\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e0b\u8f7d<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237\u63a5\u6536<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5220\u9664<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u8fc7\u671f<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\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\u8ba4\u53ef\u65e0\u9700\u6536\u4ef6\u4eba\u8d26\u53f7\u7684\u8bbe\u8ba1\uff0c\u5e76\u8be2\u95ee\u4e0b\u8f7d\u4e2d\u65ad\u540e\u94fe\u63a5\u662f\u5426\u53ef\u91cd\u8bd5\uff08\u5f53\u524d\u4e0d\u53ef\u91cd\u8bd5\uff0c\u5b89\u5168\u4f18\u5148\uff09\u3002\u6709\u7528\u6237\u5173\u5fc3\u670d\u52a1\u5668\u7aef\u5220\u9664\u662f\u5426\u53ef\u9a8c\u8bc1\uff08\u5f53\u524d\u65e0\u52a0\u5bc6\u9a8c\u8bc1\uff0c\u4f46\u63d0\u4f9b\u72b6\u6001\u53ef\u89c1\uff09\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u672a\u6253\u5f00\u94fe\u63a5\u7684TTL\u8bbe\u7f6e\uff08\u5df2\u652f\u6301\u81ea\u5b9a\u4e49\u8fc7\u671f\u65f6\u95f4\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Burn After \u5207\u4e2d\u4e86\u6570\u5b57\u65f6\u4ee3\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u654f\u611f\u6587\u4ef6\u7684\u65e0\u75d5\u4f20\u8f93\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u4e00\u6b21\u6027\u201d\u539f\u5219\u7684\u6781\u81f4\u6267\u884c\u2014\u2014\u65e0\u9700\u6536\u4ef6\u4eba\u6ce8\u518c\uff0c\u94fe\u63a5\u6253\u5f00\u5373\u9500\u6bc1\uff0c\u4ece\u8bbe\u8ba1\u4e0a\u907f\u514d\u4e86\u4f20\u7edf\u9644\u4ef6\u6216\u4e91\u76d8\u94fe\u63a5\u957f\u671f\u66b4\u9732\u7684\u98ce\u9669\u3002\u8fd9\u89e3\u51b3\u4e86\u90ae\u4ef6\u548c\u7f51\u76d8\u90fd\u96be\u4ee5\u5904\u7406\u7684\u201c\u64a4\u56de\u9057\u5fd8\u201d\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u7684\u77ed\u677f\u4e5f\u5f88\u660e\u663e\u3002\u5176\u4e00\uff0c\u5bf9\u4e2d\u9014\u4e2d\u65ad\u4e0b\u8f7d\u7684\u5904\u7406\u8fc7\u4e8e\u6fc0\u8fdb\uff0c\u5b89\u5168\u4f18\u5148\u7684\u8bbe\u8ba1\u727a\u7272\u4e86\u7528\u6237\u4f53\u9a8c\uff0c\u8fd9\u5728\u6587\u4ef6\u8f83\u5927\u6216\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u573a\u666f\u4e0b\u53ef\u80fd\u9020\u6210\u56f0\u6270\u3002\u5176\u4e8c\uff0c\u670d\u52a1\u5668\u7aef\u5220\u9664\u7f3a\u4e4f\u52a0\u5bc6\u9a8c\u8bc1\uff0c\u4e3b\u8981\u4f9d\u8d56\u201c\u4fe1\u4efb\u201d\u800c\u975e\u201c\u5bc6\u7801\u5b66\u8bc1\u660e\u201d\uff0c\u5bf9\u4e8e\u6700\u9ad8\u5b89\u5168\u9700\u6c42\u7684\u7528\u6237\uff08\u5982\u5f8b\u5e08\u3001\u5ba1\u8ba1\u4eba\u5458\uff09\u6765\u8bf4\uff0c\u8fd9\u8fd8\u4e0d\u591f\u3002\u5f00\u53d1\u8005\u5728\u56de\u590d\u4e2d\u4e5f\u627f\u8ba4\u4e86\u8fd9\u4e00\u70b9\uff0c\u5e76\u63d0\u5230\u672a\u6765\u53ef\u80fd\u5f15\u5165\u96f6\u77e5\u8bc6\u6216\u5ba2\u6237\u7aef\u52a0\u5bc6\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u4ea7\u54c1\u5c06\u4ece\u201c\u8f7b\u91cf\u5de5\u5177\u201d\u8f6c\u5411\u201c\u91cd\u5b89\u5168\u57fa\u5efa\u201d\uff0c\u6280\u672f\u95e8\u69db\u548c\u6210\u672c\u90fd\u4f1a\u9661\u589e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c12\u4e2a\u70b9\u8d5e\u53ca\u96f6\u661f\u7528\u6237\u4e92\u52a8\u53cd\u6620\u51fa\u4ea7\u54c1\u5904\u5728\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\u3002\u5b83\u9700\u8981\u89e3\u51b3\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5982\u4f55\u8ba9\u7528\u6237\u4ece\u201c\u7528\u5b8c\u5373\u8d70\u201d\u7684\u6a21\u5f0f\u4e2d\u613f\u610f\u4ed8\u8d39\uff0c\u4ee5\u53ca\u5982\u4f55\u5efa\u7acb\u6bd4\u7ade\u4e89\u5bf9\u624b\uff08\u5982Firefox Send\u5df2\u5173\u95ed\uff0c\u6216\u5404\u7c7b\u52a0\u5bc6\u6587\u4ef6\u4f20\u8f93\u670d\u52a1\uff09\u66f4\u5dee\u5f02\u5316\u7684\u4fe1\u4efb\u58c1\u5792\u3002\u5982\u679c\u4e0d\u80fd\u5c3d\u5feb\u5b9e\u73b0\u53ef\u9a8c\u8bc1\u7684\u5220\u9664\u6216\u7aef\u5230\u7aef\u52a0\u5bc6\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u505c\u7559\u5728\u201c\u5c0f\u5de5\u5177\u201d\u7ea7\u522b\uff0c\u96be\u4ee5\u6210\u4e3a\u4f01\u4e1a\u548c\u4e13\u4e1a\u573a\u666f\u7684\u5fc5\u9009\u65b9\u6848\u3002\u7b80\u6d01\u662f\u7f8e\u5fb7\uff0c\u4f46\u4ea7\u54c1\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u7b80\u5355\uff0c\u800c\u4e14\u5b89\u5168\u5f97\u65e0\u53ef\u6311\u5254\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\">Burn After<\/span>\n <\/div>\n<div class=\"comment-content\">Burn After lets you send sensitive files using single-use links that expire after first access. No recipient account required. Useful for tax documents, IDs, contracts, PDFs, or anything you\u2019d rather not leave sitting in someone\u2019s inbox forever. Upload a file, share the link, and once it\u2019s opened, the link expires and the file is removed shortly after.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Burn After because sometimes you need to send sensitive documents… but you don’t want the file sitting around in someone’s inbox forever.<\/p>\n<p>Burn After creates single-use links that expire after first access, then removes the file shortly after.<\/p>\n<p>Stop emailing sensitive documents. Send files that burn after opening.<\/p>\n<p>Useful for:<br \/>\n\u2022 tax documents<br \/>\n\u2022 IDs and forms<br \/>\n\u2022 contracts<br \/>\n\u2022 sensitive PDFs<br \/>\n\u2022 anything you\u2019d rather not leave sitting in an inbox forever<\/p>\n<p>No account required for the recipient. Just a link that works once.<\/p>\n<p>Would love feedback \ud83d\ude4f<\/p>\n<p>burnafter.to<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have a quick question, <a href=\"https:\/\/www.producthunt.com\/@ezrafree\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ezrafree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ezrafree<\/a>. For the single-use links, what happens if the download gets interrupted mid-transfer? Does the link still expire, or can the user retry safely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Great question. The honest answer is: today Burn After is security-first, not retry-friendly.<\/p>\n<p>The link is marked as used when the download is initiated, before redirecting to the short-lived file URL. So if the transfer is interrupted after that point, the original single-use link is already burned and can\u2019t be retried.<\/p>\n<p>That tradeoff is intentional for now: for sensitive files, I\u2019d rather avoid leaving a link reusable after access has begun, even if that makes interrupted downloads less forgiving.<\/p>\n<p>That said, I do think there may be room for a safer middle ground later, something like a very short in-progress window or confirmation-based burn flow. Still thinking through that balance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 problem is real and underserved. One question, what happens on the server side between upload and the link being opened, is the deletion verifiable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Great question.<\/p>\n<p>Today, files are stored in a private S3 bucket and deleted server-side after first access or expiration. Once a link is opened, access is immediately revoked and the file is deleted shortly after.<\/p>\n<p>The sender can also see file status in the UI, including when deletion has completed. That said, deletion is <strong>not independently cryptographically verifiable<\/strong> in v1. Today, trust comes from the system design and visibility into the file lifecycle rather than cryptographic proof.<\/p>\n<p>Longer term, I\u2019m interested in stronger guarantees, potentially including client-side encryption \/ zero-knowledge approaches where the server never has usable access to the file contents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Single-use expiring file links is a clean and simple idea. No account required for the recipient is the right call \u2014 adds friction kills adoption. I’ve needed something like this for sending credentials and signed contracts. Curious if there’s a TTL option for links that are never opened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asim_saeed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_saeed1<\/a> Appreciate this, Asim. And good news: this actually already exists \ud83d\ude04<\/p>\n<p>When creating a link, you choose an expiration time (24 hours by default). If the file is never downloaded before that expiration, the link stops working and the file is automatically deleted.<\/p>\n<p>Recipient friction was definitely something I wanted to minimize, which is why there\u2019s no account required on the receiving side.<\/p>\n<p>Really appreciate the feedback though. Credentials and signed contracts are exactly the sort of use cases I had in mind when building Burn After.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MNH6KOCT4T522Q\" class=\"app-title\">Grok Build<\/a><\/p>\n<div class=\"one-liner\">Agentic CLI for coding, building, and workflow automation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok Build \u662f\u4e00\u6b3e\u5728\u7ec8\u7aef\u5185\u8fd0\u884c\u7684\u667a\u80fd\u7f16\u7801\u4e0e\u81ea\u52a8\u5316\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u901a\u8fc7\u8ba1\u5212\u3001\u62c6\u89e3\u4efb\u52a1\u5e76\u59d4\u6d3e\u7ed9\u5e76\u884c\u5b50\u667a\u80fd\u4f53\u6267\u884c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5904\u7406\u590d\u6742\u591a\u6587\u4ef6\u9879\u76ee\u65f6\uff0c\u56e0\u5355\u7ebf\u7a0b\u64cd\u4f5c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0e\u5ba1\u6279\u65ad\u5c42\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c128581-8adb-42fc-bf44-7fd9225cee4e.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\/e1351e1f-ee48-4f64-9360-2f2b948db93f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/925615df-ecea-4fc5-87cc-99dec4543ee0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c2c826e-7a40-4822-a1b6-aafb05a75b2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e9cc98-aabe-426e-98c4-b18402b42dc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acb7cd88-2dd7-4773-9d03-b09adecffa0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58ba0a51-34e0-4832-8592-9d57fac4fc53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ec8\u7aefCLI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u5b50\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8ba1\u5212\u5ba1\u6279\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">Git\u5de5\u4f5c\u6811\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u6d4b\u8bd5\u7248<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u5e76\u884c\u5b50\u667a\u80fd\u4f53\u7684\u67b6\u6784\u521b\u65b0\uff0c\u8ba4\u4e3a\u5b83\u8131\u79bb\u4e86IDE\u4fa7\u8fb9\u680f\u7684\u5c40\u9650\u3002\u4f46\u660e\u786e\u6307\u51fa\u76ee\u524d\u4ec5\u9650SuperGrok Heavy\u8ba2\u9605\u8005\uff08299\u7f8e\u5143\/\u6708\uff09\u4f7f\u7528\uff0c\u95e8\u69db\u6781\u9ad8\uff0c\u4e14\u662f\u65e9\u671f\u6d4b\u8bd5\u7248\uff0c\u53d7\u4f17\u9762\u7a84\uff0c\u671f\u5f85\u672a\u6765\u8bbf\u95ee\u6a21\u5f0f\u653e\u5bbd\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 Grok Build \u662fxAI\u5411\u201c\u5de5\u5177\u5373\u667a\u80fd\u4f53\u201d\u65b9\u5411\u7684\u4e00\u6b21\u7ed3\u6784\u6027\u8d4c\u6ce8\uff0c\u800c\u975e\u5bf9\u73b0\u6709Copilot\u4eec\u7684\u5c0f\u4fee\u5c0f\u8865\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5e2e\u4f60\u5199\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5e2e\u4f60\u7ba1\u7406\u5199\u4ee3\u7801\u7684\u6d41\u7a0b\u201d\u3002\u5f53\u5927\u591a\u6570AI\u7f16\u7801\u5de5\u5177\u8fd8\u5728IDE\u91cc\u626e\u6f14\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u81ea\u52a8\u8865\u5168\u5668\u65f6\uff0cGrok Build\u9009\u62e9\u9000\u56de\u5230\u7ec8\u7aef\u2014\u2014\u8fd9\u4e2a\u6240\u6709\u81ea\u52a8\u5316\u811a\u672c\u7684\u6bcd\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5e76\u884c\u5b50\u667a\u80fd\u4f53+\u72ec\u7acbGit\u5de5\u4f5c\u6811\u7684\u67b6\u6784\uff0c\u786e\u5b9e\u5728\u7406\u8bba\u4e0a\u89e3\u51b3\u4e86\u5927\u578b\u91cd\u6784\u6216\u8de8\u6587\u4ef6\u4fee\u6539\u65f6\u7684\u201c\u74f6\u9888\u6548\u5e94\u201d\uff1a\u5c06\u4efb\u52a1\u5206\u89e3\u3001\u8def\u5f84\u9694\u79bb\u3001\u5ba1\u6279\u786e\u8ba4\u8fd9\u4e09\u4e2a\u73af\u8282\u786c\u6027\u5206\u79bb\uff0c\u8ba9AI\u4ece\u201c\u72ec\u594f\u5bb6\u201d\u53d8\u6210\u4e86\u201c\u9879\u76ee\u7ecf\u7406\u201d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5bf9\u4e8e\u5904\u7406\u590d\u6742\u3001\u9ad8\u98ce\u9669\u3001\u6d89\u53ca\u591a\u6a21\u5757\u534f\u4f5c\u7684\u4ee3\u7801\u5e93\u56e2\u961f\u800c\u8a00\uff0c\u6bd4\u4efb\u4f55\u804a\u5929\u5f0f\u8865\u5168\u5de5\u5177\u90fd\u66f4\u8d34\u8fd1\u5de5\u4e1a\u5316\u751f\u4ea7\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u73b0\u5b9e\u5f88\u9aa8\u611f\u300211\u4e2a\u6295\u7968\u548c\u6781\u4f4e\u7684\u793e\u533a\u70ed\u5ea6\u5df2\u7ecf\u7ed9\u51fa\u4e86\u5e02\u573a\u53cd\u9988\uff1a\u4e00\u4e2a299\u7f8e\u5143\/\u6708\u7684\u65e9\u671fBeta\u7ec8\u7aef\u5de5\u5177\uff0c\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u5f00\u53d1\u8005\u6765\u8bf4\u662f\u66f2\u9ad8\u548c\u5be1\u3002\u8fd9\u4e2a\u4ef7\u683c\u8fc7\u6ee4\u6389\u4e86\u6700\u6d3b\u8dc3\u7684\u5c1d\u9c9c\u8005\u548c\u5f00\u6e90\u8d21\u732e\u8005\uff0c\u4f7fGrok Build\u5728\u73b0\u9636\u6bb5\u66f4\u50cf\u662fxAI\u4e3a\u9ad8\u51c0\u503c\u7528\u6237\u6253\u9020\u7684\u201c\u6837\u677f\u95f4\u201d\uff0c\u800c\u975e\u9762\u5411\u5927\u4f17\u7684\u751f\u4ea7\u529b\u6b66\u5668\u3002\u540c\u65f6\uff0c\u8be5\u5de5\u5177\u9ed8\u8ba4\u7528\u6237\u719f\u6089Git\u5de5\u4f5c\u6d41\u3001CLI\u64cd\u4f5c\u548c\u590d\u6742\u7684\u914d\u7f6e\uff08\u5982MCP\u670d\u52a1\u5668\uff09\uff0c\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced\uff0c\u8fd9\u4e0e\u5f53\u4eca\u4e3b\u6d41AI\u5de5\u5177\u8ffd\u6c42\u7684\u201c\u96f6\u95e8\u69db\u201d\u80cc\u9053\u800c\u9a70\u3002\n <\/p>\n<p class=\"ai-content\">\n Grok Build\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u9a8c\u8bc1\u4e86\u4e00\u79cd\u53ef\u80fd\u6027\uff1aAI\u4ee3\u7406\u7684\u4e0b\u4e00\u6b65\uff0c\u662f\u4ece\u8865\u5168\u4ee3\u7801\u8d70\u5411\u7f16\u6392\u4efb\u52a1\u3002xAI\u9009\u62e9\u5728\u7ec8\u7aef\u800c\u975eGUI\u53d1\u529b\uff0c\u9887\u5177\u9ed1\u5ba2\u7cbe\u795e\uff0c\u4f46\u8fd9\u628a\u5200\u662f\u5426\u950b\u5229\uff0c\u8fd8\u8981\u770b\u5b83\u80fd\u5426\u5728\u4ef7\u683c\u653e\u4e0b\u8eab\u6bb5\u540e\uff0c\u8bf4\u670d\u5f00\u53d1\u8005\u653e\u5f03\u73b0\u6709\u7684IDE\u96c6\u6210\u4e60\u60ef\uff0c\u91cd\u65b0\u5b66\u4e60\u4e00\u79cd\u201c\u6307\u6325\u5f0f\u201d\u7684\u7f16\u7a0b\u8282\u594f\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u662f\u4e00\u6b3e\u6f02\u4eae\u7684\u5b9e\u9a8c\u6027\u67b6\u6784\uff0c\u800c\u975e\u6405\u52a8\u5e02\u573a\u7684\u65b0\u9cb6\u9c7c\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\">Grok Build<\/span>\n <\/div>\n<div class=\"comment-content\">Grok Build is an agentic CLI that plans, delegates to parallel subagents, and executes coding and automation tasks from the terminal. Currently in early beta for SuperGrok Heavy subscribers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>xAI just shipped a terminal-native coding agent that runs parallel subagents, and it’s one of the more structurally interesting CLI tools in this space right now.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Grok Build is an agentic CLI from xAI for professional software engineering, app building, and workflow automation that runs directly from your terminal.<\/p>\n<\/p>\n<p>Most coding agents today operate as IDE sidecars or chat wrappers. The limitation is sequential execution and single-context operation. Grok Build takes a different architectural approach: for complex tasks, it breaks work into a plan, lets you approve or rewrite that plan step by step, then delegates execution to parallel subagents that can work in separate git worktrees simultaneously. Every change surfaces as a clean diff.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong> The parallelism is structural, not cosmetic. Subagents can split research, build, and review work across tasks concurrently rather than linearly. It also picks up your existing repo conventions, <a href=\"http:\/\/AGENTS.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AGENTS.md<\/a>, plugins, hooks, skills, and MCP servers out of the box. Headless mode (-p flag) lets you run agents inside scripts and automations, and full ACP support means you can build your own bot and agent orchestration apps on top of it.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Plan mode with step-by-step approval and full rewrite option before execution<\/p>\n<\/li>\n<li>\n<p>Parallel subagents with deep worktree integration for large tasks<\/p>\n<\/li>\n<li>\n<p>Headless mode for scripting and pipeline automation<\/p>\n<\/li>\n<li>\n<p>MCP server support and plugin marketplace<\/p>\n<\/li>\n<li>\n<p>Full ACP support for building custom bots and agent orchestration layers<\/p>\n<\/li>\n<li>\n<p>In-CLI feedback via \/feedback command<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Complex multi-file tasks broken into reviewable, approvable steps<\/p>\n<\/li>\n<li>\n<p>Parallel execution reduces time on large codebase operations<\/p>\n<\/li>\n<li>\n<p>Integrates with existing project conventions without reconfiguration<\/p>\n<\/li>\n<li>\n<p>Extensible via plugins and skills across a team<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Professional software engineers and technical operators who run complex, multi-file coding tasks and want an agent that executes from the terminal with approval checkpoints rather than a chat interface.<\/p>\n<\/p>\n<p><strong>Worth noting<\/strong>: this is early beta and currently gated to SuperGrok Heavy subscribers ($299\/month, introductory at $99\/month for six months). That’s a narrow slice of the PH audience today. But the architecture here is worth watching as the access model almost certainly broadens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/72ADW352YMVTY7\" class=\"app-title\">mysoft.ai<\/a><\/p>\n<div class=\"one-liner\">The marketplace built for AI tools, not everything<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>mysoft.ai\u662f\u4e00\u4e2a\u4e13\u4e3aAI\u5de5\u5177\u72ec\u7acb\u5f00\u53d1\u8005\u6253\u9020\u7684\u5f00\u653e\u578b\u5e02\u573a\u5e73\u53f0\uff0c\u901a\u8fc7\u4f4e\u4f63\u91d1\u3001\u65e0\u9501\u5b9a\u673a\u5236\u548c\u4e25\u683c\u5ba1\u6838\uff0c\u89e3\u51b3\u4ed6\u4eec\u5728\u73b0\u6709\u5927\u5e73\u53f0\u4e2d\u88ab\u62bd\u53d6\u9ad8\u989d\u4f63\u91d1\u3001\u9650\u5236\u5b9a\u4ef7\u6216\u906d\u62d2\u7edd\u4e0a\u67b6\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9831e6b-3a00-4fe6-b33b-86e8a0c18e72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9808b69d-d87e-41bc-a986-e0d258f2dc71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27950381-e463-4de9-b6e3-2add8bad0ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81c6d3e2-c85b-40b9-8ae6-2b52c6c106f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cae6ed39-0061-4f73-88e1-994524c9f2b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbb83f7c-3ba7-4a6d-8ad4-8a19253f45c1.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\/8b3cce43-67c4-49a9-bdfe-0a9b9b70b895.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/22c88c2d6d914da695a819636b584f9e\"><source src=\"https:\/\/www.loom.com\/share\/22c88c2d6d914da695a819636b584f9e\" 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\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4f63\u91d1\u5546\u57ce<\/span><br \/>\n <span class=\"tag\">GPT\/AI\u4ee3\u7406\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">\u5e73\u53f0\u4e2d\u7acb<\/span><br \/>\n <span class=\"tag\">\u5148\u4ee4\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u9a8c\u8bc1\u5fbd\u7ae0<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4f17\u5305\u5ba1\u6838<\/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\u5982\u4f55\u5728\u8d2d\u4e70\u524d\u9a8c\u8bc1AI\u4ee3\u7406\/\u5de5\u4f5c\u6d41\u7684\u8d28\u91cf\uff0c\u56e0\u8f93\u51fa\u53d7\u63d0\u793a\u3001\u96c6\u6210\u548c\u6570\u636e\u5f71\u54cd\uff0c\u5efa\u8bae\u63d0\u4f9b\u5b9e\u65f6\u6f14\u793a\u3001\u6c99\u76d2\u6d4b\u8bd5\u6216\u6027\u80fd\u57fa\u51c6\u3002\u53e6\u6709\u7528\u6237\u79f0\u201c\u7cbe\u9009AI\u5546\u573a\u201d\u662f\u8d8b\u52bf\uff0c\u4f46\u793e\u533a\u5174\u8da3\u4f3c\u4e4e\u4e0d\u9ad8\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 mysoft.ai\u7684\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u5207\u4e2d\u8981\u5bb3\u2014\u2014\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u5de5\u5177\u751f\u6001\u4e2d\u7684\u201c\u745e\u58eb\u201d\u3002\u5f53OpenAI\u7684GPT Store\u5c06\u5f00\u53d1\u8005\u9501\u6b7b\u5728\u81ea\u5bb6\u6a21\u578b\uff0cFiverr\u548cUpwork\u4ee510%-20%\u4f63\u91d1\u5438\u8840\uff0cAppSumo\u593a\u8d70\u5b9a\u4ef7\u6743\u65f6\uff0cmysoft\u4eae\u51fa\u201c5%\u7ec8\u8eab\u4f63\u91d1\u201d\u548c\u201c\u5e73\u53f0\u65e0\u5173\u201d\u7684\u724c\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u4f20\u7edf\u805a\u5408\u5e73\u53f0\u5229\u6da6\u94fe\u7684\u66b4\u529b\u62c6\u89e3\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u76ee\u5f55\u201d\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u5de5\u5177\u4ea4\u6613\u4e2d\u7684\u6743\u529b\u7ed3\u6784\uff1a\u5356\u5bb6\u4fdd\u7559\u81ea\u4e3b\u6743\uff0c\u4e70\u5bb6\u83b7\u5f97\u66f4\u9ad8\u6027\u4ef7\u6bd4\u7684\u72ec\u7acb\u4ea7\u54c1\uff0c\u5e73\u53f0\u53ea\u505a\u4ea4\u6613\u62a4\u822a\uff08\u5ba1\u6838\u3001\u6258\u7ba1\u3001Stripe\u652f\u4ed8\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201c\u6ca1\u6709\u5b88\u95e8\u4eba\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8d28\u91cf\u9a8c\u8bc1\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\u2014\u2014AI\u5de5\u5177\u7684\u8f93\u51fa\u9ad8\u5ea6\u4f9d\u8d56\u4f7f\u7528\u573a\u666f\uff0c\u4f20\u7edf\u7535\u5546\u7684\u201c\u8bc4\u5206+\u9000\u6b3e\u201d\u6a21\u5f0f\u5728AI\u9886\u57df\u8fd1\u4e4e\u5931\u6548\u3002\u5982\u679cmysoft\u4e0d\u80fd\u5efa\u7acb\u6709\u6548\u7684\u54c1\u63a7\u95ed\u73af\uff08\u5982\u5f3a\u5236\u6c99\u76d2\u6f14\u793a\u3001\u53ef\u590d\u73b0\u7684\u57fa\u51c6\u6d4b\u8bd5\u3001\u793e\u533a\u534f\u4f5c\u5ba1\u6838\uff09\uff0c\u5b83\u5f88\u53ef\u80fd\u91cd\u8e48\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u96c6\u5e02\u201d\u7684\u8986\u8f99\uff1a\u5927\u91cf\u65b0\u624b\u5de5\u5177\u6d8c\u5165\uff0c\u4e70\u5bb6\u4fe1\u4efb\u5d29\u584c\uff0c\u6700\u7ec8\u6ca6\u4e3a\u566a\u97f3\u5e02\u573a\u3002\u6b64\u5916\uff0c5%\u4f63\u91d1\u867d\u4f4e\uff0c\u4f4610\u4e2a\u6295\u7968\u548c\u51b7\u6e05\u7684\u793e\u533a\u5173\u6ce8\u5ea6\u6697\u793a\u4e86\u51b7\u542f\u52a8\u7684\u56f0\u5883\u2014\u2014\u6ca1\u6709\u8db3\u591f\u4e70\u5bb6\u7684\u5e02\u573a\u5bf9\u5356\u5bb6\u6beb\u65e0\u5438\u5f15\u529b\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u5b83\u771f\u6b63\u8981\u7a81\u7834\u7684\uff0c\u4e0d\u662f\u6280\u672f\u96be\u5173\uff0c\u800c\u662f\u751f\u6001\u7f51\u7edc\u7684\u201c\u9e21\u751f\u86cb\u201d\u6b7b\u7ed3\u3002\u82e5\u80fd\u5728\u51b7\u542f\u52a8\u9636\u6bb5\u4e0e\u51e0\u4e2a\u5934\u90e8AI\u72ec\u7acb\u4ea7\u54c1\u7b7e\u8ba2\u72ec\u5bb6\u4f4e\u4f63\u91d1\u534f\u8bae\uff0c\u5e76\u7387\u5148\u5f15\u5165\u4e25\u683c\u7684\u201c\u53ef\u6f14\u793a\u5316\u201d\u5ba1\u6838\u6807\u51c6\uff0cmysoft\u624d\u6709\u673a\u4f1a\u4ece\u201c\u53c8\u4e00\u4e2a\u76ee\u5f55\u201d\u8715\u53d8\u4e3a\u201cAI\u72ec\u7acb\u5f00\u53d1\u7684\u6839\u636e\u5730\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\">mysoft.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Solo AI builders have no real home. Big marketplaces lock you in. Directories don’t transact. Fiverr takes 20%. Upwork takes 10%. AppSumo controls your pricing and discounts. mysoft.ai is the platform-agnostic AI marketplace \u2014 no lock-in, no arbitrary denials, lowest commission in the market. Founding Sellers (first 100): 5% commission for life. List AI agents, workflows, GPTs, SaaS tools, and consulting. Verified badges, escrow, Stripe payouts. No gatekeepers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! Srini here, Maker of mysoft.ai.<br \/>\nI built this after watching countless solo AI builders ship great products with nowhere to sell them. The GPT Store locks you into OpenAI. AWS Marketplace is built for enterprises. Fiverr rejects half the listings.<br \/>\nmysoft.ai is the neutral ground \u2014 platform-agnostic, lowest commission, no gatekeepers.<br \/>\nWe’re launching with 17 categories and founding sellers already onboard. First 100 sellers get 5% commission for life.<br \/>\nIf you’re building AI tools, this is your marketplace. If you’re buying, this is where the best indie AI products live.<br \/>\nWould love your feedback \u2014 what categories or features would make this the go-to marketplace for you?<\/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\/@srinivas_narra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srinivas_narra<\/a> how do you verify the quality of AI agents\/workflows before purchase? Since outputs can vary a lot depending on prompts, integrations, and user data, do you plan to offer live demos, sandbox testing, or some kind of performance benchmark?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cCurated AI mall\u201d is actually the perfect way to describe where things are heading. People want simplicity, not endless searching.<\/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\/@betsy_thomas1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@betsy_thomas1<\/a> Exactly. Thats what we are striving to bring to the market.Maybe its a different type of product, which is why theres not much interest<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K63KUWRI2OY2TC\" class=\"app-title\">Selectable: OCR & Text Capture<\/a><\/p>\n<div class=\"one-liner\">Make anything selectable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Selectable \u662f\u4e00\u6b3e Mac \u5c4f\u5e55 OCR \u5de5\u5177\uff0c\u8ba9\u4f60\u901a\u8fc7\u5feb\u6377\u952e\u6846\u9009\u5c4f\u5e55\u4efb\u610f\u533a\u57df\uff08\u5305\u62ec\u56fe\u7247\u548c\u89c6\u9891\uff09\uff0c\u5373\u53ef\u5373\u65f6\u63d0\u53d6\u3001\u7ffb\u8bd1\u3001\u6717\u8bfb\u6587\u672c\uff0c\u5e76\u652f\u6301\u654f\u611f\u4fe1\u606f\u8131\u654f\uff0c\u5f7b\u5e95\u544a\u522b\u624b\u52a8\u6284\u5199\u6216\u4e0a\u4f20\u4e91\u7aef\u7684\u7e41\u7410\u6d41\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42aa1db3-8548-47cd-8ffa-e6cd32b1e39d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79e5ba1b-a646-401f-a17c-2e4334253abe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb94428e-d4fe-4636-8573-52e39ee3aced.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34bbdcfb-b248-4a49-b2b4-aa5404614e23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/557a51a3-18af-49ec-a8a8-66ec69cc7b00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf48e79-f2ab-4173-b0a9-8b93d423f569.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\/30799147-16fb-4998-a20e-70fa54f1c266.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=44oXdT0tFGM\"><source src=\"https:\/\/www.youtube.com\/watch?v=44oXdT0tFGM\" 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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55 OCR<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">Mac \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u79c1\u6709\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">Markdown \u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6717\u8bfb<\/span><br \/>\n <span class=\"tag\">\u654f\u611f\u4fe1\u606f\u8131\u654f<\/span><br \/>\n <span class=\"tag\">\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">Apple Vision<\/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\u6846\u9009\u5373\u62ff\u201d\u7684\u6d41\u7545\u4f53\u9a8c\uff0c\u5c24\u5176\u5bf9\u65e0\u9700\u4e0a\u4f20\u3001\u7eaf\u672c\u5730\u8fd0\u884c\u7ed9\u4e88\u597d\u8bc4\u3002\u6709\u4eba\u5173\u5fc3\u5bf9\u624b\u5199\u4f53\u4e0e\u4f4e\u5bf9\u6bd4\u5ea6\u6587\u5b57\u7684\u8868\u73b0\u6548\u679c\u3002\u8fd8\u6709\u5f00\u53d1\u8005\u79f0\u8d5e\u5176\u80fd\u5c06 OCR \u7ed3\u679c\u76f4\u63a5\u8f6c\u4e3a Markdown\/JSON \u8868\u683c\uff0c\u8282\u7701\u4e86\u5927\u6a21\u578b token \u8d39\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Selectable \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u5178\u578b\u7684\u5c4f\u5e55 OCR \u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u91cd\u65b0\u5b9a\u4e49\u4e86 Mac \u4e0a\u7684\u6587\u672c\u4ea4\u4e92\u8fb9\u754c\u201d\u3002\u5b83\u6ca1\u6709\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2a\u201c\u622a\u56fe\u8bc6\u5b57\u201d\u7684\u5de5\u5177\uff0c\u800c\u662f\u901a\u8fc7\u201cSmart Capture\u201d\u5c06\u7eaf\u6587\u672c\u63d0\u53d6\u5347\u7ea7\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u6355\u83b7\uff08Markdown\/JSON\uff09\uff0c\u8fd9\u76f4\u63a5\u5207\u4e2d\u4e86\u5f00\u53d1\u8005\u3001\u8bbe\u8ba1\u5e08\u548c\u91cd\u5ea6\u4fe1\u606f\u6574\u7406\u8005\u7684\u75db\u70b9\u2014\u2014\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u4e00\u5806\u5b57\u7b26\uff0c\u800c\u662f\u53ef\u590d\u7528\u3001\u80fd\u52a0\u5de5\u7684\u201c\u6570\u5b57\u7269\u6599\u201d\u3002\u5728 AI \u7f16\u7a0b\u548c\u6587\u6863\u5de5\u4f5c\u6d41\u65e5\u8d8b\u6210\u719f\u7684\u4eca\u5929\uff0c\u8fd9\u79cd\u4ece\u201c\u89c6\u89c9\u8f93\u51fa\u201d\u5230\u201c\u53ef\u7f16\u8f91\u8f93\u5165\u201d\u7684\u77ac\u95f4\u8f6c\u5316\uff0c\u6781\u5927\u7f29\u77ed\u4e86\u4fe1\u606f\u95ed\u73af\u7684\u94fe\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u8be5\u4ea7\u54c1\u8c28\u614e\u5730\u8e29\u5728\u4e86\u82f9\u679c\u751f\u6001\u7684\u4e24\u4e2a\u7ea2\u5229\u70b9\u4e0a\uff1a\u4e00\u662f Apple Vision \u548c Apple Intelligence \u7684\u672c\u5730\u7b97\u529b\uff08\u65e0\u4e91\u3001\u65e0\u8d26\u53f7\u3001\u65e0\u75d5\u8ff9\uff09\uff0c\u4e8c\u662f macOS 26 \u7684 AI \u7279\u6027\u9002\u914d\u2014\u2014\u8fd9\u79cd\u8d85\u524d\u534a\u6b65\u7684\u5b9a\u4f4d\uff0c\u65e2\u4fdd\u8bc1\u4e86\u65e7\u7cfb\u7edf\u7528\u6237\u7684\u57fa\u672c\u4f53\u9a8c\uff0c\u53c8\u4e3a\u672a\u6765\u5347\u7ea7\u57cb\u4e0b\u4e86\u4ed8\u8d39\u610f\u613f\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u63d0\u5230\u201c\u8282\u7701 token \u6210\u672c\u201d\u662f\u4e00\u4e2a\u6709\u529b\u7684\u5356\u70b9\uff0c\u56e0\u4e3a\u5f53 ChatGPT \u7b49\u5927\u6a21\u578b\u88ab\u5f53\u4f5c\u514d\u8d39 OCR \u63a5\u53e3\u4f7f\u7528\u65f6\uff0cSelectable \u6070\u597d\u586b\u8865\u4e86\u201c\u8f7b\u91cf\u3001\u5b9e\u65f6\u3001\u65e0\u9700\u7f51\u7edc\u201d\u7684\u7a7a\u7f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u4ecd\u6709\u660e\u663e\u7684\u77ed\u677f\u3002\u9996\u5148\u662f\u529f\u80fd\u8fb9\u754c\u95ee\u9898\uff1a\u624b\u5199\u4f53\u8bc6\u522b\u3001\u975e\u82f1\u6587\u5c0f\u8bed\u79cd\u51c6\u786e\u5ea6\u3001\u4f4e\u5bf9\u6bd4\u5ea6\u573a\u666f\u4e0b\u7684\u7a33\u5b9a\u6027\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u8d28\u7591\uff0c\u8fd9\u4e9b\u5f80\u5f80\u624d\u662f\u5b9e\u7528\u4e2d\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u3002\u5176\u6b21\uff0cSmart Capture \u5f3a\u7ed1\u5b9a macOS 26\uff0c\u8fd9\u610f\u5473\u7740\u5927\u591a\u6570\u73b0\u6709 Mac \u7528\u6237\u65e0\u6cd5\u4f53\u9a8c\u5176\u6838\u5fc3\u5dee\u5f02\u80fd\u529b\uff0c\u800c\u82f9\u679c\u7cfb\u7edf\u66f4\u65b0\u7684\u666e\u53ca\u901f\u5ea6\u901a\u5e38\u4ee5\u5e74\u4e3a\u5355\u4f4d\uff0c\u8fd9\u53ef\u80fd\u62d6\u6162\u4ea7\u54c1\u53e3\u7891\u722c\u5761\u3002\u6700\u540e\uff0c\u5728\u5b9a\u4ef7\u4e0a\uff0c30%\u6298\u6263\u540e\u4ecd\u5c5e\u4ed8\u8d39\u8303\u7574\uff0c\u867d\u7136\u5c0f\u800c\u7f8e\uff0c\u4f46\u8981\u8bf4\u670d\u7528\u6237\u4ece\u201c\u514d\u8d39\u66ff\u4ee3\u65b9\u6848\uff08\u5982\u622a\u56fe\u540e\u62d6\u5165 ChatGPT\uff09\u201d\u8fc1\u79fb\u8fc7\u6765\uff0c\u9700\u8981\u6301\u7eed\u5728 OCR \u51c6\u786e\u7387\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u72ec\u7279\u6027\u4e0a\u8bc1\u660e\u81ea\u5df1\u3002\u7b80\u8a00\u4e4b\uff0cSelectable \u4e0d\u662f\u9769\u547d\uff0c\u800c\u662f\u5bf9\u73b0\u6709\u788e\u7247\u5316\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u7cbe\u51c6\u201c\u964d\u7ef4\u6253\u51fb\u201d\u2014\u2014\u4f46\u5982\u679c\u5b83\u4e0d\u80fd\u6301\u7eed\u5728\u65b0\u7279\u6027\u4e0a\u8dd1\u8d62\u82f9\u679c\u81ea\u5e26\u529f\u80fd\uff0c\u672a\u6765\u6216\u8bb8\u4f1a\u88ab\u7cfb\u7edf\u7ea7\u66f4\u65b0\u6240\u8986\u76d6\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\">Selectable: OCR & Text Capture<\/span>\n <\/div>\n<div class=\"comment-content\">Capture and extract text from anywhere on your Mac\u2019s screen, including images and videos. Instantly translate (on macOS 26+), listen with TTS, and mask sensitive data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<br \/>As a designer and developer, copying text from images on my Mac was always tedious. I\u2019d either drop the image into ChatGPT and ask it to extract the text, or save the file, open it in Preview, use the text selection tool, and copy what I needed. Either way, multiple steps for something that should be instant.<\/p>\n<p>So I built Selectable.<\/p>\n<p>Press a shortcut. Drag over any region of your screen. The text is on your clipboard.<br \/>Selectable lets you capture and extract text from anywhere on your Mac\u2019s screen, including images and videos. From the same selection, you can instantly translate (on macOS 26+), listen with TTS, or mask sensitive data before sharing. Runs entirely on-device using Apple Vision. No cloud, no analytics, no account.<\/p>\n<p><strong>What\u2019s new in v2.1: Smart Capture<\/strong><br \/>Plain OCR gives you text. Smart Capture gives you structure.<br \/>Drag over a table on a webpage and Selectable returns a clean Markdown table. Drag over a nested list and it keeps the indentation. Drag over mixed content and the headings, lists, and paragraphs all stay where they should. Pick Markdown or JSON. Powered by Apple Intelligence, on-device. macOS 26 only.<br \/>Learn more \u2192 <a href=\"https:\/\/youtu.be\/nGIym8bniN4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/nGIym8bniN4<\/a><\/p>\n<p><strong>Selectable also does:<\/strong><br \/>Translate captured text in 13 languages (macOS 26)<br \/>Read aloud any text on screen with built-in TTS<br \/>Mask sensitive info (emails, phone numbers, credit cards, IPs) before sharing screenshots<br \/>Custom shortcuts for every capture mode<\/p>\n<p>Works on macOS 11 (Big Sur) and later. Smart Capture and Auto Translate require macOS 26. Available as a notarized DMG from <a href=\"https:\/\/selectable.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/selectable.so<\/a> or on the Mac App Store.<\/p>\n<p><strong><em>30% off for the launch with code PRODUCTHUNT (first 500)<\/em><\/strong><\/p>\n<p><a href=\"https:\/\/selectable.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/selectable.so<\/a><br \/>Built by Frmwrk Software (<a href=\"https:\/\/frmwrk.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/frmwrk.so<\/a>).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>OCR that works directly on screen without upload is genuinely useful. I often need to grab text from video frames or design files and the usual flow is way too slow. The TTS and sensitive data masking features are good additions. Curious how it handles handwritten text or low-contrast fonts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 great! was looking for something like this, converts OCR’s to .MD files, this is saving lot of tokens for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitinsm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitinsm<\/a> Thank you nitin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay so I’m not someone who usually buys apps \u2014 I’ve been on Mac for a while now and always just made do with whatever came built-in. But Selectable is genuinely my first paid Mac app purchase, and I have zero regrets.<\/p>\n<p>The problem it solves is so specific and so annoying \u2014 you know when you’re staring at a screenshot, or a locked PDF, or a video frame, and you just need to grab a line of text but there’s absolutely no way to select it? I used to either retype it manually or dump it into ChatGPT. Both feel ridiculous in the big 26.<\/p>\n<p>Selectable just fixes it. Hit the shortcut, drag over the region, text is on your clipboard. That’s it. No accounts, no cloud upload, nothing sketchy \u2014 it all runs on-device using Apple’s own Vision framework.<\/p>\n<p>Smart Capture feature and 30% launch discount makes it a no-brainer. 100% recommend 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>Thank you <a href=\"https:\/\/www.producthunt.com\/@manindersingh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manindersingh1<\/a>, this genuinely means a lot, especially knowing it’s your first paid Mac app!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TF53G25AIAFVAL\" class=\"app-title\">Plotbook<\/a><\/p>\n<div class=\"one-liner\">Turn property data into high-net-worth prospects instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Plotbook\u901a\u8fc7\u5730\u7406\u7a7a\u95f4\u8d22\u5bcc\u667a\u80fd\u5e73\u53f0\uff0c\u8ba9\u7406\u8d22\u987e\u95ee\u70b9\u51fb\u5730\u56fe\u5373\u53ef\u4e00\u952e\u8bc6\u522b\u9ad8\u51c0\u503c\u623f\u4ea7\u6240\u6709\u8005\u3001\u5176\u51c0\u503c\u53ca\u8054\u7cfb\u65b9\u5f0f\uff0c\u5c06\u7ebf\u4e0b\u201c\u626b\u8857\u201d\u5f0f\u83b7\u5ba2\u8f6c\u4e3a\u7ebf\u4e0a\u7cbe\u51c6\u7b5b\u9009\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e58ca8e1-abda-4c5f-9367-761bd0f18a01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4385e3f5-7f84-43d7-97e8-9384492a1819.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d4de520-6ebb-421a-8b8d-ba1fb5a0d316.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\/06eed1a1-fb1d-4d57-8e97-70bd7ae681ac.octet-stream?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/4b457f6777b141858c73cb95604cb048\"><source src=\"https:\/\/www.loom.com\/share\/4b457f6777b141858c73cb95604cb048\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8d22\u5bcc\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9ad8\u51c0\u503c\u5ba2\u6237<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u7a7a\u95f4\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u5ba2\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u623f\u4ea7\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7a7f\u900f<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\uff08\u7591\u4f3c\u56e2\u961f\uff09\u5f3a\u8c03\u4ea7\u54c1\u89e3\u51b3\u7406\u8d22\u987e\u95ee\u8bc6\u522b\u9ad8\u51c0\u503c\u4eba\u7fa4\u7684\u75db\u70b9\u2014\u2014\u6240\u6709\u5bcc\u8c6a\u90fd\u4f4f\u5728\u5bcc\u4eba\u533a\u3002\u6838\u5fc3\u529f\u80fd\u662f\u70b9\u51fb\u5730\u56fe\u5373\u53efAI\u641c\u7d22\u4e1a\u4e3b\u51c0\u503c\u3001\u8054\u7cfb\u65b9\u5f0f\u3001\u5c65\u5386\u7b49\uff0c\u5b9e\u73b0\u201c\u684c\u9762\u7aef\u626b\u8857\u201d\uff0c\u9ad8\u6548\u6784\u5efa\u5408\u683c\u6f5c\u5728\u5ba2\u6237\u7ba1\u9053\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 Plotbook\u7684\u5e95\u5c42\u903b\u8f91\u6781\u5176\u201c\u66b4\u529b\u201d\u4e14\u6709\u6548\u2014\u2014\u5c06\u201c\u5bcc\u4eba\u4f4f\u5728\u5bcc\u4eba\u533a\u201d\u8fd9\u4e00\u6734\u7d20\u516c\u7406\uff0c\u901a\u8fc7GIS\u53e0\u52a0\u6570\u636e\u7a7f\u900f\u6280\u672f\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u83b7\u5ba2\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5730\u56fe\u9177\u70ab\uff0c\u800c\u5728\u4e8e\u628a\u201c\u5730\u7406\u5750\u6807\u201d\u8fd9\u4e00\u6700\u5e95\u5c42\u3001\u6700\u53ef\u9760\u7684\u771f\u5b9e\u4e16\u754c\u951a\u70b9\uff0c\u4e0e\u4e2a\u4eba\u4fe1\u606f\u3001\u8d22\u5bcc\u4f30\u503c\u3001\u8054\u7cfb\u65b9\u5f0f\u7b49\u975e\u516c\u5f00\u6570\u636e\u8fdb\u884c\u4e86\u5f3a\u5173\u8054\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\u4ea7\u54c1\u9762\u4e34\u4e24\u4e2a\u81f4\u547d\u6311\u6218\uff1a\u4e00\u662f\u6570\u636e\u7684\u9690\u79c1\u5408\u89c4\u8fb9\u754c\u3002\u76f4\u63a5\u5c55\u793a\u623f\u4ea7\u6240\u6709\u8005\u51c0\u503c\u4e0e\u8054\u7cfb\u65b9\u5f0f\uff0c\u82e5\u672a\u7ecf\u5408\u6cd5\u6388\u6743\uff0c\u6781\u6613\u89e6\u78b0\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\u7ea2\u7ebf\uff0c\u8d22\u5bcc\u7ba1\u7406\u673a\u6784\u7684\u98ce\u9669\u90e8\u95e8\u5f88\u53ef\u80fd\u4f1a\u53eb\u505c\u3002\u4e8c\u662f\u6570\u636e\u51c6\u786e\u6027\u4e0e\u65f6\u6548\u6027\u3002\u623f\u4ea7\u6240\u6709\u6743\u53d8\u66f4\u3001\u51c0\u503c\u6ce2\u52a8\uff08\u5982\u80a1\u7968\u5957\u73b0\u6216\u66b4\u96f7\uff09\u65e0\u6cd5\u5b9e\u65f6\u53cd\u6620\uff0c\u4e00\u65e6\u7ed9\u51fa\u9519\u8bef\u201c\u8d44\u4ea7\u5730\u56fe\u201d\uff0c\u7406\u8d22\u987e\u95ee\u767b\u95e8\u62dc\u8bbf\u5c06\u6f14\u53d8\u4e3a\u5c34\u5c2c\u7684\u201c\u7cbe\u51c6\u8e29\u96f7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u4ec58\u4e2a\u6295\u7968\uff0c\u8bf4\u660e\u5c1a\u672a\u7ecf\u5386\u5927\u89c4\u6a21\u5e02\u573a\u9a8c\u8bc1\u3002\u4f5c\u4e3aB2B\u5de5\u5177\uff0cPlotbook\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u5730\u56feUI\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5efa\u7acb\u5408\u6cd5\u3001\u52a8\u6001\u3001\u9ad8\u7cbe\u5ea6\u7684\u8d22\u5bcc\u6570\u636e\u4f9b\u5e94\u94fe\u3002\u82e5\u53ea\u662f\u6293\u53d6\u516c\u5f00\u4e0d\u52a8\u4ea7\u767b\u8bb0\u7c3f\u518d\u8d34\u4e2a\u201cAI\u63a8\u7b97\u503c\u201d\uff0c\u90a3\u5b83\u4e0d\u8fc7\u662f\u7ed9\u201c\u623f\u4ea7\u4e2d\u4ecb\u540d\u5355\u201d\u62ab\u4e0a\u4e86\u79d1\u6280\u5916\u8863\uff1b\u82e5\u80fd\u6253\u901a\u94f6\u884c\u3001\u4fe1\u6258\u7b49\u79c1\u6709\u6570\u636e\u5e76\u5f62\u6210\u95ed\u73af\uff0c\u624d\u6709\u53ef\u80fd\u6210\u4e3a\u8d22\u5bcc\u7ba1\u7406\u9886\u57df\u7684\u201c\u5f6d\u535a\u7ec8\u7aef\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\">Plotbook<\/span>\n <\/div>\n<div class=\"comment-content\">Plotbook is a geospatial wealth intelligence platform that helps wealth managers prospect high-net-worth clients through interactive property maps, AI-powered owner profiling, and verified contact data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Plotbook to recreate how many wealth advisors prospect for High-Net-Worth individuals. It can be challenging to identify wealth, but the common denominator is all wealthy individuals live in wealthy neighborhoods. So we created a mapping tool that allows you to click on any property like googe maps and run a deep AI search to identify the owner, their net worth, contact information, bio, etc. This way wealth advisors can go door-to-door without having to leave their desk. It’s an incredibly efficient way to build out a pipeline full of qualified prospects.<\/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<\/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\/QQTTQE3CBG5NDG\" class=\"app-title\">Lingotype<\/a><\/p>\n<div class=\"one-liner\">The diagnostic Duolingo never gave you \ud83e\udda4<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lingotype\u662f\u4e00\u6b3e\u4ed8\u8d39\u7684\u8bed\u8a00\u5b66\u4e60\u524d\u8bca\u65ad\u5de5\u5177\uff08$2.99\uff09\uff0c\u901a\u8fc79\u9053\u5fc3\u7406\u4e0e\u884c\u4e3a\u6d4b\u8bd5\uff0c\u5e2e\u4f60\u627e\u5230\u6700\u9002\u5408\u575a\u6301\u5b66\u4e60\u7684\u8bed\u8a00\uff0c\u5e76\u5236\u5b9a\u4e13\u5c5e\u5b66\u4e60\u8ba1\u5212\uff0c\u89e3\u51b3\u201c\u76f2\u76ee\u9009\u8bed\u8a00\u3001\u4e09\u5468\u5f03\u5751\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/508b5161-a91f-428f-8199-3f5e6da41300.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f71622a5-75f8-459e-9739-74a1a08edc7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed3f5a24-75c2-44ec-8810-740498c620c5.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u8005\u7c7b\u578b<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u9009\u62e9<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ProductHunt\u65b0\u54c1<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u907f\u514d\u5f03\u5751<\/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\u5fc3\u8bca\u65ad\u662f\u5426\u7eb3\u5165\u201c\u6bcf\u5468\u5b66\u4e60\u65f6\u95f4\u201d\u201c\u56e0\u65c5\u884c\u6025\u9700\u5b66\u4e60\u201d\u7b49\u5b9e\u9645\u7ea6\u675f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5df2\u5305\u542b\u65f6\u95f4\u6295\u5165\u7684\u9009\u9879\uff0c\u5e76\u5f3a\u8c03\u7ed3\u679c\u662f\u57fa\u4e8e\u6570\u5b66\u8ba1\u7b97\uff0c\u5efa\u8bae\u7528\u6237\u5ba2\u89c2\u8bc4\u4f30\u81ea\u8eab\u6295\u5165\u65f6\u95f4\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 Lingotype\u7cbe\u51c6\u5207\u4e2d\u4e86\u8bed\u8a00\u5b66\u4e60\u5e02\u573a\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u4e0a\u6e38\u7a7a\u767d\u201d\u2014\u2014\u4e0d\u662f\u6559\u4f60\u5b66\uff0c\u800c\u662f\u6559\u4f60\u8be5\u5b66\u4ec0\u4e48\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u53cdDuolingo\u7684\u5b58\u5728\uff1a\u540e\u8005\u9760\u6e38\u620f\u5316\u7559\u4f4f\u4f60\uff0c\u524d\u8005\u5374\u7528\u4e00\u6b21\u6027\u7684\u8bca\u65ad\u5e2e\u4f60\u907f\u514d\u5f00\u59cb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u8fd9\u66f4\u50cf\u4e00\u4e2a\u201c\u51b3\u7b56\u52a9\u624b\u201d\u800c\u975e\u5b66\u4e60\u5de5\u5177\u30029\u9053\u9898\u30012.99\u7f8e\u5143\u3001\u4e00\u6b21\u7ed3\u679c\u3001\u4e00\u4e2a\u8ba1\u5212\u2014\u2014\u6781\u7b80\u4e14\u514b\u5236\u3002\u5b83\u4e0d\u505a\u7559\u5b58\uff0c\u4e0d\u641e\u793e\u4ea4\uff0c\u751a\u81f3\u8fde\u5178\u578b\u7684\u589e\u957f\u5f15\u64ce\uff08\u514d\u8d39+\u8ba2\u9605\uff09\u90fd\u653e\u5f03\u4e86\u3002\u8fd9\u79cd\u201c\u7528\u5b8c\u5373\u8d70\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5728\u5927\u5382\u4f9d\u8d56\u7528\u6237\u65f6\u957f\u7684\u8bed\u5883\u4e0b\u663e\u5f97\u53cd\u5e38\u8bc6\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u7eaf\u7cb9\u7684\u4ef7\u503c\uff1a\u5982\u679c\u5b83\u771f\u7684\u80fd\u5e2e\u4f60\u5c11\u6d6a\u8d393\u5468\u8bd5\u9519\uff0c\u8fd9\u4e2a\u4ef7\u683c\u51e0\u4e4e\u662f\u96f6\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u968f\u4e4b\u800c\u6765\u3002\u7b2c\u4e00\uff0c\u8bca\u65ad\u7ed3\u679c\u7684\u79d1\u5b66\u4f9d\u636e\u6709\u591a\u624e\u5b9e\uff1f\u4ec5\u97609\u9053\u9898\u548c\u5f00\u53d1\u8005\u58f0\u79f0\u7684\u201c\u6570\u5b66\u8ba1\u7b97\u201d\uff0c\u662f\u5426\u80fd\u771f\u6b63\u533a\u5206\u5b66\u4e60\u8005\u7684\u8ba4\u77e5\u98ce\u683c\u4e0e\u8bed\u8a00\u5339\u914d\u5ea6\uff1f\u8fd9\u9700\u8981\u66f4\u900f\u660e\u7684\u6d4b\u8bd5\u539f\u7406\u516c\u793a\u3002\u7b2c\u4e8c\uff0c\u7528\u6237\u5b9e\u9645\u51b3\u7b56\u4e2d\uff0c\u5174\u8da3\u3001\u5de5\u4f5c\u9700\u6c42\u3001\u6587\u5316\u5438\u5f15\u529b\u5f80\u5f80\u662f\u66f4\u5f3a\u5927\u7684\u52a8\u673a\uff0c\u800c\u975e\u201c\u8ba4\u77e5\u7c7b\u578b\u201d\u3002\u90a3\u4e9b\u9009\u4e86\u65e5\u8bed\u7684\u4eba\uff0c\u53ef\u80fd\u53ea\u662f\u56e0\u4e3a\u770b\u4e86\u5341\u5e74\u52a8\u6f2b\u3002\u7b2c\u4e09\uff0c$2.99\u7684\u5b9a\u4ef7\u867d\u4f4e\uff0c\u4f46\u62e6\u4f4f\u4e86\u201c\u5148\u8bd5\u8bd5\u201d\u7684\u51b2\u52a8\u7528\u6237\uff0c\u800c\u8fd9\u7c7b\u7528\u6237\u6070\u6070\u662f\u201c\u4e09\u5468\u5f03\u5751\u201d\u7684\u9ad8\u53d1\u7fa4\u4f53\u2014\u2014\u4ea7\u54c1\u53cd\u800c\u4e0d\u670d\u52a1\u4ed6\u4eec\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLingotype\u7684\u4ef7\u503c\u5728\u4e8e\u63ed\u793a\u4e86\u201c\u9009\u62e9\u6bd4\u52aa\u529b\u91cd\u8981\u201d\u8fd9\u4e00\u6734\u7d20\u771f\u7406\u5728\u8bed\u8a00\u5b66\u4e60\u4e2d\u7684\u5177\u4f53\u5e94\u7528\u3002\u5b83\u4e0d\u662f\u98a0\u8986\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u806a\u660e\u3001\u805a\u7126\u7684\u201c\u6307\u5357\u9488\u201d\u2014\u2014\u524d\u63d0\u662f\u4f60\u613f\u610f\u5728\u6253\u5f00Duolingo\u4e4b\u524d\uff0c\u5148\u505c\u4e09\u5206\u949f\u56de\u7b54\u5b83\u7684\u95ee\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\">Lingotype<\/span>\n <\/div>\n<div class=\"comment-content\">Most people open Duolingo, pick Spanish because everyone picks Spanish, and quit in 3 weeks. Not because they’re lazy \u2014 because they chose the wrong language for how they think and what they actually want. Lingotype is a 9-question diagnostic that maps your learner archetype and tells you which language you’re most likely to actually stick with \u2014 and how to study it. No streaks. No gamification. One result. One plan. One-time $2.99.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you tailor the result based on practical constraints too, like time per week or whether you need to learn fast for travel reasons?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Yep! One of the questions accounts for the range of minutes you account for. Note: these are all mathematical calculations, so yeah, you should assess if that’s the actual time you’ll factor in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone,<\/p>\n<p>I built Lingotype because I watched myself and everyone around me spend years “studying” a language with nothing real to show for it. The problem wasn’t effort \u2014 it was that no tool ever asked what kind of learner you actually are before throwing a course at you.<\/p>\n<p>So I built the diagnostic that should come before any language app. 9 questions. Your archetype. A strategy built around how your brain actually works.<br \/>\nIt’s not a Duolingo replacement. It’s the thing you do before you open Duolingo.<\/p>\n<p>Genuinely curious \u2014 how did you all pick which language to learn? Did it stick?<\/p>\n<p>Top 14 Most Popular Courses<br \/>\n\ud83c\uddfa\ud83c\uddf8 English<br \/>\n\ud83c\uddea\ud83c\uddf8 Spanish<br \/>\n\ud83c\uddeb\ud83c\uddf7 French<br \/>\n\ud83c\uddef\ud83c\uddf5 Japanese<br \/>\n\ud83c\udde9\ud83c\uddea German<br \/>\n\ud83c\uddf0\ud83c\uddf7 Korean<br \/>\n\ud83c\uddee\ud83c\uddf9 Italian<br \/>\n\ud83c\udde8\ud83c\uddf3 Chinese<br \/>\n\ud83c\udde7\ud83c\uddf7 Portuguese<br \/>\n\ud83c\uddee\ud83c\uddf3 Hindi<br \/>\n\ud83c\uddf7\ud83c\uddfa Russian<br \/>\n\ud83c\uddea\ud83c\uddec Arabic<br \/>\n\ud83c\uddf9\ud83c\uddf7 Turkish<br \/>\n\ud83c\uddf3\ud83c\uddf1 Dutch<\/p>\n<p>…and more.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VPBFHHY34NSGA4\" class=\"app-title\">ShipLog<\/a><\/p>\n<div class=\"one-liner\">Stop shipping in silence.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ShipLog \u901a\u8fc7\u8fde\u63a5 GitHub \u4ed3\u5e93\uff0c\u81ea\u52a8\u5c06\u5408\u5e76\u7684 PR \u8f6c\u5316\u4e3a\u9762\u5411\u7528\u6237\u7684\u53ef\u89c6\u5316\u66f4\u65b0\u65e5\u5fd7\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u624b\u52a8\u7ef4\u62a4\u66f4\u65b0\u8bb0\u5f55\u8017\u65f6\u4e14\u6613\u9057\u6f0f\u7684\u75db\u70b9\uff0c\u5e2e\u52a9\u56e2\u961f\u4fdd\u6301\u7248\u672c\u8fed\u4ee3\u7684\u900f\u660e\u5ea6\u548c\u7528\u6237\u6c9f\u901a\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34cb4e38-32e5-4a25-9329-df3f6943b713.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43ea80e9-0159-4d7f-aa34-3d72a3ce0b1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e08cf24-6e18-47f6-8bfc-be0bdcfb795d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11f6bffa-006c-4ac3-b532-bb3edb4c212f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c858dc82-38db-4800-9a33-3785493ee7a0.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\/bf0a2b39-a715-4162-a622-52062d229e25.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/HenzQCHdyjo\"><source src=\"https:\/\/youtu.be\/HenzQCHdyjo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u66f4\u65b0\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">GitHub \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI \u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5ea6\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7ec4\u4ef6<\/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\u201cPR\u2192\u7528\u6237\u65e5\u5fd7\u201d\u7684\u65b9\u5411\uff0c\u4f46\u6307\u51fa\u96be\u70b9\u5728\u4e8e\u7b5b\u9009\u54ea\u4e9b\u6539\u52a8\u5bf9\u7528\u6237\u53ef\u89c1\uff0c\u5efa\u8bae\u589e\u52a0\u4eba\u5de5\u5ba1\u6838\u6b65\u9aa4\uff0c\u5c06 PR \u6807\u8bb0\u4e3a\u7528\u6237\u53ef\u89c1\/\u5185\u90e8\/\u4fee\u590d\/\u57fa\u7840\u8bbe\u65bd\u7b49\u7c7b\u522b\uff0c\u5e76\u7528\u7528\u6237\u6536\u76ca\u8bed\u8a00\u800c\u975e\u5b9e\u73b0\u7ec6\u8282\u6765\u8349\u62df\u66f4\u65b0\uff0c\u4ee5\u907f\u514d\u566a\u97f3\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 ShipLog \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u9ad8\u9891\u7684\u75db\u70b9\u2014\u2014\u5f00\u53d1\u8005\u7684\u201c\u544a\u77e5\u4e49\u52a1\u201d\u4e0e\u201c\u7ef4\u62a4\u8d1f\u62c5\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5c06 PR \u81ea\u52a8\u8f6c\u4e3a\u66f4\u65b0\u65e5\u5fd7\uff0c\u5176\u76f4\u63a5\u4ef7\u503c\u662f\u8282\u7701\u65f6\u95f4\uff0c\u5e76\u964d\u4f4e\u56e0\u201c\u6c89\u9ed8\u53d1\u8d27\u201d\u5bfc\u81f4\u7684\u7528\u6237\u652f\u6301\u7968\u3002\u4f46\u4ece\u8bc4\u8bba\u533a\u770b\uff0c\u5b83\u9762\u4e34\u7684\u771f\u6b63\u6311\u6218\u5e76\u975e\u81ea\u52a8\u5316\u7a0b\u5ea6\uff0c\u800c\u662f\u201c\u4ec0\u4e48\u6837\u7684\u66f4\u65b0\u503c\u5f97\u88ab\u7528\u6237\u770b\u89c1\u201d\u8fd9\u4e00\u4fe1\u606f\u7b5b\u9009\u4e0e\u8868\u8fbe\u95ee\u9898\u3002\u5982\u679c\u53ea\u662f\u5c06\u6240\u6709\u5408\u5e76 PR \u4e00\u80a1\u8111\u4e22\u7ed9\u7528\u6237\uff0c\u7ed3\u679c\u53ef\u80fd\u662f\u5236\u9020\u4e86\u53e6\u4e00\u79cd\u566a\u97f3\u2014\u2014\u7528\u6237\u770b\u5230\u4e00\u5806\u5185\u90e8\u91cd\u6784\u548c\u57fa\u7840\u8bbe\u65bd\u6539\u52a8\uff0c\u53cd\u800c\u4f1a\u8ba4\u4e3a\u201c\u9879\u76ee\u53d8\u5316\u9891\u7e41\u4f46\u6beb\u65e0\u7ae0\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ea7\u54c1\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4f18\u5148\u7ea7\u7f16\u6392\u201d\u548c\u201c\u7528\u6237\u89c6\u89d2\u7684\u7ffb\u8bd1\u201d\u3002ShipLog \u73b0\u5728\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u7b28\u62d9\u7684\u79d8\u4e66\u201d\uff0c\u628a\u6240\u6709\u8bb0\u5f55\u5806\u4e0a\u6765\uff1b\u5982\u679c\u80fd\u8fdb\u5316\u6210\u201c\u806a\u660e\u7684\u516c\u5173\u201d\u2014\u2014\u81ea\u52a8\u8bc6\u522b\u529f\u80fd\u7c7b PR\u3001\u7528\u4ef7\u503c\u8bed\u8a00\u800c\u975e\u6280\u672f\u8bed\u8a00\u91cd\u5199\u3001\u751a\u81f3\u6839\u636e\u7528\u6237\u89d2\u8272\u63d0\u4f9b\u4e0d\u540c\u5c42\u7ea7\u7684\u66f4\u65b0\u6458\u8981\uff0c\u5b83\u624d\u53ef\u80fd\u4ece\u201c\u9526\u4e0a\u6dfb\u82b1\u7684\u5c0f\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u7528\u6237\u6c9f\u901a\u4e2d\u67a2\u201d\u3002\u76ee\u524d 8 \u7968\u7684\u4f4e\u70ed\u5ea6\u4e5f\u8bf4\u660e\uff0c\u8be5\u4ea7\u54c1\u5c1a\u9700\u5728\u201c\u4e3a\u4ec0\u4e48\u6211\u7684\u65e5\u5fd7\u6bd4\u6211\u81ea\u5df1\u5199\u7684\u66f4\u6709\u610f\u4e49\u201d\u4e0a\u7ed9\u51fa\u66f4\u5c16\u9510\u7684\u7b54\u6848\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u5f00\u53d1\u8005\u7684\u81ea\u5a31\u81ea\u4e50\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\">ShipLog<\/span>\n <\/div>\n<div class=\"comment-content\">Connect your GitHub repository and automatically generate beautiful, user-facing changelogs from your merged pull requests. You can create a project, link your repos, and generate a changelog with just a click. It helps you maintain visibility on your work and reduces support tickets by showing users that you are actively shipping updates. The service provides a public changelog page, marketing site widget, and even sends weekly email digests to keep your users informed about the latest changes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Problem It Solves : Manual changelog creation is time-consuming and often leads to stale or forgotten updates, causing confusion among users about the status of a project.<br \/>\nSolution : ShipLog automates the changelog generation process by reading merged pull requests from your GitHub repository and drafting the changelog for you. This saves time and ensures that your changelog is always up-to-date.<br \/>\nWhat Makes It Unique : ShipLog uniquely combines AI technology with GitHub integration to provide a seamless and automated changelog experience, reducing overhead and improving visibility for 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the \u201cPRs \u2192 user-facing changelog\u201d direction. The hard part is usually not generating release notes, it\u2019s deciding which engineering changes deserve customer-visible framing and which audience they matter to.<\/p>\n<\/p>\n<p>A feature I\u2019d look for: a review step that labels each merged PR as user-visible \/ internal \/ bugfix \/ infrastructure, then drafts the update in benefit language instead of implementation language. That would make it much easier for small teams to turn shipping cadence into retention without creating noisy changelogs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FGPJLVI55FOM2U\" class=\"app-title\">Memory4Me<\/a><\/p>\n<div class=\"one-liner\">A personal memory log you keep via Telegram or web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Memory4Me \u662f\u4e00\u6b3e\u901a\u8fc7 Telegram \u6216\u7f51\u9875\u8bb0\u5f55\u4e2a\u4eba\u8bb0\u5fc6\u7684AI\u7b14\u8bb0\u5de5\u5177\uff0c\u5b83\u81ea\u52a8\u5c06\u7528\u6237\u7684\u96f6\u788e\u60f3\u6cd5\u3001\u8bc4\u4ef7\u7b49\u6574\u7406\u5206\u7c7b\uff0c\u8ba9\u4f60\u7528\u81ea\u7136\u8bed\u8a00\u5373\u53ef\u968f\u65f6\u68c0\u7d22\uff0c\u89e3\u51b3\u4e86\u201c\u8bb0\u4e86\u4f46\u627e\u4e0d\u5230\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05e6ce21-9e21-4ddf-8165-90773b2efd48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/985f6cfd-ee8e-4db3-aca6-501fb6d46122.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2218bfa2-5195-4597-a381-008a4b83c0fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a5d0015-052e-44f3-809d-f022ecfb5d7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c22a03b1-ac43-4153-acd5-32dd0b480271.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8bb0\u5fc6\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6536\u5230\u521b\u59cb\u4eba\u7684\u81ea\u6211\u63a8\u8350\u8bc4\u8bba\u3002\u4ed6\u5f3a\u8c03\u4e86\u4ea7\u54c1\u7684\u9690\u79c1\u8bbe\u8ba1\uff08\u5355\u4eba\u8d26\u6237\u3001\u4e0d\u8bad\u7ec3\u6a21\u578b\u3001\u65e0\u5e7f\u544a\uff09\uff0c\u5e76\u5766\u627f\u8fd9\u662f\u4e2a\u4eba\u526f\u4e1a\u9879\u76ee\uff0c\u63d0\u4f9b\u4e86\u4ed8\u8d39\u8ba2\u9605\u4ee5\u8986\u76d6AI\u6210\u672c\uff0c\u671f\u5f85\u5bf9\u7c97\u7cd9\u4e4b\u5904\u7684\u53cd\u9988\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 Memory4Me \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5927\u5382\u5ffd\u7565\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u5b83\u65e2\u4e0d\u662fNotion\u90a3\u79cd\u9700\u8981\u7528\u6237\u4e3b\u52a8\u5efa\u8bbe\u7684\u91cd\u578b\u77e5\u8bc6\u5e93\uff0c\u4e5f\u4e0d\u662fApple\u5907\u5fd8\u5f55\u90a3\u79cd\u57fa\u7840\u5230\u51e0\u4e4e\u65e0\u7ed3\u6784\u7684\u901f\u8bb0\u672c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u8bb0\u5f55\u201d\uff0c\u800c\u662f\u201c\u9057\u5fd8\u540e\u7684\u4f4e\u6210\u672c\u53ec\u56de\u201d\uff0c\u901a\u8fc7AI\u81ea\u52a8\u5bf9\u975e\u7ed3\u6784\u5316\u6587\u672c\u8fdb\u884c\u6807\u7b7e\u5316\u89e3\u6790\uff0c\u5c06\u7528\u6237\u7684\u788e\u7247\u4fe1\u606f\u53d8\u4e3a\u53ef\u68c0\u7d22\u8d44\u4ea7\u3002\u8fd9\u4e00\u8bbe\u8ba1\u975e\u5e38\u7b26\u5408\u73b0\u4ee3\u4eba\u4fe1\u606f\u8fc7\u8f7d\u3001\u6ce8\u610f\u529b\u5206\u6563\u7684\u8d8b\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u663e\u8457\u74f6\u9888\u3002\u9996\u5148\uff0c7\u4e2a\u6295\u7968\u548c\u4ec5\u521b\u59cb\u4eba\u7684\u8bc4\u8bba\u8868\u660e\u5176\u5c1a\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u7f3a\u4e4f\u9a8c\u8bc1\u3002\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\u201c\u62a4\u57ce\u6cb3\u201d\u8fc7\u6d45\u3002\u57fa\u4e8e\u5927\u6a21\u578bAPI\u89e3\u6790+\u5173\u952e\u8bcd\u641c\u7d22\u7684\u6280\u672f\u6808\uff0c\u6781\u6613\u88ab\u6a21\u4eff\u3002Telegram\u7684\u6e20\u9053\u4f9d\u8d56\u65e2\u662f\u7279\u8272\u4e5f\u662f\u67b7\u9501\uff0c\u9650\u5236\u4e86\u8131\u79bbIM\u751f\u6001\u7684\u72ec\u7acb\u573a\u666f\uff08\u5982\u5927\u91cf\u56fe\u7247\/\u97f3\u9891\u7b14\u8bb0\uff09\u3002\u5176\u6b21\uff0c$2\/\u6708\u5bf9100\u6761\u8bb0\u5fc6\u7684\u9650\u5236\u7565\u663e\u5947\u602a\uff0c\u5bf9\u8f7b\u5ea6\u7528\u6237\u4e0d\u591f\u53cb\u597d\uff08\u53ef\u80fd\u4e0d\u5982\u76f4\u63a5\u5f00\u4e2a\u514d\u8d39ChatGPT\u7ebf\u7a0b\uff09\uff0c\u5bf9\u91cd\u5ea6\u7528\u6237\u800c\u8a00\uff0cPro\u7248$6\/\u6708\u7684\u5b9a\u4ef7\u4e0e\u529f\u80fd\u6df1\u5ea6\u5c1a\u96be\u8bc1\u660e\u5176\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9690\u79c1\u867d\u662f\u4eae\u70b9\uff0c\u4f46\u201c\u4e0d\u8bad\u7ec3\u6a21\u578b\u201d\u662f\u591a\u6570SaaS\u4ea7\u54c1\u76ee\u524d\u7684\u57fa\u672c\u4f26\u7406\u6807\u51c6\uff0c\u800c\u975e\u72ec\u7279\u5356\u70b9\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u5c1d\u8bd5\u641c\u7d22\u201c\u6211\u5bf9\u300a\u6c99\u4e182\u300b\u7684\u611f\u89c9\u201d\u65f6\uff0cAI\u662f\u5426\u80fd\u51c6\u786e\u7406\u89e3\u9690\u6666\u7684\u3001\u8de8\u8bed\u5883\u7684\u60c5\u611f\u8868\u8ff0\u3002\u5982\u679c\u68c0\u7d22\u6548\u679c\u4e0d\u4f73\uff0c\u6838\u5fc3\u627f\u8bfa\u4fbf\u6ca6\u4e3a\u6ce1\u5f71\u3002\u7b80\u800c\u8a00\u4e4b\uff0cMemory4Me \u662f\u4e00\u4e2a\u6781\u7b80\u4e14\u4f18\u96c5\u7684\u60f3\u6cd5\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u4e00\u6b3e\u6709\u751f\u547d\u529b\u7684\u4ea7\u54c1\uff0c\u8fd8\u9700\u8981\u5728\u68c0\u7d22\u51c6\u786e\u7387\u3001\u573a\u666f\u6269\u5c55\uff08\u5982\u652f\u6301\u66f4\u591a\u5e73\u53f0\u3001\u5d4c\u5957\u56fe\u7247\uff09\u4ee5\u53ca\u5efa\u7acb\u7528\u6237\u8fc1\u79fb\u6210\u672c\u4e0a\u8bc1\u660e\u81ea\u5df1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Memory4Me<\/span>\n <\/div>\n<div class=\"comment-content\">Most note apps want you to organize. Memory4Me organizes for you. Text a Telegram bot, or type on the web. AI parses each entry into category, entity, rating, location, and the people you mention. Ask in plain English (“what did I think of Pai?”) and AI translates to filters. Private by design: your account, your data, never used to train models. No ads, no algorithm, no sharing. Free trial, then $2\/mo (Starter) or $6\/mo (Pro).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Steven here. I’m the maker.<\/p>\n<\/p>\n<p>I built Memory4Me for myself. I’d been texting half-formed thoughts, restaurant reviews, and gift ideas to a private Telegram thread for years and could never find any of them later. So I built a bot that files each message: category, entity, people, place, rating. All parsed by Gemini in the background.<\/p>\n<\/p>\n<p>Privacy was the whole point. One account, one user. Each Telegram chat is scoped to exactly one person. Your memories are never used to train AI models, never shared, never shown to anyone but you. No ads. No algorithm. No social graph.<\/p>\n<\/p>\n<p>You can use it from Telegram or the web, whichever fits the moment. It’s a one-person, ad-free side project. Two paid tiers cover the AI costs: $2\/mo Starter (100 memories per month) for casual journalers, or $6\/mo Pro for unlimited (founder pricing locked in).<\/p>\n<\/p>\n<p>Would love your honest feedback, especially on the rough edges. Thanks for taking a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/Q2X6GBN4GPIIBS\" class=\"app-title\">sshoosh<\/a><\/p>\n<div class=\"one-liner\">A tiny TUI Slack-replacement over SSH<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>sshoosh \u662f\u4e00\u4e2a\u81ea\u6258\u7ba1\u7684\u3001\u8fd0\u884c\u5728 SSH \u534f\u8bae\u4e4b\u4e0a\u7684\u7ec8\u7aef\u804a\u5929\u5de5\u5177\uff0c\u4e13\u4e3a\u4e60\u60ef\u547d\u4ee4\u884c\u7684\u6280\u672f\u56e2\u961f\u6253\u9020\uff0c\u8ba9\u4ed6\u4eec\u65e0\u9700\u6d4f\u89c8\u5668\u548c\u590d\u6742\u670d\u52a1\u5373\u53ef\u8fdb\u884c\u9891\u9053\u3001\u79c1\u4fe1\u3001\u7ebf\u7a0b\u7b49\u56e2\u961f\u6c9f\u901a\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/eb76e7a6-9821-479b-8a58-c466e8bd0a92.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XPNJVksMF5o\"><source src=\"https:\/\/youtu.be\/XPNJVksMF5o\" 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\/5deb0c32-832a-41d4-9818-95ec9a8fd79b.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\/3806a31f-acff-4c7f-a4b9-307dfffb51f9.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\/dc1783ae-ecbf-4ba7-951a-099607c61f31.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\/a62d5188-6ff1-4d25-a7da-9c555a9fd55a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Chat rooms<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ec8\u7aefUI<\/span><br \/>\n <span class=\"tag\">SSH\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">Rust<\/span><br \/>\n <span class=\"tag\">SQLite<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">TUI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u5f00\u53d1\u8005\u81ea\u8ff0\u8bc4\u8bba\uff0c\u65e0\u7528\u6237\u53cd\u9988\u3002\u5f00\u53d1\u8005\u5e0c\u671b\u83b7\u5f97\u5c16\u9510\u7684\u6539\u8fdb\u610f\u89c1\uff0c\u5e76\u5f3a\u8c03\u4e86\u5de5\u5177\u6781\u7b80\u81ea\u6258\u7ba1\u3001SSH\u539f\u751f\u8ba4\u8bc1\u548c\u201c\u7ec8\u7aef\u5373\u4ea7\u54c1\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\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 sshoosh \u662f\u4e00\u4e2a\u5145\u6ee1\u6781\u5ba2\u7cbe\u795e\u4f46\u5e02\u573a\u89c4\u6a21\u5b58\u7591\u7684\u5b9e\u9a8c\u6027\u4ea7\u54c1\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5bf9\u201c\u91cd\u578b\u534f\u4f5c\u5de5\u5177\u201d\u7684\u6781\u81f4\u53cd\u53db\uff1a\u4e00\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6 + SQLite + SSH \u4e3b\u673a\u5bc6\u94a5\u5373\u53ef\u8fd0\u884c\u6240\u6709\u529f\u80fd\u3002\u5bf9\u4e8e\u8fd0\u7ef4\u3001SRE \u6216\u6781\u7b80\u4e3b\u4e49\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u79cd\u90e8\u7f72\u65b9\u5f0f\u548c\u201c\u7ec8\u7aef\u5373\u4ea7\u54c1\u201d\u7684\u4ea4\u4e92\u903b\u8f91\u786e\u5b9e\u80fd\u6253\u7834 Web \u5e94\u7528\u5e26\u6765\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u4e0e\u590d\u6742\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6070\u6070\u662f\u5176\u6700\u5927\u8f6f\u808b\u3002\u5b83\u5f3a\u884c\u5c06\u56e2\u961f\u6c9f\u901a\u4e0e\u7cfb\u7edf\u64cd\u4f5c\u7ed1\u5b9a\u5728\u540c\u4e00\u4e2a SSH \u4f1a\u8bdd\u4e2d\uff0c\u867d\u7136\u63d0\u5347\u4e86\u201c\u73af\u5883\u7edf\u4e00\u6027\u201d\uff0c\u5374\u727a\u7272\u4e86\u73b0\u4ee3\u534f\u4f5c\u5de5\u5177\u7684\u57fa\u77f3\u2014\u2014\u591a\u5a92\u4f53\u3001\u5bcc\u6587\u672c\u3001\u6587\u4ef6\u9884\u89c8\u4ee5\u53ca\u4f4e\u5b66\u4e60\u95e8\u69db\u3002\u7528\u6237\u8bc4\u8bba\u6570\u4e3a\u96f6\uff0c\u6295\u7968\u4ec55\u7968\uff0c\u8bf4\u660e\u5176\u5b9a\u4f4d\u8fc7\u4e8e\u5c0f\u4f17\uff0c\u5c1a\u672a\u89e6\u53d1\u5927\u4f17\u75db\u70b9\u3002\u6b64\u5916\uff0c\u7ec8\u7aef\u5bc6\u96c6\u7684 UI \u548c SSH \u5bc6\u94a5\u8ba4\u8bc1\u867d\u7136\u5b89\u5168\uff0c\u5374\u5bf9\u975e\u7eaf\u7cb9\u547d\u4ee4\u884c\u7528\u6237\u6784\u6210\u4e86\u6781\u9ad8\u7684\u51c6\u5165\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0csshoosh \u66f4\u50cf\u662f\u4e00\u4e2a\u8bc1\u660e\u201c\u804a\u5929\u53ef\u4ee5\u6709\u591a\u8f7b\u91cf\u201d\u7684\u6280\u672f\u6f14\u793a\uff0c\u800c\u975e\u4e00\u4e2a\u5177\u6709\u5e7f\u6cdb\u5546\u4e1a\u6f5c\u529b\u7684\u56e2\u961f\u534f\u4f5c\u5de5\u5177\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u56e2\u961f\u800c\u8a00\uff0c\u201c\u8f7b\u91cf\u201d\u4e0d\u8db3\u4ee5\u5f25\u8865\u201c\u5b64\u7acb\u201d\u548c\u201c\u96be\u7528\u201d\u7684\u4ee3\u4ef7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u542f\u53d1\u884c\u4e1a\uff1a\u80fd\u5426\u5728\u4fdd\u6301\u529f\u80fd\u5b8c\u6574\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u534f\u4f5c\u5de5\u5177\u7684\u8d44\u6e90\u6d88\u8017\u964d\u5230\u6781\u81f4\uff1f\u4f46\u82e5\u8981\u7ee7\u7eed\u6f14\u8fdb\uff0c\u5b83\u5fc5\u987b\u8003\u8651\u63d0\u4f9b Web \u6865\u63a5\u6216 API\uff0c\u5426\u5219\u6ce8\u5b9a\u53ea\u662f\u6781\u5ba2\u4eec\u540e\u82b1\u56ed\u91cc\u7684\u7cbe\u81f4\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">sshoosh<\/span>\n <\/div>\n<div class=\"comment-content\">sshoosh is a self-hosted workspace chat that opens directly inside SSH. Users connect with SSH keys and get a dense terminal UI for channels, threads, DMs, notifications, mentions, reactions, unread state, search, exports, and administration. It runs as one Rust binary with SQLite\/libSQL, one SSH host key, and optional app-level encryption.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I like tools that are easy to run and easy to inspect. A lot of team software gets heavy quickly: browser app, hosted account model, workspace setup, service dependencies, and a long list of operational assumptions.<\/p>\n<p>sshoosh is an experiment in the other direction.<\/p>\n<p>It is a workspace chat served over SSH. Users connect with SSH keys and the terminal becomes the product. The server is one Rust binary. State lives in SQLite\/libSQL. Runtime identity is one SSH host key. You can run it locally, on a LAN, behind Tailscale, in Docker, or as a small VPS daemon.<\/p>\n<p>Inside the TUI you get the normal pieces of team chat: channels, threads, DMs, mentions, notifications, reactions, unread state, search, saved messages, labels, exports, and admin\/audit flows. The interface is dense on purpose. It is meant for people who work in terminals and want the workspace to stay close to the systems they operate.<\/p>\n<p>The auth design is SSH-native. Unknown keys must redeem a bootstrap, invite, or device-link token through masked keyboard-interactive auth before any account\/key row is written. Tokens are not parsed out of usernames, sent through password auth, or meant to sit in shell history.<\/p>\n<p>It is early, but usable. I am mostly looking for sharp feedback<\/p>\n<p>Docs and install:<br \/>\n<a href=\"https:\/\/puemos.github.io\/sshoosh\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/puemos.github.io\/sshoosh\/<\/a><\/p>\n<p>GitHub:<br \/>\n<a href=\"https:\/\/github.com\/puemos\/sshoosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/puemos\/sshoosh<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/FQB3UZD4CGEJKF\" class=\"app-title\">MindMesh<\/a><\/p>\n<div class=\"one-liner\">The workspace that thinks forward<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MindMesh \u662f\u4e00\u6b3e\u9762\u5411\u521b\u59cb\u4eba\u3001\u521b\u4f5c\u8005\u548c\u91cd\u5ea6\u4fe1\u606f\u5de5\u4f5c\u8005\u7684\u8ba4\u77e5\u5de5\u4f5c\u7a7a\u95f4\uff0c\u5229\u7528\u5176 AI \u7cfb\u7edf Nova \u5c06\u788e\u7247\u5316\u7684\u7b14\u8bb0\u3001\u4efb\u52a1\u3001\u6587\u6863\u3001AI \u804a\u5929\u548c\u7814\u7a76\u6574\u5408\u5230\u4e00\u4e2a\u5e73\u53f0\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u6df7\u4e71\u4ea7\u51fa\u4e2d\u68b3\u7406\u601d\u8def\u3001\u751f\u6210\u7ed3\u6784\u5e76\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u8ba1\u5212\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18a825d1-94e0-48be-bba6-d970e5343cf6.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\/4bb9ade4-e32a-4697-ab8c-ab869c592f1a.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\/a6033e63-6626-4b57-8e61-0f051ef60e9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/773bff3a-61d3-4619-b109-76654318ad04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6232bfdb-0f9a-4f00-a20e-5180e3c0631a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca0728a8-5783-48c0-8e61-e8d0d13d2ac3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6400891b-5c36-47b9-915c-b1cc2c31104f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7443c165-ac17-48a0-850f-b22a88cc2779.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\/691d0129-1c1b-4a02-803b-526d2fa3f4a6.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/Q08pJ2xiYhE?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/Q08pJ2xiYhE?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8ba4\u77e5\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">AI \u8f85\u52a9\u7ec4\u7ec7<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u7ed3\u6784\u5316<\/span><br \/>\n <span class=\"tag\">\u788e\u7247\u4fe1\u606f\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">Nova AI<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/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\u7684\u6838\u5fc3\u95ee\u9898\u662f\u5f53\u524d\u5de5\u5177\u53ea\u89e3\u51b3\u4e86\u4fe1\u606f\u5b58\u50a8\uff0c\u5374\u65e0\u6cd5\u5904\u7406\u4fe1\u606f\u8d85\u8f7d\u4e0e\u518d\u8fde\u63a5\u4e0a\u4e0b\u6587\u3002\u901a\u8fc7 MindMesh\uff0c\u7528\u6237\u5e0c\u671b\u51cf\u5c11\u624b\u52a8\u6574\u7406\u8d1f\u62c5\uff0c\u5e76\u8ba9\u6563\u4e71\u8f93\u5165\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u201c\u8ba4\u77e5\u6d41\u201d\u3002\u5efa\u8bae\u662f\u4fdd\u6301\u7cfb\u7edf\u8f7b\u91cf\uff0c\u907f\u514d\u53d8\u6210\u65b0\u7684\u4e00\u79cd\u201c\u7ba1\u7406\u6df7\u4e71\u201d\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 MindMesh \u7684\u5b9a\u4f4d\u7cbe\u51c6\u2014\u2014\u5b83\u6293\u4f4f\u4e86\u201c\u4fe1\u606f\u5b58\u50a8\u201d\u4e0e\u201c\u8ba4\u77e5\u51c6\u5907\u201d\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\u5927\u591a\u6570\u5de5\u5177\uff08\u5982 Notion\u3001Roam\u3001Obsidian\uff09\u672c\u8d28\u4e0a\u662f\u6570\u636e\u5e93\u7684\u53d8\u4f53\uff0c\u5b83\u4eec\u5047\u8bbe\u7528\u6237\u5df2\u7ecf\u77e5\u9053\u81ea\u5df1\u8981\u7ec4\u7ec7\u4ec0\u4e48\uff1b\u800c MindMesh \u8bd5\u56fe\u5411\u524d\u8fc8\u4e00\u6b65\uff1a\u66ff\u4ee3\u7528\u6237\u7684\u5934\u8111\u5728\u201c\u65e0\u5e8f\u2014\u7ed3\u6784\u2014\u6267\u884c\u201d\u8fc7\u7a0b\u4e2d\u7684\u624b\u52a8\u7f16\u6392\u3002Nova \u7cfb\u7edf\u4e0d\u518d\u662f\u88ab\u52a8\u63a5\u53d7\u7528\u6237\u8f93\u5165\u7684\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u4e2a\u4e3b\u52a8\u63d0\u51fa\u7ed3\u6784\u3001\u63d0\u70bc\u4f18\u5148\u7ea7\u3001\u751a\u81f3\u9884\u6f14\u6267\u884c\u8def\u5f84\u7684\u201c\u8ba4\u77e5\u9886\u822a\u5458\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\u8fd9\u7c7b\u5de5\u5177\u7684\u201c\u64cd\u4f5c\u538b\u201d\u3002\u4ece\u7528\u6237\u6295\u7968\u6570\u548c\u8bc4\u8bba\u70ed\u5ea6\u770b\uff08\u4ec55\u7968\uff0c\u4f46\u8bc4\u8bba\u8005\u51e0\u4e4e\u90fd\u662f\u4ea7\u54c1\u5b9e\u8df5\u8005\uff09\uff0c\u4ea7\u54c1\u53ef\u80fd\u4ecd\u5728\u65e9\u671f\u5c0f\u4f17\u4eba\u7fa4\u4e2d\u9a8c\u8bc1\u3002\u5982\u679c Nova \u7684\u4e2d\u4ecb\u8fc7\u7a0b\u53d8\u6210\u53e6\u4e00\u79cd\u201c\u63d0\u793a\u8bcd\u586b\u8868\u201d\u2014\u7528\u6237\u9700\u8981\u82b1\u66f4\u591a\u65f6\u95f4\u8c03\u6559 AI \u624d\u80fd\u83b7\u5f97\u9700\u8981\u7684\u7ed3\u679c\u2014\u90a3\u4e48\u5b83\u53cd\u800c\u4f1a\u52a0\u5267\u8ba4\u77e5\u8d1f\u8377\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6700\u786c\u6838\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u6b63\u786e\u8bc6\u522b\u7528\u6237\u610f\u56fe\u4e2d\u7684\u201c\u9690\u6027\u4e0a\u4e0b\u6587\u201d\uff08\u6bd4\u5982\u505a\u9879\u76ee\u8ba1\u5212\u65f6\u9700\u878d\u5408\u5386\u53f2\u7b14\u8bb0\u3001\u804a\u5929\u8ba8\u8bba\u3001\u5f85\u529e\uff09\u3002\u5982\u679c Nova \u80fd\u505a\u5230\u65e0\u611f\u5173\u8054\u3001\u5c11\u7528\u5411\u5bfc\u591a\u7528\u6697\u55bb\uff0cMindMesh \u5f88\u6709\u53ef\u80fd\u6210\u4e3a\u66ff\u4ee3\u4f20\u7edf\u753b\u5e03\u7c7b\u5de5\u5177\uff08Miro\u3001Linear\u3001Notion\uff09\u7684\u65b0\u4e00\u4ee3\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u8f7d\u4f53\u3002\u5173\u952e\u4e0d\u5728\u5b58\u50a8\uff0c\u5728\u201c\u91cd\u6784\u601d\u8003\u7684\u539f\u5b50\u7ed3\u6784\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\">MindMesh<\/span>\n <\/div>\n<div class=\"comment-content\">Most productivity apps help store information. MindMesh is designed to help prepare thinking. Instead of juggling disconnected notes, tasks, AI chats, documents, and research tools, MindMesh brings everything into one cognitive workspace powered by Nova \u2014 an AI system built to help organize ideas, generate structure, reduce mental overhead, and turn scattered thinking into execution. Built for founders, creators, operators, and people tired of fragmented workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">MindMesh was built because productivity tools became another place to manage chaos. Notes, tasks, documents, ideas, and research all lived in separate places, forcing people to do the organizing themselves.<\/p>\n<p>I wanted to build something different: a cognitive workspace that helps turn scattered thoughts into clear action. MindMesh brings planning, writing, notes, lists, AI assistance, and connected context into one focused system \u2014 so people can think better, move faster, and stop losing important ideas.<\/p>\n<p>The product evolved from a simple organization tool into something more ambitious: a workspace that does not just store your work, but helps prepare it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing I\u2019ve noticed while building MindMesh:<\/p>\n<p>People don\u2019t really struggle with capturing information anymore.<\/p>\n<p>They struggle with:<\/p>\n<ul>\n<li>\n<p>overload<\/p>\n<\/li>\n<li>\n<p>fragmentation<\/p>\n<\/li>\n<li>\n<p>reconnecting context<\/p>\n<\/li>\n<li>\n<p>turning scattered inputs into momentum<\/p>\n<\/li>\n<\/ul>\n<p>Most tools solved storage.<\/p>\n<p>Very few are solving cognitive 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<\/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\/CH4QAFFTHW4AJQ\" class=\"app-title\">Oxus: Family Food Weight Loss<\/a><\/p>\n<div class=\"one-liner\">Eat family foods & lose weight<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Oxus\u8ba9\u4f60\u5403\u5bb6\u4eba\u505a\u7684\u5bb6\u5e38\u83dc\u4e5f\u80fd\u51cf\u80a5\uff0c\u53ea\u9700\u62cd\u7167\u5e76\u914d\u5408\u98df\u7269\u79e4\uff0c\u5c31\u80fd\u83b7\u5f97\u7cbe\u786e\u5230\u514b\u6570\u7684\u8fdb\u98df\u5efa\u8bae\uff0c\u65e0\u9700\u8282\u98df\u6216\u53e6\u8d77\u7089\u7076\uff0c\u89e3\u51b3\u5bb6\u5ead\u5171\u9910\u4e0e\u51cf\u91cd\u96be\u4ee5\u4e24\u5168\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5ff2d7c-2e74-404b-98bb-670740d9bc3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9da69a0-70e6-48ff-ad83-baea6457fa42.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71e8b920-f52f-4834-b4a0-b1fa0304b797.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76e10a00-fd85-4118-b5a7-7abcab2f1e4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4688ed46-7d5a-4571-b7fb-1f366203a210.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Nutrition<\/span><br \/>\n <span class=\"tag\">Dieting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u51cf\u80a5<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u9910<\/span><br \/>\n <span class=\"tag\">\u5361\u8def\u91cc\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u98df\u7269\u79e4<\/span><br \/>\n <span class=\"tag\">AI\u62cd\u7167\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u4f53\u91cd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u996e\u98df<\/span><br \/>\n <span class=\"tag\">\u65e0\u75db\u51cf\u8102<\/span><br \/>\n <span class=\"tag\">\u996e\u98df\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u751f\u6d3b<\/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\u8be2\u95ee\u70ed\u91cf\u8d64\u5b57\u662f\u5426\u6839\u636e\u6d3b\u52a8\u91cf\u548c\u76ee\u6807\u4e2a\u6027\u5316\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u7cfb\u7edf\u4f1a\u6839\u636e\u7528\u6237\u9009\u62e9\u7684\u6d3b\u52a8\u6c34\u5e73\u548c\u51cf\u8102\u901f\u5ea6\uff0c\u7ed9\u51fa\u5bb6\u5ead\u83dc\u80b4\u7684\u7cbe\u786e\u514b\u6570\u6307\u5bfc\uff0c\u5e76\u63d0\u4f9b7\u5929\u514d\u8d39\u8bd5\u7528\u4e0e\u4e00\u5bf9\u4e00\u6307\u5bfc\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 Oxus\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1a\u4e0e\u5bb6\u4eba\u540c\u4f4f\u3001\u53c8\u5e0c\u671b\u51cf\u91cd\u7684\u4eba\u7fa4\u3002\u5b83\u6ca1\u6709\u91cd\u9020\u201c\u5065\u5eb7\u98df\u8c31\u201d\u6216\u201c\u4ee3\u9910\u201d\u8fd9\u4e9b\u62e5\u6324\u8d5b\u9053\uff0c\u800c\u662f\u9009\u62e9\u201c\u9002\u914d\u5bb6\u5e38\u83dc\u201d\u8fd9\u4e00\u5b9e\u7528\u4e3b\u4e49\u8def\u5f84\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u7684\u6267\u884c\u95e8\u69db\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u6838\u5fc3\u903b\u8f91\u662f\u5c06\u4f20\u7edf\u7684\u201c\u91cf\u5316\u996e\u98df\u201d\u7b80\u5316\u6210\u62cd\u7167+\u79f0\u91cd\u4e24\u6b65\uff0c\u8fd9\u5bf9\u4e8e\u5728\u5bb6\u5ead\u73af\u5883\u4e2d\u7f3a\u4e4f\u996e\u98df\u63a7\u5236\u6743\u7684\u7528\u6237\u5177\u5907\u4e00\u5b9a\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\uff08\u4ec55\u7968\uff09\uff0c\u5176\u771f\u5b9e\u4ef7\u503c\u5c1a\u672a\u7ecf\u8fc7\u8db3\u591f\u89c4\u6a21\u7684\u6570\u636e\u9a8c\u8bc1\u3002\u5355\u5f20\u7167\u7247\u8bc6\u522b\u201c\u4e00\u9505\u6742\u70e9\u201d\u7684\u70ed\u91cf\u4e0e\u63a8\u8350\u514b\u6570\uff0c\u6280\u672f\u4e0a\u8fdc\u6bd4\u8bc6\u522b\u6807\u51c6\u5957\u9910\u590d\u6742\u5f97\u591a\uff0c\u8bef\u5dee\u8303\u56f4\u96be\u4ee5\u5ffd\u89c6\u3002\u6b64\u5916\uff0c\u4f9d\u8d56\u201c\u98df\u7269\u79e4\u201d\u4f5c\u4e3a\u4ea4\u4e92\u4ecb\u8d28\uff0c\u867d\u7136\u63d0\u5347\u4e86\u7cbe\u786e\u5ea6\uff0c\u4f46\u4e5f\u4f1a\u589e\u52a0\u7528\u9910\u573a\u666f\u7684\u8fdd\u548c\u611f\u2014\u2014\u6bcf\u6b21\u5403\u996d\u524d\u6309\u63a8\u8350\u91cd\u91cf\u5206\u9910\uff0c\u53ef\u80fd\u8ba9\u201c\u5bb6\u5ead\u6e29\u60c5\u201d\u5927\u6253\u6298\u6263\u3002\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\u627f\u8bfa\u201c\u4eb2\u81ea\u6307\u5bfc\u8bbe\u7f6e\u201d\uff0c\u6697\u793a\u4ea7\u54c1\u5f53\u524d\u7684\u81ea\u52a8\u63a8\u8350\u53ef\u80fd\u4ecd\u6709\u76f2\u533a\uff0c\u9700\u8981\u4eba\u5de5\u8865\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c7\u5929\u514d\u8d39\u8bd5\u7528\u540e\u80fd\u5426\u8f6c\u4e3a\u4ed8\u8d39\uff0c\u53d6\u51b3\u4e8e\u7528\u6237\u7684\u4f53\u91cd\u6570\u636e\u662f\u5426\u6301\u7eed\u6539\u5584\uff0c\u4ee5\u53ca\u662f\u5426\u613f\u610f\u4e3a\u201c\u4e0d\u6539\u53d8\u5bb6\u5ead\u996e\u98df\u4e60\u60ef\u201d\u8fd9\u4e00\u4ef7\u503c\u4e70\u5355\u3002\u5982\u679cOxus\u80fd\u6301\u7eed\u4f18\u5316\u98df\u7269\u8bc6\u522b\u7cbe\u5ea6\uff0c\u5e76\u52a0\u5165\u66f4\u7075\u6d3b\u7684\u5bb6\u5ead\u805a\u9910\u6a21\u5f0f\uff08\u5982\u805a\u9910\u65e5\u3001\u5916\u98df\u65e5\uff09\uff0c\u5b83\u6709\u53ef\u80fd\u6210\u4e3a\u51cf\u91cd\u5e02\u573a\u4e2d\u4e00\u4e2a\u72ec\u7279\u7684\u5c0f\u4f17\u5de5\u5177\u3002\u4f46\u82e5\u4ec5\u505c\u7559\u5728\u201c\u62cd\u7167\u79f0\u91cd\u201d\u7684\u7b80\u5355\u5faa\u73af\uff0c\u7f3a\u4e4f\u884c\u4e3a\u6fc0\u52b1\u4e0e\u793e\u4ea4\u652f\u6301\uff0c\u5219\u5bb9\u6613\u6ca6\u4e3a\u65b0\u9c9c\u611f\u9a71\u52a8\u7684\u77ed\u671f\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Oxus: Family Food Weight Loss<\/span>\n <\/div>\n<div class=\"comment-content\">Oxus lets you eat the same food your family cooks \u2014 and still lose weight. No restrictive diets. No meal prep. No separate cooking. Just snap a photo of your meal, and Oxus tells you exactly how much to eat using a food scale to stay in a calorie deficit. I built this because I live with my family and got tired of choosing between eating what they cook or losing weight. Every new user gets 7 days of full access as a gift for free<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you personalize the calorie deficit based on activity and goals, or is it more portion guidance only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> the calories are personalized to your activity level and fat loss pace that you select, and will give you exact grams of the family dishes you family is already making, if you want to try it out, you get 7 days for free as a gift, and i will be personally working with you to set it up for you and get you going to make sure you lose weight while eating family foods, let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone,<\/p>\n<p>I built Oxus because I live with my family and was tired of choosing between eating the same delicious home-cooked meals they make every night or trying to lose weight.<\/p>\n<p>So I made an app that tells you exactly how many grams to eat of whatever is already on the table \u2014 no restrictive diets, no cooking separate meals, no boring food.<\/p>\n<p>I lost 20kg (44 pounds) doing this.<\/p>\n<p>Every new user gets 7 days of full access completely free as a gift.<\/p>\n<p>Would love to hear from others who also live with family and struggle with the same problem. 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