\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-27<\/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 | 2026-02-27<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R3HOCK65ZQLUSW\" class=\"app-title\">Superset<\/a><\/p>\n<div class=\"one-liner\">Run an army of Claude Code, Codex, etc. on your machine<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">427<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u652f\u6301\u5728\u672c\u5730\u540c\u65f6\u5e76\u884c\u8fd0\u884c\u591a\u4e2aAI\u7f16\u7801\u4ee3\u7406\uff08\u5982Claude Code\u3001Codex\uff09\u7684\u589e\u5f3a\u578bIDE\uff0c\u901a\u8fc7\u6c99\u76d2\u9694\u79bb\u548c\u96c6\u4e2d\u76d1\u63a7\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u56e0\u4e32\u884c\u7b49\u5f85\u548c\u4e0a\u4e0b\u6587\u5207\u6362\u5bfc\u81f4\u7684\u5f00\u53d1\u6d41\u7a0b\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cf13eb1-e919-40a1-8637-0be03db9658f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fefd80fe-eb15-4924-83c6-e86bc82e1cd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/babe5c7b-675e-4a0c-9130-8c232be932e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a66fd6a5-5e5c-48be-ba08-895d34dc56a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e800663-c286-483c-aae4-c97fcb54b331.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\/20e66498-725b-4f14-b734-98406595fec5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mk02bSQmEKY\"><source src=\"https:\/\/www.youtube.com\/watch?v=mk02bSQmEKY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u5f00\u53d1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u5e76\u884c<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406\u7f16\u6392<\/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\u5e76\u884c\u80fd\u529b\u548c\u6c99\u76d2\u8bbe\u8ba1\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u8de8\u4ee3\u7406\u4e0a\u4e0b\u6587\u5171\u4eab\u4e0e\u534f\u8c03\u673a\u5236\uff1b\u5b89\u5168\u9694\u79bb\u6027\uff1b\u4e0e\u4e91\u5f00\u53d1\/CI\/CD\/\u4efb\u52a1\u7ba1\u7406\u5de5\u5177\u7684\u96c6\u6210\uff1b\u957f\u671f\u5185\u5b58\u5904\u7406\uff1b\u4ee5\u53ca\u5e76\u884c\u5de5\u4f5c\u6d41\u7684\u5b9e\u9645\u751f\u4ea7\u529b\u6536\u76ca\u91cf\u5316\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 Superset\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u666e\u901a\u7684IDE\uff0c\u800c\u662f\u65e8\u5728\u6210\u4e3a\u672c\u5730AI\u7f16\u7801\u4ee3\u7406\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u6216\u201c\u7f16\u6392\u5c42\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u4eba\u6307\u6325\u5355\u4e2a\u4ee3\u7406\u201d\u7684\u6a21\u5f0f\uff0c\u5347\u7ea7\u4e3a\u201c\u4eba\u6307\u6325\u4e00\u4e2a\u4ee3\u7406\u519b\u56e2\u201d\u7684\u6a21\u5f0f\u3002\u901a\u8fc7\u6c99\u76d2\u9694\u79bb\uff0c\u5b83\u5de7\u5999\u5730\u89c4\u907f\u4e86\u5f53\u524dAI\u4ee3\u7406\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u5bb9\u6613\u201c\u7cbe\u795e\u9519\u4e71\u201d\u548c\u76f8\u4e92\u5e72\u6270\u7684\u7f3a\u9677\uff0c\u4fdd\u8bc1\u4e86\u57fa\u7840\u7a33\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c10\u500d\u6548\u7387\u201d\u9762\u4e34\u6df1\u5c42\u62f7\u95ee\u3002\u9996\u5148\uff0c\u74f6\u9888\u8f6c\u79fb\uff1a\u5b83\u89e3\u51b3\u4e86\u4ee3\u7406\u6392\u961f\u7b49\u5f85\u7684\u95ee\u9898\uff0c\u4f46\u5c06\u8d1f\u62c5\u8f6c\u79fb\u7ed9\u4e86\u5f00\u53d1\u8005\u7684\u4e8b\u540e\u96c6\u6210\u4e0e\u51b3\u7b56\u3002\u591a\u4e2a\u4ee3\u7406\u4ea7\u51fa\u7684\u5927\u91cf\u4ee3\u7801\u53d8\u66f4\uff0c\u4ecd\u9700\u4eba\u5de5\u8fdb\u884c\u6700\u7ec8\u7684\u5ba1\u67e5\u3001\u5408\u5e76\u4e0e\u67b6\u6784\u628a\u63a7\uff0c\u8fd9\u53ef\u80fd\u5e26\u6765\u65b0\u7684\u8ba4\u77e5\u8d1f\u8377\u3002\u5176\u6b21\uff0c\u67b6\u6784\u6096\u8bba\uff1a\u4e25\u683c\u7684\u6c99\u76d2\u9694\u79bb\u867d\u5e72\u51c0\uff0c\u5374\u4e0e\u771f\u5b9e\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u6a21\u5757\u95f4\u9700\u9891\u7e41\u901a\u4fe1\u3001\u4fdd\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4\u7684\u672c\u8d28\u76f8\u51b2\u7a81\u3002\u56e2\u961f\u63d0\u53ca\u6b63\u5728\u6784\u5efa\u7684\u201c@\u63d0\u53ca\u201d\u5f0f\u5171\u4eab\u5185\u5b58\u5c42\uff0c\u662f\u5bf9\u6b64\u7684\u8865\u6551\uff0c\u4f46\u8fd9\u6070\u6070\u8bf4\u660e\uff0c\u4ece\u201c\u9694\u79bb\u201d\u8d70\u5411\u201c\u53d7\u63a7\u7684\u534f\u540c\u201d\uff0c\u624d\u662f\u771f\u6b63\u7684\u96be\u70b9\u4e0e\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u5de7\u5999\u5730\u7ad9\u5728\u4e86\u201c\u672c\u5730\u201d\u4e0e\u201c\u4e91\u201d\u7684\u5341\u5b57\u8def\u53e3\u3002\u5b83\u5229\u7528\u672c\u5730\u7b97\u529b\u4e0e\u73b0\u6709\u8ba2\u9605\u5b9e\u73b0\u4f4e\u6210\u672c\u542f\u52a8\uff0c\u4f46\u8d44\u6df1\u7528\u6237\u5df2\u6307\u51fa\uff0c\u5927\u89c4\u6a21\u5e76\u884c\uff08\u5982100+\u4ee3\u7406\uff09\u7684\u672a\u6765\u5fc5\u7136\u5728\u4e91\u7aef\u3002Superset\u7684\u7ec8\u6781\u60f3\u8c61\u7a7a\u95f4\u6216\u8bb8\u5728\u4e8e\u6210\u4e3a\u8de8\u73af\u5883\u3001\u8de8\u5382\u5546AI\u4ee3\u7406\u7684\u6807\u51c6\u5316\u7f16\u6392\u5e73\u53f0\uff0c\u4f46\u8fd9\u8981\u6c42\u5176\u5728\u89e3\u51b3\u5f53\u524d\u534f\u540c\u77ed\u677f\u7684\u540c\u65f6\uff0c\u5efa\u7acb\u8d77\u5f3a\u5927\u7684\u751f\u6001\u96c6\u6210\u80fd\u529b\u3002\u5b83\u70b9\u71c3\u4e86\u5e76\u884cAI\u5f00\u53d1\u7684\u5f15\u4fe1\uff0c\u4f46\u771f\u6b63\u7684\u6548\u7387\u9769\u547d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8ba9\u8fd9\u7fa4\u201c\u6570\u5b57\u5de5\u4eba\u201d\u4ece\u5404\u81ea\u4e3a\u653f\u8d70\u5411\u534f\u540c\u4f5c\u6218\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Superset<\/span>\n <\/div>\n<div class=\"comment-content\">Superset is a turbocharged IDE that allows you to run any coding agents to 10x your development workflow. – Run multiple agents simultaneously without context switching overhead – Isolate each task in its own sandbox so agents don’t interfere with each other – Monitor all your agents from one place and get notified when they need attention – Review changes quickly with built-in diff viewer and editor Wait less, ship more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all,<\/p>\n<p>I’m Kiet, one of the creators of Superset. We created Superset to reduce the time you spend waiting around for agents like Claude Code to run. Superset lets you kick off dozens of coding agent sessions in parallel. It works with any coding agents like Claude Code, Codex, OpenCode, etc. while allowing you to use your Pro\/Max plans. It’s a full featured IDE optimized for parallel agents workflows.<\/p>\n<\/p>\n<p>The last few months have seen incredible adoption from the most cutting edge teams from all over the world. I’m excited to see what you will build with Superset! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>64<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flyakiet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flyakiet<\/a> Are there any plans to integrate with issue trackers, CI\/CD, or cloud IDEs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/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\/@flyakiet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flyakiet<\/a> Hey Kiet! In real-world usage, what\u2019s the biggest bottleneck you\u2019ve seen disappear; agent latency, human context switching, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flyakiet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flyakiet<\/a> congrats, Kiet!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there,<\/p>\n<p>I’m Satya, I’m also part of the core team building Superset! It’s been amazing seeing our product grow over the last few months up to this 1.0 launch. We’ve helped so many people already improve their Claude Code, Codex, etc. CLI flows by helping them manage worktrees in parallel, organize Linear tickets and more. It’s been really gratifying to watch the product grow, I just want to shout out all of our users – they’ve been incredibly supportive and helped us get to a product we’re all very proud of.<\/p>\n<\/p>\n<p>If you end up using Superset from this post I’d love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/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 sandbox isolation is the right architectural call to prevent interference, but it creates the inverse challenge: when two agents are working on related tasks \u2014 say, a frontend and a backend agent that both need to agree on an API shape \u2014 how does Superset handle cross-agent context sharing? Full isolation is clean but can lead to agents making conflicting assumptions in silence. Is there a shared workspace layer agents can read from, or is isolation by design absolute?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> We are working on that, we are building in a memory layer where in your prompts to one agent you could ‘@’ the context of another workspace to bring it into the chat or make it available for the agent in your current session to grab. We have yet to ship it but we are pretty excited about it<\/p>\n<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey yall,<br \/>I’m Avi, one of the creators of Superset. I’m super excited to share what we’ve been building. We use Superset to build Superset and its really fun to see how much people are enjoying it. Theres a lot more we are planning on shipping but I’m looking forward to hearing all the feedback from more users, and to see what you all think of it! <br \/>Let me know if you have any questions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/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>love this, it\u2019s my daily driver now. replaced cursor, claude code, and conductor! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hazhubble\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazhubble<\/a> thanks Haz!! If you run into anything we’re always happy to help \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let’s gooo massive fan of Superset product + team! One of the fastest executing teams I’ve seen!<\/p>\n<p>Question for you guys: Do you think the future will see more local or cloud development? Right now I’m using my mac mini and ssh’ing into it, and it’s great in many ways but can get messy with enough things running in parallel. Cloud is easier to manage but problem becomes continuing working from the CLI and all that. Where do you think things are heading?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eliasstravik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eliasstravik<\/a> Thanks for the support as always Elias! <\/p>\n<p>Doing the 10+ worktrees has been frying my machine, definitely see remote\/cloud as the only way forward to get to 100+ agents in parallel<\/p>\n<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@flyakiet makes a ton of sense – exciting! I\u2019d love for superset to be the orchestration layer of parallel agents + cloud environments so I can always pick claude code, codex or whatever instead of getting locked in to any of them!<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@flyakiet im sat<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really solid love the idea of running multiple agents in parallel <\/p>\n<p>Quick question \u2014 with all these isolated environments, how are you handling security between them? <\/p>\n<p>Like making sure one agent can\u2019t access another or any API-related risks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> thanks Shrujal! So in my head the tricky thing is it’s a huge risk if <em>any <\/em>sandbox gets hacked, as they will have instances of users’ entire sandboxes within them. One rogue agent is probably equally destructive with access to one vs 100 agents. <\/p>\n<\/p>\n<p>As a result our goal will be focused on buliding this out with security in mind first and foremost! We definitely need to consider the ways our sandboxes will be vulnerable as we scale out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been a power user. These folks ship so fast I get an update every day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aidan_pratt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aidan_pratt<\/a> thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. This is super cool! Are agents aware of how much ram they are using on the host machine to prevent slowness?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valentin_po\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valentin_po<\/a> honestly that’s a great idea for a feature! We do already have the breakdown for memory usage, so we could add it to the MCP to help us debug \ud83d\ude42 <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69a7e48c-0c0f-4f94-a69a-d2f42a6deae0.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting approach to running multiple agents locally. Curious, how are you thinking about agent coordination to avoid conflicting code changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithlesh_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithlesh_shah<\/a> So locally agents actually run in isolated copies of your code base, and we’ve found that this is more than enough for the volume of agents we tend to run (anywhere from 3-10 at a time). <\/p>\n<\/p>\n<p>You do still end up with merge conflicts when you attempt to create a pr, but agents are actually incredibly good at this already. As a result, we’ve been noodling with the concept of a merge queue, where agents will process prs and make sure they’re ready to be merged for users. It’s still just a concept but I do think something there will be incredibly useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really love that this works with existing Pro\/Max plans, that\u2019s a huge unlock for teams already deep into AI coding workflows. Such a smart move \ud83d\ude4c<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> yeah I think it’s almost non-negotiable for the average user! AI bills would cost $1000s without it lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Big fan of this team and product. We use it daily. Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> thanks Ayush!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running multiple coding agents in parallel without context switching is <em>exactly<\/em> where dev workflows are heading. The sandbox isolation + centralized monitoring feels like a serious productivity unlock, especially for teams experimenting with Claude, Codex, and other agents simultaneously.<\/p>\n<p>The built-in diff + review layer is a smart touch too. That\u2019s usually where agent workflows get messy.<\/p>\n<p>Curious:<\/p>\n<ul>\n<li>\n<p>How does Superset handle long-running agent memory?<\/p>\n<\/li>\n<li>\n<p>Any benchmarks on productivity gains vs. single-agent workflows?<\/p>\n<\/li>\n<li>\n<p>Is there team collaboration support on the roadmap?<\/p>\n<\/li>\n<\/ul>\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\/@ahmedhamdyse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmedhamdyse<\/a> Thanks Ahmed! <br \/>– Team collaboration is 100% on the roadmap and actually should be out quite soon.<br \/>– Currently we rely on your coding agent of choice for memory, but are planning on releasing a shared memory layer. We will have to run some experiments to see how it runs with long-running agents, but we are basing it off Mastra’s Observational memory which seems to do quite well in that use case<br \/>– Productivity benchmarks are a great idea and we’ve talked about them internally. We definitely want to develop some, but anecdotally it definitely makes us a lot faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> This solves a real pain point. I’ve been running Claude Code sessions sequentially and the context switching kills momentum. The sandbox isolation per task is smart \u2014 I’ve definitely had agents step on each other’s changes when working on related files. <\/p>\n<\/p>\n<p> Question: how does the diff viewer handle conflicts when two agents modify overlapping files? Is there a merge flow or does it flag it for manual resolution? <\/p>\n<\/p>\n<p> Great launch, congrats to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@a_kuzov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@a_kuzov<\/a> the diff viewer is isolated per worktrees but the agents handle merge conflict through git as a human would. We’ll try to build extra support for merge conflicts as well but it’s actually not been a huge issue so far \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great ease working with claude code etc using SuperSet!! No more headache and waste of time!<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> thanks Cruise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 waiting problem with Claude Code is real, but I’m curious how Superset handles the orchestration layer. When you have dozens of agents running in parallel, how do you decide which tasks are safe to run concurrently versus which ones need to be sequenced to avoid conflicts?<\/p>\n<p>And with sandbox isolation per task, does each workspace get its own file system snapshot? Wondering how state gets reconciled if two agents end up touching related parts of the same codebase.<\/p>\n<p>I use Claude Code daily for building my AI platform and parallel agent workflow conflicts are something I’ve been thinking hard about. Would love to understand more about how Superset handles those edge cases in practice. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> great question. Each workspace gets a clone of the repo using git worktrees. We try to split them at task level but conflicts can occasionally happen. This happens in large engineering team working on codebases as well. Usually the agents are very good at merge conflicts, especially if we start including the trace and intent in the PRs. <\/p>\n<\/p>\n<p>Conflict has been less common than i expected. They mostly happen when multiple human team members are working on the same feature. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on reaching #1 today, Superset team! The ability to run multiple coding agents without context switching is a game-changer for speed. As a developer building a PropTech SaaS (ParkEase) with React Native and Python, I can see how this would have saved us tons of hours during our latest sprint. Question: Does it support custom sandboxes for private Python libraries? Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcos_bazan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcos_bazan<\/a> Eventually we plan on it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an IDE for people who find waiting 30 seconds for Claude Code physically painful. Now I can be unproductive in 12 parallel threads instead of one \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> you and me both \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>already use yall daily haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@reaganhsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reaganhsu<\/a> amazing thanks for the support as always Reagan!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Worktree isolation per agent is the key design choice here. Without it, parallel agents would constantly step on each other’s changes. The persistent daemon surviving crashes is a nice touch too. How are you handling merge conflicts when multiple agents edit overlapping files?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Another IDE, of which there are already many. How are you better than the others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniyar_abdukarimov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniyar_abdukarimov<\/a> the previous sets of IDEs solve a very different set of problems. If you want to run 10+ Claude Code or Codex in parallel and squeeze the most performance out of them, I think we’re one of the best options<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using superset since the beginning and it’s great for managing multiple projects!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mas_pierce\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mas_pierce<\/a> lets gooo thanks boss! OG Supersetter<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! As someone who often uses just a single aider session at a time and calls it a day, very excited to try this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@sand1929\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sand1929<\/a> Nice let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using superset consistently for the last month and my usage on it is probably > cursor right now! Insanely helpful tool if you’re trying to work parallel coding sessions (multi projects, worktrees, etc.)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@john_yeo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_yeo<\/a> amazing, thanks John! Keep the feedback coming we’ll try our best to support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@john_yeo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_yeo<\/a> thanks for the OG support John!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this handle git worktrees automatically? Do I need to reclone all my existing repos as bare repos in order to use this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haxybaxy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haxybaxy<\/a> yes it does handle worktrees automatically. we support importing existing repos from github or local. No need to reclone for Superset.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deepak_singh09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepak_singh09<\/a> thanks Deepak!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GJV7DFV6CCHK6F\" class=\"app-title\">Claude Code Remote Control<\/a><\/p>\n<div class=\"one-liner\">Continue local sessions from any device with Remote Control<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">380<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u672c\u5730Claude Code\u7f16\u7a0b\u4f1a\u8bdd\u65e0\u7f1d\u5207\u6362\u81f3\u624b\u673a\u3001\u5e73\u677f\u7b49\u8bbe\u5907\u8fdc\u7a0b\u7ee7\u7eed\u64cd\u4f5c\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u79bb\u5f00\u5de5\u4f5c\u73af\u5883\u65f6\u88ab\u8feb\u4e2d\u65ad\u7f16\u7801\u6d41\u7a0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45387e26-03bf-4d37-b79f-f24715b10684.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b159077e-684f-493a-b0aa-619f585e0d76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/238ee8d2-4625-4bf2-81c7-48073396f272.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\/2b2fd7d2-7878-432b-ba2e-f79d51a0f047.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\/91e2def8-748a-4e80-b649-5f64da73ceeb.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hls4srtOo3Q\"><source src=\"https:\/\/youtu.be\/hls4srtOo3Q\" 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\">Android<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u4fdd\u6301<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u591a\u8bbe\u5907\u540c\u6b65<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u4e0a\u4e0b\u6587\u4e22\u5931\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u671f\u5f85\u5728\u901a\u52e4\u7b49\u573a\u666f\u63d0\u5347\u6548\u7387\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u652f\u6301\u591a\u4f1a\u8bdd\u5e76\u884c\u3001\u4ea4\u4e92\u6a21\u5f0f\u662f\u53cc\u5411\u63a7\u5236\u8fd8\u662f\u53ea\u8bfb\u76d1\u63a7\u3001\u662f\u5426\u6709\u63a8\u9001\u901a\u77e5\u529f\u80fd\uff0c\u5e76\u4e0e\u7c7b\u4f3c\u4ea7\u54c1Macky\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claude Code Remote Control \u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u591a\u8bbe\u5907\u540c\u6b65\u529f\u80fd\uff0c\u5b9e\u5219\u662f\u5bf9AI\u539f\u751f\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u91cd\u8981\u91cd\u6784\u3002\u5b83\u51fb\u4e2d\u7684\u5e76\u975e\u7b80\u5355\u7684\u201c\u79fb\u52a8\u529e\u516c\u201d\u9700\u6c42\uff0c\u800c\u662fAI\u7f16\u7a0b\u65f6\u4ee3\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u4ee5\u201c\u4f1a\u8bdd\u201d\u4e3a\u6838\u5fc3\u7684\u3001\u9ad8\u5ea6\u6c89\u6d78\u7684AI\u534f\u4f5c\u8fc7\u7a0b\uff0c\u4e0e\u7269\u7406\u4f4d\u7f6e\u56fa\u5b9a\u6027\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u4ea7\u54c1\u5c06\u201c\u4f1a\u8bdd\u8fde\u7eed\u6027\u201d\u63d0\u5347\u4e3a\u7b2c\u4e00\u4f18\u5148\u7ea7\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4fdd\u62a4\u5f00\u53d1\u8005\u6700\u5b9d\u8d35\u7684\u201c\u5fc3\u6d41\u201d\u72b6\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u4e00\u6b21\u4ec5\u4e00\u4e2a\u8fdc\u7a0b\u4f1a\u8bdd\u201d\u7684\u9650\u5236\u66b4\u9732\u4e86\u6218\u7565\u4e0a\u7684\u8c28\u614e\u4e0e\u5f53\u524d\u7684\u6280\u672f\u8fb9\u754c\u3002\u8fd9\u5e76\u975e\u611a\u8822\uff0c\u800c\u662f\u4e00\u79cd\u6743\u8861\uff1a\u5728\u786e\u4fdd\u4f4e\u590d\u6742\u5ea6\u4e0e\u907f\u514d\u72b6\u6001\u51b2\u7a81\u4e4b\u95f4\uff0c\u9009\u62e9\u4e86\u524d\u8005\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e86\u6838\u5fc3\u6311\u6218\u2014\u2014\u5f53AI\u4ee3\u7406\u80fd\u5904\u7406\u591a\u4e2a\u5e76\u884c\u4efb\u52a1\u65f6\uff0c\u8fdc\u7a0b\u63a7\u5236\u754c\u9762\u80fd\u5426\u6f14\u8fdb\u4e3a\u771f\u6b63\u7684\u201c\u6307\u6325\u4e2d\u5fc3\u201d\uff1f\u7528\u6237\u63d0\u51fa\u7684\u53cc\u5411\u63a7\u5236\u4e0e\u63a8\u9001\u901a\u77e5\u95ee\u9898\uff0c\u6b63\u6307\u5411\u8fd9\u4e2a\u672a\u6765\uff1a\u5b83\u4e0d\u5e94\u4ec5\u662f\u4f1a\u8bdd\u7684\u201c\u955c\u50cf\u201d\uff0c\u800c\u5e94\u6210\u4e3a\u79fb\u52a8\u7aef\u5bf9AI\u5de5\u4f5c\u6d41\u7684\u201c\u8c03\u5ea6\u7ec8\u7aef\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u65b9\u6848\u66f4\u50cf\u662f\u5bf9\u73b0\u6709\u6a21\u5f0f\u7684\u4f18\u96c5\u8865\u4e01\uff0c\u800c\u975e\u8303\u5f0f\u9769\u65b0\u3002\u771f\u6b63\u7684\u672a\u6765\uff0c\u6216\u8bb8\u662f\u8bc4\u8bba\u4e2d\u9690\u7ea6\u63d0\u53ca\u7684\uff1a\u4e00\u4e2a\u4e0e\u8bbe\u5907\u89e3\u8026\u7684\u3001\u6301\u7eed\u8fd0\u884c\u7684AI\u534f\u4f5c\u73af\u5883\uff0c\u8fdc\u7a0b\u63a7\u5236\u53ea\u662f\u5176\u6700\u6d45\u5c42\u7684\u63a5\u53e3\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u4eca\u5929\u80fd\u8fdc\u7a0b\u770b\u4ee3\u7801\uff0c\u800c\u5728\u4e8e\u5b83\u9996\u6b21\u5c06\u201cAI\u7f16\u7a0b\u4f1a\u8bdd\u201d\u4f5c\u4e3a\u4e00\u4e2a\u53ef\u8fc1\u79fb\u7684\u3001\u6301\u4e45\u7684\u5b9e\u4f53\u8fdb\u884c\u7ba1\u7406\uff0c\u8fd9\u4e3a\u672a\u6765\u66f4\u667a\u80fd\u7684\u3001\u60c5\u5883\u611f\u77e5\u7684\u5206\u5e03\u5f0f\u5f00\u53d1\u4f53\u9a8c\u94fa\u4e0b\u4e86\u4e00\u5757\u57fa\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Code Remote Control<\/span>\n <\/div>\n<div class=\"comment-content\">Continue a local Claude Code session from your phone, tablet, or any browser using Remote Control. Works with claude.ai\/code and the Claude mobile app.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anthropic announced a new Claude Code feature called Remote Control. <\/p>\n<\/p>\n<p><strong>The idea is pretty straightforward<\/strong>: you start a Claude Code session locally in your terminal, then continue them from your phone. Take a walk, see the sun, walk your dog without losing your flow. It’s rolling out now to Max users as a research preview. <\/p>\n<\/p>\n<p>Anyone here on Max plan tried it yet? How the mobile experience feels in practice (latency, editing capabilities, etc.)? <\/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>Reminds me of <a href=\"https:\/\/www.producthunt.com\/products\/macky-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"macky-2\" target=\"_blank\" rel=\"noopener\">@Macky<\/a> which <a href=\"https:\/\/www.producthunt.com\/@sayuj_suresh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sayuj_suresh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayuj_suresh<\/a> launched a few days ago. Inviting your thoughts on this launch Sayuj. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Take a walk, see the sun, walk your dog without losing your flow” is doing a lot of work in that description and it genuinely lands. The mental cost of losing context mid-session is way higher than people realize until they experience picking up exactly where they left off.<\/p>\n<p>The one remote session at a time limitation is an interesting design choice. Keeps things simple and avoids conflict, but I’m curious if that becomes a friction point when you have multiple long-running jobs going and want to check in on a specific one from your phone.<\/p>\n<p>I use Claude Code daily for building my AI platform and the number of times I’ve walked away from my desk mid-session wishing I could nudge it or check progress from my phone is higher than I’d like to admit. This is exactly the feature I didn’t know was missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what I always had in my bucket of TODOs, while I travel in bus to University and the way back is in total 3 hours and I believed having something like this would seriously make that time of mine productive.<\/p>\n<p>Been using the <a href=\"https:\/\/www.producthunt.com\/products\/cursor\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"cursor\" target=\"_blank\" rel=\"noopener\">@Cursor<\/a> Agents, <a href=\"https:\/\/www.producthunt.com\/products\/jules\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jules\" target=\"_blank\" rel=\"noopener\">@Jules<\/a> and recently the <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> to work in that time of the day. This will be the next try but I always thought how about having a computer on the go with me in the bus (not literally but to be able to control one remotely). <\/p>\n<p>Visualising this I had one image like being able to project through maybe some VR glasses and do it? But to be cheap I also thought about how using a mobile maybe we can remotely do this and we’re here.<\/p>\n<p>What you’ll think about the future ? Let me know and I’ll share something I truly believe is the future but so much time for it to happen it seems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Being able to monitor local sessions from a phone is a huge win for mobility. As we develop <strong>ParkEase<\/strong> (a SaaS for property managers), we\u2019re constantly looking for ways to make complex backend tasks manageable from a mobile device.<\/p>\n<p>Quick question: Does the remote control interface support multi-tenant sessions, or is it strictly one agent per remote link? This looks super useful for our dev workflow. Good luck today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Love it<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice for monitoring long-running tasks. Would be good to get push notifications when it needs approval or hits an error. Or you already support that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Remote access to local sessions is the feature I’ve been waiting for \u2014 I do a lot of quick steering of Claude Code runs while away from my desk, and the context loss when stepping back is the main friction. Curious about the interaction model: is it full bidirectional control (add instructions, see live output, approve\/reject steps), or more read-only monitoring with an interrupt? That distinction changes a lot about how you’d actually use it in a ‘ship while mobile’ 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<\/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\/RCRQELJIUMIXUU\" class=\"app-title\">Perplexity Computer<\/a><\/p>\n<div class=\"one-liner\">Everything AI can do, Perplexity Computer does for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">317<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Perplexity Computer \u662f\u4e00\u6b3e\u7aef\u5230\u7aef\u81ea\u4e3b\u6267\u884c\u590d\u6742\u9879\u76ee\u7684AI\u534f\u8c03\u7cfb\u7edf\uff0c\u901a\u8fc7\u5e76\u884c\u8c03\u5ea6\u591a\u79cd\u4e13\u4e1a\u6a21\u578b\u5e76\u8fde\u63a5\u7528\u6237\u5de5\u5177\uff0c\u5728\u7814\u53d1\u3001\u8bbe\u8ba1\u3001\u7f16\u7801\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u9700\u8981\u624b\u52a8\u4e32\u8054\u591a\u4e2aAI\u5de5\u5177\u4e0e\u4eba\u5de5\u5e72\u9884\u6267\u884c\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecfac215-7d69-4621-8bd4-1ab8cdbf29f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c46c8c6f-82b9-4d7b-8a6e-0bb3d7a97342.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\/2e5617b6-b9b0-4ea9-a25c-431292e2855d.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\/697951cd-3914-4825-9e94-3009bcda1281.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/qOsEYyQuxbU?si=439TdRlVr4RMpRsp\"><source src=\"https:\/\/youtu.be\/qOsEYyQuxbU?si=439TdRlVr4RMpRsp\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aefAI\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3bAI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">AI\u9879\u76ee\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">Perplexity\u751f\u6001<\/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\u4ece\u201c\u5bf9\u8bdd\u201d\u5230\u201c\u6267\u884c\u201d\u7684\u8de8\u8d8a\u53ca\u591a\u6a21\u578b\u67b6\u6784\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u957f\u65f6\u4efb\u52a1\u4e2d\u6a21\u7cca\u51b3\u7b56\u70b9\u7684\u5904\u7406\u673a\u5236\u3001\u5b50\u4ee3\u7406\u9519\u8bef\u7684\u81ea\u6211\u7ea0\u6b63\u80fd\u529b\u3001\u6a21\u578b\u8def\u7531\u5c42\u7684\u5177\u4f53\u5b9e\u73b0\u903b\u8f91\uff08\u89c4\u5219\u6216\u5b66\u4e60\uff09\uff0c\u4ee5\u53ca\u9ad8\u6602\u4ef7\u683c\u4e0b\u7f3a\u4e4f\u8bd5\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 Perplexity Computer \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u201c\u66f4\u5f3a\u7684ChatGPT\u201d\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u201cAI\u65f6\u4ee3\u7684\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u201d\u3002\u5b83\u5c06\u5f53\u524dAI\u751f\u6001\u4ece\u201c\u5de5\u5177\u8c03\u7528\u201d\u5347\u7ea7\u4e3a\u201c\u7cfb\u7edf\u8c03\u5ea6\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u662f**\u51b3\u7b56\u4e0e\u534f\u8c03\u7684\u81ea\u52a8\u5316**\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u7f16\u639219\u4e2a\u6a21\u578b\u201d\u3001\u201c\u8def\u7531\u5230\u6700\u4f73\u6a21\u578b\u201d\u7b49\u8868\u8ff0\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u5c42\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5355\u4e00\u6a21\u578b\u80fd\u529b\u6709\u9650\uff0c\u800c\u4eba\u5de5\u4e32\u8054\u591a\u4e2a\u4e13\u5bb6\u6a21\u578b\u6210\u672c\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u8fd0\u884c\u6570\u6708\u76f4\u81f3\u5b8c\u6210\u4efb\u52a1\u201d\u6070\u6070\u66b4\u9732\u4e86\u6700\u5927\u98ce\u9669\u70b9\uff1aAI\u5728\u590d\u6742\u3001\u957f\u5468\u671f\u4efb\u52a1\u4e2d\u7684\u201c\u5224\u65ad\u529b\u201d\u548c\u201c\u8d23\u4efb\u5f52\u5c5e\u201d\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u7684\u5c16\u9510\u63d0\u95ee\u975e\u5e38\u5230\u4f4d\u2014\u2014\u5f53\u9047\u5230\u89c4\u8303\u6a21\u7cca\u7684\u51b3\u7b56\u5206\u652f\u65f6\uff0c\u7cfb\u7edf\u662f\u6682\u505c\u8bf7\u793a\uff0c\u8fd8\u662f\u81ea\u4e3b\u51b3\u65ad\u5e76\u627f\u62c5\u6f5c\u5728\u9519\u8bef\u6210\u672c\uff1f\u8fd9\u5e76\u975e\u6280\u672f\u5b9e\u73b0\u95ee\u9898\uff0c\u800c\u662f\u4ea7\u54c1\u54f2\u5b66\u4e0e\u8fb9\u754c\u5b9a\u4e49\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u6982\u5ff5\u9a8c\u8bc1\uff0c\u5c06\u5185\u90e8\u590d\u6742\u7684AI pipeline\u4ea7\u54c1\u5316\uff0c\u4f46\u5176\u53ef\u9760\u6027\u9a8c\u8bc1\u548c\u201c\u9ed1\u76d2\u201d\u51b3\u7b56\u8fc7\u7a0b\uff0c\u662f\u4f01\u4e1a\u5ba2\u6237\u6295\u5165\u771f\u91d1\u767d\u94f6\u524d\u5fc5\u987b\u8de8\u8d8a\u7684\u4fe1\u4efb\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u76f4\u63a5\u7784\u51c6\u9ad8\u7aef\u4e0e\u4f01\u4e1a\u7ea7\u5e02\u573a\uff0c\u4f46\u7f3a\u4e4f\u8bd5\u7528\u548c\u9ad8\u8fbe2000\u7f8e\u5143\u7684\u5e74\u8d39\uff0c\u5728\u7ade\u4e89\u767d\u70ed\u5316\u7684AI\u52a9\u624b\u5e02\u573a\u663e\u5f97\u9887\u4e3a\u6fc0\u8fdb\u3002\u8fd9\u6216\u8bb8\u662f\u4e00\u79cd\u7b56\u7565\uff1a\u8fc7\u6ee4\u65e9\u671f\u91cd\u5ea6\u7528\u6237\uff0c\u805a\u7126\u4e8e\u771f\u6b63\u6709\u590d\u6742\u81ea\u52a8\u5316\u9700\u6c42\u7684\u5ba2\u6237\u3002\u5982\u679c\u5176\u6a21\u578b\u8def\u7531\u5c42\u80fd\u6301\u7eed\u4f18\u5316\uff0c\u5e76\u5efa\u7acb\u900f\u660e\u7684\u4efb\u52a1\u8ffd\u6eaf\u4e0e\u5e72\u9884\u673a\u5236\uff0c\u5b83\u6709\u53ef\u80fd\u5b9a\u4e49\u4e0b\u4e00\u4ee3AI\u539f\u751f\u5de5\u4f5c\u6d41\u7684\u6807\u51c6\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6280\u672f\u9886\u5148\u4f46\u66f2\u9ad8\u548c\u5be1\u7684\u6602\u8d35\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Perplexity Computer<\/span>\n <\/div>\n<div class=\"comment-content\">Perplexity Computer unifies every current AI capability into one system. It can research, design, code, deploy, and manage any project end-to-end autonomously. It orchestrates 19 models in parallel, routes tasks to the best model, connects to your tools, remembers context, and runs secure agents with usage-based pricing and spend controls.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited about this launch! \ud83d\ude42<\/p>\n<\/p>\n<p><strong>Perplexity Computer<\/strong> feels like a real step beyond \u201cAI that chats\u201d into AI that actually works.<\/p>\n<\/p>\n<p>Here\u2019s why it\u2019s interesting: It doesn\u2019t just suggest. It executes.<\/p>\n<ul>\n<li>\n<p>Breaks your goals into tasks and subtasks<\/p>\n<\/li>\n<li>\n<p>Spins up specialized sub-agents<\/p>\n<\/li>\n<li>\n<p>Runs them in parallel<\/p>\n<\/li>\n<li>\n<p>Keeps working for hours (or even months) until the job is done<\/p>\n<\/li>\n<\/ul>\n<p>It can handle:<\/p>\n<ul>\n<li>\n<p>Web research<\/p>\n<\/li>\n<li>\n<p>Document drafting<\/p>\n<\/li>\n<li>\n<p>Data processing<\/p>\n<\/li>\n<li>\n<p>API calls to your connected tools<\/p>\n<\/li>\n<\/ul>\n<p>All inside isolated compute environments with:<\/p>\n<ul>\n<li>\n<p>A real filesystem<\/p>\n<\/li>\n<li>\n<p>A real browser<\/p>\n<\/li>\n<li>\n<p>Real tool integrations<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s a big leap from typical \u201cassistant\u201d products.<\/p>\n<\/p>\n<h3><strong>Massively multi-model by design<\/strong><\/h3>\n<p>Instead of relying on a single LLM, it:<\/p>\n<ul>\n<li>\n<p>Uses a core reasoning engine<\/p>\n<\/li>\n<li>\n<p>Delegates subtasks to specialized models<\/p>\n<\/li>\n<li>\n<p>Routes each step to the best model for the job<\/p>\n<\/li>\n<\/ul>\n<p>Research \u2192 one model<br \/>Images\/video \u2192 another<br \/>Speed tasks \u2192 another<br \/>Long-context recall \u2192 another<\/p>\n<\/p>\n<p>It\u2019s model-agnostic and gives users control over model selection + token budgets. As models evolve, your system evolves with them.<\/p>\n<\/p>\n<h3><strong>The name actually makes sense<\/strong><\/h3>\n<\/p>\n<p>Historically, a \u201ccomputer\u201d was a person who divided and completed complex calculations.<\/p>\n<\/p>\n<p>This feels like the modern version: A system that coordinates powerful models across tasks, tools, and time with accuracy as a core requirement.<\/p>\n<\/p>\n<p>Built on the same foundations as Comet (AI-native browser) and Comet Assistant. Available for Max subscribers.<\/p>\n<p>Feels like Perplexity moving from \u201canswers\u201d to full, end-to-end execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does the system handle errors or unexpected results from sub\u2011agents? Does it self\u2011correct?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 “hours or even months” claim is where it gets genuinely hard \u2014 most multi-agent systems don’t fail on capability, they fail at decision points where the right move is ambiguous and the system either halts or guesses wrong at a cost. Curious what the governance model looks like for those moments: does Computer surface a checkpoint when it hits an underspecified branch mid-task, or does it attempt to resolve autonomously and flag it in a post-task summary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like a big step toward AI systems acting more like full project operators instead of just assistants. The idea of orchestrating multiple models automatically is really interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Moving from answers to end-to-end execution is a bold step. Huge congrats on the launch, this is exciting to watch \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The historical framing of “computer” as a person who divided and completed complex calculations is spot on and it reframes what this category of product actually is. Not an assistant. A coordinator.<\/p>\n<p>The massively multi-model architecture is what separates this from everything else launching in this space. Routing each subtask to the best specialized model rather than forcing one LLM to do everything is the right call, and it mirrors how serious AI pipelines are actually built today.<\/p>\n<p>I build multi-model orchestration systems myself and the hardest problem is always the routing layer, knowing which model to trust for which task and when to hand off. Curious how Perplexity handles that decision in practice, rule-based or learned? Congrats on a genuinely ambitious launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! What you have done by integrating every current AI capability into one system is Awesome. This makes Perplexity Computer that more efficient. <\/p>\n<\/p>\n<p>Quick question: Regarding errors in coding, how does Perplexity Computer tackle errors, does it have a specific AI Agent in which its sole function is to seek errors and correct them?<\/p>\n<\/p>\n<p>I also would love to get your feedback on my platform just built, from your perspective of everything that Perplexity Computer does and how it functions. Would love your feedback if you get a chance! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Oh wow, there’s really no demo\/trial and it pushes you to paying 2K? :-O<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>whenever i see perplexity i feel prouf of you <a href=\"https:\/\/www.producthunt.com\/@aravindsrinivas\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aravindsrinivas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aravindsrinivas<\/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<\/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\/5NLVDDHOYWVP3G\" class=\"app-title\">Nano Banana 2<\/a><\/p>\n<div class=\"one-liner\">Google’s latest AI image generation model <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">310<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google\u6700\u65b0\u63a8\u51fa\u7684\u9ad8\u901fAI\u56fe\u50cf\u751f\u6210\u6a21\u578b\uff0c\u5728\u8425\u9500\u521b\u610f\u3001\u5e7f\u544a\u5236\u4f5c\u3001\u6545\u4e8b\u677f\u7ed8\u5236\u7b49\u9ad8\u9891\u7387\u751f\u4ea7\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u56fe\u50cf\u751f\u6210\u901f\u5ea6\u6162\u3001\u591a\u89d2\u8272\/\u7269\u4f53\u4e00\u81f4\u6027\u5dee\u3001\u6587\u672c\u6e32\u67d3\u4e0d\u51c6\u786e\u7b49\u6838\u5fc3\u75db\u70b9\uff0c\u63d0\u4f9b\u751f\u4ea7\u5c31\u7eea\u7684\u89c6\u89c9\u5185\u5bb9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e8d44a2-f251-4e66-88e5-c566619caae9.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\/3503e53a-30e0-482c-acac-6a69b72c5858.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\/c8dfe90a-89eb-4053-95be-276ae57346f7.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\/4def00b9-657b-4c54-8a0c-f43273267262.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/915ea9ec-502b-4e12-942e-2a17e9b7d017.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5cf8119-e4b5-4472-b782-9fea496ff65d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/710c53ae-99f9-48ea-9d40-5c40a2b82ec8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/074e9fcf-d188-4ea0-9143-0c6189ac5c70.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\/b5911ecb-73a8-410c-a1d7-21c9806fd467.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Graphics & Design<\/span><br \/>\n <span class=\"tag\">Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u89d2\u8272\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u521b\u610f<\/span><br \/>\n <span class=\"tag\">\u9ad8\u901f\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4cGemini<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5408\u6210\u6570\u636e\u6eaf\u6e90<\/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\u8bc4\u4ef7\u5176\u89d2\u8272\/\u7269\u4f53\u4e00\u81f4\u6027\u3001\u7cbe\u51c6\u6587\u672c\u751f\u6210\u53ca\u751f\u4ea7\u901f\u5ea6\uff0c\u8ba4\u4e3a\u8fd9\u662f\u6539\u53d8\u9ad8\u5bb9\u91cf\u521b\u610f\u5de5\u4f5c\u6d41\u7ecf\u6d4e\u6027\u7684\u5173\u952e\u3002\u5173\u6ce8\u5176\u4e0e\u7ade\u54c1\u7684\u5bf9\u6bd4\u4f18\u52bf\u3001\u590d\u6742\u7248\u5f0f\u5904\u7406\u80fd\u529b\u53ca\u5b9a\u4ef7\u7b56\u7565\uff0c\u5e76\u8ba4\u53ef\u8c37\u6b4c\u5feb\u901f\u7684\u8fed\u4ee3\u901f\u5ea6\u4e0e\u957f\u671f\u4fe1\u4efb\u57fa\u7840\u8bbe\u65bd\u7684\u6784\u5efa\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 Nano Banana 2\u5e76\u975e\u4e00\u6b21\u7b80\u5355\u7684\u6027\u80fd\u8fed\u4ee3\uff0c\u800c\u662f\u8c37\u6b4c\u5c06\u5176AI\u57fa\u7840\u8bbe\u65bd\u4f18\u52bf\uff0c\u7cfb\u7edf\u6027\u8f6c\u5316\u4e3a\u884c\u4e1a\u751f\u4ea7\u529b\u7684\u5173\u952e\u4e00\u6b65\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u5f53\u524dAI\u751f\u56fe\u9886\u57df\u7684\u6838\u5fc3\u5546\u4e1a\u74f6\u9888\uff1a\u9ad8\u9891\u7387\u3001\u9ad8\u4e00\u81f4\u6027\u3001\u9700\u5d4c\u5165\u5de5\u4f5c\u6d41\u7684\u201c\u751f\u4ea7\u201d\u9700\u6c42\uff0c\u800c\u975e\u201c\u6f14\u793a\u201d\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u89c4\u683c\uff0c\u59825\u89d2\u8272\u300114\u7269\u4f53\u7684\u5f3a\u4e00\u81f4\u6027\u3001\u7cbe\u51c6\u591a\u8bed\u8a00\u6587\u672c\u751f\u6210\u3001\u5b9e\u65f6\u641c\u7d22\u6570\u636e\u652f\u6491\uff0c\u4ee5\u53ca\u4ece512px\u52304K\u7684\u539f\u751f\u5206\u8fa8\u7387\u63a7\u5236\uff0c\u76f4\u6307\u5e7f\u544a\u6279\u91cf\u5236\u4f5c\u3001\u54c1\u724c\u89c6\u89c9\u8d44\u4ea7\u751f\u6210\u3001\u89c6\u9891\u5e27\u5e8f\u5217\u521b\u4f5c\u7b49\u89c4\u6a21\u5316\u573a\u666f\u3002\u8fd9\u6807\u5fd7\u7740\u7ade\u4e89\u7126\u70b9\u5df2\u4ece\u201c\u751f\u6210\u4e00\u5f20\u60ca\u8273\u7684\u56fe\u7247\u201d\uff0c\u8f6c\u5411\u201c\u7a33\u5b9a\u3001\u5ec9\u4ef7\u3001\u53ef\u63a7\u5730\u751f\u6210\u4e00\u4e07\u5f20\u7b26\u5408\u5546\u4e1a\u89c4\u8303\u7684\u56fe\u7247\u201d\u3002\u8c37\u6b4c\u6b63\u5229\u7528\u5176\u5168\u6808\u4f18\u52bf\uff08\u6a21\u578b\u3001\u641c\u7d22\u3001\u4e91\u5e73\u53f0\u3001\u5e7f\u544a\u7cfb\u7edf\uff09\u6253\u9020\u4e00\u4e2a\u95ed\u73af\uff1a\u6a21\u578b\u5728\u81ea\u8eab\u751f\u6001\uff08Ads\u3001Vertex AI\u7b49\uff09\u4e2d\u6df1\u5ea6\u96c6\u6210\uff0c\u786e\u4fdd\u4ece\u751f\u6210\u3001\u4f7f\u7528\u5230\u6eaf\u6e90\uff08SynthID\u3001C2PA\uff09\u7684\u7aef\u5230\u7aef\u53ef\u63a7\uff0c\u8fd9\u8fdc\u975e\u72ec\u7acb\u6a21\u578b\u516c\u53f8\u53ef\u6bd4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u627f\u8bfa\u7684\u5151\u73b0\u5ea6\u3002\u590d\u6742\u63d0\u793a\u8bcd\u7684\u9075\u5faa\u7a33\u5b9a\u6027\u3001\u6781\u7aef\u957f\u5c3e\u573a\u666f\u7684\u6e32\u67d3\u51c6\u786e\u6027\u3001\u4ee5\u53ca\u6700\u7ec8\u9762\u5411API\u7528\u6237\u7684\u5b9e\u9645\u5b9a\u4ef7\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u884c\u4e1a\u9ed8\u8ba4\u7684\u201c\u57fa\u5ea7\u201d\u3002\u8c37\u6b4c\u7684\u95ea\u7535\u901f\u5ea6\u5728\u6269\u5927\u6280\u672f\u4ee3\u5dee\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u8ba9\u751f\u6001\u6574\u5408\u4e0e\u5f00\u53d1\u8005\u9002\u914d\u9762\u4e34\u538b\u529b\u3002\u82e5\u5176\u80fd\u5982\u8bc4\u8bba\u6240\u671f\uff0c\u4ee5\u201cFlash\u201d\u6a21\u578b\u7684\u4eb2\u6c11\u5b9a\u4ef7\u63d0\u4f9b\u201cPro\u201d\u7ea7\u7684\u4e00\u81f4\u6027\uff0c\u5b83\u786e\u5b9e\u53ef\u80fd\u91cd\u5851AI\u56fe\u50cf\u751f\u4ea7\u7684\u6210\u672c\u7ed3\u6784\u4e0e\u884c\u4e1a\u683c\u5c40\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\">Nano Banana 2<\/span>\n <\/div>\n<div class=\"comment-content\">Google’s latest image generation model Nano Banana 2 offers advanced world knowledge, production-ready specs, subject consistency and more, all at Flash speed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Major update from <a href=\"https:\/\/www.producthunt.com\/products\/google\" target=\"_blank\" rel=\"noopener\">@Google<\/a>: <strong>Nano Banana 2 <\/strong>\ud83c\udf4c <strong>(Gemini 3.1 Flash Image)<\/strong>. It\u2019s state-of-the-art for creating and editing images, combining Pro-level capabilities with lightning-fast speed.<\/p>\n<\/p>\n<p><strong>You now get:<\/strong><\/p>\n<ul>\n<li>\n<p>Advanced world knowledge powered by Gemini<\/p>\n<\/li>\n<li>\n<p>Real-time web search grounding for accurate subject rendering<\/p>\n<\/li>\n<li>\n<p>Rapid edits and iteration with Gemini Flash speed<\/p>\n<\/li>\n<\/ul>\n<p>This isn\u2019t just faster images, it\u2019s context-aware generation.<\/p>\n<\/p>\n<p><strong>What’s new?<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Stronger instruction following<\/strong>: Better adherence to complex prompts means fewer retries and more predictable outputs critical for production workflows.<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Accurate text + localization<\/strong>: Clean, legible in-image text and translation & localization support. Huge for marketing creatives, infographics, greeting cards, and global campaigns.<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Subject consistency<\/strong>: Maintain resemblance across up to 5 characters. Preserve fidelity of up to 14 objects. That unlocks storyboarding, ad sequences, brand mascots, and UI continuity.<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Production-ready visuals<\/strong>: Richer lighting, textures, sharper details. Flexible aspect ratios. Resolution control from 512px to 4K. No more heavy post-processing or upscaling hacks.<\/p>\n<\/li>\n<\/ol>\n<p><strong>Rolling out across:<\/strong><\/p>\n<ul>\n<li>\n<p>Google Ads<\/p>\n<\/li>\n<li>\n<p>Google Antigravity<\/p>\n<\/li>\n<li>\n<p>Vertex AI (preview)<\/p>\n<\/li>\n<li>\n<p>Search AI Mode & Lens<\/p>\n<\/li>\n<li>\n<p>Flow (default, zero credits)<\/p>\n<\/li>\n<li>\n<p>AI Studio + Gemini API (preview)<\/p>\n<\/li>\n<li>\n<p>Gemini app (replacing Pro in Fast\/Thinking\/Pro modes; Pro still accessible via regenerate for AI Pro & Ultra users)<\/p>\n<\/li>\n<\/ul>\n<p>Expanded to 141 countries + 8 new languages. This isn\u2019t a demo model, it\u2019s deeply embedded.<\/p>\n<\/p>\n<p><strong>Provenance built in<\/strong><\/p>\n<ul>\n<li>\n<p>SynthID watermarking<\/p>\n<\/li>\n<li>\n<p>C2PA Content Credentials support coming to Gemini<\/p>\n<\/li>\n<li>\n<p>20M+ SynthID verifications already<\/p>\n<\/li>\n<\/ul>\n<p>Google is clearly building long-term trust infrastructure.<\/p>\n<\/p>\n<p>It’s blazing fast. Masters text in any language. Handles custom aspect ratios, generates up to 6 consistent character images, leverages real-world knowledge for hyper-niche visuals, and taps real-time web search data for spot-on renders of anything specific.<\/p>\n<\/p>\n<p>This is clearly aimed at high-frequency pipelines, think bulk UGC ad creation, or generating consistent frames for video models like <a href=\"https:\/\/www.producthunt.com\/products\/kling-ai-4\" target=\"_blank\" rel=\"noopener\">@KLING AI<\/a> or <a href=\"https:\/\/www.producthunt.com\/products\/seedance-1-0-pro\" target=\"_blank\" rel=\"noopener\">@Seedance AI Video Generator<\/a>. If the pricing is as low as the previous Flash models, this might be the most important release.<\/p>\n<p>What do you think? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Subject consistency across up to 5 characters and 14 objects is the feature that jumps out for me. That’s the capability that makes brand mascots, ad sequences and storyboarding actually viable at production scale, without manual frame-by-frame fixing.<\/p>\n<p>The accurate in-image text with localization support is also a big deal for marketing creatives. That’s been a persistent weak spot across every image model and getting it right unlocks a huge amount of real campaign work.<\/p>\n<p>I orchestrate multiple image models in my AI branding platform and Flash-speed generation with production-ready quality is exactly the kind of primitive that changes what’s economically feasible in high-volume creative workflows. Curious how it holds up on complex typographic layouts. Congrats on the launch! \ud83c\udf4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google is moving crazy fast here.<\/p>\n<p>Honestly, competitors still haven\u2019t caught up with Nano Banana Pro, and now they shipped another update already.<\/p>\n<p>The iteration speed is kinda wild \u2014 feels like they\u2019re widening the gap every release.<\/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\/@paradox_hash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paradox_hash<\/a> agreed!! Feels like they are so far ahead <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Nano Banana 2 perform compared to other leading image models in terms of realism and prompt accuracy?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/BWYZSHUOCAA5K7\" class=\"app-title\">Mastra Code<\/a><\/p>\n<div class=\"one-liner\">The AI coding agent that never compacts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">178<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mastra Code\u662f\u4e00\u6b3e\u57fa\u4e8e\u201c\u89c2\u5bdf\u8bb0\u5fc6\u201d\u6280\u672f\u7684AI\u7f16\u7a0b\u4ee3\u7406\uff0c\u901a\u8fc7\u667a\u80fd\u538b\u7f29\u4e0a\u4e0b\u6587\u800c\u4e0d\u4e22\u5931\u5173\u952e\u7ec6\u8282\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u957f\u5468\u671f\u7f16\u7801\u4f1a\u8bdd\u4e2d\u56e0\u4e0a\u4e0b\u6587\u7a97\u53e3\u586b\u6ee1\u3001\u4fe1\u606f\u88ab\u538b\u7f29\u9057\u5fd8\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4e2d\u65ad\u548c\u91cd\u590d\u52b3\u52a8\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65ed2323-4326-4253-a912-5d13fa32faad.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\/f684fad6-f82e-41a4-9f43-e3b0841184dd.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\/48196899-284d-43cc-a36b-bfb1de550be7.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\/537ff95e-4ff1-4f87-8628-db60a9c954f5.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\/d6871d83-f662-4b9d-9bf2-65673d0cb5db.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/34c3b84a-4d47-4b52-a2c7-b60a8ae745a2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZuHC602CKyM\"><source src=\"https:\/\/youtu.be\/ZuHC602CKyM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u89c2\u5bdf\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u65e0\u538b\u7f29\u4f1a\u8bdd<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u957f\u5468\u671f\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u4ee3\u7406<\/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\u6c38\u4e0d\u538b\u7f29\u201d\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u957f\u671f\u4f1a\u8bdd\u4e2d\u7684\u201c\u4e0a\u4e0b\u6587\u9057\u5fd8\u201d\u6838\u5fc3\u75db\u70b9\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\uff1a\u8be2\u95ee\u8bb0\u5fc6\u5c42\u5982\u4f55\u52a0\u6743\u7f55\u89c1\u4f46\u5173\u952e\u7684\u7ea6\u675f\u3001\u5982\u4f55\u5904\u7406\u4fe1\u606f\u51b2\u7a81\u3001\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u63aa\u65bd\uff0c\u4ee5\u53ca\u9519\u8bef\u5047\u8bbe\u7684\u7ea0\u6b63\u673a\u5236\u3002\u5f00\u53d1\u8005\u56e2\u961f\u5bf9\u90e8\u5206\u95ee\u9898\u8fdb\u884c\u4e86\u56de\u5e94\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 Mastra Code\u7684\u5ba3\u793a\u2014\u2014\u201c\u6c38\u4e0d\u538b\u7f29\u7684AI\u7f16\u7a0b\u4ee3\u7406\u201d\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u9879\u529f\u80fd\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u7f16\u7801\u52a9\u624b\u666e\u904d\u7f3a\u9677\u7684\u4e00\u6b21\u7cbe\u51c6\u5916\u79d1\u624b\u672f\u3002\u4e3b\u6d41AI\u52a9\u624b\u53d7\u9650\u4e8e\u56fa\u5b9a\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5728\u4f1a\u8bdd\u81a8\u80c0\u540e\u88ab\u8feb\u8fdb\u884c\u201c\u4e0a\u4e0b\u6587\u538b\u7f29\u201d\uff0c\u8fd9\u672c\u8d28\u662f\u4e00\u79cd\u7c97\u66b4\u7684\u4fe1\u606f\u4e22\u5f03\uff0c\u5e38\u5bfc\u81f4\u5173\u952e\u67b6\u6784\u51b3\u7b56\u6216\u7f55\u89c1\u7ea6\u675f\u88ab\u9057\u5fd8\uff0c\u4f7f\u4ee3\u7406\u5728\u957f\u4f1a\u8bdd\u540e\u534a\u6bb5\u201c\u7cbe\u795e\u9519\u4e71\u201d\uff0c\u4ece\u52a9\u624b\u53d8\u4e3a\u8d1f\u62c5\u3002\n <\/p>\n<p class=\"ai-content\">\n Mastra Code\u7684\u6838\u5fc3\u201c\u89c2\u5bdf\u8bb0\u5fc6\u201d\u6280\u672f\uff0c\u8bd5\u56fe\u5c06\u8bb0\u5fc6\u4ece\u88ab\u52a8\u7684\u3001\u57fa\u4e8e\u6700\u8fd1\/\u9891\u7387\u7684\u6587\u672c\u6458\u8981\uff0c\u5347\u7ea7\u4e3a\u4e3b\u52a8\u7684\u3001\u57fa\u4e8e\u7406\u89e3\u7684\u8981\u70b9\u63d0\u53d6\u4e0e\u6301\u4e45\u5316\u3002\u8fd9\u76f4\u51fb\u4e86AI\u534f\u4f5c\u5de5\u5177\u4ece\u201c\u73a9\u5177\u201d\u8fc8\u5411\u201c\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4f19\u4f34\u201d\u7684\u6700\u5927\u969c\u788d\uff1a\u72b6\u6001\u6301\u4e45\u6027\u4e0e\u51b3\u7b56\u4e00\u81f4\u6027\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201c\u4e09\u5c0f\u65f6\u524d\u7684\u4e00\u6b21\u6027\u67b6\u6784\u7ea6\u675f\u201d\uff0c\u6b63\u662f\u8fd9\u79cd\u4ef7\u503c\u7684\u6700\u4f73\u6ce8\u811a\u2014\u2014\u5b83\u4fdd\u7559\u7684\u662f\u51b3\u7b56\u903b\u8f91\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5bf9\u8bdd\u5386\u53f2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u80cc\u540e\uff0c\u9690\u85cf\u7740\u66f4\u4e25\u5cfb\u7684\u6311\u6218\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u201c\u4e0d\u4e22\u5931\u91cd\u8981\u7ec6\u8282\u201d\u7684\u5b9a\u4e49\u6743\u5f52\u5c5e\u95ee\u9898\u3002\u662f\u542f\u53d1\u5f0f\u7b97\u6cd5\uff0c\u8fd8\u662f\u7528\u6237\u663e\u5f0f\u4fe1\u53f7\uff1f\u8bc4\u8bba\u4e2d\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u82e5\u4f9d\u8d56\u7b97\u6cd5\uff0c\u5176\u201c\u91cd\u8981\u6027\u201d\u5224\u65ad\u53ef\u80fd\u4e0e\u5f00\u53d1\u8005\u610f\u56fe\u4ea7\u751f\u504f\u5dee\uff0c\u5f62\u6210\u66f4\u9690\u853d\u7684\u8ba4\u77e5\u9e3f\u6c9f\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u903b\u8f91\u4e0a\uff0c\u65e0\u9650\u589e\u957f\u7684\u201c\u8bb0\u5fc6\u201d\u672c\u8eab\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u8d1f\u62c5\uff0c\u5982\u4f55\u7ed3\u6784\u5316\u3001\u67e5\u8be2\u4e43\u81f3\u9057\u5fd8\uff0c\u907f\u514d\u6210\u4e3a\u6742\u4e71\u7684\u4fe1\u606f\u5783\u573e\u573a\uff0c\u662f\u4e0b\u4e00\u9636\u6bb5\u7684\u95ee\u9898\u3002\u6700\u540e\uff0c\u5b89\u5168\u4e0e\u4fe1\u4efb\u7ef4\u5ea6\uff0c\u957f\u5468\u671f\u3001\u9ad8\u7ec6\u8282\u7684\u8bb0\u5fc6\u5b58\u50a8\uff0c\u4f7f\u5f97\u4ee3\u7801\u5b89\u5168\u3001\u6570\u636e\u9690\u79c1\u548c\u6f5c\u5728\u504f\u89c1\u95ee\u9898\u88ab\u6025\u5267\u653e\u5927\uff0c\u8fd9\u9700\u8981\u8fdc\u8d85\u666e\u901a\u4ee3\u7801\u8865\u5168\u5de5\u5177\u7684\u5b89\u5168\u67b6\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cMastra Code\u7684\u7ade\u4e89\u70b9\u5df2\u4ece\u201c\u4ee3\u7801\u751f\u6210\u8d28\u91cf\u201d\u4e0a\u79fb\u81f3\u201c\u534f\u4f5c\u8fc7\u7a0b\u53ef\u9760\u6027\u201d\u3002\u5b83\u4e0d\u518d\u4ec5\u4ec5\u6bd4\u62fc\u5355\u6b21\u54cd\u5e94\u7684\u60ca\u8273\u5ea6\uff0c\u800c\u662f\u4e89\u593a\u5f00\u53d1\u8005\u7684\u201c\u5fc3\u667a\u5e26\u5bbd\u201d\uff0c\u65e8\u5728\u6210\u4e3a\u5f00\u53d1\u8005\u53ef\u4ee5\u771f\u6b63\u6258\u4ed8\u590d\u6742\u4efb\u52a1\u80cc\u666f\u7684\u201c\u6570\u5b57\u540c\u4e8b\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u8bb0\u5fc6\u7684\u667a\u80fd\u201d\u4e0e\u201c\u7cfb\u7edf\u7684\u53ef\u63a7\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5426\u5219\uff0c\u201c\u6c38\u4e0d\u538b\u7f29\u201d\u53ef\u80fd\u53ea\u662f\u5c06\u5d29\u6e83\u4ece\u201c\u4e2d\u9014\u5931\u5fc6\u201d\u63a8\u8fdf\u4e3a\u201c\u6700\u7ec8\u7684\u7cfb\u7edf\u6027\u6df7\u4e71\u201d\u3002\u8fd9\u6761\u8def\u5145\u6ee1\u5e0c\u671b\uff0c\u4f46\u4e5f\u5e03\u6ee1\u4e86\u5c1a\u672a\u89e3\u7b54\u7684\u5de5\u7a0b\u4e0e\u4f26\u7406\u96be\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\">Mastra Code<\/span>\n <\/div>\n<div class=\"comment-content\">If you\u2019ve used a coding agent, you know the pain. You\u2019re deep into a feature and everything is clicking. Then the context window fills up, it compacts, and key details are lost. Mastra Code is different. Powered by our state-of-the-art observational memory, it watches, reflects, and compresses context without losing important details. The result: long-running coding sessions that stay precise, letting you build faster, merge sooner, and ship more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Never compacts\u2019 isn\u2019t a feature, it\u2019s a mentality. Most agents lose the plot like a junior pushing to prod on Friday at 5pm. This isn\u2019t about cute summaries, it\u2019s about decision-grade memory. If you truly preserve those rare constraints from three hours ago, that\u2019s a real shift. Everything else is just context theater.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow this is just AWESOME!<\/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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> \ud83d\ude4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We use MastraCode internally to build Superset and it\u2019s \ud83d\udd25<\/p>\n<\/p>\n<p>The team ships lightning quick and has great taste!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Never compacts” is the right framing \u2014 the real failure mode is mid-session context amnesia, not the obvious stuff. The hard part is that standard summarizers preserve what’s recent or frequent, but the detail that derails a session is usually the rare constraint mentioned once: a deprecated API, a specific architectural decision made three hours ago. Does the observational memory layer use explicit signals (test failures, user corrections) to weight those rare-but-critical details, or is importance inference more heuristic?<\/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\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> Great question! Today no, but we plan to expand Observational Memory!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Paul from Mastra here, excited to launch Mastra Code \ud83c\udf89<\/p>\n<\/p>\n<p><a href=\"https:\/\/code.mastra.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Mastra Code<\/a> is a CLI-based coding agent built on the observational memory feature we shipped earlier this month. Our team uses it as their daily coding driver, and we think you\u2019ll love it.<\/p>\n<\/p>\n<h2><strong>What problem does Mastra Code solve?<\/strong><\/h2>\n<p>A lot of coding agents feel great at first, until the context window fills up. When this happens, the agent uses compaction to summarize past conversations, often dropping important details and forcing you to repeat work, re-explain context, or double-check what its remembered, which can become really frustrating.<\/p>\n<\/p>\n<p><a href=\"https:\/\/code.mastra.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Mastra Code<\/a> is different. It’s powered by our state-of-the-art <a href=\"https:\/\/mastra.ai\/docs\/memory\/observational-memory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">observational memory<\/a>, which watches your conversations, generates observations, and reflects on them to compress context without losing important information.<\/p>\n<\/p>\n<p>The result is simple: long-running coding sessions that remember what matters so you can build faster, merge sooner, and ship more.<\/p>\n<\/p>\n<h2><strong>Get started<\/strong><\/h2>\n<p>Install <em>mastracode<\/em> globally with your package manager of choice:<\/p>\n<pre><code>npm install -g mastracode<\/code><\/pre>\n<\/p>\n<p>If you prefer not to install packages globally, you can use npx:<\/p>\n<pre><code>npx mastracode<\/code><\/pre>\n<\/p>\n<h2><strong>What it’s like to use<\/strong><\/h2>\n<p>Mastra Code runs directly in your terminal, with no browser or IDE plugin required. With most coding agents, you spend time managing context windows, splitting work across threads, or saving notes before compaction hits. With Mastra Code, there is no compaction pause and no noticeable degradation, even in long-running sessions.<\/p>\n<blockquote>\n<p><em>No compaction! Even with 1M context window compaction took like 3 minutes. With Mastra Code I don’t notice any degradation, I don’t curse into the air, I stopped yelling COMPACTION, and my mental health is better for it. \u2014 <\/em><a href=\"https:\/\/mastra.ai\/authors\/abhi-aiyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>Abhi Aiyer<\/em><\/a><\/p>\n<\/blockquote>\n<p>You can throw anything at it: planning, brainstorming, web or code research, writing features, and fixing bugs. Over time, memory fades into the background so you can focus on building.<\/p>\n<blockquote>\n<p><em>I don’t worry about the conversation length or multiple threads for anything. I just keep rolling and it keeps going. \u2014 <\/em><a href=\"https:\/\/mastra.ai\/authors\/daniel-lew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>Daniel Lew<\/em><\/a><\/p>\n<\/blockquote>\n<p>After a few days, you realize you’re no longer tracking context windows or restructuring work to avoid compaction. Observational memory quietly remembers what matters as sessions grow. Once you experience that, it is hard to go back.<\/p>\n<\/p>\n<p>We’d love your feedback. Drop questions below and we will be here answering all day.<\/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\/@paulscanlon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulscanlon<\/a> What safeguards are in place to prevent biased, harmful, or insecure code generation? How do you ensure user data privacy and security when developers use the tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paulscanlon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulscanlon<\/a> Hey Paul! In cases where the agent still makes a wrong assumption, how easy is it to correct the underlying observation so the mistake doesn\u2019t propagate through the rest of the session? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really interesting the \u201cno compaction\u201d part hits hard, that\u2019s a real pain <\/p>\n<p>Curious \u2014 with long-running sessions and persistent memory, how are you thinking about security around stored context? <\/p>\n<p>Like preventing sensitive data leaks or unintended access over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using MastraCode daily for many weeks now! <\/p>\n<p>Things I love about using it:<\/p>\n<ol>\n<li>\n<p>Never hitting the break in momentum from compaction<\/p>\n<\/li>\n<li>\n<p>Long single sessions were an anti pattern but now I do them all the time and my agent recalls nicely<\/p>\n<\/li>\n<li>\n<p>You can build your own version of it using Mastra OSS Harness!<\/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> The observational memory approach is really compelling. Context compaction has been my biggest frustration with long coding sessions \u2014 you lose that one architectural decision from 2 hours ago and suddenly the agent is working against your own codebase. <\/p>\n<\/p>\n<p> Question: how does the memory layer handle conflicting information? E.g., if early in a session you say “use REST” but later switch to “actually, let’s go with GraphQL” \u2014 does it pick up on the correction or does the older observation persist? <\/p>\n<\/p>\n<p> Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/N5CRVINZJEDLTT\" class=\"app-title\">What’s Up With That?<\/a><\/p>\n<div class=\"one-liner\">Get instant insights about the topic you’re reading about<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6d4f\u89c8\u5668\u63d2\u4ef6\uff0c\u901a\u8fc7\u4e00\u952e\u751f\u6210\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u548c\u5e94\u7528\u591a\u79cd\u601d\u7ef4\u6a21\u578bAI\u5de5\u5177\uff0c\u5e2e\u52a9\u6df1\u5ea6\u9605\u8bfb\u8005\u5728\u7814\u7a76\u884c\u4e1a\u52a8\u6001\u3001\u5206\u6790\u6587\u7ae0\u65f6\u5feb\u901f\u83b7\u53d6\u5173\u952e\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u601d\u8003\u788e\u7247\u5316\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f01c993-57b8-4ba5-b054-1bc0d3ef7fef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60646f59-4758-40f0-8956-d815c4f2b042.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/777607e3-973f-499d-8a70-737fdcb91010.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3458caf-cb42-4eae-a77f-ccc6fdcae450.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a08cd3a-bb28-4af0-88d9-8fbb3cb96f38.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\/c455ca4b-2432-4acd-86fe-dc7b320ba17b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TGTpuLTpaZ0\"><source src=\"https:\/\/youtu.be\/TGTpuLTpaZ0\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u9605\u8bfb\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u63d0\u70bc<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u601d\u8003\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u5b9a\u4f4d\u53ca\u7ed3\u6784\u5316\u601d\u8003\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u5982\u4f55\u786e\u4fdd\u77e5\u8bc6\u56fe\u8c31\u51c6\u786e\u6027\u3001\u907f\u514dAI\u4e13\u5bb6\u5c0f\u7ec4\u89c2\u70b9\u540c\u8d28\u5316\u3001\u5904\u7406\u957f\u6587\u7ae0\u7684\u6280\u672f\u65b9\u6848\u3001\u5de5\u5177\u8fc7\u591a\u53ef\u80fd\u5bfc\u81f4\u7684\u5206\u6790\u8fc7\u8f7d\uff0c\u4ee5\u53caEdge\u6d4f\u89c8\u5668\u517c\u5bb9\u6027\u548c\u5bfc\u51fa\u529f\u80fd\u4f18\u5316\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 \u201cWhat\u2018s Up With That?\u201d \u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u6587\u672c\u6458\u8981\u5de5\u5177\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u6d4f\u89c8\u5668\u7684\u201c\u8ba4\u77e5\u589e\u5f3a\u5c42\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u4fe1\u606f\u538b\u7f29\uff0c\u800c\u5728\u4e8e\u4fe1\u606f\u91cd\u6784\u2014\u2014\u901a\u8fc7\u201c\u9886\u57df\u73b0\u72b6\u56fe\u8c31\u201d\u63d0\u4f9b\u4e0a\u4e0b\u6587\uff0c\u518d\u4ee535\u79cd\u57fa\u4e8e\u601d\u7ef4\u6a21\u578b\u7684AI\u5de5\u5177\u5bf9\u6587\u672c\u8fdb\u884c\u591a\u7ef4\u5ea6\u89e3\u6784\u3002\u8fd9\u76f4\u51fb\u4e86\u9ad8\u9636\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5728\u4fe1\u606f\u6d2a\u6d41\u4e2d\uff0c\u7f3a\u4e4f\u5feb\u901f\u5efa\u7acb\u8ba4\u77e5\u6846\u67b6\u5e76\u8fdb\u884c\u6279\u5224\u6027\u3001\u7cfb\u7edf\u6027\u5206\u6790\u7684\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c10\u79d2\u751f\u6210\u56fe\u8c31\u201d\u4e5f\u662f\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002\u5728\u5feb\u53d8\u9886\u57df\uff0cAI\u5982\u4f55\u4fdd\u8bc1\u56fe\u8c31\u7684\u5b9e\u65f6\u6027\u4e0e\u51c6\u786e\u6027\uff0c\u800c\u975e\u751f\u6210\u770b\u4f3c\u5408\u7406\u5b9e\u5219\u5e7b\u89c9\u7684\u201c\u7ade\u4e89\u683c\u5c40\u201d\uff1f\u8fd9\u5173\u4e4e\u5de5\u5177\u7684\u4fe1\u8a89\u6839\u57fa\u3002\u540c\u6837\uff0c\u5176\u5ba3\u4f20\u4eae\u70b9\u7684\u201c\u5408\u6210\u4e13\u5bb6\u8fa9\u8bba\u201d\u82e5\u4e0d\u80fd\u786e\u4fdd\u89c2\u70b9\u771f\u6b63\u5f02\u8d28\u5316\uff0c\u5219\u6ca6\u4e3a\u534e\u4e3d\u7684\u5671\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u4e0a\uff0c35+\u5de5\u5177\u65e2\u662f\u5356\u70b9\u4e5f\u662f\u9677\u9631\u3002\u5f00\u53d1\u8005\u901a\u8fc7\u201c\u63a8\u8350\u7814\u7a76\u8ba1\u5212\u201d\u3001\u5de5\u5177\u6536\u7eb3\u4e0e\u7f6e\u9876\u6765\u7ba1\u7406\u590d\u6742\u6027\uff0c\u8fd9\u4f53\u73b0\u4e86\u5bf9\u7528\u6237\u5fc3\u6d41\u7684\u601d\u8003\u3002\u4f46\u672c\u8d28\u4e0a\uff0c\u5b83\u5c06\u9009\u62e9\u8d1f\u62c5\u90e8\u5206\u8f6c\u79fb\u7ed9\u4e86AI\u63a8\u8350\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u63a8\u8350\u8d28\u91cf\u5c06\u76f4\u63a5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u662f\u6d41\u7545\u9ad8\u6548\u8fd8\u662f\u5f92\u589e\u56f0\u60d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u771f\u6b63\u7684\u8d5b\u9053\u662f\u201c\u51b3\u7b56\u667a\u80fd\u201d\u7684\u5165\u53e3\u3002\u5176\u201c\u81ea\u52a8\u6355\u83b7\u51b3\u7b56\u6570\u636e\u70b9\u201d\u548c\u201c\u9605\u8bfb\u56de\u987e\u201d\u529f\u80fd\uff0c\u9690\u7ea6\u6307\u5411\u6784\u5efa\u4e2a\u4eba\u9605\u8bfb\u4e0e\u51b3\u7b56\u7684\u53cd\u9988\u95ed\u73af\u3002\u82e5\u80fd\u6301\u7eed\u4f18\u5316\u4fe1\u53f7\u8d28\u91cf\u3001\u514b\u5236\u529f\u80fd\u81a8\u80c0\u3001\u6df1\u5316\u4e2a\u6027\u5316\uff0c\u5b83\u6709\u53ef\u80fd\u4ece\u4e00\u6b3e\u806a\u660e\u7684\u9605\u8bfb\u63d2\u4ef6\uff0c\u6f14\u8fdb\u4e3a\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406\u4e0e\u51b3\u7b56\u7684\u201c\u5916\u90e8\u5927\u8111\u201d\u3002\u53cd\u4e4b\uff0c\u82e5\u65e0\u6cd5\u89e3\u51b3\u51c6\u786e\u6027\u6839\u672c\u95ee\u9898\uff0c\u5219\u4f1a\u6df9\u6ca1\u5728\u540c\u8d28\u5316AI\u5de5\u5177\u7684\u6d6a\u6f6e\u4e2d\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\">What’s Up With That?<\/span>\n <\/div>\n<div class=\"comment-content\">Read like any article like expert in one click. WUWT is a browser extension that creates a real-time map of the state of the art in any industry, then tells you what’s new in any article you’re reading – in 10 seconds. Then, run any of 35 AI tools based on mental models (Red Team, Causal Loop Diagrams, etc) or get a personalized research plan to run with a click. Auto-captures data points for your decisions as you read, and more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b\ud83c\udffc – I made an AI tool kit that helps you read smarter, learn faster, and make better decisions with one click (or more if you like).<\/p>\n<p>If you read a lot and often wonder “what’s really important here?” – this is way better than a standard summarizer. <\/p>\n<p>It’s a great way to research your competitors, for example.<\/p>\n<p>1. We quickly make a map of the state of the art in whatever topic you’re reading about. Then we tell you what’s really new and significant in the page you’re reading.<\/p>\n<p>2. Then you can choose from, or we can recommend a sequence of, 35+ tools like Find Competitors, Systems Analysis, Rewrite As a Story, and much more. You can generate a panel of synthetic subject matter experts and have them debate questions about what you’re reading. And tons more.<\/p>\n<p>3. Compounding learning: If you input your POV and some decisions you’re researching, we’ll track what you analyze for data points. Then you can get a Reading Review that will string together all the recent articles you’ve read by theme, into one review article that really helps you remember what you’ve been reading.<\/p>\n<p>And much more! I hope you’ll check out the free trial. There are many Chrome Extensions in the world but this one is cheap ($15\/mo for unlimited page analyses) and IMHO nicer to use than others that are super pushy! <\/p>\n<p>I hope it helps you rock whatever you’re working on!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marshallk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marshallk<\/a> This is interesting; feels closer to a \u201cthinking OS\u201d than a summarizer.<\/p>\n<p>I\u2019m curious about two things:<\/p>\n<ol>\n<li>\n<p>When you generate a \u201cstate of the art\u201d map, how do you prevent hallucinated gaps or invented competitive positioning? Especially in fast-moving niches where context shifts weekly.<\/p>\n<\/li>\n<li>\n<p>For the synthetic expert panels, how do you ensure they meaningfully disagree instead of just restating the same model output with different tones?<\/p>\n<\/li>\n<\/ol>\n<p>Love tools that try to upgrade cognition instead of just compressing text. Would be cool to hear how you think about long-term memory and signal quality here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marshallk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marshallk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marshallk<\/a> This is really cool! Can you ask follow up questions as well if you need more insight or clarification? Are there one-click save options like export as PDF or an excel file? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> thanks! There’s a save to Google Drive function that works but I’m cleaning up the formatting for right now, and in the Power Tools window there is a Markdown export. PDF and excel are interesting ideas. I can imagine gathering research on a number of articles or websites and then exporting them all to different tabs in a spreadsheet. What were you imagining?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dangerous in a good way. Most people skim and feel smart. This actually forces structured thinking on top of what you read. The \u2018state of the art map\u2019 angle is strong if it truly separates signal from noise in 10 seconds, that\u2019s serious leverage.<\/p>\n<p>Curious how you prevent analysis overload with 35+ tools though. Power is great but clarity wins.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@krystian_n_l_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krystian_n_l_<\/a> Thanks! This is totally about lowering the cognitive weight of doing structured thinking. <\/p>\n<\/p>\n<p>As for preventing analysis overload with the 35 tools, there are three steps I’m taking.<\/p>\n<\/p>\n<ol>\n<li>\n<p>I moved all but 4 of the tools behind the “power tools” menu<\/p>\n<\/li>\n<li>\n<p>In that power tools menu, you can pin just your favorite methods and leave the others behind the closed drawers, not even seeing them<\/p>\n<\/li>\n<li>\n<p>The “Generate Research Plan” pictured below says “here’s what we recommend you run on this page, given the page contents, you’re POV, and the toolbox.” Then with one click it runs all of those steps for you.<\/p>\n<\/li>\n<li>\n<p>In the end we “Distill” down to just three key details: which detail is most descriptive of the whole situation? Which detail is most explanatory of root causes? And which detail is most predictive of possible future directions.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68a6ea6b-3185-4475-b2ad-06d69fee748e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been able to test drive this prior to launch, and it’s easily become part of my workflow. Quick and solid context for whatever I’m digging into. Well done, <a href=\"https:\/\/www.producthunt.com\/@marshallk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marshallk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marshallk<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@turoczy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@turoczy<\/a> thanks Rick, that makes me so happy to read. Looking forward to seeing how startups you’re evaluating get put in context all the easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 am using the extension on Edge, but it didn’t work. I thought the extension would automatically detect the page and analyze it, however, it asked for a local PDF, and even after uploading one, it didn’t return any results. Maybe it’s a browser compatibility issue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> hi Matheus, to be honest Edge is not a browser I’ve tested on yet. Chrome, Firefox, Vivaldi all work well. Safari is on its way. <\/p>\n<\/p>\n<p>That sounds like “edge” case behavior (if you will) that I will look into, thank you. <\/p>\n<\/p>\n<p>One thing you can do in Chrome when it’s unable to capture text on a page is “select all” and then run the extension, then it should analyze it. Sorry for the Edge weirdness! Thanks for testing it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Good news: I’ve tested on Edge and fixed the problem! Updates are going to the Extension store now (hopefully available soon) and I’m even going to put the Edge logo up as a supported browser. Thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The mental models angle is a really clever differentiator, Marshall. Most AI reading tools just summarize \u2014 this actually gives you frameworks to think about what you’re reading, which is way more useful for decision-making. As someone who builds browser extensions too, I’m curious how you handle the context window when analyzing longer articles. Do you chunk the content or send the full page to the model? Also, the “35 AI tools” part is interesting \u2014 are these pre-built prompts layered on top of the article content, or something more dynamic? Would love to understand the architecture behind that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> thanks! Yeah this tool does summarize, but it goes far beyond that with specific structured prompts, yes. I’ve combined years of reading about mental models with years of prompt experimentation and put a lot of time into thinking about which model is the right one for each job, balancing speed and cost.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> and as for the AI tools, here are some screenshots of the Power Tools drawer fully opened up so you can see what the range looks like.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44fc68c9-71ec-4a81-beb2-d1490e43c5b4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/CRKIWMQQHZYHGW\" class=\"app-title\">Hacker News for macOS<\/a><\/p>\n<div class=\"one-liner\">A native macOS client for Hacker News, built with SwiftUI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">146<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u8ffd\u6c42\u9ad8\u6548\u9605\u8bfb\u4f53\u9a8c\u7684Hacker News\u6df1\u5ea6\u7528\u6237\u6253\u9020\u7684macOS\u539f\u751f\u5ba2\u6237\u7aef\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u6587\u7ae0\u7f51\u683c\u3001\u6587\u7ae0\u4e0e\u8bc4\u8bba\u5e76\u6392\u6d4f\u89c8\u7b49\u6838\u5fc3\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u5728\u7f51\u9875\u7aef\u9891\u7e41\u5207\u6362\u6807\u7b7e\u3001\u754c\u9762\u4fe1\u606f\u5bc6\u5ea6\u8fc7\u9ad8\u5bfc\u81f4\u7684\u6d4f\u89c8\u6548\u7387\u4f4e\u4e0b\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5c2f25b-7755-4d90-a843-3aef2ce46e98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/030523ea-97ba-4cad-9c59-1abbfad3b11f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d2a55662-9514-491b-bc97-5f501f542345.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72869c0e-e550-403e-9548-47078991e6b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0bd205a-189d-4687-b3ed-68c708d66176.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\">News<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Hacker News\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u9605\u8bfb\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SwiftUI\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4fa7\u8fb9\u680f\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5316\u6d4f\u89c8<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u5feb\u6377\u952e<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u5c4f\u853d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u73b0\u4ee3\u5316\u754c\u9762\u548c\u5e76\u6392\u6d4f\u89c8\u529f\u80fd\uff0c\u8ba4\u4e3a\u663e\u8457\u63d0\u5347\u4e86HN\u9605\u8bfb\u4f53\u9a8c\u3002\u4e3b\u8981\u8ba8\u8bba\u70b9\u5305\u62ec\uff1a\u5f00\u53d1\u8005\u5206\u4eab\u521b\u4f5c\u521d\u8877\u4e0eSwiftUI\u9009\u578b\u8003\u91cf\uff1b\u7528\u6237\u63a2\u8ba8HN\u5b98\u7f51\u8bbe\u8ba1\u957f\u671f\u4e0d\u53d8\u7684\u539f\u56e0\uff1b\u6709\u8bc4\u8bba\u8be2\u95ee\u5f00\u53d1\u4e2d\u9047\u5230\u7684macOS\u7279\u5b9a\u8bbe\u8ba1\u6311\u6218\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u8868\u9762\u4e0a\u662f\u4e3a\u7ecf\u5178\u6781\u5ba2\u793e\u533aHacker News\u62ab\u4e0a\u4e86\u4e00\u5c42\u73b0\u4ee3\u5316\u7684SwiftUI\u5916\u8863\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u201c\u76ae\u80a4\u201d\u66f4\u6362\u3002\u5b83\u7cbe\u51c6\u5730\u89e3\u5256\u4e86HN\u4f5c\u4e3a\u9ad8\u8d28\u91cf\u4fe1\u6e90\u4e0e\u843d\u540e\u524d\u7aef\u4f53\u9a8c\u4e4b\u95f4\u7684\u6838\u5fc3\u77db\u76fe\uff0c\u5e76\u63d0\u4f9b\u4e86\u624b\u672f\u5200\u5f0f\u7684\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u9996\u5148\u4f53\u73b0\u5728\u5bf9\u201c\u9605\u8bfb\u4e0a\u4e0b\u6587\u201d\u7684\u91cd\u6784\u4e0a\u3002\u5c06\u6587\u7ae0\u4e0e\u8bc4\u8bba\u5e76\u6392\u5c55\u793a\uff0c\u5e76\u975e\u7b80\u5355\u7684\u754c\u9762\u5e03\u5c40\u8c03\u6574\uff0c\u800c\u662f\u6df1\u523b\u7406\u89e3\u4e86HN\u7528\u6237\u201c\u9605\u8bfb-\u9a8c\u8bc1-\u8ba8\u8bba\u201d\u7684\u95ed\u73af\u884c\u4e3a\u6a21\u5f0f\u3002\u8fd9\u6253\u7834\u4e86\u7f51\u9875\u6d4f\u89c8\u7684\u7ebf\u6027\u6d41\u7a0b\uff0c\u5c06\u4fe1\u606f\u6d88\u8d39\u4ece\u201c\u4e32\u884c\u201d\u53d8\u4e3a\u201c\u5e76\u884c\u201d\uff0c\u76f4\u63a5\u63d0\u5347\u4e86\u8ba4\u77e5\u6548\u7387\u3002\u5176\u6b21\uff0c\u901a\u8fc7Open Graph\u7f29\u7565\u56fe\u6784\u5efa\u53ef\u89c6\u5316\u7f51\u683c\uff0c\u662f\u5bf9\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u201c\u626b\u63cf\u5f0f\u9605\u8bfb\u201d\u9700\u6c42\u7684\u59a5\u534f\u4e0e\u4f18\u5316\uff0c\u5728\u4fdd\u6301HN\u6587\u672c\u6838\u5fc3\u7684\u540c\u65f6\uff0c\u589e\u52a0\u4e86\u89c6\u89c9\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9009\u62e9SwiftUI\u800c\u975e\u8de8\u5e73\u53f0\u6846\u67b6\uff0c\u662f\u4e00\u4e2a\u503c\u5f97\u73a9\u5473\u7684\u51b3\u7b56\u3002\u8fd9\u56fa\u7136\u727a\u7272\u4e86\u6f5c\u5728\u7684\u7528\u6237\u57fa\u6570\uff0c\u5374\u6362\u6765\u4e86\u5bf9macOS\u539f\u751f\u4ea4\u4e92\u89c4\u8303\uff08\u5982\u624b\u52bf\u3001\u5feb\u6377\u952e\u3001\u6e32\u67d3\u6027\u80fd\uff09\u7684\u6df1\u5ea6\u96c6\u6210\u3002\u8fd9\u6697\u793a\u4e86\u5f00\u53d1\u8005\u7684\u76ee\u6807\u7528\u6237\u753b\u50cf\u975e\u5e38\u6e05\u6670\uff1a\u662f\u90a3\u4e9b\u957f\u671f\u9a7b\u7559macOS\u73af\u5883\u3001\u5bf9\u64cd\u4f5c\u6d41\u7545\u5ea6\u6709\u82db\u523b\u8981\u6c42\u3001\u4e14\u538c\u5026\u4e86Electron\u5e94\u7528\u8d44\u6e90\u6d88\u8017\u7684\u4e13\u4e1a\u7528\u6237\u3002\u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u7531\u91cd\u5ea6\u7528\u6237\u4e3a\u81ea\u5df1\u540c\u7c7b\u6253\u9020\u7684\u201c\u5de5\u5177\u201d\uff0c\u5176\u5f00\u6e90\u5c5e\u6027\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u5176\u5728\u5f00\u53d1\u8005\u793e\u533a\u4e2d\u7684\u53ef\u4fe1\u5ea6\u4e0e\u53ef\u6269\u5c55\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u4ea7\u54c1\u7684\u751f\u5b58\u4e25\u91cd\u4f9d\u8d56\u4e8eHN\u5b98\u65b9API\u7684\u7a33\u5b9a\u4e0e\u5bbd\u5bb9\u5ea6\uff0c\u5b58\u5728\u6f5c\u5728\u7684\u653f\u7b56\u98ce\u9669\u3002\u5176\u529f\u80fd\u521b\u65b0\u867d\u597d\uff0c\u4f46\u58c1\u5792\u4e0d\u9ad8\uff0c\u6613\u88ab\u6a21\u4eff\u3002\u6700\u5927\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u5b83\u4f18\u5316\u7684\u662f\u201c\u6d88\u8d39\u7aef\u201d\u4f53\u9a8c\uff0c\u5e76\u672a\u89e6\u53caHN\u7684\u6838\u5fc3\u2014\u2014\u5185\u5bb9\u751f\u4ea7\u4e0e\u793e\u533a\u4e92\u52a8\u673a\u5236\u3002\u56e0\u6b64\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u9605\u8bfb\u7ec8\u7aef\u201d\uff0c\u5176\u957f\u671f\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u56f4\u7ed5\u8fd9\u4e2a\u7ec8\u7aef\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u7528\u6237\u4e60\u60ef\uff08\u5982\u6536\u85cf\u540c\u6b65\u3001\u4e2a\u6027\u5316\u8fc7\u6ee4\uff09\u4e43\u81f3\u793e\u4ea4\u5173\u7cfb\uff0c\u5426\u5219\u53ef\u80fd\u4ec5\u505c\u7559\u4e3a\u4e00\u6b3e\u4f18\u79c0\u4f46\u66ff\u4ee3\u6027\u8f83\u5f3a\u7684\u6548\u7387\u63d2\u4ef6\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\">Hacker News for macOS<\/span>\n <\/div>\n<div class=\"comment-content\">A native macOS desktop client for Hacker News that goes beyond the website. Browse stories in a visual grid with article thumbnails, read articles side-by-side with comment threads, and use reader mode to focus on content. Built entirely with SwiftUI for a fast, native experience with full dark mode support, 15+ keyboard shortcuts, built-in ad blocking, and adjustable text scaling. Log in with your HN account to bookmark stories, hide items, and sync across sessions. Free and open-source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I built Hacker News for macOS because I wanted a better way to read HN than the browser tab I always had open.<\/p>\n<p>The website is great for what it is, but I kept wanting things it doesn’t offer \u2014 a visual grid with article thumbnails, side-by-side reading with comments, reader mode to strip away clutter, and proper keyboard shortcuts that don’t conflict with my browser.<\/p>\n<p>So I built it as a native SwiftUI app. Some highlights:<\/p>\n<p>Browse smarter:<br \/>\n– Visual story grid with Open Graph thumbnails \u2014 scan headlines at a glance instead of a wall of text<br \/>\n– Filter by feed type (All, Ask HN, Show HN, Jobs), sort by Hot or Recent, and narrow by date range<br \/>\n– Full-text search powered by Algolia<\/p>\n<p>Read better<br \/>\n– Split-pane view: article on the left, comments on the right \u2014 no more tab switching<br \/>\n– Built-in reader mode strips ads and clutter from articles<br \/>\n– Ad and pop-up blocking baked in<br \/>\n– Adjustable text scaling from 75% to 150%<\/p>\n<p>Stay in flow<br \/>\n– 15+ keyboard shortcuts (Cmd+1\/2\/3 to switch views, Cmd+F to find, Cmd+Shift+R for reader mode)<br \/>\n– Find-in-page with match highlighting across articles and comments<br \/>\n– HN account login with bookmark sync and item hiding<br \/>\n– Automatic updates via Sparkle \u2014 always on the latest version<\/p>\n<p>No compromises<br \/>\n– 100% native Swift + SwiftUI \u2014 not an Electron wrapper<br \/>\n– Dark mode, light mode, or match your system<br \/>\n– Free and open-source under MIT license<br \/>\n– No tracking, no analytics, no accounts required<\/p>\n<p>I use this every day and wanted to share it with the community. Would love your feedback \u2014 feel free to open issues on GitHub!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ironsidexxvi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ironsidexxvi<\/a> Hi Dylan. Congrats on your launch! Did you face any macOS\u2011specific design challenges like menus, touchpad gestures, windowing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 HN website is known to be “minimal”, to say the least. Why might that be the case for so long, when they clearly have the ability to make it look more modern? Maybe for more classic look? idk but I am very relieved to have a more modern HN. <\/p>\n<\/p>\n<p>Is this just me??<\/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\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> <\/p>\n<p>That\u2019s a good question. I don\u2019t think they\u2019ve changed the front end once from the time they released hacker news in 2007.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that you open-sourced this, Dylan. The visual grid with Open Graph thumbnails is such an obvious improvement over the default HN wall of text \u2014 surprised nobody built this sooner. The side-by-side article + comments view is the feature I’d use most. Half the value of HN is the discussion, but switching between the article and the comment thread in a browser is clunky. Having them next to each other is the right UX. Quick question \u2014 what made you choose SwiftUI over something cross-platform? Was it purely about getting that native macOS feel, or were there specific SwiftUI features that made the visual grid easier to build?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> Hey, thanks for the kind message! A couple weeks ago when I was browsing hacker news I got the idea that I could make my own native app with a much better experience. At first it was just going to be for my own personal use and I enjoy making Swift apps so I spun this up. I guess I figured it would also be an easy port to IOS so Swift would be a good option. After making it, I figured others might enjoy the app as well so I open sourced it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/PGYZKFZAGMZZWK\" class=\"app-title\">lemonpod.ai<\/a><\/p>\n<div class=\"one-liner\">Your daily life recap, narrated as a personal AI podcast<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lemonpod.ai \u5c06\u7528\u6237\u5206\u6563\u5728\u65e5\u5386\u3001\u8fd0\u52a8\u3001\u97f3\u4e50\u3001\u4ee3\u7801\u7b49\u5e73\u53f0\u7684\u6570\u636e\u6574\u5408\uff0c\u751f\u6210\u4e2a\u6027\u5316\u7684AI\u64ad\u5ba2\uff0c\u5728\u6668\u95f4\u573a\u666f\u4e2d\u4e3a\u7528\u6237\u63d0\u4f9b\u9ad8\u6548\u3001\u4eba\u6027\u5316\u7684\u6bcf\u65e5\u56de\u987e\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u788e\u7247\u5316\u7ba1\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8b5c903-fa93-4c5c-be5a-38085073b694.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2df3253f-69be-4c1f-bb93-058d10bbfc8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d25e4964-4150-4131-8b14-0d7d29d10673.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe23c675-6b21-4f14-bc34-eaa6ef101864.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\/64141448-c6d7-405b-bbd7-d6dc461eeeb7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7Vhmo4ulVyA\"><source src=\"https:\/\/www.youtube.com\/watch?v=7Vhmo4ulVyA\" 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\">Entertainment<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4ebaAI\u64ad\u5ba2<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u56de\u987e<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u53d9\u4e8b<\/span><br \/>\n <span class=\"tag\">\u6668\u95f4\u4eea\u5f0f<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">RSS\u8ba2\u9605<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u6982\u5ff5\u65b0\u9896\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\uff1a\u6570\u636e\u5b89\u5168\u4e0e\u9694\u79bb\u7684\u5b9e\u73b0\u65b9\u5f0f\uff1bAI\u751f\u6210\u5185\u5bb9\u7684\u201c\u4eba\u6027\u5316\u201d\u4e0e\u4e2a\u6027\u5316\u7a0b\u5ea6\uff08\u5982\u8bed\u8c03\u8c03\u6574\u3001\u4fe1\u606f\u8fc7\u6ee4\uff09\uff1b\u672a\u6765\u96c6\u6210\u89c4\u5212\uff08Notion\u3001\u91d1\u878d\u6570\u636e\u7b49\uff09\uff1b\u5185\u5bb9\u6240\u6709\u6743\u4e0eRSS\u53ef\u79fb\u690d\u6027\uff1b\u4ee5\u53ca\u957f\u671f\u4f7f\u7528\u662f\u5b9e\u7528\u5de5\u5177\u8fd8\u662f\u77ed\u671f\u65b0\u5947\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 Lemonpod.ai \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u9009\u62e9\u5728\u62e5\u6324\u7684\u201c\u53ef\u89c6\u5316\u4eea\u8868\u76d8\u201d\u8d5b\u9053\u4e0a\u7ade\u4e89\uff0c\u800c\u662f\u5c06\u201c\u6570\u636e\u56de\u987e\u201d\u8fd9\u4e00\u884c\u4e3a\u573a\u666f\uff0c\u4ece\u201c\u9700\u8981\u4e3b\u52a8\u67e5\u770b\u201d\u7684\u89c6\u89c9\u8d1f\u62c5\uff0c\u8f6c\u5316\u4e3a\u201c\u53ef\u4ee5\u88ab\u52a8\u6536\u542c\u201d\u7684\u97f3\u9891\u966a\u4f34\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u4e2a\u4eba\u91cf\u5316\u6570\u636e\u4ef7\u503c\u7684\u4e00\u6b21\u518d\u6316\u6398\u2014\u2014\u4ece\u51b0\u51b7\u7684\u56fe\u8868\u8f6c\u5411\u6709\u6e29\u5ea6\u3001\u6709\u6027\u683c\u7684\u53d9\u4e8b\uff0c\u8bd5\u56fe\u5728\u6548\u7387\u5de5\u5177\u4e2d\u6ce8\u5165\u60c5\u611f\u8fde\u63a5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u201c\u53d9\u4e8b\u6df1\u5ea6\u201d\u9677\u9631**\uff1a\u5f53\u524d\u6a21\u5f0f\u66f4\u63a5\u8fd1\u57fa\u4e8e\u6a21\u677f\u7684\u667a\u80fd\u64ad\u62a5\uff0c\u4e0e\u771f\u6b63\u7684\u201c\u7406\u89e3\u201d\u4e0e\u201c\u6d1e\u5bdf\u201d\u5c1a\u6709\u8ddd\u79bb\u3002\u7528\u6237\u8d28\u7591\u5176\u80fd\u5426\u533a\u5206\u4e00\u6b21\u666e\u901a\u7684GitHub\u63d0\u4ea4\u4e0e\u4e00\u4e2a\u5173\u952e\u7a81\u7834\uff0c\u8fd9\u76f4\u6307\u6838\u5fc3\u2014\u2014\u82e5AI\u65e0\u6cd5\u7406\u89e3\u6570\u636e\u80cc\u540e\u7684\u610f\u4e49\u4e0e\u60c5\u611f\u6743\u91cd\uff0c\u64ad\u62a5\u7ec8\u5c06\u6d41\u4e8e\u8868\u9762\uff0c\u65b0\u9c9c\u611f\u892a\u53bb\u540e\u6781\u6613\u6ca6\u4e3a\u80cc\u666f\u566a\u97f3\u3002\u5176\u6b21\uff0c**\u6570\u636e\u9690\u79c1\u7684\u201c\u611f\u77e5\u98ce\u9669\u201d**\uff1a\u5c3d\u7ba1\u5f00\u53d1\u8005\u89e3\u91ca\u4e86\u6280\u672f\u4e0a\u7684\u5b89\u5168\u63aa\u65bd\uff0c\u4f46\u5c06\u5982\u6b64\u591a\u751f\u6d3b\u6838\u5fc3\u5e73\u53f0\u7684OAuth\u6743\u9650\u6388\u4e88\u4e00\u4e2a\u65b0\u5174\u72ec\u7acb\u5e94\u7528\uff0c\u7528\u6237\u7684\u4fe1\u4efb\u95e8\u69db\u6781\u9ad8\u3002\u6700\u540e\uff0c**\u4ea7\u54c1\u5b9a\u4f4d\u7684\u6447\u6446**\uff1a\u8bc4\u8bba\u4e2d\u65e2\u6709\u4eba\u89c6\u5176\u4e3a\u79c1\u5bc6\u7684\u201c\u4e2a\u4eba\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u4e5f\u6709\u4eba\u671f\u5f85\u5176\u6210\u4e3a\u516c\u5f00\u7684\u201c\u5185\u5bb9\u5f15\u64ce\u201d\u3002\u8fd9\u5173\u4e4e\u4ea7\u54c1\u6839\u672c\uff1a\u662f\u5f3a\u5316\u79c1\u5bc6\u3001\u6df1\u5ea6\u7684\u4e2a\u4eba\u751f\u6d3b\u4f18\u5316\uff0c\u8fd8\u662f\u8d70\u5411\u53ef\u5206\u4eab\u3001\u8f7b\u91cf\u5316\u7684\u4e2a\u4eba\u54c1\u724c\u5185\u5bb9\u751f\u6210\uff1f\u4e24\u8005\u8def\u5f84\u6240\u9700\u7684AI\u80fd\u529b\u548c\u4ea7\u54c1\u8bbe\u8ba1\u622a\u7136\u4e0d\u540c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u73b0\u6709\u5de5\u5177\uff0c\u800c\u662f\u521b\u9020\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u3001\u4f4e\u6469\u64e6\u7684\u201c\u6570\u636e\u6d88\u8d39\u201d\u4e60\u60ef\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8eAI\u80fd\u5426\u4ece\u201c\u64ad\u97f3\u5458\u201d\u8fdb\u5316\u6210\u201c\u7f16\u8f91\u201d\u4e43\u81f3\u201c\u77e5\u5df1\u201d\u2014\u2014\u4e0d\u4ec5\u62a5\u544a\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff0c\u66f4\u80fd\u57fa\u4e8e\u5386\u53f2\u6a21\u5f0f\uff0c\u6307\u51fa\u201c\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\u201d\u4ee5\u53ca\u201c\u63a5\u4e0b\u6765\u53ef\u4ee5\u5173\u6ce8\u4ec0\u4e48\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e3a\u201c\u6570\u636e\u81ea\u604b\u201d\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u4f18\u96c5\u7684\u5f62\u5f0f\uff0c\u800c\u975e\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u6548\u7528\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\">lemonpod.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Lemonpod.ai turns your calendar, Strava runs, Last.fm scrobbles, GitHub commits and more into a custom AI-narrated morning podcast. Pick from hosts with unique voices and personalities. Your day starts with recaps of yesterday’s highlights, today’s must-dos, workout stats, favorite tracks, and code streaks. Delivered easy via RSS or app. Great for busy lives. Check it at lemonpod.ai! \ud83d\ude80<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey hunters! \ud83d\udc4b I’m Marc, the solo dev behind Lemonpod.ai.<\/p>\n<p>We all juggle calendars, workouts, tunes, and code, but who has time to check every app? Follow me on X @marcfingerdev for updates. Lemonpod turns your calendar, Strava, Last.fm, GitHub (and more) into a custom AI morning podcast. Pick a host with a unique voice\/personality, and wake up to your yesterday’s highlights + today’s must-dos, narrated fresh.<\/p>\n<p>Loving the early feedback\u2014drop your thoughts, what integrations next? \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcfingerdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcfingerdev<\/a> <a href=\"https:\/\/www.producthunt.com\/@marcfinger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcfinger<\/a> Love this. Turning personal data exhaust into a daily narrative feels way more human than dashboards. A few questions I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>How do you prevent it from feeling like a robotic recap? Does the host adapt tone based on what happened (crushing a Strava PR vs. missing deadlines)?<\/p>\n<\/li>\n<li>\n<p>Over time, does Lemonpod learn what I <em>care about<\/em> and filter accordingly? For example, some GitHub commits matter more than others.<\/p>\n<\/li>\n<li>\n<p>Have you thought about adding financial integrations ( Stripe, trading accounts, ad revenue dashboards)? A \u201cpersonal CEO briefing\u201d angle could be powerful.<\/p>\n<\/li>\n<\/ol>\n<p>This feels like it could evolve from \u201cmorning recap\u201d \u2192 \u201cpersonal operating system in audio form.\u201d<\/p>\n<p>Excited to see where you take it \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcfingerdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcfingerdev<\/a> <a href=\"https:\/\/www.producthunt.com\/@marcfinger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcfinger<\/a> Congrats! Can you walk us through the AI pipeline \u2014 from ingesting data to narrating the final podcast? How much is templated vs generative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcfingerdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcfingerdev<\/a> <a href=\"https:\/\/www.producthunt.com\/@marcfinger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcfinger<\/a> This is a really interesting and quite innovative idea. Do you plan to add any feature that could help people make their routines more efficient?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really cool idea turning daily data into a podcast is super unique <\/p>\n<p>Curious \u2014 since you’re pulling data from multiple sources (calendar, GitHub, etc.), how are you handling security & access between these integrations? <\/p>\n<p>Especially making sure everything stays isolated and safe<\/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\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> Thanks for your feedback! OAuth connections store encrypted refresh tokens in Supabase (RLS isolated per user). HTTPS pulls (read-only scopes), no cross-service sharing or long-term storage. Users can revoke anytime.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@marcfinger\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marcfinger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcfinger<\/a> this is a really compelling concept. Three questions on ownership and portability: Do users own the underlying audio files outright? Can episodes be downloaded and repurposed across other channels? Is the RSS feed configurable to be public vs private?<\/p>\n<\/p>\n<p>From a founder perspective, this could be a powerful always-on content engine if the outputs are fully portable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Thank you for your feedback.<\/p>\n<p>Users fully own their audio files. Each episode can be downloaded directly from the Generations page in the dashboard and may be used or shared freely.<\/p>\n<p>Regarding the RSS feed, a unique link is generated for each user. It functions as a private feed, meaning it should not be shared if you wish to keep it personal. If the link is ever exposed, it can be regenerated at any time. Of course, you are also free to share it publicly if that suits your use case.<\/p>\n<p>I\u2019m open to exploring different ways this product can be used, and I\u2019m always interested in feedback that helps shape it around real user needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept! What other integrations are you planning to add 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thank you. Notion is next on the roadmap, and I\u2019m keen to gather more user feedback. There\u2019s no shortage of potential integrations, but the priority is focusing on those that deliver the most value to most users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lemonpod making a podcast about your life where the host says “and on Tuesday you committed 0 lines of code but took 3 naps” with full journalistic gravitas \ud83d\udc80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> When you choose host and a co-host with different personalities, it can be quite entertaining as you hear them discuss your life \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@resetmerlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@resetmerlin<\/a> Thanks Merlin! Well done on your product launch as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is actually a cool idea. Turning daily activity like GitHub commits, workouts and calendar events into a personal podcast feels fresh. I like that it fits into a morning routine instead of adding another dashboard to check. Nice execution \ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@md_murtuza_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@md_murtuza_ali<\/a> Thank you so much for your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The concept is great! Can we get monthly recaps or reports of some sort as well?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_srivastava17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_srivastava17<\/a> Thanks for your comment! This is something I’m looking into for future updates for sure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of turning daily data into a podcast. Have you seen users stick with it long-term, or is it more of a novelty at first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithlesh_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithlesh_shah<\/a> Too early to know since today\u2019s day one! But the goal is daily utility, not just a cool demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept \ud83d\ude42 as a lover of podcasts I’m always looking for sth new… Does the RSS feed work with any standard podcast player (Spotify??) or is it optimized for the 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> Thanks for your feedback \ud83d\ude0a It works on any platform that accepts RSS feed URLs like Apple Podcast, Overcast, Pocket Casts, YouTube Music and more while Spotify unfortunately doesn’t accept RSS feeds. It’s also possible to listen through the app itself, so the choice is up to the user!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cool idea, personal morning podcast is smart. \u0421an I control how long it is and how detailed it gets? Would love Gmail or Notion integration 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<\/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\/BZSHBMSH2RQ42A\" class=\"app-title\">Alkemi<\/a><\/p>\n<div class=\"one-liner\">Your AI data teammate in Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alkemi\u662f\u4e00\u6b3e\u96c6\u6210\u5728Slack\u4e2d\u7684AI\u6570\u636e\u5206\u6790\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\uff0c\u8ba9\u56e2\u961f\u6210\u5458\u80fd\u76f4\u63a5\u5728\u534f\u4f5c\u5e73\u53f0\u4e2d\u5b9e\u65f6\u67e5\u8be2\u4e1a\u52a1\u6570\u636e\u3001\u751f\u6210\u56fe\u8868\u4e0e\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u6570\u636e\u4e0e\u51b3\u7b56\u573a\u666f\u5206\u79bb\u3001\u4f20\u7edfBI\u5de5\u5177\u4f7f\u7528\u95e8\u69db\u9ad8\u4e14\u54cd\u5e94\u6162\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33eb8e4f-1031-4e58-992a-78783dee7d43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ada2a85-1569-46d1-b8af-ac83f1a0da1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b31b0275-58b7-4152-96d5-bd54c92ce655.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/121073ce-cc3e-4469-9a52-63013e97c4fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9e6a8a8-af42-4876-885b-97b1d17a9ede.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc71b2ff-2d60-4d14-8fdd-d981db31b0a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9bf4551-77b3-44c2-b2df-fbbaf59821f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/920d45b0-733b-4dbd-ba8c-4097a393af64.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd0f4e13-722f-41b9-8cdc-96e4b1081230.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d3144ea-30fe-4dd3-8834-68d337e194a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a04ea9e0-43be-4494-b557-e3ad4b54b0e4.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\/a25aae8e-b742-49a3-95c6-2184a4cf84af.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wC44F5y9A5g?si=qc6UxCjjeKPfMgks\"><source src=\"https:\/\/youtu.be\/wC44F5y9A5g?si=qc6UxCjjeKPfMgks\" 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\">Slack<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790AI<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00BI<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6570\u636e democratization<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u5728Slack\u4e2d\u6574\u5408\u6570\u636e\u7684\u4fbf\u6377\u6027\uff0c\u521b\u59cb\u4eba\u5f3a\u8c03\u4e86\u6570\u636e\u4e0d\u79bb\u5f00\u7528\u6237\u73af\u5883\u3001\u5b9e\u65f6\u5904\u7406\u3001\u6743\u9650\u7ba1\u63a7\u53ca\u53ef\u8ffd\u6eaf\u7684\u8bbe\u8ba1\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u5728\u6570\u636e\u5b89\u5168\u4e0e\u6743\u9650\u63a7\u5236\u673a\u5236\u3001\u7b54\u6848\u51c6\u786e\u6027\u4fdd\u969c\uff0c\u4ee5\u53ca\u662f\u5426\u5b58\u50a8\u804a\u5929\u8bb0\u5f55\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 Alkemi\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u987d\u56fa\u7684\u4f01\u4e1a\u75db\u70b9\uff1a\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u4e0e\u51b3\u7b56\u573a\u666f\u7684\u5272\u88c2\u3002\u5b83\u4e0d\u8bd5\u56fe\u53d6\u4ee3\u4e13\u4e1a\u6570\u636e\u5e73\u53f0\uff0c\u800c\u662f\u5145\u5f53\u201c\u6700\u540e\u4e00\u82f1\u91cc\u201d\u7684\u8f93\u9001\u7ba1\u9053\uff0c\u5c06Snowflake\u3001BigQuery\u7b49\u6570\u636e\u6e90\u5c01\u88c5\u6210Slack\u4e2d\u7684\u5bf9\u8bdd\u51fd\u6570\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u5206\u6790\u201d\u672c\u8eab\u2014\u2014\u8fd9\u7c7b\u6280\u672f\u5df2\u4e0d\u65b0\u9c9c\u2014\u2014\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u5d4c\u5165\u4e86\u201c\u51b3\u7b56\u53d1\u751f\u5730\u201d\uff08Slack\uff09\uff0c\u4ee5\u8fd1\u4e4e\u96f6\u6469\u64e6\u7684\u65b9\u5f0f\u5c06\u6570\u636e\u6d1e\u5bdf\u6ce8\u5165\u65e5\u5e38\u5bf9\u8bdd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u7ffb\u8bd1\u5c42\u201d\uff0c\u5176\u5206\u6790\u6df1\u5ea6\u53d7\u9650\u4e8e\u5e95\u5c42\u6570\u636e\u6a21\u578b\u7684\u5b8c\u6574\u6027\u4e0e\u6e05\u6d01\u5ea6\uff0c\u590d\u6742\u3001\u6a21\u7cca\u6216\u9700\u8981\u6df1\u5ea6\u5efa\u6a21\u7684\u95ee\u9898\u4ecd\u53ef\u80fd\u8d85\u51fa\u5176\u80fd\u529b\u8303\u56f4\uff0c\u201c\u9519\u8bef\u6216\u4e0d\u5b8c\u6574\u7b54\u6848\u201d\u7684\u98ce\u9669\u4f9d\u7136\u5b58\u5728\u3002\u5176\u6b21\uff0c\u5b89\u5168\u4e0e\u6743\u9650\u867d\u88ab\u5f3a\u8c03\uff0c\u4f46\u4e00\u65e6\u5728\u7fa4\u804a\u4e2d\u89e6\u53d1\uff0c\u4fe1\u606f\u5206\u53d1\u7684\u8fb9\u754c\u53ef\u80fd\u53d8\u5f97\u6a21\u7cca\uff0c\u5982\u4f55\u5728\u4fbf\u6377\u6027\u4e0e\u6570\u636e\u7ba1\u63a7\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u5c06\u662f\u4f01\u4e1a\u5b89\u5168\u56e2\u961f\u8003\u91cf\u7684\u91cd\u70b9\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u5b9a\u4f4d\u9762\u4e34\u7591\u95ee\uff1a\u662f\u6210\u4e3a\u72ec\u7acb\u7684\u6570\u636e\u67e5\u8be2\u5165\u53e3\uff0c\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3a\u5927\u578b\u6570\u636e\u5e73\u53f0\uff08\u5982Snowflake\uff09\u7684\u4e00\u4e2a\u5d4c\u5165\u5f0f\u529f\u80fd\uff1f\u5176\u62a4\u57ce\u6cb3\u5728\u4e8e\u5bf9Slack\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\u548c\u96c6\u6210\u4f53\u9a8c\uff0c\u800c\u975e\u5e95\u5c42AI\u6280\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAlkemi\u662f\u4e00\u6b21\u52a1\u5b9e\u7684\u201c\u573a\u666f\u521b\u65b0\u201d\u3002\u5b83\u672a\u5fc5\u80fd\u66ff\u4ee3\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u4f46\u786e\u5b9e\u5728\u964d\u4f4e\u9ad8\u9891\u3001\u6d45\u5c42\u6570\u636e\u67e5\u8be2\u7684\u201c\u653f\u6cbb\u6210\u672c\u201d\u548c\u7b49\u5f85\u65f6\u95f4\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63d0\u4f9b\u201c\u5373\u65f6\u6ee1\u8db3\u201d\u7684\u540c\u65f6\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u575a\u56fa\u7684\u4fe1\u4efb\u58c1\u5792\u2014\u2014\u5305\u62ec\u7b54\u6848\u7684\u53ef\u9760\u6027\u3001\u7cfb\u7edf\u7684\u5b89\u5168\u6027\uff0c\u4ee5\u53ca\u5bf9\u4f01\u4e1a\u590d\u6742\u6743\u9650\u67b6\u6784\u7684\u7ec6\u817b\u9002\u914d\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\">Alkemi<\/span>\n <\/div>\n<div class=\"comment-content\">What could your business could do if everyone had a data scientist in their pocket 24\/7? Meet your AI data teammate, now in Slack. Slack is where decisions happen, but data still lives somewhere else. Alkemi brings powerful analytics into Slack through conversational AI, so teams can ask questions, explore insights, and generate reports or charts instantly using their own trusted business data. Ask: ~ What drove pipeline last week? ~ Which products are trending? ~ Where are deals stalling?<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Connor, founder of <a href=\"https:\/\/www.alkemi.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Alkemi<\/a>.<\/p>\n<\/p>\n<p>We started Alkemi to remove the gap between data and decisions.<\/p>\n<p>We built the <a href=\"https:\/\/www.alkemi.ai\/slack-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Alkemi Slack Agent<\/a> around a simple observation:<\/p>\n<\/p>\n<p>Decisions happen in Slack.<\/p>\n<p>Data does not.<\/p>\n<\/p>\n<p>Every company claims to be data-driven. The data exists, but little of it informs their actual day-to-day decisions because extracting answers is too slow and expensive. Essentially, the juice isn’t worth the squeeze in most cases. BI teams, dashboards, and monolithic tools only add layers of complexity.<\/p>\n<p>So people make suboptimal decisions.<\/p>\n<p>The Alkemi Slack Agent turns Slack into your team\u2019s on-demand data analyst.<\/p>\n<\/p>\n<p>Ask questions in plain English.<\/p>\n<p>Get charts, summaries, and answers instantly, powered by Snowflake, HubSpot, BigQuery, Databricks, and more.<\/p>\n<\/p>\n<p>No dashboards.<\/p>\n<p>No backlog.<\/p>\n<p>No more asking for a quick favor.<\/p>\n<\/p>\n<p>Just:<\/p>\n<p>\u201cHow should I reallocate marketing spend?\u201d<\/p>\n<p>\u201cWhat drove pipeline last week?\u201d<\/p>\n<p>\u201cWhat products have untapped revenue potential?”<\/p>\n<\/p>\n<p>And you get a real answer, grounded in your data.<\/p>\n<\/p>\n<p>Under the hood, we convert data sources into structured, agent-usable functions. That\u2019s why the responses are reliable, not just convenient.<\/p>\n<\/p>\n<p>Our belief is simple:<\/p>\n<\/p>\n<p>If everyone had a data scientist in their pocket, with zero waiting and zero political cost, decision quality across the company would materially improve.<\/p>\n<\/p>\n<p>This launch is about one thing:<\/p>\n<p>Collapsing that space, and bringing data directly to the moment of decision.<\/p>\n<p>We want blunt feedback.<\/p>\n<p>Let us know what would make this essential for you.<\/p>\n<p>We\u2019re shipping fast.<\/p>\n<p>Thanks for taking a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@co2n2r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@co2n2r<\/a> This looks promising<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on your launch!<br \/>\nI had a question, does Alkemi store the slack chats or does it process in real-time when asked a question and share the insights?<\/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\/@shreya_srivastava17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_srivastava17<\/a> Great question, and an important one. <strong>Alkemi does NOT store Slack chats<\/strong>.<br \/>It processes questions in real time, securely queries the approved data sources in your environment, and returns the answer in Slack.<\/p>\n<ul>\n<li>\n<p>No training on your data<\/p>\n<\/li>\n<li>\n<p>Private environment: data stays in your infrastructure<\/p>\n<\/li>\n<li>\n<p>Permission-aware: mirrors existing access controls<\/p>\n<\/li>\n<li>\n<p>Traceable answers: linked to source data and logic<\/p>\n<\/li>\n<\/ul>\n<p>Your data never leaves your environment, and no LLM learns from it.<br \/>More info here: <a href=\"https:\/\/www.alkemi.ai\/blog\/faq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.alkemi.ai\/blog\/faq<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I live in Slack, but I still spend so much time navigating external systems to get the answers I need. That kind of ambling around BI tools, native ad tools, spreadsheets, etc… is such a time suck. <\/p>\n<p>Early Alkemi fangirl here – love how you’re stitching proprietary data together in the answer-engine format that is becoming my everyday search format. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hilarysmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hilarysmith<\/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>Congrats, super practical. How do you make sure people only see the data they\u2019re allowed to see? And what happens if the AI gives a wrong or incomplete answer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BXGNKIBNLNK34G\" class=\"app-title\">MaxClaw by MiniMax<\/a><\/p>\n<div class=\"one-liner\">Always-on managed agent based on OpenClaw powered by MiniMax<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MaxClaw\u662f\u4e00\u6b3e\u57fa\u4e8eMiniMax M2.5\u6a21\u578b\u3001\u65e0\u9700\u90e8\u7f72\u7684\u5e38\u9a7b\u6258\u7ba1\u667a\u80fd\u4f53\uff0c\u53ef\u5728\u4e3b\u6d41\u901a\u8baf\u5e73\u53f0\uff08\u5982Telegram\u3001WhatsApp\uff09\u4e2d7\u00d724\u5c0f\u65f6\u8fd0\u884c\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u96f6\u8fd0\u7ef4\u3001\u5373\u5f00\u5373\u7528\u7684\u81ea\u52a8\u5316\u52a9\u624b\u670d\u52a1\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u4e0e\u56e2\u961f\u5728\u591a\u4e2a\u5e73\u53f0\u90e8\u7f72\u548c\u7ef4\u62a4AI\u52a9\u7406\u95e8\u69db\u9ad8\u3001\u6210\u672c\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/347b6074-4be9-4ec1-ac90-3c2fea2f6384.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/365a6173-b430-438e-9f39-3c6d8fd2b21d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8_cRvDKENQI?si=YNuzupe8i9K8FKCr\"><source src=\"https:\/\/youtu.be\/8_cRvDKENQI?si=YNuzupe8i9K8FKCr\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5e38\u9a7b\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u901a\u8baf\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u96f6\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u901a\u8baf\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">MiniMax\u751f\u6001<\/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\u5c55\u793a\u7684\u6709\u6548\u8bc4\u8bba\u8f83\u5c11\uff0c\u4e3b\u8981\u6765\u81ea\u5b98\u65b9\u6216\u65e9\u671f\u7528\u6237\uff0c\u5f3a\u8c03\u5176\u201c\u4e00\u952e\u90e8\u7f72\u201d\u3001\u201c\u5e38\u9a7b\u8fd0\u884c\u201d\u3001\u201c\u96f6\u7ef4\u62a4\/\u65e0\u670d\u52a1\u5668\u201d\u7684\u6838\u5fc3\u7279\u70b9\uff0c\u5c1a\u672a\u770b\u5230\u6765\u81ea\u771f\u5b9e\u7528\u6237\u7684\u6df1\u5165\u95ee\u9898\u6216\u5177\u4f53\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MaxClaw\u7684\u6838\u5fc3\u5356\u70b9\u6e05\u6670\u4e14\u5c16\u9510\uff1a\u5b83\u8bd5\u56fe\u5c06\u201c\u667a\u80fd\u4f53\u5373\u670d\u52a1\u201d\uff08Agent-as-a-Service\uff09\u63a8\u5411\u4e3b\u6d41\u3002\u4ea7\u54c1\u76f4\u6307\u5f53\u524dAI\u667a\u80fd\u4f53\u5e94\u7528\u7684\u4e24\u5927\u6838\u5fc3\u95e8\u69db\uff1a\u590d\u6742\u7684\u90e8\u7f72\u8fd0\u7ef4\u6210\u672c\uff0c\u4ee5\u53ca\u8de8\u5e73\u53f0\u96c6\u6210\u7684\u7e41\u7410\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u4f53\u9a8c\u4e0a\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u2014\u2014\u901a\u8fc7\u6258\u7ba1\u670d\u52a1\u548c\u9884\u96c6\u6210\uff0c\u5c06\u5b9e\u9a8c\u5ba4\u91cc\u7684\u201c\u5e38\u9a7b\u667a\u80fd\u4f53\u201d\u6982\u5ff5\uff0c\u5305\u88c5\u6210\u5982\u540c\u5f00\u901aSaaS\u8ba2\u9605\u4e00\u6837\u7b80\u5355\u7684\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u6807\u8bed\u4e4b\u4e0b\uff0c\u7591\u70b9\u91cd\u91cd\u3002\u201c\u57fa\u4e8eOpenClaw\u201d\u7684\u8868\u8ff0\u7565\u663e\u66a7\u6627\uff0c\u662f\u6df1\u5ea6\u6574\u5408\u8fd8\u662f\u54c1\u724c\u501f\u7528\uff1f\u201c\u65e0\u989d\u5916API\u8d39\u7528\u201d\u7684\u6a21\u5f0f\u80fd\u5426\u6301\u7eed\uff0c\u662f\u5426\u4f1a\u6210\u4e3a\u672a\u6765\u6346\u7ed1\u9ad8\u4ef7\u6a21\u578b\u7248\u672c\u7684\u5165\u53e3\uff1f\u201c\u5373\u7528\u578bMiniMax\u4e13\u5bb6\u751f\u6001\u201d\u542c\u8d77\u6765\u7f8e\u597d\uff0c\u4f46\u751f\u6001\u7684\u6df1\u5ea6\u3001\u5b9e\u7528\u6027\u4e0e\u53ef\u5b9a\u5236\u6027\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u5f53\u524d106\u7684\u6295\u7968\u6570\u4e5f\u53cd\u6620\u51fa\uff0c\u5e02\u573a\u4ecd\u5904\u4e8e\u89c2\u671b\u72b6\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u201c\u4e3a\u771f\u5b9e\u5de5\u4f5c\u800c\u5347\u7ea7\u7684\u5185\u7f6e\u5de5\u5177\u201d\u7a76\u7adf\u6709\u591a\u201c\u771f\u5b9e\u201d\u3002\u5982\u679c\u5176\u80fd\u529b\u4ec5\u505c\u7559\u5728\u4fe1\u606f\u67e5\u8be2\u4e0e\u7b80\u5355\u5bf9\u8bdd\uff0c\u5b83\u4e0d\u8fc7\u662f\u53e6\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff1b\u82e5\u80fd\u6df1\u5ea6\u5904\u7406\u5de5\u4f5c\u6d41\u3001\u7406\u89e3\u590d\u6742\u4e0a\u4e0b\u6587\u5e76\u6267\u884c\u53ef\u9760\u64cd\u4f5c\uff0c\u5b83\u624d\u6709\u673a\u4f1a\u6210\u4e3a\u6570\u5b57\u5458\u5de5\u7684\u96cf\u5f62\u3002\u5728\u5de8\u5934\u73af\u4f3a\u7684AI\u8d5b\u9053\uff0cMiniMax\u6b64\u4e3e\u662f\u627e\u5230\u4e86\u4e00\u4e2a\u5dee\u5f02\u5316\u7684\u5782\u76f4\u5207\u53e3\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5236\u9020\u4e86\u4e00\u4e2a\u534e\u4e3d\u7684\u6982\u5ff5\u6ce1\u6cab\uff0c\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u843d\u5730\u540e\u7684\u5b9e\u9645\u6548\u80fd\u4e0e\u7a33\u5b9a\u6027\u3002\u4ea7\u54c1\u601d\u8def\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u5fc5\u987b\u7528\u786c\u6838\u7684\u4ea4\u4ed8\u80fd\u529b\u6765\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\">MaxClaw by MiniMax<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClaw \u00d7 MiniMax Agent \u00d7 M2.5, now fully unlocked. No deployment. No extra API fees. 7\u00d724 across Telegram \/ WhatsApp \/ Slack \/ Discord. Ready-made MiniMax Expert ecosystem. Upgraded built-in tools for real work.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Meet MaxClaw<\/strong>: One-click deploy of always-on agents in Telegram\/Discord\/Slack\/etc. Powered by M2.5, persistent memory, personalization, zero maintenance\/servers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OHG7KLPK73JRHB\" class=\"app-title\">HelixDB<\/a><\/p>\n<div class=\"one-liner\">An open-source OLTP graph-vector database built in Rust.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HelixDB\u662f\u4e00\u6b3e\u5f00\u6e90\u7684OLTP\u56fe\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4e13\u4e3a\u9700\u8981\u5b9e\u65f6\u5904\u7406\u590d\u6742\u5173\u7cfb\u6570\u636e\u548c\u5411\u91cf\u641c\u7d22\u7684\u573a\u666f\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4ee5\u5f80\u9700\u8981\u7ec4\u5408\u591a\u79cd\u6570\u636e\u5e93\uff08\u5982Postgres\u4e0ePinecone\uff09\u624d\u80fd\u5b9e\u73b0\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8eAI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7b49\u65b0\u5174\u5de5\u4f5c\u6d41\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4ea6a8a-728e-42f2-9e9a-5c29001ac412.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19db3300-7a7a-4cc7-8081-e955cef6a55c.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\/d9df1c96-4f94-451c-a86f-976d636527aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ffaaae2-54c4-4fb6-8afe-2a699561fb7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97972cc3-0fae-44c4-a5c4-5e77037123e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">OLTP<\/span><br \/>\n <span class=\"tag\">\u56fe\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u5411\u91cf\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">Rust<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u53ef\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">HelixQL<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u56fe\u5411\u91cf\u4e00\u4f53\u8bbe\u8ba1\u662f\u201cAI\u667a\u80fd\u4f53\u751f\u6001\u5f53\u524d\u6240\u9700\u201d\uff0c\u5e76\u5173\u6ce8\u5176\u81ea\u7814\u67e5\u8be2\u8bed\u8a00HelixQL\u7684\u8bbe\u8ba1\u903b\u8f91\u3001\u4e0e\u7ade\u54c1\u7684\u5bf9\u6bd4\u3001\u6570\u636e\u5b89\u5168\u4e0e\u591a\u79df\u6237\u9694\u79bb\u65b9\u6848\u3002\u56e2\u961f\u56de\u5e94\u907f\u5f00\u4e86OLAP\u573a\u666f\uff0c\u4e13\u6ce8OLTP\uff0c\u5e76\u4ee5\u667a\u80fd\u4f53\u8bb0\u5fc6\u4e3a\u5f53\u524d\u5207\u5165\u70b9\uff0c\u4f46\u5f3a\u8c03\u901a\u7528\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 HelixDB\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u6570\u636e\u5e93\u7684\u8bde\u751f\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u57fa\u7840\u8bbe\u65bd\u201c\u62fc\u51d1\u5f0f\u201d\u67b6\u6784\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06OLTP\u3001\u56fe\u4e0e\u5411\u91cf\u4e09\u79cd\u80fd\u529b\u539f\u751f\u878d\u5408\uff0c\u76f4\u6307AI\u5e94\u7528\uff08\u5c24\u5176\u662f\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff09\u4e2d\u9891\u7e41\u4ea4\u7ec7\u7684\u5173\u7cfb\u63a8\u7406\u4e0e\u8bed\u4e49\u641c\u7d22\u9700\u6c42\u3002\u56e2\u961f\u806a\u660e\u5730\u4ee5\u201c\u667a\u80fd\u4f53\u8bb0\u5fc6\u201d\u4f5c\u4e3a\u5e02\u573a\u6954\u5b50\uff0c\u8fd9\u662f\u4e00\u4e2a\u75db\u70b9\u660e\u786e\u3001\u589e\u957f\u8fc5\u901f\u7684\u7ec6\u5206\u573a\u666f\uff0c\u4f46\u5c06\u5176\u5b9a\u4f4d\u4e3a\u201c\u901a\u7528\u6570\u636e\u5e93\u201d\u7684\u91ce\u5fc3\u5df2\u662d\u7136\u82e5\u63ed\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u6808\u9009\u62e9Rust\uff0c\u8fce\u5408\u4e86\u9ad8\u6027\u80fd\u57fa\u7840\u8bbe\u65bd\u9886\u57df\u7684\u4e3b\u6d41\u504f\u597d\uff0c\u800c\u81ea\u7814HelixQL\u5219\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5b83\u63d0\u4f9b\u4e86\u4f18\u5316\u548c\u5b9a\u5236\u7684\u7a7a\u95f4\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u989d\u5916\u7684\u5b66\u4e60\u6210\u672c\u548c\u751f\u6001\u9694\u79bb\u98ce\u9669\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u91c7\u7528\u8005\u6700\u5173\u5fc3\u7684\u5e76\u975e\u6027\u80fd\u53c2\u6570\uff08\u5c3d\u7ba1\u56e2\u961f\u63d0\u53ca\u4e86\u6570\u5341\u4ebf\u67e5\u8be2\u7684\u89c4\u6a21\u9a8c\u8bc1\uff09\uff0c\u800c\u662f\u5b9e\u9645\u843d\u5730\u95ee\u9898\uff1a\u5b89\u5168\u3001\u9694\u79bb\u3001\u660e\u786e\u7684\u80fd\u529b\u8fb9\u754c\u3002\u56e2\u961f\u5766\u8bda\u907f\u5f00OLAP\u3001\u4e13\u6ce8OLTP\u7684\u56de\u7b54\uff0c\u663e\u793a\u51fa\u4e00\u79cd\u53ef\u8d35\u7684\u4ea7\u54c1\u805a\u7126\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u540c\u65f6\u95ef\u5165\u4e86\u4e00\u4e2a\u7ade\u4e89\u6fc0\u70c8\u7684\u201c\u7ea2\u6d77\u201d\uff1a\u4f20\u7edf\u56fe\u6570\u636e\u5e93\u3001\u4e13\u4e1a\u5411\u91cf\u6570\u636e\u5e93\u4ee5\u53ca\u6b63\u5728\u589e\u5f3a\u5411\u91cf\u80fd\u529b\u7684\u4e91\u6570\u636e\u5e93\u5de8\u5934\u3002\u5176\u957f\u671f\u751f\u5b58\u7684\u5173\u952e\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u4e09\u8005\u517c\u5907\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u5b9e\u65f6\u3001\u4e8b\u52a1\u6027\u3001\u590d\u6742\u5173\u7cfb\u4e0e\u5411\u91cf\u6df7\u5408\u67e5\u8be2\u201d\u8fd9\u4e00\u5177\u4f53\u4ea4\u6c47\u70b9\u4e0a\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u6280\u672f\u58c1\u5792\u548c\u5f00\u53d1\u8005\u4f53\u9a8c\u4f18\u52bf\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u201c\u4f18\u79c0\u4f46\u5c0f\u4f17\u201d\u7684\u5de5\u5177\u3002\u5f53\u524d\u7684\u70ed\u5ea6\uff084k GitHub stars\uff09\u8bc1\u660e\u4e86\u9700\u6c42\u7684\u5b58\u5728\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u9879\u76ee\u201d\u8fdb\u5316\u4e3a\u201c\u5173\u952e\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u4ecd\u9700\u5728\u5de5\u7a0b\u5b8c\u5907\u6027\u3001\u5546\u4e1a\u652f\u6301\u548c\u751f\u6001\u5efa\u8bbe\u4e0a\u63a5\u53d7\u66f4\u4e25\u9177\u7684\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HelixDB<\/span>\n <\/div>\n<div class=\"comment-content\">After more than a year of development, HelixDB is now generally available! Whether you’re an indie hacker building custom agent memory, or a Fortune 500 that needs an infinitely scalable and highly available OLTP graph\/vector database, we can handle your workload. Star the repo! https:\/\/github.com\/HelixDB\/helix-db<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">In college, whilst dealing with the hardships of graph databases, my co-founder, Xav, and I set out to build something new which was easy to use, learn, and scale. Despite not having the proper qualifications, we quickly attracted the attention of developers from X and companies like United Healthcare. <\/p>\n<p>After dropping-out of college and moving to SF to attend Y Combinator, we’ve grown the repo to nearly 4k stars, executed billions of queries, and out-performed industry leading competitors. <\/p>\n<p>P.S: We love feedback, and criticism. Please share your thoughts and questions below!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@georgecurtiss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@georgecurtiss<\/a> Congrats on the launch George. This almost has its own query language, HelixQL. What influenced its design, and how does it compare to SQL, Cypher, or Gremlin?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the helix DB team and product. Congrats! <\/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\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> thanks ayush<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> Cheers mate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Graph + vector in a single engine built in Rust is exactly what the agent ecosystem needs right now. Most people are duct-taping Postgres + Pinecone together \u2014 having native support for both traversal and similarity search in one place should make agentic workflows way cleaner. Excited to see what the HelixQL language evolves into.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 impressive journey especially scaling to billions of queries <\/p>\n<p>Curious \u2014 with this kind of workload, how are you handling security around data access and isolation? <\/p>\n<p>Especially if teams are using it in multi-tenant or production environments<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> Our compiled queries offer a level of security, that allows the developer to define the ways in which data can be accessed. For our cloud, we have auth built-in, but any user specific access controls has to be implemented by the developer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Who is HelixDB *not* for right now? Concretely, which workload types or operational requirements (multi-region HA, strict compliance, massive batch analytics, etc.) are you intentionally deprioritizing\u2014and what principles are guiding what you build next?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> we’re avoiding OLAP use cases, as there is already a market for this and companies doing it very well. The problem we’re solving; is for people that need a fast, scalable transactional graph\/vector database. The specific use cases within that can go quite broad. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Graph + vector + OLTP in one engine is interesting. Are you targeting agent memory use cases primarily, or positioning this as a general-purpose database long term?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithlesh_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithlesh_shah<\/a> agent memory is definitely a wedge right now, but there’s no reason why you cant use us for any graph or vector use-case \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey George, that line about the hardships of graph databases in college says a lot. Was there a specific project or assignment where you hit a wall and thought why is this so hard to learn and set up? Like a moment where you and Xav looked at each other and decided okay, we\u2019re just going to build something better ourselves?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GRMVBNAWXEP2SB\" class=\"app-title\">mvntSTUDIO<\/a><\/p>\n<div class=\"one-liner\">Dance generation AI for every song!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8eAI\u7684\u97f3\u4e50\u9a71\u52a8\u821e\u8e48\u52a8\u753b\u751f\u6210\u5de5\u5177\uff0c\u7528\u6237\u53ea\u9700\u63d0\u4f9b\u6b4c\u66f2\u6216\u89d2\u8272\u56fe\u7247\uff0c\u5373\u53ef\u5feb\u901f\u751f\u6210\u53ef\u7528\u4e8e\u5236\u4f5c\u7684\u821e\u8e48\u52a8\u753b\uff0c\u89e3\u51b3\u4e86\u89c6\u9891\u521b\u4f5c\u8005\u3001\u821e\u8005\u7b49\u7fa4\u4f53\u5728\u5185\u5bb9\u521b\u4f5c\u4e2d\u7f3a\u4e4f\u4e13\u4e1a\u7f16\u821e\u548c\u52a8\u753b\u5236\u4f5c\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/723de300-7b64-4df5-941e-0a21f50679a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a45a41c-8ede-46df-9ba5-63fcd8c601f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d1f8c8e-28b6-4d89-bc7f-036f82675838.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\/e6ad233b-9842-4cd8-a63f-8641be639a8f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/mjq2iAr96iM\"><source src=\"https:\/\/youtu.be\/mjq2iAr96iM\" 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\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Animation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u821e\u8e48\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">3D\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AIGC<\/span><br \/>\n <span class=\"tag\">\u7f16\u821e\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">Web\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5a31\u4e50\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5e94\u7528\u5f88\u9177\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1. \u754c\u9762\u5bf9\u975e\u821e\u8005\u662f\u5426\u76f4\u89c2\uff1b2. \u80fd\u5426\u81ea\u5b9a\u4e49\u821e\u8e48\u98ce\u683c\uff08\u5982\u563b\u54c8\u3001\u82ad\u857e\uff09\uff1b3. \u80fd\u5426\u901a\u8fc7\u6587\u5b57\u63d0\u793a\u63cf\u8ff0\u81ea\u5b9a\u4e49\u821e\u8e48\u5e8f\u5217\uff1b4. \u5bf9\u4ea7\u54c1\u7aef\u6280\u672f\u6808\u611f\u5174\u8da3\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5766\u8bda\uff0c\u8bf4\u660e\u4e86\u5f53\u524d\u7248\u672c\u529f\u80fd\u53ca\u672a\u6765\u4f18\u5316\u65b9\u5411\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 mvntSTUDIO\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u524d\u6cbf\u7684\u6269\u6563\u6a21\u578b\uff08mvnt-m4\uff09\u4e0eTripo AI\u76843D\u751f\u6210\u80fd\u529b\uff0c\u5c01\u88c5\u6210\u4e00\u4e2a\u4f4e\u95e8\u69db\u7684\u201c\u821e\u8e48\u6e38\u4e50\u573a\u201d\u3002\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5e76\u975e\u66ff\u4ee3\u4e13\u4e1a\u7f16\u821e\uff0c\u800c\u662f\u6210\u4e3a\u521b\u610f\u6d41\u6c34\u7ebf\u4e0a\u7684\u201c\u52a8\u4f5c\u7d20\u6750\u5feb\u6d88\u54c1\u201d\u4f9b\u5e94\u5546\u2014\u2014\u4e3aTikTok\u6311\u6218\u3001K-pop\u6a21\u4eff\u4e43\u81f3AI\u89c6\u9891\u5de5\u5177\uff08\u5982Kling AI\uff09\u63d0\u4f9b\u5373\u63d2\u5373\u7528\u7684\u821e\u8e48\u52a8\u753b\u6a21\u5757\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u660e\u663e\u7684\u201c\u7814\u7a76\u4ea7\u54c1\u5316\u201d\u8fc7\u6e21\u7279\u5f81\u3002\u56e2\u961f\u5766\u8bda\u63d0\u53ca\u753b\u8d28\u3001\u751f\u6210\u901f\u5ea6\u3001\u9762\u90e8\u624b\u6307\u7ec6\u8282\u7b49\u4e0d\u8db3\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ece\u5b9e\u9a8c\u5ba4\u6a21\u578b\u5230\u7a33\u5b9a\u751f\u4ea7\u5de5\u5177\u7684\u5178\u578b\u9e3f\u6c9f\u3002\u7528\u6237\u5173\u4e8e\u98ce\u683c\u5b9a\u5236\u548c\u6587\u5b57\u63d0\u793a\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u5f53\u524dAI\u751f\u6210\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u201c\u5168\u81ea\u52a8\u9ed1\u7bb1\u201d\u4e0e\u201c\u53ef\u63a7\u521b\u610f\u201d\u4e4b\u95f4\uff0c\u4ea7\u54c1\u5c1a\u53ea\u80fd\u63d0\u4f9b\u524d\u8005\u3002\u8fd9\u4f7f\u5176\u77ed\u671f\u5185\u66f4\u9002\u5408\u730e\u5947\u5a31\u4e50\u548c\u7075\u611f\u53c2\u8003\uff0c\u800c\u975e\u7cbe\u51c6\u521b\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201cEpic MegaGrant\u83b7\u5f97\u8005\u201d\u80cc\u666f\u662f\u91cd\u8981\u80cc\u4e66\uff0c\u6697\u793a\u4e86\u57283D\u5b9e\u65f6\u9886\u57df\u7684\u6280\u672f\u79ef\u7d2f\u53ca\u4e0e\u865a\u5e7b\u5f15\u64ce\u751f\u6001\u7684\u6f5c\u5728\u8054\u52a8\u3002\u82e5\u80fd\u5c06\u821e\u8e48\u52a8\u4f5c\u751f\u6210\u4e0e\u6e38\u620f\u3001VR\u865a\u62df\u4eba\u9a71\u52a8\u7ed3\u5408\uff0c\u60f3\u8c61\u7a7a\u95f4\u5c06\u8fdc\u8d85\u89c6\u9891\u6a21\u677f\u3002\u7136\u800c\uff0c\u5f53\u524d\u7248\u672c\u4f9d\u8d56YouTube\u94fe\u63a5\u548c\u56fe\u7247\u4e0a\u4f20\uff0c\u66f4\u50cf\u4e00\u4e2a\u529f\u80fd\u6f14\u793a\u3002\u5176\u957f\u671f\u6210\u529f\u7684\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u201c\u751f\u6210-\u5206\u4eab-\u518d\u521b\u4f5c\u201d\u7684\u521b\u4f5c\u8005\u98de\u8f6e\uff0c\u5e76\u7528\u793e\u533a\u753b\u5eca\u6c89\u6dc0\u6570\u636e\u53cd\u54fa\u6a21\u578b\uff0c\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u5927\u5382\u7684\u7efc\u5408\u578bAIGC\u5e73\u53f0\u4ee5\u7c7b\u4f3c\u529f\u80fd\u6a21\u5757\u8986\u76d6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u8d5b\u9053\uff08AI+3D\u5185\u5bb9\u751f\u6210\uff09\u4e0a\u3001\u6280\u672f\u51fa\u8eab\u56e2\u961f\u7684\u4e00\u6b21\u654f\u6377\u9a8c\u8bc1\u3002\u5b83\u4eae\u51fa\u4e86\u201c\u8ba9\u6bcf\u4e2a\u4eba\u90fd\u80fd\u8df3\u821e\u201d\u7684\u613f\u666f\uff0c\u4f46\u73b0\u9636\u6bb5\u63d0\u4f9b\u7684\uff0c\u66f4\u591a\u662f\u4e00\u9762\u6620\u5c04\u97f3\u4e50\u8282\u594f\u7684\u201c\u821e\u8e48\u54c8\u54c8\u955c\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\">mvntSTUDIO<\/span>\n <\/div>\n<div class=\"comment-content\">Drop your banger, get the choreo. The vibe dancing era is here! mvntSTUDIO is a dance generation playground that turns any song into production-ready dance animation. From TikTok challenges to K-pop choreographies, visualize your imagination with dance. Built by an Epic MegaGrant recipient team.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Joon from MVNT. <\/p>\n<p>We believe everyone deserves dance – so we are building the world’s best dance gen model! While the tech is a long-term journey, we just couldn’t wait for user validation and feedback \ud83d\ude1b<\/p>\n<p>So we built a simple, fast, funny web-based playground where anyone can play around with dance with ease! Here’s what’s inside v0.1:<\/p>\n<p>– Music to Dance: paste a YouTube link or upload a file to get a dance in under 3 minutes. (Powered by our diffusion-based model mvnt-m4)<\/p>\n<p>– Image to Dance: upload any character image and bring them to life dancing. Powered by Tripo AI’s v3 model.<\/p>\n<p>– Screen Recording: export your dance as video. Dance along to it, or use it as motion reference for tools like Kling AI or Seedance.<\/p>\n<p>– Community Gallery: the funniest part. See what other creators are generating in real time.<\/p>\n<p>We’ve long been a research-focused team just getting started with product. We are still working on better dance quality, faster generation, MP4 downloads, finger & facial motion. <\/p>\n<p>Come join our playground, and thanks for being with us from day one! <\/p>\n<p>Discord: <a href=\"https:\/\/discord.gg\/hpWFbjb6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/hpWFbjb6<\/a><\/p>\n<p>LinkedIn: <a href=\"https:\/\/www.linkedin.com\/in\/jooooooon-jung\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/jooooooon-jung\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joooooooonjung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joooooooonjung<\/a> How intuitive is the interface for non-dancers? Can users customize styles? Like hip-hop, ballet, contemporary, or is it fully automatic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joooooooonjung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joooooooonjung<\/a> This is so exciting! I can\u2019t wait to use it. Quick question: if you have a dance sequence of your own that you\u2019d like to animate. For example you\u2019d like to start your own dance challenge or perhaps visualize some dance moves. Can you write a prompt to describe the dance sequence?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This sounds like a really cool app. What tech stack did you use?<\/div>\n<div class=\"comment-actions\">\n<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>Thanks Shreya! So our tech stack is quite complex, I’d separate them into model side (3D motion generation) and product side (3D web app). Which part are you more interested 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<div class=\"reply-item\">\n<div class=\"reply-content\">@joooooooonjung I was interested in the product side.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PBLDUBY5656CYZ\" class=\"app-title\">muno<\/a><\/p>\n<div class=\"one-liner\">AI agents that talk to your team & complete tasks for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>muno\u662f\u4e00\u6b3e\u521b\u5efaAI\u4ee3\u7406\u7684SaaS\u5de5\u5177\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u662f\u8ba9AI\u4ee3\u7406\u4ee3\u66ff\u7ba1\u7406\u8005\u4e0e\u56e2\u961f\u6216\u7528\u6237\u8fdb\u884c\u8bed\u97f3\u5bf9\u8bdd\uff0c\u81ea\u52a8\u751f\u6210\u4f1a\u8bae\u6d1e\u5bdf\u6587\u6863\u5e76\u8054\u52a8\u9879\u76ee\u770b\u677f\u66f4\u65b0\u4efb\u52a1\u72b6\u6001\uff0c\u65e8\u5728\u89e3\u51b3\u7ba1\u7406\u8005\u5728\u8fdb\u5ea6\u8ffd\u8e2a\u548c\u4f1a\u8bae\u6c9f\u901a\u4e0a\u8017\u65f6\u8fc7\u591a\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a71aa9e6-f73d-4706-a8bc-116f5fa5c137.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65eaf0f2-c7ac-4f45-9c26-9b078d68a4ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1873be3-7445-4a1f-a22d-3bac4d463404.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/681ef53d-1d29-43c3-9736-cdc7c972b0b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65937b35-4fe5-42b8-ba33-c6e22d800b6d.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\/e817299c-aeb3-4ab0-a88c-3f38cd47e6c0.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/54238f72f45e4ebab4b95b807d6752fa\"><source src=\"https:\/\/www.loom.com\/share\/54238f72f45e4ebab4b95b807d6752fa\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5bf9\u8bdd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4f1a\u8bae<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6458\u8981<\/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\u5bf9\u4ea7\u54c1\u89e3\u51b3\u7ba1\u7406\u75db\u70b9\u7684\u5b9a\u4f4d\u611f\u5230\u5174\u594b\u3002\u6709\u6548\u53cd\u9988\u5305\u62ec\uff1a\u8be2\u95ee\u591a\u4ee3\u7406\u95f4\u534f\u4f5c\u53ef\u80fd\u6027\u3001\u671f\u5f85\u5c0f\u56e2\u961f\u8bd5\u7528\u3001\u8ba4\u53ef\u5176\u5728\u6839\u56e0\u5206\u6790\u548c\u89c4\u5212\u4e2d\u7684\u4ef7\u503c\u3001\u8be2\u95ee\u97e9\u8bed\u652f\u6301\uff0c\u4ee5\u53ca\u5c06\u5176\u4e0eClaude\u7b49\u7ade\u54c1\u5bf9\u6bd4\u3002\u56de\u590d\u786e\u8ba4\u5c06\u652f\u6301\u591a\u8bed\u8a00\uff0c\u5e76\u5f3a\u8c03\u4e86\u5176\u201c\u4ee3\u7406\u4ee3\u5f00\u4f1a\u201d\u548c\u4f1a\u540e\u81ea\u52a8\u6267\u884c\u4efb\u52a1\u7684\u72ec\u7279\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n muno\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u7ec4\u7ec7\u5185\u7684\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u4e2d\u5c42\u201d\u3002\u5b83\u5207\u5165\u7684\u5e76\u975e\u6cdb\u5316\u7684\u77e5\u8bc6\u5de5\u4f5c\uff0c\u800c\u662f\u7ba1\u7406\u8005\u8eab\u4e0a\u6700\u5177\u4f53\u3001\u6700\u91cd\u590d\u4e14\u9ad8\u6210\u672c\u7684\u201c\u6c9f\u901a\u503a\u201d\u2014\u2014\u8fdb\u5ea6\u540c\u6b65\u4f1a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u4fe1\u606f\u83b7\u53d6-\u5206\u6790\u6574\u7406-\u4efb\u52a1\u63a8\u52a8\u201d\u8fd9\u4e00\u7ba1\u7406\u95ed\u73af\u81ea\u52a8\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cmove tickets\u201d\u4e00\u8bcd\u662f\u5173\u952e\u3002\u8fd9\u610f\u5473\u5176AI\u4ee3\u7406\u88ab\u8bbe\u8ba1\u4e3a\u5177\u6709\u201c\u6267\u884c\u6743\u201d\uff0c\u80fd\u76f4\u63a5\u64cd\u4f5cJira\u3001Asana\u7b49\u7cfb\u7edf\u3002\u8fd9\u4f7f\u5176\u4ece\u88ab\u52a8\u8bb0\u5f55\u7684\u5206\u6790\u5de5\u5177\uff0c\u8dc3\u5347\u4e3a\u4e3b\u52a8\u53c2\u4e0e\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u4f53\u3002\u98ce\u9669\u4e0e\u4ef7\u503c\u5e76\u5b58\uff1a\u4ef7\u503c\u5728\u4e8e\u6781\u5927\u538b\u7f29\u4ece\u6c9f\u901a\u5230\u884c\u52a8\u7684\u5ef6\u8fdf\uff0c\u63d0\u5347\u7ec4\u7ec7\u6d41\u901f\uff1b\u98ce\u9669\u5219\u5728\u4e8e\u5c06\u7cfb\u7edf\u6743\u9650\u8d4b\u4e88AI\u6240\u5e26\u6765\u7684\u51c6\u786e\u6027\u4e0e\u5b89\u5168\u6027\u6311\u6218\uff0c\u8fd9\u9700\u8981\u6781\u9ad8\u7684\u53ef\u9760\u6027\u80cc\u4e66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u7684\u5bf9\u6bd4\u63d0\u95ee\u53ef\u4ee5\u770b\u51fa\uff0c\u5e02\u573a\u6b63\u5728\u533a\u5206\u201cAI\u5de5\u4f5c\u7a7a\u95f4\u201d\u548c\u201cAI\u540c\u4e8b\u201d\u3002muno\u663e\u7136\u5c5e\u4e8e\u540e\u8005\u3002\u5b83\u4e0d\u56de\u7b54\u201c\u8fd9\u4e2a\u4efb\u52a1\u600e\u4e48\u505a\u201d\uff0c\u800c\u662f\u76f4\u63a5\u5e2e\u4f60\u201c\u50ac\u529e\u5e76\u66f4\u65b0\u4e86\u8fd9\u4e2a\u4efb\u52a1\u7684\u72b6\u6001\u201d\u3002\u8fd9\u79cd\u5b9a\u4f4d\u4f7f\u5176\u5fc5\u987b\u6df1\u5ea6\u96c6\u6210\u4e1a\u52a1\u7cfb\u7edf\uff0c\u5efa\u7acb\u6bd4\u901a\u7528AI\u66f4\u6df1\u7684\u4e0a\u4e0b\u6587\u548c\u4e1a\u52a1\u903b\u8f91\u7406\u89e3\uff0c\u8fd9\u4e5f\u662f\u5176\u4e3b\u8981\u7684\u7ade\u4e89\u58c1\u5792\u3002\u7136\u800c\uff0c\u5176\u573a\u666f\u76ee\u524d\u770b\u6765\u76f8\u5bf9\u5782\u76f4\uff0c\u80fd\u5426\u4ece\u201c\u7ba1\u7406\u8005\u7684\u8bed\u97f3\u673a\u5668\u4eba\u201d\u6269\u5c55\u5230\u66f4\u5e7f\u6cdb\u7684\u5f02\u6b65\u534f\u4f5c\u67a2\u7ebd\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\u5f53\u524d\u7248\u672c\u50cf\u4e00\u4e2a\u7cbe\u51c6\u7684\u201c\u75db\u70b9\u6b62\u75db\u836f\u201d\uff0c\u4f46\u836f\u6548\u7684\u6301\u4e45\u6027\u548c\u526f\u4f5c\u7528\uff08\u5982\u4eba\u9645\u6c9f\u901a\u7684\u8fdb\u4e00\u6b65\u5f31\u5316\uff09\uff0c\u8fd8\u9700\u5728\u66f4\u590d\u6742\u7684\u7ec4\u7ec7\u5b9e\u8df5\u4e2d\u89c2\u5bdf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">muno<\/span>\n <\/div>\n<div class=\"comment-content\">Create AI agents to conduct voice conversations with your team and your users. Generate documents with conversation insights and summaries. Your agents can create, move and update tickets based on the conversation and boards they have access to.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I am super excited about this launch!<br \/>\nAfter speaking with multiple Managers (Product, Project, General etc.) about their day to day activities, there was a shared sentiment around meetings and chasing people for updates.<br \/>\nIt feels like these conversations are necessary for them to gain insights on the team and progress but they also take away from other meaningful work.<br \/>\nWith muno’s agents managers can focus on other tasks while the agents engage their team and present their findings to them and help them move tickets across boards.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chimwemwe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chimwemwe<\/a> Congrats on your launch! Can my muno agent engage with a teammate\u2019s muno agent if this was to adopted for a team of 5? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>running a small team myself, and really looking forward to trying this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@0x_s13i Awesomee! Looking forward to onboarding you and the team!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really powerful, I can see the AI providing a lot of value for conversations around root cause analysis and planning<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@dickson_dokowe Thank you!! And precisely!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud55c\uad6d\uc5b4\ub85c \ud328\uce58\ud560 \uacc4\ud68d\uc774 \uc788\ub098\uc694? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@jungyeon_ko \ub124! \uc55e\uc73c\ub85c \uba70\uce60 \ub0b4\ub85c muno\uac00 \ud55c\uad6d\uc5b4\ub97c \ud3ec\ud568\ud55c \ub354 \ub9ce\uc740 \uc5b8\uc5b4\ub97c \uc9c0\uc6d0\ud560 \uc608\uc815\uc785\ub2c8\ub2e4 \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<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>Why this over something like Claude\u2019s workspace <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@siawk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siawk<\/a> Such a great question! With muno you have agents that handle 1 to 1 meetings on your behalf. The agents can handle post meeting tasks such as creating documents with summaries and key points as well as move tickets across your product management boards (Jira, Asana and more to be added soon).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/JROSEXBZBQIS44\" class=\"app-title\">ShowcasePro<\/a><\/p>\n<div class=\"one-liner\">Convert photos into elegant designs for marketing + sharing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ShowcasePro\u662f\u4e00\u6b3e\u5c06\u591a\u5f20\u7167\u7247\u5feb\u901f\u5408\u6210\u4e3a\u53ef\u9ad8\u5ea6\u81ea\u5b9a\u4e49\u7684\u7cbe\u7f8e\u5c55\u793a\u56fe\u7684\u62fc\u8d34\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u793e\u4ea4\u5a92\u4f53\u8425\u9500\u548c\u4e2a\u4eba\u5206\u4eab\u4e2d\u7f3a\u4e4f\u9ad8\u6548\u3001\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa74c52b-d644-4e6c-a89b-9e5c3facd06c.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\/fdb6a035-5226-4f1f-9cd7-18fc9a39668f.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\/e5c15af7-69bf-4099-869a-7626841f38a4.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\/4f018469-893a-4b16-9944-b1386f63aaed.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\/2914e9e2-d55c-46cc-9c70-76f7082bbb15.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Graphics & Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56fe\u7247\u62fc\u8d34<\/span><br \/>\n <span class=\"tag\">\u7167\u7247\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u5e03\u5c40<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u5206\u4eab<\/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>\u5b98\u65b9\u8bc4\u8bba\u4e3b\u8981\u4e3a\u4ea7\u54c1\u4ecb\u7ecd\u4e0e\u66f4\u65b0\u9080\u7ea6\u3002\u6709\u6548\u7528\u6237\u8bc4\u8bba\u4ec5\u4e00\u6761\uff0c\u8868\u8fbe\u4e86\u201c\u975e\u5e38\u6709\u7528\u201d\u7684\u79ef\u6781\u80af\u5b9a\uff0c\u4f46\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\u3002\u6574\u4f53\u7f3a\u4e4f\u6df1\u5ea6\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 ShowcasePro\u5207\u5165\u4e86\u4e00\u4e2a\u62e5\u6324\u4f46\u9700\u6c42\u660e\u786e\u7684\u5e02\u573a\uff1a\u8f7b\u91cf\u5316\u3001\u6a21\u677f\u5316\u7684\u89c6\u89c9\u8bbe\u8ba1\u5de5\u5177\u3002\u5176\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u6210\u719f\u9700\u6c42\u7684\u7cbe\u51c6\u5c01\u88c5\u3002\u4ea7\u54c1\u5c06\u201c\u591a\u56fe\u6392\u7248-\u81ea\u5b9a\u4e49\u88c5\u9970-\u5bfc\u51fa\u5206\u4eab\u201d\u8fd9\u4e00\u5de5\u4f5c\u6d41\u6781\u81f4\u7b80\u5316\uff0c\u7784\u51c6\u7684\u662f\u4e2d\u5c0f\u5546\u5bb6\u3001\u81ea\u5a92\u4f53\u8fd0\u8425\u8005\u7b49\u975e\u4e13\u4e1a\u8bbe\u8ba1\u5e08\u7fa4\u4f53\uff0c\u4ed6\u4eec\u9700\u8981\u5feb\u901f\u4ea7\u51fa\u7f8e\u89c2\u3001\u7edf\u4e00\u7684\u8425\u9500\u56fe\u7247\uff0c\u4f46\u65e0\u6cd5\u6216\u4e0d\u613f\u4f7f\u7528\u590d\u6742\u7684\u4e13\u4e1a\u8f6f\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u529f\u80fd\u5c42\u9762\u4e0eCanva\u3001Photoshop Express\u7b49\u6210\u719f\u4ea7\u54c1\u7684\u90e8\u5206\u529f\u80fd\u9ad8\u5ea6\u91cd\u53e0\uff0c\u5dee\u5f02\u5316\u4f18\u52bf\u4ec5\u5728\u4e8e\u66f4\u805a\u7126\u4e8e\u201c\u591a\u56fe\u5c55\u793a\u201d\u8fd9\u4e00\u5782\u76f4\u573a\u666f\uff0c\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002\u5176\u6b21\uff0c\u4eceProduct Hunt\u4e0a\u5be5\u5be5\u7684\u4e92\u52a8\u6765\u770b\uff0c\u4ea7\u54c1\u53ef\u80fd\u5c1a\u672a\u89e6\u53ca\u6838\u5fc3\u75db\u70b9\u6216\u5f15\u7206\u5e02\u573a\u5174\u8da3\u3002\u552f\u4e00\u7684\u7528\u6237\u8bc4\u8bba\u867d\u6b63\u9762\u5374\u7a7a\u6d1e\uff0c\u53cd\u6620\u51fa\u4ea7\u54c1\u53ef\u80fd\u4ecd\u5904\u4e8e\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\uff0c\u7f3a\u4e4f\u6765\u81ea\u771f\u5b9e\u573a\u666f\u7684\u6df1\u5ea6\u53cd\u9988\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u4ece\u201c\u53c8\u4e00\u6b3e\u62fc\u8d34\u5e94\u7528\u201d\u5347\u7ea7\u4e3a\u201c\u5185\u5bb9\u521b\u4f5c\u8005\u7684\u5de5\u4f5c\u6d41\u8282\u70b9\u201d\u3002\u8fd9\u9700\u8981\u5b83\u5728\u4e2a\u6027\u5316\u5b9a\u5236\u4e0a\u505a\u5230\u66f4\u667a\u80fd\uff08\u5982AI\u8f85\u52a9\u6784\u56fe\u3001\u54c1\u724c\u5143\u7d20\u4e00\u952e\u5957\u7528\uff09\uff0c\u6216\u4e0e\u8425\u9500\u5e73\u53f0\u3001\u7535\u5546\u540e\u53f0\u6df1\u5ea6\u96c6\u6210\uff0c\u5b9e\u73b0\u201c\u8bbe\u8ba1-\u53d1\u5e03-\u5206\u6790\u201d\u7684\u95ed\u73af\u3002\u76ee\u524d\u6765\u770b\uff0cShowcasePro\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5408\u683c\u7684\u6700\u5c0f\u5316\u53ef\u884c\u4ea7\u54c1\uff0c\u4f46\u8981\u60f3\u5728\u7ea2\u6d77\u4e2d\u7a81\u56f4\uff0c\u5fc5\u987b\u5728\u540e\u7eed\u8fed\u4ee3\u4e2d\u5c55\u73b0\u51fa\u66f4\u6df1\u523b\u7684\u7528\u6237\u6d1e\u5bdf\u548c\u751f\u6001\u6784\u5efa\u80fd\u529b\uff0c\u5426\u5219\u6781\u6613\u88ab\u529f\u80fd\u66f4\u5168\u9762\u7684\u5e73\u53f0\u7ea7\u5e94\u7528\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\">ShowcasePro<\/span>\n <\/div>\n<div class=\"comment-content\">Meet ShowcasePro, a powerful collage maker that you can use to effortlessly combine your different photos into beautiful and fully customizable showcases. ShowcasePro offers an extensive range of customization options to make every showcase truly yours. You can adjust photo size, round the corners, and add a shadow. Personalize padding and spacing, choose a solid color or gradient background, and adjust colors, rounded corners, and opacity.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Everyone!<\/p>\n<p>Meet ShowcasePro, a powerful collage maker that you can use to effortlessly combine your different photos into beautiful and fully customizable showcases.<\/p>\n<p>With ShowcasePro, you get a variety of layouts designed for different numbers of photos to make your showcase look just right.<\/p>\n<p>ShowcasePro offers an extensive range of customization options to make every showcase truly yours. You can adjust photo size, round the corners, and add a shadow. Personalize padding and spacing, choose a solid color or gradient background, and adjust colors, rounded corners, and opacity. When you are happy with the look, you can export and share your showcase in different resolutions with ease.<\/p>\n<p>I would highly appreciate any feedback or suggestions to make ShowcasePro better in the future updates!<\/p>\n<p>Thank you so much!<\/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\/@daniils\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniils<\/a> <\/p>\n<p>It will be very useful to me bro! Thanks so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IYEARO3MXUYQZY\" class=\"app-title\">Nix Capture<\/a><\/p>\n<div class=\"one-liner\">Capture API requests for bug reports in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nix Capture\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u80fd\u8ba9QA\u3001\u652f\u6301\u548c\u4ea7\u54c1\u56e2\u961f\u5728\u590d\u73b0\u95ee\u9898\u65f6\uff0c\u65e0\u9700\u6253\u5f00\u5f00\u53d1\u8005\u5de5\u5177\u5373\u53ef\u4e00\u952e\u6355\u83b7\u7f51\u7edc\u8bf7\u6c42\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u6210\u5458\u63d0\u4ea4Bug\u62a5\u544a\u65f6\u7f3a\u4e4f\u5173\u952e\u63a5\u53e3\u4fe1\u606f\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/908f3506-9c68-4f6d-bb5f-5832565a7a59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/949d40f3-6bd6-4b32-b62f-4dd1df6db572.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/317daece-27d4-4470-9660-0a7de6a1c247.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\/bdf038e0-42f0-439b-8f1d-1afabdd0073c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/3ucPCJ6xR6s\"><source src=\"https:\/\/youtu.be\/3ucPCJ6xR6s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">Bug\u62a5\u544a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u8bf7\u6c42\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">QA\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u652f\u6301\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201cBug\u62a5\u544a\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u201d\u75db\u70b9\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u6570\u636e\u5b89\u5168\u6027\uff08\u5982\u81ea\u52a8\u8131\u654f\u8ba4\u8bc1\u4ee4\u724c\uff09\u3001\u9002\u7528\u573a\u666f\u6269\u5c55\uff08\u5982\u5916\u90e8\u7528\u6237\u4f7f\u7528\uff09\uff0c\u4ee5\u53ca\u5bf9\u6743\u9650\u7533\u8bf7\u548cChrome\u5546\u5e97\u5ba1\u6838\u6d41\u7a0b\u7684\u5173\u5207\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Nix Capture\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u4e14\u88ab\u9ed8\u8ba4\u4e3a\u201c\u6d41\u7a0b\u6210\u672c\u201d\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u6280\u672f\u4e0e\u975e\u6280\u672f\u56e2\u961f\u4e4b\u95f4\u7684\u4fe1\u606f\u65ad\u5c42\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u6d41\u7a0b\u91cd\u6784\u2014\u2014\u5c06\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u7684\u201c\u4e3b\u52a8\u63d0\u53d6\u201d\u52a8\u4f5c\uff0c\u8f6c\u5316\u4e3a\u65e0\u611f\u77e5\u7684\u201c\u88ab\u52a8\u8bb0\u5f55\u201d\u884c\u4e3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u770b\u4f3c\u8c26\u5351\uff08\u201c\u4e0d\u53d6\u4ee3DevTools\u201d\uff09\uff0c\u5b9e\u5219\u7cbe\u660e\u3002\u5b83\u907f\u5f00\u4e86\u4e0e\u4e13\u4e1a\u8c03\u8bd5\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5145\u5f53\u4e00\u4e2a\u201c\u7ffb\u8bd1\u5668\u201d\u548c\u201c\u964d\u4f4e\u6469\u64e6\u201d\u7684\u7ba1\u9053\u3002\u5176\u6838\u5fc3\u7528\u6237\u5e76\u975e\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u5de5\u7a0b\u5e08\u7684\u4e0a\u4e0b\u6e38\u534f\u4f5c\u65b9\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u5177\u5907\u4e86\u6210\u4e3a\u56e2\u961f\u57fa\u7840\u6d41\u7a0b\u63d2\u4ef6\u7684\u6f5c\u529b\uff0c\u4ef7\u503c\u4f53\u73b0\u5728\u7f29\u77ed\u65e0\u6548\u6c9f\u901a\u7684\u5faa\u73af\u5468\u671f\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7248\u672c\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u7ba1\u9053\u201d\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4fe1\u606f\u5b8c\u6574\u6027\u4e0e\u5b89\u5168\u6027\u7684\u5929\u7136\u51b2\u7a81\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u654f\u611f\u6570\u636e\u8131\u654f\u201d\u95ee\u9898\uff0c\u76f4\u6307\u4ea7\u54c1\u5728\u5b9e\u7528\u6027\u4e0e\u5408\u89c4\u6027\u4e4b\u95f4\u7684\u5e73\u8861\u96be\u9898\u3002\u6355\u83b7\u6240\u6709\u5934\u4fe1\u606f\u5bf9\u8c03\u8bd5\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u81ea\u52a8\u5171\u4eab\u5219\u53ef\u80fd\u5f15\u53d1\u5b89\u5168\u98ce\u9669\u3002\u521b\u59cb\u4eba\u201c\u7ed9\u4e88\u56e2\u961f\u53ef\u89c1\u6027\u548c\u63a7\u5236\u6743\u201d\u7684\u56de\u5e94\uff0c\u76ee\u524d\u53ea\u662f\u4e00\u79cd\u6298\u4e2d\u65b9\u6848\uff0c\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u95ee\u9898\u3002\u8fd9\u5c06\u662f\u5176\u8fc8\u5411\u4f01\u4e1a\u7ea7\u5e94\u7528\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u53d1\u5c55\u8def\u5f84\uff08\u7ed3\u6784\u5316\u5bfc\u51fa\u3001\u667a\u80fd\u8fc7\u6ee4\uff09\u7565\u663e\u5e38\u89c4\u3002\u771f\u6b63\u7684\u58c1\u5792\u548c\u589e\u957f\u70b9\u6216\u8bb8\u5728\u4e8e\u5176\u8bc4\u8bba\u4e2d\u9690\u7ea6\u89e6\u53ca\u7684\u201c\u5916\u90e8\u7528\u6237\u201d\u573a\u666f\u3002\u82e5\u80fd\u5b89\u5168\u3001\u53ef\u63a7\u5730\u5c06\u6b64\u80fd\u529b\u5c01\u88c5\u5e76\u8d4b\u4e88\u6700\u7ec8\u5ba2\u6237\uff0c\u4f7f\u5176\u80fd\u4e00\u952e\u63d0\u4ea4\u5305\u542b\u5b8c\u6574\u4e0a\u4e0b\u6587\u7684\u9519\u8bef\u62a5\u544a\uff0c\u5219\u53ef\u80fd\u4ece\u5185\u90e8\u534f\u4f5c\u5de5\u5177\u6f14\u53d8\u4e3a\u4e00\u4e2a\u5f71\u54cd\u5ba2\u6237\u652f\u6301\u4f53\u9a8c\u548c\u4ea7\u54c1\u5f00\u53d1\u5faa\u73af\u7684\u5f00\u653e\u5e73\u53f0\u3002\u8fd9\u4e00\u6b65\u98ce\u9669\u5de8\u5927\uff0c\u4f46\u60f3\u8c61\u7a7a\u95f4\u4e5f\u540c\u6837\u5de8\u5927\u3002\u76ee\u524d\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u4f18\u96c5\u5730\u89e3\u51b3\u4e86\u5c40\u90e8\u95ee\u9898\u7684\u6548\u7387\u5de5\u5177\uff0c\u5c1a\u672a\u5c55\u73b0\u51fa\u98a0\u8986\u6027\u6f5c\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Nix Capture<\/span>\n <\/div>\n<div class=\"comment-content\">Bug reports often arrive without request context \u2014 no endpoint, no status code, just \u201cit\u2019s not working.\u201d Nix Capture lets you record network requests while reproducing an issue and export everything engineers need in seconds. No DevTools. No technical knowledge required. Built for QA, support, and product teams who want actionable bug reports.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I built Nix Capture after seeing the same problem over and over again:<br \/>\nbug reports arriving with screenshots\u2026 but no request context.<\/p>\n<p>No endpoint.<br \/>\nNo status code.<br \/>\nNo response details.<\/p>\n<p>Just \u201cit\u2019s not working.\u201d<\/p>\n<p>So I built a simple Chrome extension that lets you record network requests while reproducing an issue and export them in seconds \u2014 without opening DevTools.<\/p>\n<p>The goal isn\u2019t to replace DevTools.<br \/>\nIt\u2019s to make technical context accessible to QA, support, and product teams.<\/p>\n<p>Right now, it\u2019s focused on simple request capture.<br \/>\nNext steps may include structured ticket exports, smart filtering, and human-readable explanations.<\/p>\n<p>I\u2019d love honest feedback:<\/p>\n<p>\u2013 Who do you think this is most useful for?<br \/>\n\u2013 What would stop you from using it?<br \/>\n\u2013 What would make this a no-brainer for your team?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_alves5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_alves5<\/a> Congrats Victor! Could you see Nix Capture being adopted by external users, like customers submitting bugs, and if so, how would you support that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 hits a real nerve. I’ve lost count of how many bug reports I’ve gotten that just say “it doesn’t work” with a screenshot of a blank page. Having non-technical team members capture actual request context without opening DevTools is a smart approach. <\/p>\n<\/p>\n<p> Question: do you plan to support auto-redaction of auth tokens\/sensitive headers before export? That would make it much easier for support teams to share captures without worrying about leaking credentials. <\/p>\n<\/p>\n<p> Nice launch, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@a_kuzov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@a_kuzov<\/a> Appreciate the question!<\/p>\n<p>Yes \u2014 auto-redaction is something I\u2019m actively considering.<\/p>\n<p>The goal is to make sharing captures safer for support teams without adding friction to the debugging process, especially when sensitive headers like auth tokens are involved.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Victor! As a fellow Chrome extension builder, I really appreciate how you’ve identified such a specific pain point. The “it’s not working” bug report with zero context is something every dev has dealt with, and the idea of bridging that gap for non-technical team members is smart positioning. Making network request capture accessible without DevTools is a great angle \u2014 it removes the friction that stops QA and support teams from providing useful data. Curious about your approach to the Chrome extension review process \u2014 did you run into any challenges with permissions for intercepting network requests? That’s always been a tricky area for extensions in this space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> Thanks a lot \u2014 really appreciate that!<\/p>\n<p>And yes, permissions were definitely one of the trickiest parts.<\/p>\n<p>Since the whole idea is to make request capture accessible without DevTools, I had to be very careful about requesting only what\u2019s strictly necessary and clearly communicating the purpose during the review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> Feel free to share your extension with me, I\u2019d love to check it out.<\/p>\n<p>And yeah, the Chrome Web Store approval process is pretty strict \u2014 I\u2019m going through that pain as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is actually a good idea. Bug reports without context are the worst. Making it easy for QA or support to capture network requests without DevTools makes a lot of sense.<br \/>\nCurious how you handle sensitive data in the requests though? Nice work<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@md_murtuza_ali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@md_murtuza_ali<\/a> Great question \u2014 and yes, sensitive data is something I\u2019m actively thinking about.<\/p>\n<p>Right now, the extension allows capturing headers like tokens when needed for debugging, since in many real-world cases they are essential to reproduce issues.<\/p>\n<p>That said, this is also why the focus is on making the data visible and understandable \u2014 so teams can decide what to share safely when creating reports.<\/p>\n<p>Improving masking and redaction options is something I\u2019m considering as the product evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@victor_alves5 That makes sense. Giving teams visibility and control over what they share is important, especially when tokens are involved. Masking and redaction options would definitely make this more enterprise friendly over time.<br \/>\nAppreciate the transparency \ud83d\ude4c<\/div>\n<div class=\"comment-actions\">\n<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 update \u2014 I\u2019ve just added an English version of the demo video to make it easier for everyone to follow along.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JITAS2Q77SIGQM\" class=\"app-title\">Flarehawk<\/a><\/p>\n<div class=\"one-liner\">Monitors security tools, probes threats, + prompts action<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flarehawk\u662f\u4e00\u6b3e\u5b89\u5168\u8fd0\u8425AI\u5e73\u53f0\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u5ba2\u6237\u6784\u5efa\u72ec\u7acb\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5728\u4e91\u73af\u5883\u5b89\u5168\u76d1\u63a7\u573a\u666f\u4e2d\uff0c\u81ea\u52a8\u5206\u6790\u6d77\u91cf\u544a\u8b66\u3001\u8c03\u67e5\u5a01\u80c1\u6839\u6e90\u5e76\u63d0\u4f9b\u4e00\u952e\u4fee\u590d\uff0c\u6709\u6548\u89e3\u51b3\u5b89\u5168\u56e2\u961f\u544a\u8b66\u75b2\u52b3\u4e0e\u54cd\u5e94\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c87b398d-8841-43a7-b328-be0e5b50f5c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dd735e7-ba65-4540-84cc-a28dc1d3c8b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7950ebc-1bfc-4437-ba5a-3376d68a96ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7aae7384-ad50-4081-9c4b-5b9b9868658d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b89\u5168\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">AI\u5a01\u80c1\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8c03\u67e5\u4e0e\u54cd\u5e94<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u544a\u8b66\u75b2\u52b3<\/span><br \/>\n <span class=\"tag\">Cloudflare<\/span><br \/>\n <span class=\"tag\">SOAR<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u57fa\u7ebf<\/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\u805a\u7126\u4e8e\u4ea7\u54c1\u6838\u5fc3\u521b\u65b0\u70b9\uff08\u6bcf\u79df\u6237\u72ec\u7acbML\u6a21\u578b\uff09\u7684\u4ef7\u503c\u4e0e\u843d\u5730\u7ec6\u8282\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a1. \u8be2\u95ee\u9664\u65e5\u5fd7\u5206\u6790\u5916\u662f\u5426\u652f\u6301\u76d1\u63a7\u6307\u6807\uff1b2. \u5173\u6ce8\u6a21\u578b\u5efa\u7acb\u53ef\u9760\u57fa\u7ebf\u7684\u6240\u9700\u65f6\u95f4\uff08\u201c\u9884\u70ed\u671f\u201d\uff09\u3002\u5f00\u53d1\u56e2\u961f\u79ef\u6781\u56de\u5e94\uff0c\u900f\u9732\u4e86\u5373\u5c06\u652f\u6301\u66f4\u591a\u6570\u636e\u6e90\u548c\u529f\u80fd\uff08\u81ea\u5b9a\u4e49\u76d1\u63a7\u4eea\u8868\u76d8\uff09\u7684\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flarehawk\u7684\u53d9\u4e8b\u76f4\u6307\u5b89\u5168\u8fd0\u8425\uff08SecOps\uff09\u6700\u987d\u56fa\u7684\u201c\u8113\u5305\u201d\uff1a\u544a\u8b66\u75b2\u52b3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6bcf\u79df\u6237\u4e13\u5c5eML\u6a21\u578b\u201d\uff08Flarehawk Fabric\uff09\u662f\u4ea7\u54c1\u771f\u6b63\u7684\u6280\u672f\u68f1\u89d2\uff0c\u610f\u5728\u5c06\u5b89\u5168\u5206\u6790\u4ece\u57fa\u4e8e\u901a\u7528\u89c4\u5219\u7684\u201c\u5e7f\u8c31\u6297\u751f\u7d20\u201d\u65f6\u4ee3\uff0c\u63a8\u5411\u57fa\u4e8e\u4e2a\u4f53\u73af\u5883\u57fa\u7ebf\u7684\u201c\u9776\u5411\u6cbb\u7597\u201d\u65f6\u4ee3\u3002\u8fd9\u5e76\u975e\u65b0\u6982\u5ff5\uff0c\u4f46\u5c06\u5176\u4f5c\u4e3a\u6838\u5fc3\u4ea4\u4ed8\u7269\u5e76\u627f\u8bfa\u201c\u65e0\u91c7\u6837\u201d\u7684\u5168\u91cf\u65e5\u5fd7\u5206\u6790\uff0c\u610f\u5473\u7740\u5176\u8bd5\u56fe\u6784\u5efa\u7684\u62a4\u57ce\u6cb3\u662f\u6df1\u5ea6\u3001\u4e2a\u6027\u5316\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\uff0c\u800c\u975e\u5355\u7eaf\u7684\u68c0\u6d4b\u89c4\u5219\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u950b\u8292\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u9996\u5148\uff0c\u4eceCloudflare Enterprise\u5207\u5165\u867d\u7cbe\u51c6\u6355\u83b7\u9ad8\u4ef7\u503c\u79cd\u5b50\u7528\u6237\uff0c\u4f46\u4e5f\u5c06\u81ea\u8eab\u521d\u671f\u53d1\u5c55\u4e0e\u5355\u4e00\u751f\u6001\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u540e\u7eed\u6269\u5c55\u81f3\u591a\u4e91\u3001\u6df7\u5408\u73af\u5883\u7684\u6570\u636e ingestion \u4e0e\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u5c06\u662f\u5173\u952e\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6a21\u578b\u9884\u70ed\u65f6\u95f4\u201d\u7684\u63d0\u95ee\u89e6\u53ca\u4e86\u4ea7\u54c1\u4f53\u9a8c\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u6a21\u578b\u5728\u521d\u59cb\u201c\u76f2\u533a\u201d\u9636\u6bb5\u7684\u5224\u65ad\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u7528\u6237\u5bf9\u8fd9\u6bb5\u201c\u9ed1\u76d2\u201d\u5b66\u4e60\u671f\u7684\u4fe1\u4efb\u5ea6\uff0c\u5c06\u76f4\u63a5\u5f71\u54cd onboarding \u4f53\u9a8c\u3002\u56e2\u961f\u56de\u590d\u7684\u201c15\u5206\u949f\u52301\u5c0f\u65f6\u201d\u662f\u4e00\u4e2a\u4e50\u89c2\u7684\u6280\u672f\u6307\u6807\uff0c\u4f46\u5b9e\u9645\u6548\u80fd\u9700\u5728\u590d\u6742\u3001\u5f02\u6784\u7684\u771f\u5b9e\u4f01\u4e1a\u73af\u5883\u4e2d\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cFlarehawk \u7684\u4ef7\u503c\u4e3b\u5f20\u662f\u6210\u4e3a\u5b89\u5168\u56e2\u961f\u7684\u201cAI\u526f\u9a7e\u9a76\u201d\uff0c\u5c06\u5206\u6790\u5e08\u4ece\u201c\u7b5b\u9009\u544a\u8b66\u201d\u7684\u4f53\u529b\u52b3\u52a8\u63d0\u5347\u81f3\u201c\u51b3\u7b56\u4e0e\u884c\u52a8\u201d\u7684\u667a\u529b\u5c42\u9762\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u952e\u4fee\u590d\u201d\u662f\u8fd9\u4e00\u4ef7\u503c\u7684\u7ec8\u6781\u4f53\u73b0\uff0c\u4f46\u4e5f\u4f34\u968f\u7740\u6700\u9ad8\u7684\u98ce\u9669\u4e0e\u8d23\u4efb\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176ML\u6a21\u578b\u68c0\u6d4b\u7684\u51c6\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u884c\u52a8\u5efa\u8bae\u7684\u7cbe\u5ea6\u4e0e\u53ef\u89e3\u91ca\u6027\u2014\u2014\u5728\u5b89\u5168\u9886\u57df\uff0c\u4e00\u4e2a\u9519\u8bef\u7684\u81ea\u52a8\u5316\u4fee\u590d\u53ef\u80fd\u610f\u5473\u7740\u4e1a\u52a1\u4e2d\u65ad\u3002\u56e0\u6b64\uff0c\u5728\u201c\u81ea\u52a8\u5316\u201d\u7684\u70ab\u76ee\u5149\u73af\u4e0b\uff0c\u5176\u63a7\u5236\u7c92\u5ea6\u3001\u590d\u6838\u673a\u5236\u4e0e\u5f52\u56e0\u80fd\u529b\u7684\u624e\u5b9e\u7a0b\u5ea6\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5b9e\u9a8c\u201d\u8715\u53d8\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u5e73\u53f0\u201d\u7684\u5173\u952e\u3002\u76ee\u524d\u5176\u5904\u4e8e\u516c\u5f00\u6d4b\u8bd5\u9636\u6bb5\uff0c\u8def\u7ebf\u56fe\u4e2d\u900f\u9732\u7684\u66f4\u591a\u6570\u636e\u6e90\u8fde\u63a5\u548c\u81ea\u5b9a\u4e49\u4eea\u8868\u76d8\u529f\u80fd\uff0c\u663e\u793a\u5176\u6b63\u671d\u7740\u66f4\u5f00\u653e\u7684SecOps\u5e73\u53f0\u6f14\u8fdb\uff0c\u8fd9\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\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\">Flarehawk<\/span>\n <\/div>\n<div class=\"comment-content\">Your security tools generate thousands of alerts a day. How many actually get investigated? Flarehawk does it for you. Real-time threat detection, automated investigation, and one-click fixes. Our ML engine builds a model unique to your environment and gets smarter every day. 5-year log retention, SSO, Slack integration, all built-in. Starting with Cloudflare Enterprise. Now in open beta.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When we started building Flarehawk, the hardest problem wasn’t detection, it was context. Most security tools can tell you something happened. Very few can tell you why it matters in your environment.<\/p>\n<p>That’s why we built the Flarehawk Fabric. It’s a per-tenant ML model that ingests your logs, learns your baseline behaviors, and scores anomalies against what’s normal for you, not some generic threshold. Every customer gets their own model. It evolves continuously.<\/p>\n<p>Give it a try and tell us your thoughts!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>By the way, just a quick update! While we only supported Cloudflare Enterprise via Logpush for now, we are about to ship support for all Cloudflare plans via a custom Worker middleware.<\/p>\n<p>Also, Microsoft 365, Google Workspace, Okta, and more ingestion connections coming in the next few days!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on your launch!<br \/>\nI had a question, does it only ingest logs and show analytics based on the same or is there any provision for metrics and monitors like Datadog and LogMint?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_srivastava17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_srivastava17<\/a> thanks for the comment! We currently ingest logs and show analytics based on those logs, which do include more detail and granularity than you’d find in the Cloudflare dashboard for example. Part of the reason why is that we do <strong>not<\/strong> do log sampling, meaning we ingest, store and report on every single log.<\/p>\n<\/p>\n<p>We are building out custom monitors and custom dashboards, and I’ll prioritize that in our roadmap! We’re also going to announce a few more additions to help you query and analyze the data we’ve ingested \ud83d\udc40 keep an eye out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The per-tenant ML model approach is really interesting, Ilyas. Most security tools apply the same generic rules to everyone, which is exactly why alert fatigue is such a problem \u2014 everything looks like a threat when you don’t know what’s normal for a specific environment. The fact that each customer gets their own baseline model that evolves over time is a strong technical moat. Starting with Cloudflare Enterprise is smart too \u2014 you’re going where the security-conscious customers already are. How long does the model typically need to establish a reliable baseline for a new customer? That ramp-up period seems like it could be a key factor in onboarding experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> hey there. Thanks for your comment. The model warm-up takes around 15 mins to an hour, depending on how much traffic the account has, but we generally do see the Flarehawk Fabric populating within the first fifteen minutes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EJCMZF5F7VC7MF\" class=\"app-title\">whatdoiwear.run<\/a><\/p>\n<div class=\"one-liner\">outfit engine for the modern runner<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u5b9e\u65f6\u5929\u6c14\u7684\u8dd1\u6b65\u7740\u88c5\u63a8\u8350\u5f15\u64ce\uff0c\u4e3a\u5168\u7403\u8dd1\u8005\u5728\u4efb\u4f55\u5929\u6c14\u6761\u4ef6\u4e0b\u63d0\u4f9b\u6765\u81eaSatisfy\u3001On\u548cBandit\u7b49\u5148\u950b\u54c1\u724c\u7684\u88c5\u5907\u642d\u914d\u65b9\u6848\uff0c\u89e3\u51b3\u8dd1\u6b65\u524d\u201c\u7a7f\u4ec0\u4e48\u201d\u7684\u51b3\u7b56\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b99961ff-efd2-4ffd-8a6a-3dffd9ebcf73.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\/9dc8a046-8d6f-4072-ad04-50a7f6c60876.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6aa67908-88c4-417a-a62e-dff721491c35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d35f3ea-75ef-45e8-802b-d015bc5963af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b0e95e6-6589-4d23-ac33-b2157213399e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42bc1ee3-3eca-40f2-a400-ac2705400236.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\/a8a1ea08-6843-4326-8d7a-37db6b10a756.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/2fb7ed8c12f64587895dfdf289813758\"><source src=\"https:\/\/www.loom.com\/share\/2fb7ed8c12f64587895dfdf289813758\" 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\">Fashion<\/span><br \/>\n <span class=\"tag\">Weather<\/span><br \/>\n <span class=\"tag\">Running<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8dd1\u6b65\u88c5\u5907<\/span><br \/>\n <span class=\"tag\">\u5929\u6c14\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7740\u88c5\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u65b9\u5f0f<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5bfc\u8d2d<\/span><br \/>\n <span class=\"tag\">\u8dd1\u6b65\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5efa\u8bae<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u586b\u8865\u4e86\u73b0\u4ee3\u8dd1\u6b65\u7740\u88c5\u63a8\u8350App\u7684\u5e02\u573a\u7a7a\u767d\uff0c\u5bf9\u6bd4\u4e86\u65e7\u6709\u4ea7\u54c1\uff0c\u8d5e\u8d4f\u5176\u79fb\u52a8\u4f18\u5148\u3001PWA\u3001\u5206\u4eab\u7b49\u4f53\u9a8c\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8eAI\u63a8\u8350\u7684\u6570\u636e\u4f9d\u636e\u3002\u5f00\u53d1\u8005\u56de\u590d\u663e\u793a\uff0c\u672a\u6765\u53ef\u80fd\u6269\u5c55\u81f3\u978b\u5c65\u3001\u88c5\u5907\u3001\u8425\u517b\u5efa\u8bae\uff0c\u5e76\u52a0\u5165\u804a\u5929\u754c\u9762\uff0c\u5411\u201c\u4e00\u7ad9\u5f0f\u8dd1\u6b65\u52a9\u624b\u201d\u6f14\u8fdb\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n whatdoiwear.run \u8868\u9762\u4e0a\u662f\u201c\u5929\u6c14\u8dd1\u6b65\u5f15\u64ce\u201d\uff0c\u5b9e\u5219\u662f\u5148\u950b\u8dd1\u6b65\u54c1\u724c\uff08Satisfy, On, Bandit\uff09\u7cbe\u5fc3\u6784\u5efa\u7684\u201c\u573a\u666f\u5316\u96f6\u552e\u524d\u7aef\u201d\u3002\u5b83\u5c06\u62bd\u8c61\u7684\u5929\u6c14\u6570\u636e\u8f6c\u5316\u4e3a\u5177\u8c61\u7684\u54c1\u724c\u5546\u54c1\u63a8\u8350\uff0c\u5b8c\u6210\u4e86\u4ece\u5185\u5bb9\u5de5\u5177\u5230\u6d88\u8d39\u5bfc\u6d41\u7684\u5173\u952e\u4e00\u8dc3\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u8d2d\u7269\u52a9\u7406\u201d\u4e0e\u201c\u6027\u80fd\u5206\u5c42\u6307\u5357\u201d\u7684\u7591\u95ee\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u5546\u4e1a\u5185\u6838\u4e0e\u5b9e\u7528\u5916\u58f3\u7684\u53cc\u91cd\u5c5e\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u6709\u591a\u6df1\u5965\uff0c\u800c\u5728\u4e8e\u5176\u7cbe\u51c6\u7684\u5b9a\u4f4d\uff1a\u5b83\u6ca1\u6709\u670d\u52a1\u6240\u6709\u8fd0\u52a8\u8005\uff0c\u800c\u662f\u951a\u5b9a\u4e86\u5bf9\u88c5\u5907\u6709\u9ad8\u8ba4\u77e5\u3001\u9ad8\u6d88\u8d39\u610f\u613f\u7684\u201c\u73b0\u4ee3\u8dd1\u8005\u201d\u3002\u8fd9\u7fa4\u4eba\u8ffd\u6c42\u7684\u4e0d\u4ec5\u662f\u4fdd\u6696\u9632\u96e8\uff0c\u66f4\u662f\u98ce\u683c\u8868\u8fbe\u4e0e\u54c1\u724c\u8ba4\u540c\u3002App\u5c06\u590d\u6742\u7684\u88c5\u5907\u77e5\u8bc6\uff08\u5982\u5206\u5c42\u7cfb\u7edf\uff09\u6253\u5305\u6210\u5373\u7528\u65b9\u6848\uff0c\u964d\u4f4e\u4e86\u4e13\u4e1a\u8dd1\u6b65\u7684\u5165\u95e8\u5fc3\u7406\u95e8\u69db\uff0c\u4f46\u6700\u7ec8\u843d\u70b9\u5f88\u53ef\u80fd\u662f\u5f15\u5bfc\u81f3\u5408\u4f5c\u54c1\u724c\u7684\u8d2d\u4e70\u9875\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5f00\u53d1\u8005\u56de\u590d\u770b\uff0c\u5176\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u7740\u88c5\u3002\u89c4\u5212\u4e2d\u7684\u978b\u5c65\u3001\u914d\u4ef6\u3001\u8425\u517b\u63a8\u8350\u53ca\u804a\u5929\u754c\u9762\uff0c\u66b4\u9732\u4e86\u5176\u6784\u5efa\u201c\u8dd1\u6b65\u5782\u76f4\u9886\u57df\u751f\u6001\u95ed\u73af\u201d\u7684\u610f\u56fe\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u5f53\u63a8\u8350\u8303\u56f4\u4ece\u6838\u5fc3\u7740\u88c5\u65e0\u9650\u6269\u5c55\u65f6\uff0c\u53ef\u80fd\u7a00\u91ca\u5176\u4e13\u4e1a\u6027\u4e0e\u7b80\u6d01\u4f53\u9a8c\uff0c\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6cdb\u6cdb\u7684\u201c\u8fd0\u52a8\u5efa\u8bae\u5e73\u53f0\u201d\u3002\u6b64\u5916\uff0c\u5176\u63a8\u8350\u7b97\u6cd5\u82e5\u5b8c\u5168\u4f9d\u8d56\u5408\u4f5c\u54c1\u724c\u5e93\u800c\u975e\u5168\u5e02\u573a\u6570\u636e\uff0c\u5176\u4e2d\u7acb\u6027\u4e0e\u5ba2\u89c2\u6027\u5c06\u59cb\u7ec8\u5b58\u7591\u3002\u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b21\u6210\u529f\u7684\u54c1\u724c\u8054\u76df\u8425\u9500\u5b9e\u9a8c\uff0c\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u5982\u4f55\u5728\u63d0\u4f9b\u771f\u5b9e\u4ef7\u503c\u548c\u4fc3\u8fdb\u54c1\u724c\u9500\u552e\u4e4b\u95f4\u7ef4\u6301\u5fae\u5999\u7684\u3001\u4e0d\u88ab\u7528\u6237\u53cd\u611f\u7684\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">whatdoiwear.run<\/span>\n <\/div>\n<div class=\"comment-content\">weather-based running engine from Satisfy, On and Bandit.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve always wanted a modern running outfit app that provided gear recs from visionary running brands. Prior to this, DressMyRun was my go-to but I quickly found myself wanting a mobile-first experience that I can easily save as a PWA and with intuitive features around location, sharing outfit recs as images, “best running window” details etc.<\/p>\n<p>Perfect for runners of all levels, in any condition around the world.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@isaaccyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isaaccyn<\/a> Do you use any AI or machine learning to tailor recommendations, and if so, what data does it rely on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats with the launch! Do you see this becoming more of a curated \u2018shopping assistant\u2019 or more of a performance layering guide (or both)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vlisitskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlisitskii<\/a> definitely see this becoming both! when i first started running, it was extremely painful having to figure out what to wear for what conditions, shoes to buy etc. <\/p>\n<p>so im considering a new section for recs on shoes and gadgets with some basic chat interface. even nutrition! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m just about to go out for my run in -2\u00b0C, this came in handy. Cool idea. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matt_clarke5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_clarke5<\/a> appreciate it! did you end up running with the layering recs you saw in the app?<\/p>\n<p>feel free to share feedback directly with me on <a href=\"https:\/\/x.com\/isaaccyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">x<\/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<\/div>\n<div class=\"comment-actions\">\n<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\/@resetmerlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@resetmerlin<\/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<\/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\/NJKBGLWQZW56IN\" class=\"app-title\">Musikey <\/a><\/p>\n<div class=\"one-liner\">Tough musical authentication for accessibility <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7528\u968f\u673a\u751f\u6210\u7684\u52a0\u5bc6\u97f3\u4e50\u65cb\u5f8b\u66ff\u4ee3\u4f20\u7edf\u5bc6\u7801\uff0c\u4e3a\u8eab\u4efd\u9a8c\u8bc1\u63d0\u4f9b\u9ad8\u5b89\u5168\u6027\u5e76\u517c\u987e\u53ef\u8bbf\u95ee\u6027\u4e0e\u7f8e\u611f\u7684\u684c\u9762\u7aef\u8ba4\u8bc1\u5de5\u5177\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b176849d-ea86-436a-b920-0b95a4e4f204.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\/2a133581-1fa8-4b1d-9993-f2c262523a04.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\">Music<\/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\">\u8eab\u4efd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5bc6\u7801\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u591a\u56e0\u7d20\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f85\u52a9\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u521b\u65b0\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u521b\u65b0\u6027\uff0c\u4f46\u6307\u51faUI\u5f15\u5bfc\u4e0d\u8db3\uff0c\u529f\u80fd\u4e0d\u76f4\u89c2\u3002\u5f00\u53d1\u8005\u56de\u590d\u5c06\u6539\u8fdb\u5f15\u5bfc\u5e76\u589e\u52a0\u5de5\u5177\u63d0\u793a\u3002\u6709\u5efa\u8bae\u63a8\u51fa\u7f51\u9875\u7248\u4ee5\u964d\u4f4e\u4f53\u9a8c\u95e8\u69db\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u6838\u5fc3\u52a0\u5bc6\u5df2\u652f\u6301Web API\uff0c\u7f51\u9875\u7248\u6f14\u793a\u6b63\u5728\u89c4\u5212\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 MusiKey \u8bd5\u56fe\u5728\u201c\u5b89\u5168\u201d\u8fd9\u4e2a\u7406\u6027\u81f3\u4e0a\u7684\u9886\u57df\uff0c\u5f15\u5165\u201c\u827a\u672f\u201d\u8fd9\u4e2a\u611f\u6027\u53d8\u91cf\uff0c\u5176\u201c\u97f3\u4e50\u71b5\u8ba4\u8bc1\u201d\u7684\u6982\u5ff5\u5728\u6280\u672f\u5c42\u9762\u662f\u4e00\u6b21\u70ab\u6280\u5f0f\u7684\u7f1d\u5408\uff1a\u5b83\u5c06\u5bc6\u7801\u5b66\u6807\u51c6\uff08PBKDF2\u3001Argon2id\u3001AES-256-GCM\u3001ECDSA\uff09\u4e0e\u97f3\u4e50\u7406\u8bba\uff08\u548c\u58f0\u3001\u65cb\u5f8b\u3001\u8282\u594f\uff09\u5f3a\u884c\u8026\u5408\uff0c\u751f\u6210\u6240\u8c13\u201c\u53ef\u542c\u3001\u53ef\u8bc6\u522b\u201d\u7684\u5bc6\u94a5\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u5347\u53ef\u8bbf\u95ee\u6027\u2014\u2014\u7528\u65cb\u5f8b\u8bb0\u5fc6\u66ff\u4ee3\u5b57\u7b26\u8bb0\u5fc6\uff0c\u5e76\u4e3a\u611f\u5b98\u9a8c\u8bc1\uff08\u542c\u97f3\u3001\u770b\u89c6\u89c9\u6307\u7eb9\uff09\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\u5c06\u8ba4\u8bc1\u7684\u201c\u53ef\u7528\u6027\u201d\u590d\u6742\u5316\u800c\u975e\u7b80\u5316\u3002\u8bb0\u4f4f\u4e00\u4e2a\u56fa\u5b9a\u5bc6\u7801\u6216\u4f7f\u7528\u751f\u7269\u8bc6\u522b\u662f\u76f4\u63a5\u7684\uff0c\u800cMusiKey\u8981\u6c42\u7528\u6237\u8bb0\u5fc6\u4e00\u4e2a\u201c\u901a\u884c\u77ed\u8bed\u201d\u6765\u89e3\u5bc6\u5e76\u9a8c\u8bc1\u4e00\u6bb5\u968f\u673a\u751f\u6210\u7684\u97f3\u4e50\u6a21\u5f0f\uff0c\u8fd9\u5b9e\u9645\u4e0a\u589e\u52a0\u4e86\u4e00\u4e2a\u8ba4\u77e5\u8f6c\u6362\u5c42\u3002\u5176\u771f\u6b63\u7684\u7528\u6237\u753b\u50cf\u6216\u8bb8\u5e76\u975e\u666e\u901a\u5927\u4f17\uff0c\u800c\u662f\u6781\u5ba2\u3001\u97f3\u4e50\u6280\u672f\u7231\u597d\u8005\u6216\u5bf9\u73b0\u6709\u8ba4\u8bc1\u8303\u5f0f\u6709\u54f2\u5b66\u6027\u4e0d\u6ee1\u7684\u4eba\u3002\u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4e25\u8c28\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\uff0c\u8bc1\u660e\u4e86\u97f3\u4e50\u7ed3\u6784\u53ef\u627f\u8f7d\u9ad8\u71b5\u503c\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u89e3\u51b3\u201c\u5bc6\u7801\u75b2\u52b3\u201d\u7684\u666e\u53ca\u65b9\u6848\uff0c\u8fd8\u6709\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4eae\u70b9\u5728\u4e8e\u5f7b\u5e95\u7684\u672c\u5730\u5316\u3001\u5f00\u6e90\u548c\u81ea\u6bc1\u673a\u5236\uff0c\u8fd9\u5728\u9690\u79c1\u654f\u611f\u573a\u666f\u4e0b\u6709\u5438\u5f15\u529b\u3002\u4f46\u4f5c\u4e3a\u8ba4\u8bc1\u5de5\u5177\uff0c\u5176\u751f\u6001\u4f4d\u5c34\u5c2c\uff1a\u4e2a\u4eba\u7528\u6237\u5acc\u5176\u7e41\u7410\uff1b\u4f01\u4e1a\u7ea7\u5e94\u7528\u5219\u96be\u4ee5\u6574\u5408\u5e76\u5ba1\u8ba1\u5176\u975e\u6807\u534f\u8bae\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u542f\u53d1\u6027\u7684\u201c\u827a\u672f\u88c5\u7f6e\u201d\uff0c\u63ed\u793a\u4e86\u5b89\u5168\u4e0e\u4eba\u6027\u5316\u4ea4\u4e92\u4e4b\u95f4\u7684\u5f20\u529b\uff0c\u4f46\u5176\u6280\u672f\u8def\u5f84\u7684\u5b9e\u7528\u6027\uff0c\u4ecd\u9700\u7ecf\u53d7\u771f\u5b9e\u573a\u666f\u7684\u6b8b\u9177\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Musikey <\/span>\n <\/div>\n<div class=\"comment-content\">Musical Authentication uses a musical key instead of a password for authentication<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built MusiKey because I was tired of the same password paradigm we’ve been stuck with for decades. What if authentication wasn’t just secure, but actually beautiful?<\/p>\n<p>MusiKey generates a unique encrypted musical composition for every user. Your identity isn’t a string of characters \u2014 it’s a song. Enrollment creates a scale-constrained melody using cryptographic randomness, encrypts it through a cascaded PBKDF2 + scrypt pipeline, then seals it with double-layer AES-256-GCM. To authenticate, your passphrase reverses the process \u2014 if the decrypted data passes a four-dimensional musicality analysis (harmonic consonance, melodic smoothness, rhythmic regularity, and scale adherence), you’re in. If not, you hear nothing. Five failures and the credential self-destructs \u2014 overwritten with random data, gone forever.<\/p>\n<p>The idea started as a kernel module inside a hobby OS I’ve been building. I liked it enough to pull it out into a standalone cross-platform app. Zero runtime dependencies. All crypto runs on native platform APIs. The songs actually sound good.<\/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\/@ghartrid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ghartrid<\/a> Hi Graham. Congrats on your launch! What kinds of accessibility challenges does Musikey address that existing solutions miss?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>UPDATE: Feb 27 2026 <\/p>\n<p>I added MiDI interface for MusiKey so individuals can hook their instruments to it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>MusiKey \u2014 Musical Entropy Authentication<\/strong><\/p>\n<p>MusiKey replaces passwords with music. Instead of memorizing strings of characters, you authenticate with a unique musical composition that doubles as a cryptographic key.<\/p>\n<p><strong>The problem:<\/strong> Passwords are weak, reused, and forgettable. Hardware tokens are expensive and losable. Biometrics can’t be changed if compromised.<\/p>\n<p><strong>The solution:<\/strong> MusiKey generates a random musical composition tied to your passphrase. The composition itself becomes your cryptographic credential \u2014 something you can hear, recognize, and verify, but that carries 112+ bits of entropy. If compromised, just generate a new song.<\/p>\n<p><strong>What it does:<\/strong><\/p>\n<ul>\n<li>\n<p>Generates unique musical compositions as authentication credentials<\/p>\n<\/li>\n<li>\n<p>Encrypts them with cascaded KDF (PBKDF2 + Argon2id) and double AES-256-GCM<\/p>\n<\/li>\n<li>\n<p>Acts as an authenticator for external services via ECDSA P-256 signed challenge-response (MusiKey Protocol) \u2014 a more secure alternative to TOTP codes<\/p>\n<\/li>\n<li>\n<p>Supports multi-factor auth: musical challenge-response + time-based codes<\/p>\n<\/li>\n<li>\n<p>Visual fingerprint lets you visually confirm your credential at a glance<\/p>\n<\/li>\n<li>\n<p>Self-destructs after 5 failed attempts \u2014 no brute forcing<\/p>\n<\/li>\n<li>\n<p>Full audit log with tamper detection<\/p>\n<\/li>\n<\/ul>\n<p><strong>What it isn’t:<\/strong> MusiKey isn’t a password manager or a music app. It’s a proof of concept that musical structure can carry enough entropy to be cryptographically useful, while being more human-recognizable than a random string.<\/p>\n<p>All processing is local. Nothing leaves your machine. Zero runtime dependencies. Open source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Update on Feb 27 , 2026: MusiKey turns music into cryptographic keys. Generate a unique composition, and it becomes your authentication credential \u2014 encrypted with cascaded KDF (PBKDF2 + Argon2id) and double AES-256-GCM. Features ECDSA P-256 challenge-response authentication for external services, multi-factor auth (musical challenge-response + TOTP), visual fingerprint verification, tamper-detected audit logging, and self-destructing credentials after failed attempts. Zero runtime dependencies \u2014 all crypto via platform APIs. Open source, fully local, nothing leaves your machine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Fascinating idea. It could do with a little more explanation and UI tweaks – I could generate compositions but couldn’t work out if there were other things it should also be able to do.<\/p>\n<\/p>\n<p>Also I think the shown keyboard is an octave shorter than the range of the generated notes (low notes appeared on the indicator about the keyboard, but not on the keyboard itself).<\/p>\n<p>Edit to add: Also this could be deployed directly as a web app for demo purposes (using browser storage instead of file storage), rather than getting people to download and install a git 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hex_miller_bakewell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hex_miller_bakewell<\/a> Thanks for the feedback \u2014 really appreciate you taking the time to try it out.<\/p>\n<p>You’re right that the app needs better explanation. MusiKey is actually a full authentication system, not just a music generator \u2014 the compositions it creates are cryptographic keys. Behind the scenes there’s multi-factor authentication (challenge-response + TOTP), per-service ECDSA authentication (like a hardware security key but using your musical credential), visual fingerprint verification, encrypted credential storage with self-destruct on failed attempts, and a full audit log. But none of that is obvious from the UI right now. Adding an onboarding walkthrough and tooltips is at the top of the list.<\/p>\n<p>Good catch on the keyboard \u2014 the generator uses a 4-octave range but the piano display only renders about 2 octaves. The notes are playing correctly, the visual just isn’t showing them all. That’s being fixed.<\/p>\n<p>And yes, a web demo is planned. The core crypto (AES-256-GCM, ECDSA P-256) already uses Web Crypto API so it runs in the browser. The main work is swapping the Electron-specific parts \u2014 Argon2 needs a WASM build, file storage moves to IndexedDB, and the machine-binding degrades slightly. But for a demo that lets people experience the concept without cloning a repo, it’s very doable and coming soon.<\/p>\n<p>Thanks again for the thoughtful feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Shipping a desktop app with solid auth is no small feat. I saw the GitHub repo, what license are you plan to use (MIT, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@resetmerlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@resetmerlin<\/a> thank you for your comment. Apache 2.0 license is most likely what i would use. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4YDIUJLESNOVRD\" class=\"app-title\">BedRock<\/a><\/p>\n<div class=\"one-liner\">Get approved by US banks even after being rejeceted<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BedRock\u901a\u8fc7\u5206\u6790\u521b\u59cb\u4eba\u7684\u6570\u5b57\u8f68\u8ff9\uff08\u5982Git\u4ee3\u7801\u63d0\u4ea4\u3001Stripe\u4ea4\u6613\u8bb0\u5f55\u7b49\uff09\u751f\u6210\u53ef\u4fe1\u5ea6\u8bc4\u5206\uff0c\u5e2e\u52a9\u56e0\u5730\u57df\u9650\u5236\u88ab\u7f8e\u56fd\u94f6\u884c\u62d2\u7edd\u7684\u8de8\u5883\u521b\u4e1a\u8005\u63d0\u5347\u5f00\u6237\u6210\u529f\u7387\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25d95c3e-5f79-4aaf-94ed-17cc0468eabb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/201c32e0-787e-4d9d-ae2f-e4b4a850a99c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c786dac8-8e04-425f-9940-38ce400a1fa7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9393758-c940-4ce4-b68e-0478243d7beb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5af2945-bd8a-438e-9bad-b6e0d262bf92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac02459e-426b-42d6-9405-754300428194.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef641a3e-b074-43bd-828c-ac6b371bd6ca.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\/28e9253d-409c-4240-9968-7b791429d79b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/dgRIZMcJc1M\"><source src=\"https:\/\/youtu.be\/dgRIZMcJc1M\" 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\">Payments<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Banking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8de8\u5883\u94f6\u884c\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8eab\u4efd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u53ef\u4fe1\u5ea6\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u53cd\u6b3a\u8bc8<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u8005\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u94f6\u884c\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5730\u7f18\u91d1\u878d\u5305\u5bb9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u4eb2\u8eab\u7ecf\u5386\u75db\u70b9\u800c\u8bde\u751f\u201d\u7684\u521b\u59cb\u4eba\u6545\u4e8b\u548c\u6570\u636e\u9a71\u52a8\u7684\u9a8c\u8bc1\u7406\u5ff5\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5177\u4f53\u64cd\u4f5c\u5c42\u9762\uff1a\u5982\u4f55\u4e0e\u94f6\u884c\u6574\u5408\u3001\u5982\u4f55\u8bc4\u4f30\u88ab\u62d2\u7528\u6237\u7684\u8d22\u52a1\u753b\u50cf\uff0c\u4ee5\u53ca\u7528\u6237\u5728\u88ab\u67d0\u5bb6\u94f6\u884c\u62d2\u7edd\u540e\u5982\u4f55\u5177\u4f53\u4f7f\u7528\u8be5\u670d\u52a1\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 BedRock\u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u7528\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u8840\u7edf\u8bc1\u660e\u201d\uff0c\u6b63\u9762\u6311\u6218\u4e86\u4f20\u7edf\u91d1\u878d\u57fa\u4e8e\u5730\u7406\u8fb9\u754c\u7684\u201c\u51fa\u8eab\u8bba\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5730\u201c\u5e2e\u52a9\u5f00\u6237\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6784\u5efa\u4e00\u5957\u57fa\u4e8e\u6570\u5b57\u884c\u4e3a\u6570\u636e\u7684\u3001\u53bb\u5730\u57df\u5316\u7684\u4fe1\u4efb\u91cf\u5316\u4f53\u7cfb\u3002\u5b83\u7528GitHub\u63d0\u4ea4\u548cStripe\u5386\u53f2\u8fd9\u7c7b\u96be\u4ee5\u4f2a\u9020\u7684\u6301\u7eed\u751f\u4ea7\u4e0e\u76c8\u5229\u8bc1\u636e\uff0c\u66ff\u4ee3\u6781\u6613\u9020\u5047\u4e14\u9759\u6001\u7684\u62a4\u7167\u548c\u81ea\u62cd\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u4f60\u662f\u8c01\u201d\u7684\u5224\u5b9a\uff0c\u4ece\u201c\u4f60\u6765\u81ea\u54ea\u91cc\u201d\u8f6c\u5411\u4e86\u201c\u4f60\u505a\u4e86\u4ec0\u4e48\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6096\u8bba\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5176\u76ee\u6807\u5ba2\u6237\u662f\u201c\u88ab\u62d2\u7684\u5408\u6cd5\u521b\u4e1a\u8005\u201d\uff0c\u4f46\u5176\u6838\u5fc3\u9a8c\u8bc1\u6570\u636e\uff08\u5982\u6301\u7eed\u7684Stripe\u6536\u5165\u3001\u6d3b\u8dc3\u7684\u4ee3\u7801\u5e93\uff09\u672c\u8eab\u5df2\u662f\u6210\u529f\u521b\u4e1a\u8005\u7684\u6807\u5fd7\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5b83\u6700\u7ec8\u670d\u52a1\u7684\u662f\u90a3\u7fa4\u201c\u5dee\u70b9\u8fd0\u6c14\u201d\u6216\u201c\u5361\u5728\u5408\u89c4\u95e8\u69db\u201d\u7684\u76f8\u5bf9\u4f18\u8d28\u7fa4\u4f53\uff0c\u800c\u975e\u6700\u5e95\u5c42\u3001\u6700\u9700\u8981\u5e2e\u52a9\u7684\u521b\u4e1a\u8005\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u4e8e\u94f6\u884c\u4f53\u7cfb\u5bf9\u5176\u201c\u4fe1\u4efb\u5206\u201d\u7684\u8ba4\u53ef\u3002\u94f6\u884c\u62d2\u7edd\u7279\u5b9a\u5730\u533a\u5ba2\u6237\uff0c\u6210\u672c\u8003\u91cf\u8fdc\u5927\u4e8e\u6280\u672f\u969c\u788d\u3002BedRock\u9700\u8981\u8bc1\u660e\uff0c\u91c7\u7528\u5176\u7cfb\u7edf\u6240\u964d\u4f4e\u7684\u98ce\u9669\u4e0e\u5408\u89c4\u6210\u672c\uff0c\u8db3\u4ee5\u62b5\u6d88\u94f6\u884c\u62d3\u5c55\u8fd9\u4e9b\u201c\u9ad8\u98ce\u9669\u201d\u5730\u533a\u5ba2\u6237\u5e26\u6765\u7684\u6f5c\u5728\u9ebb\u70e6\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6574\u5408\uff0c\u66f4\u662f\u4e00\u573a\u8270\u96be\u7684\u91d1\u878d\u5229\u76ca\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u613f\u666f\u4ece\u201c\u5f00\u6237\u6954\u5b50\u201d\u8fc8\u5411\u201c\u8de8\u5883\u521b\u59cb\u4eba\u7684\u94f6\u884c\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\u201d\u663e\u5f97\u91ce\u5fc3\u52c3\u52c3\uff0c\u4f46\u4e5f\u5371\u673a\u56db\u4f0f\u3002\u4e00\u65e6\u5176\u8bc4\u5206\u4f53\u7cfb\u5efa\u7acb\u6743\u5a01\uff0c\u5b83\u4fbf\u62e5\u6709\u4e86\u5b9a\u4e49\u201c\u53ef\u4fe1\u521b\u59cb\u4eba\u201d\u6807\u51c6\u7684\u8bdd\u8bed\u6743\u3002\u8fd9\u6761\u8def\u82e5\u80fd\u8d70\u901a\uff0c\u5c06\u662f\u91d1\u878d\u6c11\u4e3b\u5316\u7684\u91cd\u8981\u4e00\u6b65\uff1b\u82e5\u8d70\u4e0d\u901a\uff0c\u5219\u53ef\u80fd\u4ec5\u4ec5\u6210\u4e3a\u73b0\u6709\u91d1\u878d\u4f53\u7cfb\u4e2d\uff0c\u4e00\u4e2a\u670d\u52a1\u4e8e\u201c\u9ad8\u7ea7\u6d41\u4ea1\u8005\u201d\u7684\u7cbe\u81f4\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\">BedRock<\/span>\n <\/div>\n<div class=\"comment-content\">BedRock verifies founders using Digital Lineage – GitHub commits, Stripe history, behavioral signals – not just passports and selfies. Banks de-risk entire countries. We help legitimate users from restricted regions form US entities, attach a Trust Score, and improve approval odds. Deepfake-resistant verification. Automated compliance. Built by founders who lived the problem.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Rahman, founder of BedRock.<\/p>\n<p>My father is a legitimate business owner – and still couldn\u2019t open a US bank account because of where he was born.<\/p>\n<p>Banks de-risk entire countries. Not because founders are fraudulent – but because manual compliance costs more than the customer is worth.<\/p>\n<p>So we built BedRock.<\/p>\n<p>Instead of verifying people through passports and selfies (which deepfakes are breaking), we verify founders through what we call Digital Lineage:<\/p>\n<p>\u2022 GitHub commit history<br \/>\n\u2022 Stripe transaction history<br \/>\n\u2022 Business activity signals<br \/>\n\u2022 Behavioral patterns<\/p>\n<p>We generate a Trust Score that founders can attach to US banking applications.<\/p>\n<p>In the last 18 days we\u2019ve helped 11 founders and generated $4,600 in revenue.<br \/>\nFintechs and payment companies are already lining up to integrate our Trust Score API. Banking partnerships are in the works. <\/p>\n<p>We’re starting with formation as the wedge – but the bigger vision is to become the identity, banking, and payments infrastructure for cross-border founders: from Trust Score API to our own neobank and Merchant of Record.<\/p>\n<p>If you\u2019ve ever been rejected because of your passport – I\u2019d love to hear your story.<\/p>\n<p>Happy to answer anything.<\/p>\n<p>\u2014 Rahman<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahman_bazarov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahman_bazarov_<\/a> Does BedRock integrate directly with banks or work through partners? How does the app assess someone\u2019s financial profile and rejection 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahman_bazarov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahman_bazarov_<\/a> Great job! Love the initiative behind this. I was once rejected from a US bank because I\u2019m Canadian -_- but got accepted by another one (crazy cause I applied to both on the same day). In a situation like that however, how do I then implement BedRock? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the ‘chip-on-the-shoulder’ energy behind this\u2014solving a personal frustration with a data-driven solution. Verifying through GitHub and Stripe history is a much more modern approach to trust than just a passport.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I love about this is the founder story – 19 years old, watching his father get rejected, builds the infrastructure to fix it. That’s the kind of chip-on-your-shoulder energy that actually changes industries. Following closely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits close to home. I’ve watched talented devs from restricted regions build real products, real revenue, real track records \u2014 and still get denied by a bank that never looked past their passport. The idea of using your actual digital work history as proof of legitimacy is long overdue. Built by founders who lived it shows \u2014 this is the kind of problem only insiders solve properly.<\/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\/@_daniyar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_daniyar<\/a> Thank you, this means a lot \ud83d\ude4f<\/p>\n<p>“Only insiders solve properly” – that’s exactly it. We’re not building this from a whitepaper, we lived it. My father got rejected despite being a legitimate business owner. My CTO was our first customer.<\/p>\n<p>The digital work history angle is what makes this defensible long term – a passport scan says nothing about who you are. Five years of GitHub commits and Stripe transactions do.<\/p>\n<p>Appreciate the support \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3MIE2LGSKJHD6L\" class=\"app-title\">Honoramma<\/a><\/p>\n<div class=\"one-liner\">1000-Year Memory & Honor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">48<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u4e3a\u5bb6\u65cf\u3001\u5386\u53f2\u6216\u4efb\u4f55\u91cd\u8981\u4e8b\u7269\u521b\u5efa\u6570\u5b57\u5316\u7eaa\u5ff5\u516c\u56ed\uff0c\u901a\u8fc7\u5728\u5730\u56fe\u4e0a\u653e\u7f6e\u7eaa\u5ff5\u7891\u6765\u6784\u5efa\u6c38\u6052\u8bb0\u5fc6\u4e16\u754c\u7684\u5e73\u53f0\uff0c\u65e8\u5728\u4e3a\u6570\u5b57\u65f6\u4ee3\u7684\u7eaa\u5ff5\u4e0e\u8363\u8a89\u8868\u8fbe\u63d0\u4f9b\u4e13\u5c5e\u7a7a\u95f4\uff0c\u89e3\u51b3\u4f20\u7edf\u793e\u4ea4\u5a92\u4f53\u7f3a\u4e4f\u5e84\u91cd\u7eaa\u5ff5\u6c1b\u56f4\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40343f4b-d576-4dda-ae8c-3180d4c7cb7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a47dc78-c794-48ba-9005-6bbc0fe4c195.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/002bcadc-2bff-496b-b26b-5c53bad980b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c3e6677-356d-43af-8022-d05195d98455.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03b0ba71-9e46-4087-a305-ed708005d163.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38dff5f8-0eaa-4f78-90d4-34846286e374.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2452dba-3f60-421d-b082-4ee5d12f6f45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7170905-e143-40c0-b463-d94cee56e535.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/020333b8-cb41-4deb-ae01-2219a296216e.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\/c5809453-3cbe-4126-84ea-90235d482dc5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5lv-WfpnlbU\"><source src=\"https:\/\/youtu.be\/5lv-WfpnlbU\" 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\">Web App<\/span><br \/>\n <span class=\"tag\">Social Impact<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u7eaa\u5ff5<\/span><br \/>\n <span class=\"tag\">\u5bb6\u65cf\u5386\u53f2<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u516c\u56ed<\/span><br \/>\n <span class=\"tag\">\u7eaa\u5ff5\u7891<\/span><br \/>\n <span class=\"tag\">\u6c38\u6052\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u8363\u8a89\u8868\u8fbe<\/span><br \/>\n <span class=\"tag\">\u5171\u521b\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u9057\u4ea7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u6982\u5ff5\u6000\u65e7\u4e14\u6709\u8da3\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u5bb6\u8c31\u7f51\u7ad9\uff08\u5982MyHeritage\uff09\u7684\u5dee\u5f02\u3001\u9632\u6b62\u6ee5\u7528\u5185\u5bb9\u7684\u673a\u5236\u3001\u516c\u56ed\u5e03\u5c40\u9501\u5b9a\u539f\u56e0\u3001\u7eaa\u5ff5\u7891\u81ea\u5b9a\u4e49\u8303\u56f4\uff08\u5982\u5ba0\u7269\uff09\u3001\u76c8\u5229\u6a21\u5f0f\uff08\u516c\u56ed\u521b\u5efa\u8005\u80fd\u5426\u4ece\u5730\u5757\u9500\u552e\u4e2d\u83b7\u76ca\uff09\u4ee5\u53ca\u4e3b\u9898\u548c\u5e03\u5c40\u7684\u81ea\u5b9a\u4e49\u7a0b\u5ea6\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u9610\u91ca\u4e86\u5e73\u53f0\u91cd\u5728\u201c\u8868\u8fbe\u8363\u8a89\u201d\u800c\u975e\u6570\u636e\u6574\u7406\uff0c\u5e76\u8bf4\u660e\u4e86\u901a\u8fc7\u9501\u5b9a\u5730\u56fe\u548c\u5ba1\u6838\u6765\u7ef4\u62a4\u7a33\u5b9a\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 Honoramma \u8bd5\u56fe\u5728\u6570\u5b57\u65f6\u4ee3\u6784\u5efa\u4e00\u4e2a\u5173\u4e8e\u201c\u6c38\u6052\u201d\u7684\u6096\u8bba\u6027\u4ea7\u54c1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u654f\u9510\u5730\u6355\u6349\u5230\u4e00\u4e2a\u88ab\u4e3b\u6d41\u793e\u4ea4\u5e73\u53f0\u5ffd\u89c6\u7684\u60c5\u611f\u9700\u6c42\uff1a\u5728\u4fe1\u606f\u6d41\u4e4b\u5916\uff0c\u63d0\u4f9b\u4e00\u4e2a\u5177\u6709\u7a7a\u95f4\u611f\u3001\u4eea\u5f0f\u611f\u548c\u7a33\u5b9a\u6027\u7684\u6570\u5b57\u7eaa\u5ff5\u573a\u6240\u3002\u5b83\u5c06\u201c\u7eaa\u5ff5\u7891\u201d\u548c\u201c\u516c\u56ed\u201d\u7684\u9690\u55bb\u6570\u5b57\u5316\uff0c\u7528\u4e00\u6b21\u4ed8\u8d39\u5bf9\u6297\u8ba2\u9605\u5236\u4e0b\u7684\u201c\u8bb0\u5fc6\u98ce\u9669\u201d\uff0c\u8fd9\u65e2\u662f\u5176\u6700\u5927\u7684\u8bda\u610f\uff0c\u4e5f\u662f\u5176\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u7684\u6838\u5fc3\u8d4c\u6ce8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u5de7\u5999\u907f\u5f00\u4e86\u5bb6\u8c31\u5e94\u7528\u7684\u6570\u636e\u5de5\u5177\u5c5e\u6027\uff0c\u8f6c\u800c\u5f3a\u8c03\u201c\u8868\u8fbe\u201d\u4e0e\u201c\u8363\u8a89\u201d\uff0c\u8fd9\u4f7f\u5176\u66f4\u63a5\u8fd1\u60c5\u611f\u4f53\u9a8c\u4ea7\u54c1\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u9c9c\u660e\uff1a\u9996\u5148\uff0c\u201c\u4ed8\u8d39\u8d21\u732e\u201d\u80fd\u5426\u5f62\u6210\u7a33\u5b9a\u73b0\u91d1\u6d41\u652f\u6491\u201c\u6c38\u6052\u201d\u7684\u670d\u52a1\u5668\u4e0e\u7ef4\u62a4\u6210\u672c\uff0c\u9700\u8981\u4e25\u5cfb\u7684\u8d22\u52a1\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5c06\u60c5\u611f\u8868\u8fbe\u951a\u5b9a\u5728\u865a\u62df\u5730\u5757\u7684\u8d2d\u4e70\u4e0e\u5e03\u5c40\u4e0a\uff0c\u5176\u957f\u671f\u4e92\u52a8\u6027\u548c\u7528\u6237\u7c98\u6027\u53ef\u80fd\u9762\u4e34\u6311\u6218\uff0c\u5bb9\u6613\u4ece\u201c\u7eaa\u5ff5\u7a7a\u95f4\u201d\u6ed1\u5411\u201c\u6570\u5b57\u5893\u5730\u201d\u3002\u6700\u540e\uff0c\u5185\u5bb9\u5ba1\u6838\u4e0e\u6240\u6709\u6743\u7ba1\u7406\u5c06\u5f02\u5e38\u590d\u6742\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u751f\u8005\u3001\u5386\u53f2\u4eba\u7269\u4e0e\u516c\u5171\u4e8b\u4ef6\u65f6\uff0c\u6781\u6613\u9677\u5165\u4f26\u7406\u4e0e\u4e89\u8bae\u7684\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u63d0\u53caSam Altman\u7684\u201c\u7cdf\u7cd5\u521d\u5370\u8c61\u201d\u7406\u8bba\uff0c\u6070\u6070\u70b9\u660e\u4e86\u8be5\u4ea7\u54c1\u7684\u672c\u8d28\uff1a\u5b83\u662f\u4e00\u4e2a\u5927\u80c6\u7684\u793e\u4f1a\u5b9e\u9a8c\uff0c\u6d4b\u8bd5\u5728\u5feb\u901f\u6d41\u52a8\u7684\u6570\u5b57\u4e16\u754c\u4e2d\uff0c\u4eba\u4eec\u662f\u5426\u613f\u610f\u4e3a\u4e00\u4efd\u9759\u6b62\u7684\u3001\u9700\u8981\u7cbe\u5fc3\u7ef4\u62a4\u7684\u201c\u6570\u5b57\u6c38\u6052\u201d\u4ed8\u8d39\u548c\u6295\u5165\u60c5\u611f\u3002\u5176\u6210\u8d25\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u7528\u6237\u5fc3\u4e2d\u5efa\u7acb\u8d77\u4e0d\u53ef\u66ff\u4ee3\u7684\u4eea\u5f0f\u4ef7\u503c\u548c\u793e\u533a\u5171\u8bc6\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\">Honoramma<\/span>\n <\/div>\n<div class=\"comment-content\">Build a digital park for family, history, or anything that matters. Place monuments on an isometric map. Let others contribute. Each park becomes part of a growing world of memory.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt community \ud83d\udc4b<\/p>\n<p>I\u2019m Pavel, the founder of Honoramma.<\/p>\n<p>After 10 years, Honoramma is finally launching on Product Hunt. Honestly, the concept scared me at first, but I kept coming back to it. I once heard Sam Altman say that the best ideas often sound \u201cterrible\u201d at first. Maybe this is one of them \ud83d\ude42.<\/p>\n<p><strong>The problem<\/strong><\/p>\n<\/p>\n<p>Even in 2026, we still don\u2019t have a modern digital space for memory. The main place we go to remember someone is still an offline memorial.<\/p>\n<blockquote>\n<p>This may sound harsh, but since Facebook launched and social platforms took over our lives, <strong>more than 1 billion people have passed away<\/strong>. And what have we, as the digital world, built for memory? What will happen to our social profiles?<\/p>\n<\/blockquote>\n<p>Yes, we have databases of the deceased and family tree tools, but those are information organizers, not ways to express memory and relationship. Feeds are great for news and updates, but the atmosphere of remembrance, I believe, needs a different format.<\/p>\n<p><strong>Our solution<\/strong><\/p>\n<p>Honoramma is a platform for building an entire world of memory and respect. It\u2019s a place where anyone can create a monument for a person, an event, or a pet, or build their own park and connect relatives\u2019 monuments into a family tree.<\/p>\n<\/p>\n<p>We go beyond the traditional memorial format by focusing on the expression of honor, whether someone is living or not. These are places of memory, and they exist outside of time, especially in our fast-moving world where almost everything flows away like a river.<\/p>\n<p><strong>What is it for?<\/strong><\/p>\n<p>\u2728 Gather your family history into one shared park<\/p>\n<p>\u2728 Express respect for public figures<\/p>\n<p>\u2728 Honor meaningful eras and events<\/p>\n<p>\u2728 Create a single monument for someone important<\/p>\n<p><em>I made a few example parks:<\/em><\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/honoramma.com\/m\/bach-family-park\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Bach Family Park<\/a> \ud83d\udc48 complete family tree<br \/>\ud83d\udc49 <a href=\"https:\/\/honoramma.com\/m\/beyond-earth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Beyond Earth<\/a> \ud83d\udc48 about space<br \/>\ud83d\udc49 <a href=\"https:\/\/honoramma.com\/m\/leonardo-labyrinth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Leonardo da Vinci<\/a> \ud83d\udc48 a single memorial<\/p>\n<p><em>Something unexpected happened<\/em><\/p>\n<p>One of our early users created a park called\ud83d\udc49<a href=\"https:\/\/honoramma.com\/m\/launch-stars\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Launch Stars Park<\/strong><\/a>\ud83d\udc48a tribute to iconic product launches that inspired them. And somewhere in that park, there\u2019s a very small Honoramma monument standing next to much bigger ones.<\/p>\n<\/p>\n<p>That made me smile \ud83d\ude42Huge thanks to <a href=\"https:\/\/www.producthunt.com\/@elsixli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">El<\/a> for creating it.<\/p>\n<\/p>\n<p><strong>How does pricing work?<\/strong><\/p>\n<p>Even though subscriptions are popular today, I don\u2019t think that model fits \u201ceternal memory.\u201d What happens if there\u2019s no one left to keep paying? That\u2019s why buying a monument slot or a park map is a one-time purchase.<\/p>\n<blockquote>\n<p>You don\u2019t need to pay anything to explore or try Honoramma. Payment is only required when you decide to activate your own park.<\/p>\n<\/blockquote>\n<p>Here are the starting prices:<\/p>\n<p>\u2728 Small park: $55<br \/>\u2728 Medium: $95<br \/>\u2728 Large: $215<\/p>\n<blockquote>\n<p>\ud83d\ude80 First-week launch credit available: we cover $200 of your first 30\u00d730 Park. You pay $15.<\/p>\n<\/blockquote>\n<p>Monument slot prices are set by the park creator, but the current default prices are:<\/p>\n<\/p>\n<p>\u2728 Small slot 1\u00d71: $19<br \/>\u2728 Medium slot 2\u00d71: $29<br \/>\u2728 Large slot 2\u00d72: $99<\/p>\n<p>For example, for our Product Hunt launch, I created a special free park \ud83d\udc49 <a href=\"https:\/\/honoramma.com\/m\/free-launch-park\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Free Launch Park<\/strong><\/a> \ud83d\udc48 where monument slots are free.<\/p>\n<p>Because there\u2019s no subscription model, sustainability becomes the key question.<\/p>\n<\/p>\n<p>We built Honoramma around paid tributes (small paid actions inside parks), and we believe that ongoing flow will be enough to keep the platform healthy and running.<\/p>\n<p>Curious what you think \ud83d\ude09 I\u2019ll be here all day, ask me anything<\/p>\n<p>If you’re curious about long-term sustainability, data permanence, or how ownership works, I\u2019ve added detailed answers in our <a href=\"https:\/\/honoramma.tawk.help\/category\/data-trust\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>FAQ<\/strong><\/a>.<\/p>\n<p>And if you have ideas for where Honoramma should evolve next, we\u2019re collecting feature suggestions publicly, you can <a href=\"https:\/\/honoramma.canny.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>vote or suggest your own<\/strong><\/a>.<\/p>\n<p>Building this openly matters to me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elsixli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">El<\/a> <a href=\"https:\/\/www.producthunt.com\/@honoramma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@honoramma<\/a> Congrats on the launch! \ud83c\udf89 This looks interesting. How is it different from something like MyHeritage or Geni?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@elsixli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">El<\/a> <a href=\"https:\/\/www.producthunt.com\/@honoramma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@honoramma<\/a> How did you balance emotional significance with UX design so the platform feels respectful rather than like another scrolling feed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>It reminds me Sims or Happy Island on FB \ud83d\ude00 Good old times \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Haha, see, your memory just activated already \u2014 so I guess it\u2019s working \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! I was genuinely surprised (in a good way!) to see you mention me in your maker comment \ud83d\ude0a<\/p>\n<p>By the way, why does the park layout get locked after activation?<\/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\/@elsixli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elsixli<\/a> I honestly think your idea of creating a park for iconic product launches is brilliant. It\u2019s such a creative and unexpected way to use the platform, and it perfectly shows how flexible the concept can be.<\/p>\n<p>Thanks for asking.<\/p>\n<p>Once a park becomes Public, people start reserving specific locations for monuments. They need certainty that the layout won\u2019t suddenly change. Locking the map keeps things fair and predictable for everyone.<\/p>\n<p>If you want full flexibility, you can keep the park Private and edit it anytime.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept \ud83d\ude42 Can monuments be dedicated to anyone? For example, could I create a park for my dog?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@feruzovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@feruzovich<\/a> Love that example \ud83d\ude42Yes, monuments can be dedicated to anyone meaningful to you. You can create parks for people, family history, cultural moments, and we\u2019re planning categories soon so creators can clearly define whether a park is for remembrance, living people, pets, historical events, or mixed themes. We want structure, but not restrictions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations with the launch!<\/div>\n<div class=\"comment-actions\">\n<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\/@vladimir_tambovtsev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladimir_tambovtsev<\/a> Thank you, really appreciate you being here today \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea \ud83d\ude42 How customizable are park layouts and themes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@romansong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romansong<\/a> Thanks \ud83d\ude42 You can add water, paths, different type of trees, flashlights, benches, bushes and flower beds. We are going to add time change (day-night) and different themes (earth, mars, moon etc)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Dear everyone who left questions, a few of you told me that I\u2019m not replying and seem inactive.<\/p>\n<p>That\u2019s not the case. I\u2019ve been here since the morning, as recommended for Product Hunt launches, ready to respond to every comment in real time. Unfortunately, I simply don\u2019t see your comments on my side at the moment.<\/p>\n<p>Thank you very much for your support and for your questions. I know they\u2019re there, even if I can\u2019t see them yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting project \ud83d\udc4d How do you prevent abuse or inappropriate content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@creeeator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@creeeator<\/a> Important question\ud83d\udc4dWe combine structured ownership with reporting and moderation tools. Public parks are locked after activation, which means even the owner can\u2019t change the core structure. That protects contributors and keeps the space stable. Moderation tools are there to prevent misuse, and we\u2019re continuously improving that layer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really curious about this. If someone buys a slot in my public park, do I earn anything from that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olegataman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olegataman<\/a> Hi Oleg, good question. At the moment, Public Parks aren\u2019t designed as guaranteed payout models. Instead, park and monument owners receive contribution points based on activity and slot purchases.<\/p>\n<p>We don\u2019t promise fixed payouts yet. But active contributors are a core part of the ecosystem, and as the platform evolves, the economic layer will evolve 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>Congrats on the launch! \ud83c\udf89 This looks interesting. How is it different from something like MyHeritage or Geni?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxim_streltses\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_streltses<\/a> Thank you, really appreciate it \ud83d\ude4c That\u2019s a great question.<\/p>\n<p>Platforms like MyHeritage or Geni focus on organizing genealogy data and building ancestry trees.<\/p>\n<p>Honoramma is a bit different. It\u2019s less about research and more about recognition. 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