Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-02<\/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 | 2026-04-02<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BTVIUSEAXGLMYP\" class=\"app-title\">Claude Code Voice Mode<\/a><\/p>\n<div class=\"one-liner\">Speak your prompts into Claude Code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">299<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Code\u7684\u8bed\u97f3\u6a21\u5f0f\u652f\u6301\u514d\u63d0\u5bf9\u8bdd\u4e0e\u5b9e\u65f6\u8bed\u97f3\u56de\u590d\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u624b\u5fd9\u6216\u79fb\u52a8\u573a\u666f\u4e0b\u65e0\u6cd5\u9ad8\u6548\u8fdb\u884c\u4ee3\u7801\u6784\u601d\u3001\u5ba1\u67e5\u548c\u5934\u8111\u98ce\u66b4\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbb58e1d-cac9-49fe-80f7-fbc8c0034ae5.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\/68fef4d6-c7ac-4213-9c27-96d423904d09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe6f669f-14cf-4ec2-bc12-62fbad1af64a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/968865ac-cdc3-4f3c-9925-f3e8a6a8745b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9ca5254-c640-4747-ae72-24789e5d35bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8dd7b43-afe8-4ec9-af67-8281199543f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u514d\u63d0\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u8f93\u5165\u6a21\u5f0f<\/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\u8bed\u97f3\u4ea4\u4e92\u662f\u7f16\u7801\u5de5\u5177\u7684\u5fc5\u7136\u65b9\u5411\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u8bed\u97f3\/\u6587\u672c\u65e0\u7f1d\u5207\u6362\u7684\u6df7\u5408\u5de5\u4f5c\u6d41\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u529f\u80fd\u7a33\u5b9a\u6027\uff08\u5982\u6309\u952e\u5f55\u97f3\u5931\u8d25\uff09\u3001\u8bed\u97f3\u5408\u6210\u5bf9\u4ee3\u7801\u8f93\u51fa\u7684\u53ef\u542c\u6027\u3001\u8fdc\u7a0b\u5f00\u53d1\u73af\u5883\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u4e0e\u7ade\u54c1\uff08\u5982Wispr Flow\uff09\u7684\u529f\u80fd\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\u8bed\u97f3\u6a21\u5f0f\u6240\u6807\u699c\u7684\u201c\u89e3\u653e\u53cc\u624b\u201d\u573a\u666f\uff0c\u770b\u4f3c\u76f4\u51fb\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u7269\u7406\u75db\u70b9\uff0c\u5b9e\u5219\u8bd5\u56fe\u64ac\u52a8\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u8303\u5f0f\u8f6c\u53d8\uff1a\u5c06\u7f16\u7a0b\u4ece\u7eaf\u7cb9\u89c6\u89c9\u4e0e\u952e\u76d8\u6572\u51fb\u7684\u5c01\u95ed\u56de\u8def\uff0c\u62d3\u5c55\u4e3a\u4e00\u4e2a\u53ef\u8fdb\u884c\u53e3\u8bed\u5316\u601d\u8003\u4e0e\u5b9e\u65f6\u542c\u89c9\u53cd\u9988\u7684\u5f00\u653e\u7cfb\u7edf\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8bed\u97f3\u8f93\u5165\u4ee3\u7801\u201d\u8fd9\u4e00\u7565\u663e\u5671\u5934\u7684\u8868\u8c61\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u6784\u601d-\u8ba8\u8bba-\u4fee\u6b63\u201d\u7684\u8bed\u97f3\u4f18\u5148\u7684\u4f34\u968f\u73af\u5883\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u67b6\u6784\u8bbe\u8ba1\u3001\u4ee3\u7801\u5ba1\u67e5\u548c\u7075\u611f\u6355\u6349\u7b49\u9700\u8981\u9ad8\u8ba4\u77e5\u8d1f\u8377\u800c\u975e\u7cbe\u786e\u6253\u5b57\u7684\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7528\u6237\u53cd\u9988\u66b4\u9732\u4e86\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u65ad\u5c42\u3002\u7a33\u5b9a\u6027\u95ee\u9898\u662f\u6700\u57fa\u7840\u7684\u4fe1\u4efb\u6740\u624b\uff0c\u5c24\u5176\u5728\u9700\u8981\u53ef\u9760\u6027\u7684\u5de5\u4f5c\u573a\u666f\u4e2d\u3002\u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\uff0c\u8bed\u97f3\u4f5c\u4e3a\u4fe1\u606f\u8f7d\u4f53\u4e0e\u7f16\u7a0b\u6240\u9700\u7684\u7cbe\u786e\u6027\u3001\u7ed3\u6784\u6027\u5b58\u5728\u672c\u8d28\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u6717\u8bfb200\u884cdiff\u201d\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u4ea7\u54c1\u6838\u5fc3\u77db\u76fe\uff1a\u5f53AI\u9700\u8981\u5c06\u9ad8\u5ea6\u7b26\u53f7\u5316\u7684\u4ee3\u7801\u8bed\u8a00\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u97f3\u6d41\u65f6\uff0c\u662f\u673a\u68b0\u590d\u8bfb\u5bfc\u81f4\u4fe1\u606f\u8fc7\u8f7d\uff0c\u8fd8\u662f\u667a\u80fd\u6458\u8981\u635f\u5931\u5173\u952e\u7ec6\u8282\uff1f\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u4f18\u5316\uff0c\u800c\u662f\u4ea7\u54c1\u5b9a\u4f4d\u7684\u6839\u672c\u6289\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8be5\u529f\u80fd\u76ee\u524d\u66f4\u50cf\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u201c\u6a21\u5f0f\u201d\uff0c\u800c\u975e\u6df1\u5ea6\u91cd\u6784\u7684\u5de5\u4f5c\u6d41\u3002\u5b83\u5c1a\u672a\u56de\u7b54\u5982\u4f55\u4e0e\u73b0\u6709\u547d\u4ee4\u884c\u3001IDE\u3001\u8fdc\u7a0b\u5f00\u53d1\u73af\u5883\u6df1\u5ea6\u96c6\u6210\u3002\u5982\u679c\u5176\u4ef7\u503c\u4ec5\u5c40\u9650\u4e8e\u4e0eClaude\u7684\u72ec\u7acb\u5bf9\u8bdd\u8231\u5185\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u53ea\u4f1a\u6210\u4e3a\u5c11\u6570\u573a\u666f\u7684\u5907\u7528\u5de5\u5177\uff0c\u800c\u975e\u53d8\u9769\u6027\u7684\u201c\u4e0b\u4e00\u4ea4\u4e92\u8303\u5f0f\u201d\u3002\u771f\u6b63\u7684\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u80fd\u8bed\u97f3\u804a\u5929\u7684\u7f16\u7a0bAI\u201d\uff0c\u8fdb\u5316\u6210\u201c\u4e00\u4e2a\u4ee5\u8bed\u97f3\u4e3a\u81ea\u7136\u63a5\u53e3\u7684\u667a\u80fd\u7f16\u7a0b\u73af\u5883\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\">Claude Code Voice Mode<\/span>\n <\/div>\n<div class=\"comment-content\">Voice mode enables natural, hands-free conversations with Claude \u2014 speak prompts and hear responses instantly. Switch between voice and text, use hands-free or push-to-talk, and productive while multitasking, learning, or brainstorming on the go.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude\u2019s voice mode has been around for a few weeks, but I wasn’t using it enough. I was surprised how much time I could save by enabling it. Hence I am showcasing it today!<\/p>\n<\/p>\n<p>It is a full two-way spoken interface that lets you talk to Claude and hear natural voice replies on web and mobile, while still being able to switch back to text in the same chat when you need to type something precise.<\/p>\n<\/p>\n<p>It solves the \u201chands are busy, mind is free\u201d problem by enabling complete spoken conversations for planning, learning, creative thinking, prep, and quick idea capture when typing would slow you down.<\/p>\n<\/p>\n<p>What\u2019s different here is the combination of continuous hands-free listening for natural pauses, an optional push-to-talk mode for noisy environments, seamless text\u2013voice switching with preserved context, and built-in safety measures like limited preset voices and strict policy enforcement.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Hands-free listening that reacts to natural pauses.<\/p>\n<\/li>\n<li>\n<p>Push-to-talk for noisy environments and precise control.<\/p>\n<\/li>\n<li>\n<p>Preset voices with adjustable speaking pace.<\/p>\n<\/li>\n<li>\n<p>Voice chats auto-saved as text transcripts in history.<\/p>\n<\/li>\n<li>\n<p>Counts against your regular plan usage limits.<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s ideal for busy knowledge workers, builders, and learners who want to plan their day, learn on the go, brainstorm creatively, rehearse interviews or tough conversations, and capture ideas the moment they appear, all through natural speech.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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> I was super looking forward to CC’s voice mode, but it has been buggy ever since I tried it. The most often error is that upon holding the Space key to talk, it just doesn’t record anything:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd366706-bf08-40f5-9311-07240b09c259.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>When it worked, it was pretty hit or miss in terms of output. Did they improve anything in the past week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Yeah I\u2019ve seen similar issues with real-time voice systems \u2014 stability tends to be the hardest part, especially with streaming. Curious if they\u2019ve improved reliability recently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 using Claude Code since it first launched over a year ago. A few months after I first started using CC, I found<a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a> and it was a game changer. I especially like the fact that I can use snippets for shorthand and save recent messages in case i need to get back to those later. Interested to try CC’s native \/voice and see how that’s different.<\/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>Voice as an input layer for coding tools feels like an obvious next step, but surprisingly few products actually make it usable in practice.<\/p>\n<p>The switch between voice and text is key here.<br \/>How do you see people balancing the two in real workflows rather than just demos?<\/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<blockquote>\n<p>Yeah I think the hybrid workflow is the key \u2014 voice for ideation\/planning, text for precision. Curious how well it holds up in real daily usage vs short sessions.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Wispr flow today and it works great across all clients. Specifically for claude code, it would be helpful if we are able to embed other language words. We work with remote teams that don’t speak English fluently and would find that feature very useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Claude Code daily to build a macOS app (Rust + SwiftUI).<\/p>\n<p>Voice mode while reviewing diffs or planning architecture would be a game-changer \u2014 hands on keyboard, thinking out loud. Trying this today.<\/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>My setup is Claude Code on a remote server, I SSH into it for all my dev work \u2014 shipped a whole product this way. Genuinely curious about voice mode though. Does it need a local machine with a mic, or can it somehow work through an SSH session? I’ve been dealing with garbage system dictation for months, would switch in a heartbeat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “hear responses instantly” part \u2014 what’s the TTS quality actually like for code-heavy output? When Claude’s response is 80% a code block with variable names and syntax, does it read that aloud verbatim or does it summarize? Because “hearing” a 200-line diff spoken back to you sounds like a nightmare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5BLNSLSG2AWHQ7\" class=\"app-title\">Lightning V3<\/a><\/p>\n<div class=\"one-liner\">Text-to-Speech built for Voice Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">281<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lightning V3\u662f\u4e00\u6b3e\u4e13\u4e3a\u8bed\u97f3\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u8d85\u4f4e\u5ef6\u8fdf\u6587\u672c\u8f6c\u8bed\u97f3\u6a21\u578b\uff0c\u901a\u8fc7\u5728100\u6beb\u79d2\u5185\u751f\u6210\u9ad8\u81ea\u7136\u5ea6\u8bed\u97f3\uff0c\u89e3\u51b3\u4e86\u5b9e\u65f6\u5bf9\u8bddAI\u5e94\u7528\u4e2d\u54cd\u5e94\u8fdf\u6ede\u3001\u8bed\u97f3\u673a\u68b0\u7684\u75db\u70b9\uff0c\u4f7f\u8bed\u97f3\u52a9\u624b\u3001\u5ba2\u670d\u7cfb\u7edf\u7b49\u4ea4\u4e92\u4f53\u9a8c\u66f4\u63a5\u8fd1\u771f\u4eba\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07445223-5220-47bd-b827-c149d6a26dbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae47dad3-7319-4e0a-bc66-74c5d62a522f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c280d61c-b71d-4388-b68e-60b0ecf82830.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\/fdaa09ff-0c2a-46cc-a81f-865108d52139.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/sydTajjXRw0\"><source src=\"https:\/\/youtu.be\/sydTajjXRw0\" 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\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6AI<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7API<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176100ms\u4f4e\u5ef6\u8fdf\u5bf9\u8bed\u97f3\u667a\u80fd\u4f53\u7684\u5173\u952e\u4ef7\u503c\uff0c\u5e76\u8be2\u95ee\u9ad8\u5e76\u53d1\u4e0b\u7684\u5b9e\u9645\u8868\u73b0\u4e0e\u5c3e\u90e8\u5ef6\u8fdf\u6570\u636e\u3002\u540c\u65f6\u5173\u6ce8\u5176\u4e0e\u7ade\u54c1\uff08\u5982ElevenLabs\uff09\u7684\u5bf9\u6bd4\u3001\u4ef7\u683c\u3001\u60c5\u611f\u63a7\u5236\u3001\u8bed\u7801\u8f6c\u6362\uff08\u5982\u5370\u82f1\u6df7\u5408\uff09\u3001\u533a\u57df\u53e3\u97f3\u652f\u6301\uff0c\u4ee5\u53ca\u8bed\u97f3\u514b\u9686\u6ee5\u7528\u7684\u9632\u8303\u63aa\u65bd\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 Lightning V3\u7684\u53d1\u5e03\uff0c\u76f4\u6307\u5f53\u524dTTS\u8d5b\u9053\u4e00\u4e2a\u88ab\u534e\u4e3d\u201c\u81ea\u7136\u5ea6\u201d\u6307\u6807\u6240\u63a9\u76d6\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u5b9e\u65f6\u4ea4\u4e92\u573a\u666f\u4e2d\uff0c\u5ef6\u8fdf\u4e0e\u97f3\u8d28\u540c\u7b49\u91cd\u8981\uff0c\u751a\u81f3\u66f4\u4e3a\u81f4\u547d\u3002\u4ea7\u54c1\u5c06\u201c100ms\u5ef6\u8fdf\u201d\u4e0e\u201c3.89 WVMOS\u201d\u5e76\u5217\u4e3a\u6838\u5fc3\u6307\u6807\uff0c\u5e76\u5ba3\u79f0\u5728\u76f2\u6d4b\u4e2d\u80dc\u8fc7OpenAI\u540c\u7c7b\u4ea7\u54c1\uff0c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5361\u4f4d\u3002\u5b83\u4e0d\u518d\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u901a\u7528\u7684\u5185\u5bb9\u521b\u4f5c\u5de5\u5177\uff0c\u800c\u662f\u660e\u786e\u670d\u52a1\u4e8e\u201c\u8bed\u97f3\u667a\u80fd\u4f53\u201d\uff0c\u8fd9\u610f\u5473\u5176\u6280\u672f\u4f18\u5316\u8def\u5f84\u5fc5\u7136\u56f4\u7ed5\u201c\u5b9e\u65f6\u6d41\u5f0f\u54cd\u5e94\u201d\u3001\u201c\u9ad8\u5e76\u53d1\u7a33\u5b9a\u6027\u201d\u548c\u201c\u5bf9\u8bdd\u5f0f\u97f5\u5f8b\u201d\u5c55\u5f00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u533a\u7684\u7126\u70b9\u8bc1\u5b9e\u4e86\u8fd9\u4e00\u5224\u65ad\uff1a\u8d44\u6df1\u5f00\u53d1\u8005\u4eec\u4e0d\u4e3a\u201c\u62df\u4eba\u5ea6\u201d\u7684\u7ec6\u5fae\u63d0\u5347\u6b22\u547c\uff0c\u800c\u662f\u7280\u5229\u8ffd\u95ee\u5176\u5728\u7a81\u53d1\u6d41\u91cf\u4e0b\u7684p95\/p99\u5ef6\u8fdf\u3001\u5728\u5b8c\u6574\u5bf9\u8bdd\u7ba1\u9053\u4e2d\u7684\u8868\u73b0\u4ee5\u53ca\u8bed\u97f3\u514b\u9686\u7684\u6ee5\u7528\u9632\u62a4\u3002\u8fd9\u66b4\u9732\u51fa\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u771f\u5b9e\u5173\u5207\uff1a\u6027\u80fd\u6307\u6807\u5fc5\u987b\u5728\u590d\u6742\u7684\u751f\u4ea7\u73af\u5883\u4e2d\u575a\u633a\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5b9e\u9a8c\u5ba4\u7406\u60f3\u6570\u636e\u3002\u4ea7\u54c1\u5728\u201c\u8868\u8fbe\u529b\u201d\u5b50\u9879\u4e0a\uff08\u8bed\u8c033.33\/5\uff0c\u97f5\u5f8b3.07\/5\uff09\u7684\u8bc4\u5206\u4e5f\u5766\u8bda\u63ed\u793a\u4e86\u5176\u4e0e\u9876\u5c16\u62df\u4eba\u5316\u8bed\u97f3\u4ecd\u5b58\u5dee\u8ddd\uff0c\u4f46\u7528\u201c\u8db3\u591f\u81ea\u7136\u201d\u6362\u53d6\u4e86\u201c\u6781\u81f4\u5b9e\u65f6\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u52a1\u5b9e\u7684\u5de5\u7a0b\u6743\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u8bd5\u56fe\u4e3a\u6b63\u5728\u7206\u53d1\u7684AI\u667a\u80fd\u4f53\u5e94\u7528\u63d0\u4f9b\u4e00\u5757\u201c\u6c34\u7535\u7164\u201d\u5f0f\u7684\u57fa\u7840\u8bbe\u65bd\uff1a\u8ba9\u8bed\u97f3\u8f93\u51fa\u4e0d\u518d\u6210\u4e3a\u62d6\u6162\u6574\u4e2a\u4ea4\u4e92\u94fe\u6761\u7684\u74f6\u9888\u3002\u5982\u679c\u5176\u5ba3\u79f0\u7684\u201c20\u5e76\u53d1\u8bf7\u6c42\u4e0b100ms\u5ef6\u8fdf\u201d\u80fd\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5f97\u5230\u9a8c\u8bc1\uff0c\u5b83\u5c06\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2aTTS\u5de5\u5177\uff0c\u800c\u662f\u6210\u4e3a\u6784\u5efa\u65e0\u7f1d\u3001\u9ad8\u54cd\u5e94\u5ea6\u8bed\u97f3\u4ea4\u4e92\u4f53\u9a8c\u7684\u5173\u952e\u8d4b\u80fd\u5c42\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u6e05\u6670\u53ef\u89c1\uff1a\u5728\u5de8\u5934\u73af\u4f3a\u7684TTS\u5e02\u573a\uff0c\u9700\u5728\u6301\u7eed\u7684\u6280\u672f\u8fed\u4ee3\u3001\u6e05\u6670\u7684\u7ade\u54c1\u5dee\u5f02\u5316\u3001\u5408\u7406\u7684\u5b9a\u4ef7\u4ee5\u53ca\u4e25\u683c\u7684\u5b89\u5168\u5408\u89c4\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u65b9\u80fd\u5c06\u8fd9\u6b21\u4eae\u773c\u7684\u53d1\u5e03\u8f6c\u5316\u4e3a\u6301\u4e45\u7684\u5e02\u573a\u4f18\u52bf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lightning V3<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing Lightning V3 \u2014 Smallest AI’s most advanced text-to-speech model. With 100ms latency, a 3.89 WVMOS score, and support for English, Hindi, Spanish, Tamil and 15+ languages, V3 was preferred over OpenAI’s GPT-4o-mini-TTS by listeners 76.2% of the time. Get audio output in 44.1 kHz and powers voice assistants, IVR systems, content creation and conversational AI with human-like speech. Instant voice cloning from just 10 seconds of audio. Real-time. Expressive. Enterprise-ready.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <\/p>\n<p>Lightning V3 delivers 100ms latency at 20 concurrent requests. That’s real-time voice AI that actually scales. In blind listening tests, listeners preferred it over OpenAI’s GPT-4o-mini-TTS 76.2% of the time, with a WVMOS score of 3.98.<\/p>\n<p>But speed means nothing if it sounds robotic. Lightning V3 scores 3.33\/5 on intonation and 3.07\/5 on prosody; meaning it doesn’t just read text, it speaks with natural rhythm, pauses, and expression. The kind of voice your users won’t realize is AI.<\/p>\n<p>It supports 15+ languages with more being added regularly (Indic & European languages included). It handles voice cloning from just 5-15 seconds of audio, and gives you flexible streaming via HTTP, SSE, or WebSocket. Whatever fits your stack.<\/p>\n<p>We built this for developers shipping voice assistants, conversational AI, IVR systems, customer support bots, and anything that needs immediate, human-sounding voice feedback. Whether you’re a solo builder or an enterprise team, the API is simple and the docs are solid.<\/p>\n<p>We’ve been heads down on this for a while and we’re genuinely proud of where V3 lands. Would love for you to try it and tell us what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ronitsoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronitsoin<\/a> Cool Product today! Love the 15+ language support and I hope to see even more nuanced voice options or custom voice cloning down the line. Still, fantastic work! \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ronitsoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronitsoin<\/a> 100ms latency is the number that actually matters for voice agents. You can have perfect prosody but if there’s a half-second gap before the agent responds, users feel it immediately.<\/p>\n<p>Congrats on shipping V3. Curious how the latency holds under bursty traffic – 20 concurrent is clean in tests, but real production tends to spike in weird ways. Do you have data on tail latency (p95\/p99)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/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\/@ronitsoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronitsoin<\/a> Excited to hunt this! Many congratulations on shipping this! The 100ms latency at scale is honestly impressive, that’s the kind of performance that actually makes voice agents feel responsive instead of clunky. Well done! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Preety cool… How you guys are balancing low latency vs prosody quality, since expressive speech usually needs more context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> This is exactly where most TTS systems struggle. My guess is some kind of chunked or streaming inference, but would love to hear how they preserve prosody without sacrificing response time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>TTS for voice agents has a different bar than TTS for content – it’s not just naturalness, it’s latency under real conditions. An agent that pauses 800ms before responding feels broken even if the audio quality is great. Curious how Lightning V3 handles the tradeoff between quality and time-to-first-audio in streaming mode.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/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 positioning. A lot of TTS products talk about sounding natural, but for voice agents the latency piece is just as important as the voice quality itself.<\/p>\n<p>100ms is the part that really caught my attention here.<br \/>How much of that performance holds up in real production settings once people add full conversational pipelines around it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luca_ardito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_ardito<\/a> Yeah this stood out to me too \u2014 low latency is great, but if it doesn\u2019t hold up in real conversational pipelines it falls apart quickly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yo, been following the TTS space closely while building voice agents, and Lightning V3 genuinely surprised me. Getting real-time performance and natural prosody in the same model has always felt like a trade-off, this is the first time it hasn’t. The multilingual support is a big deal for me as well. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool. Any plans for regional accents within languages (like Indian English vs US English)? I can use it for my SaaS tutorials. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it handle code-switching? Like mixing Hindi + English in the same sentence?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support emotion control via API? Like being able to dial up\/down expressiveness depending on use case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you handling voice cloning misuse? Any safeguards in place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Guys, do you have a published comparison vs eleven for conversational use-cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats team!! \ud83d\ude80<br \/>voice AI that actually <em>sounds<\/em> human is still rare tbh<br \/>gonna test this later today, been looking for smth like this for a side project<\/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\">Looks great! How does it compare in pricing?<\/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>I used the voice clone feature! I am able to use the realistic voices in videos that I create loving the experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is it different from ElevenLabs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>76.2% preference over GPT-4o-mini-TTS is impressive. Would love to know how big the test group was and what kind of prompts were used??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually very cool. 100ms latency coupled with decent prosody is kinda the holy grail for voice agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AYHVPEC5Z76U6S\" class=\"app-title\">Denovo<\/a><\/p>\n<div class=\"one-liner\">Build and run your business while you sleep.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">264<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Denovo\u662f\u4e00\u6b3eAI\u521b\u4e1a\u64cd\u4f5c\u7cfb\u7edf\uff0c\u80fd\u5c06\u4e00\u4e2a\u60f3\u6cd5\u5728\u51e0\u5206\u949f\u5185\u8f6c\u5316\u4e3a\u54c1\u724c\u3001\u5546\u4e1a\u8ba1\u5212\u3001\u5ba3\u4f20\u6750\u6599\u3001\u5168\u6808\u7f51\u7ad9\u5e76\u81ea\u52a8\u6267\u884c\u5e02\u573a\u63a8\u5e7f\u4e0e\u8fd0\u8425\uff0c\u65e8\u5728\u8ba9\u521b\u4e1a\u8005\u6446\u8131\u7e41\u7410\u7684\u7b79\u5907\u4e0e\u6267\u884c\u5de5\u4f5c\uff0c\u4e13\u6ce8\u4e8e\u6838\u5fc3\u51b3\u7b56\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ee734a6-a24d-47d1-8c60-d0c902267499.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77792b1c-678e-414a-a35d-b39ffddfd27d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02fa7949-bdeb-472c-b18d-f7eccd4c7684.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d6a1136-e816-4211-889e-9bdc775d44cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68093a19-2065-4dbe-abc5-52dd1630beea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30e824fc-48db-4048-b8ba-eceef5ab6b9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da834ad7-1933-4954-922c-d5f2841df953.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4eddb87d-9dd7-4d47-b662-63f83bb5c5ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f5b229a-016b-4571-bcd8-e74d2d183478.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e287322e-196b-46bf-b0b7-b6cd4099707e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fc48628-48dc-4033-b16d-e675546239af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c25aa224-77e2-4374-941b-3d4c5c8c15b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02ef1128-ab47-4a76-afd8-65731abadb5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5984e429-5eae-402d-9b86-919fe7bee7d1.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\/bc227708-880a-4644-bf35-90b1954369d0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xV_qi_x10hM?si=w0-tzP6mTib0gN8L\"><source src=\"https:\/\/youtu.be\/xV_qi_x10hM?si=w0-tzP6mTib0gN8L\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4e1a\u52a1<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4eba\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8ba1\u5212\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8054\u5408\u521b\u59cb\u4eba<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">GTM\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u613f\u666f\u4e0e\u6548\u7387\uff0c\u5c24\u5176\u8d5e\u8d4f\u81ea\u52a8\u5316\u5904\u7406\u7e41\u7410\u4e8b\u52a1\u7684\u80fd\u529b\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\uff1aAI\u5982\u4f55\u5904\u7406\u610f\u5916\u4e0e\u9ad8\u98ce\u9669\u7684\u201c\u8fb9\u7f18\u60c5\u51b5\u201d\uff1b\u751f\u6210\u5185\u5bb9\u662f\u5426\u4f1a\u5bfc\u81f4\u4e1a\u52a1\u540c\u8d28\u5316\uff1b\u5b9e\u9645\u6267\u884c\u7684\u6df1\u5ea6\u4e0e\u53ef\u9760\u6027\uff08\u5982\u652f\u4ed8\u3001\u6cd5\u52a1\uff09\uff1b\u4ee5\u53ca\u6b27\u76dfAI\u6cd5\u6848\u7b49\u5408\u89c4\u95ee\u9898\u3002\u56e2\u961f\u56de\u590d\u5f3a\u8c03\u201c80\/20\u539f\u5219\u201d\u4e0e\u4eba\u5de5\u5ba1\u6279\u5173\u5361\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 Denovo\u63cf\u7ed8\u7684\u201c\u7761\u7720\u4e2d\u8fd0\u8425\u516c\u53f8\u201d\u7684\u56fe\u666f\u6781\u5177\u51b2\u51fb\u529b\uff0c\u5b83\u672c\u8d28\u4e0a\u5728\u552e\u5356\u4e00\u79cd\u786e\u5b9a\u6027\uff1a\u5c06\u521b\u4e1a\u4e2d\u53ef\u6807\u51c6\u5316\u3001\u53ef\u9884\u6d4b\u7684\u201c\u82e6\u529b\u6d3b\u201d\u4ea7\u54c1\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u521b\u59cb\u4eba\uff0c\u800c\u662f\u901a\u8fc7\u63a5\u7ba180%\u7684\u91cd\u590d\u6027\u5de5\u4f5c\uff08\u5982\u751f\u6210\u6587\u6863\u3001\u57fa\u7840\u5185\u5bb9\u3001\u7ebf\u7d22\u8ddf\u8fdb\uff09\uff0c\u6781\u5927\u964d\u4f4e\u521b\u4e1a\u7684\u542f\u52a8\u6469\u64e6\u4e0e\u65e5\u5e38\u8fd0\u7ef4\u7684\u8ba4\u77e5\u8d1f\u8377\uff0c\u8ba9\u521b\u59cb\u4eba\u80fd\u805a\u7126\u4e8e\u90a320%\u9700\u8981\u4eba\u7c7b\u5224\u65ad\u7684\u3001\u6df7\u4e71\u7684\u3001\u9ad8\u4ef7\u503c\u7684\u51b3\u7b56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u6808\u201d\u4e0e\u201c\u81ea\u4e3b\u201d\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u9996\u5148\uff0c\u6280\u672f\u8fb9\u754c\u6a21\u7cca\u3002\u751f\u6210\u5408\u89c4\u6cd5\u5f8b\u6587\u4ef6\u3001\u90e8\u7f72\u529f\u80fd\u5b8c\u6574\u7684\u5168\u6808\u5e94\u7528\uff0c\u5176\u8f93\u51fa\u8d28\u91cf\u4e0e\u53ef\u9760\u6027\u5728\u590d\u6742\u73b0\u5b9e\u573a\u666f\u4e2d\u5b58\u7591\uff0c\u5f53\u524d\u6f14\u793a\u66f4\u504f\u5411\u4e8eMVP\u6216\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u7535\u5546\uff09\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u6096\u8bba\u3002\u82e5\u5176\u80fd\u529b\u771f\u5982\u63cf\u8ff0\u822c\u5f3a\u5927\uff0c\u5c06\u50ac\u751f\u5927\u91cf\u9ad8\u5ea6\u540c\u8d28\u5316\u3001\u7531\u540c\u4e00AI\u67b6\u6784\u9a71\u52a8\u7684\u201c\u901f\u6210\u201d\u4e1a\u52a1\uff0c\u5bfc\u81f4\u5e02\u573a\u7ade\u4e89\u52a0\u5267\u4e0e\u5dee\u5f02\u5316\u56f0\u5883\uff0c\u8fd9\u53cd\u800c\u62ac\u9ad8\u4e86\u90a320%\u201c\u4eba\u7c7b\u51b3\u7b56\u201d\u90e8\u5206\u7684\u95e8\u69db\u3002\u6700\u540e\uff0c\u8d23\u4efb\u4e0e\u4fe1\u4efb\u9e3f\u6c9f\u3002\u5c06\u5ba2\u6237\u6c9f\u901a\u3001\u8d22\u52a1\u7b49\u9ad8\u98ce\u9669\u52a8\u4f5c\u4ea4\u7531AI\u4ee3\u7406\uff0c\u5373\u4fbf\u8bbe\u6709\u5ba1\u6279\u673a\u5236\uff0c\u4e5f\u5c06\u521b\u59cb\u4eba\u7f6e\u4e8e\u201c\u5fae\u7ba1\u7406\u201dAI\u7684\u6f5c\u5728\u98ce\u9669\u4e2d\uff0c\u5176\u9519\u8bef\u6210\u672c\u53ef\u80fd\u66f4\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4eae\u70b9\u5728\u4e8e\u5176\u7cfb\u7edf\u5316\u6574\u5408\u80fd\u529b\u4e0e\u201cAI\u8054\u5408\u521b\u59cb\u4eba\u201d\u7684\u4ea4\u4e92\u5b9a\u4f4d\uff0c\u800c\u975e\u5355\u9879\u6280\u672f\u7684\u7a81\u7834\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u201c\u521b\u4e1a\u5373\u670d\u52a1\u201d\u7684\u6f5c\u5728\u9700\u6c42\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u81ea\u52a8\u5316\u7a0b\u5ea6\u7684\u9ad8\u4f4e\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6807\u51c6\u5316\u8f93\u51fa\u201d\u4e0e\u201c\u4e2a\u6027\u5316\u8d4b\u80fd\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u6784\u5efa\u8d77\u5904\u7406\u5546\u4e1a\u590d\u6742\u6027\u7684\u771f\u6b63\u667a\u80fd\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u521b\u4e1a\u52a0\u901f\u5668\u201d\u800c\u975e\u201c\u65e0\u4eba\u9a7e\u9a76\u8231\u201d\uff0c\u5176\u5ba3\u79f0\u7684\u81ea\u4e3b\u6027\u4ecd\u9700\u5728\u66f4\u590d\u6742\u7684\u5546\u4e1a\u73af\u5883\u4e2d\u63a5\u53d7\u6b8b\u9177\u7684\u8bd5\u70bc\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\">Denovo<\/span>\n <\/div>\n<div class=\"comment-content\">Got a business idea? Let’s Denovo it! Denovo turns any idea into a fully operational startup that runs autonomously. Give your idea and go to bed. Denovo evaluates your idea, builds your pitch deck, business plan, promotional videos, and your full-stack web application, and it runs your startup engineering, business development, and social media while you sleep.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">With AI replacing more and more human jobs, more people will inevitably need to create their own future, and for the first time, starting a business is no longer a process; it\u2019s a product.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Love this direction. What type of businesses is <a href=\"https:\/\/www.producthunt.com\/products\/denovo\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"denovo\" target=\"_blank\" rel=\"noopener\">@Denovo<\/a> best for from your POV? What are your first users building?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saverio_pulizzi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saverio_pulizzi3<\/a> Recently, vibe code is trend. But important thing is which problem to solve. I think Denovo AI can help this issue efficiently. I was shocked that this software provides almost everything (revenue potential, pitch deck, promo vide, even webapp). But maybe quality of these result is important. I will use this service in 1 month free trial~!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saverio_pulizzi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saverio_pulizzi3<\/a> Change is the only constant thing, isn’t 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>As a founder, you know the drill – Loads of paperwork to incorporate, to raise funds, to actually get started and keep running.<\/p>\n<\/p>\n<p>There’s now an AI for that, a mission control for running a business, from idea to $$$.<\/p>\n<\/p>\n<p>S\/O to Saverio and the <a href=\"https:\/\/www.producthunt.com\/products\/denovo\" target=\"_blank\" rel=\"noopener\">@Denovo<\/a> team \ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <strong>This means a lot \u2014 thank you! \ud83d\ude4f<\/strong><\/p>\n<p>You nailed the pain. Every founder starts with fire in their belly and then immediately gets buried in paperwork, legal setup, pitch decks, branding, financial models, lead gen… the list never ends. By the time you’re done setting up, half your energy is gone.<\/p>\n<p>That’s exactly why we built Denovo \u2014 so founders can skip straight to the part that matters: <strong>building something people want and getting it to market.<\/strong> The AI handles the rest, 24\/7.<\/p>\n<p>Appreciate the shoutout! \ud83e\udde1 <\/p>\n<p>What’s the one startup task you wish you could just hand off completely and never think about again? \ud83d\udc40<\/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>Hello <a href=\"https:\/\/www.producthunt.com\/products\/denovo\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"denovo\" target=\"_blank\" rel=\"noopener\">@Denovo<\/a> team! Congrats to launch and i will try it today! <3<br \/>Can i ask, what was the biggest challenge in your Launch? <br \/>Thank you and wish you best! <br \/>Solo dev newbie – Vojt\u011bch \ud83d\ude42<\/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\/@hustlerv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hustlerv<\/a> <strong>Thank you so much Vojt\u011bch! Welcome aboard \ud83e\udde1<\/strong><\/p>\n<p>Great question \u2014 honestly, the biggest challenge was <strong>building trust that an AI can actually run your business, not just generate a doc.<\/strong><\/p>\n<p>Everyone’s seen AI tools that spit out a business plan or a logo. But Denovo goes way beyond that \u2014 it autonomously runs your go-to-market, sends outreach, posts content, tracks leads, and iterates. Convincing people that this isn’t “just another AI generator” but an <strong>actual autonomous co-founder<\/strong> was the hardest part.<\/p>\n<p>We had to let the product speak for itself. When early users saw their first leads come in <em>while they were sleeping<\/em> \u2014 that’s when it clicked. <\/p>\n<p>The “zero-employees” positioning came from that exact moment.<\/p>\n<p>The second challenge? <strong>Scope.<\/strong> We’re not building one tool \u2014 we’re building an entire startup operating system (business plan + branding + pitch deck + MVP + GTM + lead gen + social media). Keeping all of that coherent and high-quality simultaneously was a serious engineering puzzle \ud83d\ude05<\/p>\n<p>As a solo dev yourself, my advice: <strong>ship the smallest version that delivers the “magic moment.”<\/strong> For us, that moment was a founder typing an idea and seeing a full startup materialize in minutes. Everything else came after.<\/p>\n<p>Can’t wait to hear what you build! Drop me a message if you need any help \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hustlerv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hustlerv<\/a> How are you planning to use Denovo? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saverio_pulizzi3 I wanna try few ideas because i have really great ideas sometines but im newbie in this world So Its hard for me to make something “solo” with just my vibecoding skills And with my little empty pocket \ud83d\ude01\ud83c\udf40<br \/>\nAlso im So jealous that you made something that big And wonderful \ud83d\ude4f im SEO SPECIALIST And E-commerce administrator for local E-commerce stores And also made my first lauch on Product Hunt for people WHO want to try run some E-commerce or already have some but they dont have time And knowledge for good SEO or after they fail with paid ads. So i made easy AI SEO toolkit for them with my data and with knowledge i learned after years of working with SEO And stores. Really just wanted to help small businesses or blogs to get better results with really low cost budget for start. But my Launch was catastrophy And i know i Done it Wrong without some promoting before launching and as i said im solo vibecode dev with not much money So i wasnt able to afford some promo. I Hope i can somehow revive my Tool maybe with updated launch with more features… \ud83e\udd79<br \/>\nBut with your beautiful Tool i Will try to bring ALIVE projects i have in my notebooks but didnt have time And skills to make them happen \ud83c\udf40\ud83e\udd0d<br \/>\nmy launched project Is <a href=\"https:\/\/www.producthunt.com\/products\/seokrates\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/prod…<\/a> but like i said, i totally messed the launch And didnt get any feedbacks Or users who will appreciate my app. \ud83d\ude1e\ud83c\udf40 In any case, I\u2019m not giving up, and I\u2019ll keep working to get this project to the people it can help, and I\u2019ll keep working on it. \ud83e\udd0d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The tagline is bold. I’m curious about where the actual failure surface is – running a business autonomously means handling exceptions constantly. A customer disputes an invoice, a supplier changes terms, a hire doesn’t work out. How does Denovo handle the stuff that falls outside the expected playbook?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> <strong>Really sharp question \u2014 this is exactly the right thing to stress-test.<\/strong><\/p>\n<p>Honest answer: Denovo doesn’t pretend to replace human judgment on high-stakes exceptions. That would be reckless. Here’s how we actually think about it:<\/p>\n<p><strong>The 80\/20 split.<\/strong> ~80% of early-stage startup work is predictable and repeatable \u2014 generate the brand, build the deck, write outreach emails, post content, enrich leads, follow up. That’s the work that buries solo founders. Denovo owns that entire layer autonomously.<\/p>\n<p><strong>The other 20% \u2014 the exceptions you’re describing \u2014 stays with the founder.<\/strong> But here’s the difference: instead of drowning in the 80% <em>and<\/em> handling exceptions, you’re <em>only<\/em> handling exceptions. Your cognitive load drops dramatically.<\/p>\n<p><strong>In practice, the agent surfaces decisions rather than making them silently.<\/strong> Invoice dispute? The agent flags it and drafts a response \u2014 you approve or edit before it sends. Supplier changes terms? It pulls the new terms, highlights what changed, and asks you how to proceed. It’s not autopilot with no steering wheel \u2014 it’s autopilot with the founder as the pilot who only gets called to the cockpit when it matters.<\/p>\n<p><strong>We also built approval gates<\/strong> for anything that touches money, external communications, or irreversible actions. The agent literally pauses and asks “should I do this?” before executing. So the failure surface you’re worried about has a human checkpoint on every high-risk path.<\/p>\n<p>The real unlock isn’t “AI runs everything perfectly.” It’s <strong>“AI handles the grind so the founder has the bandwidth to handle the exceptions well.”<\/strong><\/p>\n<p>What’s the gnarliest edge case you’ve seen kill an early-stage startup \u2014 the one you’d want to throw at us first? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian let\u2019s go! Let\u2019s spread the world on LinkedIn!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch of Denovo! This is very interesting!!<\/p>\n<p>How does the platform ensure that these startups don’t end up looking ‘templated’? Can a founder inject a unique ‘human’ edge into an autonomous system to ensure they stand out in a crowded market?<\/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\/@gayatri_sachdeva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gayatri_sachdeva<\/a> <\/p>\n<p><strong>Great question \u2014 and honestly, this is one of the things we obsessed over. <\/strong><\/p>\n<p>Denovo isn’t a template engine that spits out the same output for everyone. It’s an <strong>AI co-founder you actually talk to. <\/strong>During the first build, it assumes the style and direction for your business based on the idea you provide. <\/p>\n<p>Afterwards, you can edit every asset – your brand kit, pitch deck, business plan, website, and financials \u2014 can be edited through a <strong>live conversation with your AI agent.<\/strong> You give it direction, and it builds. You push back, it iterates. <\/p>\n<p>Just like working with a real co-founder.<\/p>\n<p>Same with the Autonomous OS – <strong>The founder gives direction and a focus area, and it works for you!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saverio_pulizzi3 Anyway i Will be home in 1 Hour So im So happy to go try the DENOVO \ud83e\udd0d let you know my feedback after that \ud83c\udf40<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The promise of truly automated business operations is something many founders have been chasing for a while, and it looks like Denovo is making a serious run at it. Curious how it handles edge cases and human-in-the-loop moments when things go off-script; that’s usually where these systems get tested. Excited to see how early users are finding it in the wild. – Jason<\/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\/@jasonhowie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasonhowie<\/a> <strong>Appreciate the thoughtful take, Jason \u2014 and you’re right, that’s exactly where the real test is.<\/strong><\/p>\n<p>Here’s how we handle it: Denovo splits the world into two lanes.<\/p>\n<p><strong>Lane 1 \u2014 Autonomous.<\/strong> The predictable, high-volume work that buries founders: generating the brand, building the deck, writing outreach, posting content, enriching leads, following up. This runs 24\/7 without intervention. It’s where 80% of early-stage time gets wasted, and it’s rock solid.<\/p>\n<p><strong>Lane 2 \u2014 Human-in-the-loop.<\/strong> Anything high-stakes hits an approval gate before it executes. The agent drafts the response, surfaces the context, and asks “should I do this?” \u2014 the founder approves, edits, or redirects. <\/p>\n<p>The key design choice: <strong>the agent doesn’t fail silently.<\/strong> When something goes off-script, it doesn’t guess or hallucinate a decision. It escalates with context \u2014 “here’s what happened, here’s what I recommend, here’s the tradeoff.” <\/p>\n<p>The founder makes the call with full information instead of discovering a mess after the fact.<\/p>\n<\/p>\n<p>What’s a specific off-script scenario you’d want to throw at it? Always looking for edge cases to stress-test \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<blockquote>\n<p>The promise of truly automated business operations is something many founders have been chasing for a while, and it looks like Denovo is making a serious run at it.<\/p>\n<\/blockquote>\n<p>frame this, ?makers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Launch. <a href=\"https:\/\/www.producthunt.com\/@saverio_pulizzi3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saverio_pulizzi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saverio_pulizzi3<\/a> can I get free trial ?<\/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\/@george_foreman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_foreman1<\/a> Thank you! There we go -> GIVUHWAD – discount code to apply at checkout for one month free trial! <\/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\">Congratulations on the launch! How does Denovo fair in European market in terms of EU AI act? Do the end users know that the information, communication etc is generated by AI?<\/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\/@valeriavg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriavg<\/a> <strong>Thank you! Really important question \u2014 and one we take seriously.<\/strong><\/p>\n<p><strong>On the EU AI Act:<\/strong> Denovo falls under the category of general-purpose AI systems. We’re actively tracking the Act’s phased rollout and building compliance into the product. Specifically:<\/p>\n<ul>\n<li>\n<p><strong>Transparency obligations<\/strong> \u2014 The AI Act requires that AI-generated content is disclosed. Every asset Denovo produces (business plans, pitch decks, legal docs, emails, social posts) is clearly generated within an AI platform and has an AI label when downloaded, Powered and Generated with Denovo AI. The founder knows, and we make it easy for them to disclose downstream.<\/p>\n<\/li>\n<li>\n<p><strong>No high-risk classification<\/strong> \u2014 Denovo doesn’t operate in the Act’s high-risk categories (no biometric data, no credit scoring, no hiring decisions). We’re a business productivity tool, which keeps us in the limited\/minimal risk tier.<\/p>\n<\/li>\n<\/ul>\n<p><strong>On the transparency question specifically:<\/strong> Yes, the founder always knows everything is AI-generated \u2014 that’s the entire premise. For <em>their<\/em> customers and contacts, the founder controls how they present it. <\/p>\n<p>Are you building in the EU market? Would love to hear what compliance concerns are top of mind for you \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saverio_pulizzi3 Great yeah disclosure is all that I possibly need in the near future and yes, Sweden here \ud83c\uddf8\ud83c\uddea<br \/>\nDenovo sounds too good to be true, but hey, I\u2019ll absolutely give it a try just in case it is!<\/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\">Congrats @saverio_pulizzi3 for your launch. How reliable is denovo in actually running a startup end-to-end without human oversight, especially when real-world decisions get messy?<\/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\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> <strong>Thanks for the great question! Honest answer: very reliable on the 80% that’s predictable. Intentionally not autonomous on the 20% that’s messy.<\/strong><\/p>\n<p>Here’s what I mean. Most early-stage startup work is repeatable \u2014 build the brand, write the pitch deck, generate financial models, send outreach, post content, follow up with leads. Denovo handles all of that end-to-end, 24\/7, without you lifting a finger. That layer is rock solid.<\/p>\n<p>But when real-world decisions get messy \u2014 a customer pushes back on pricing, a partnership deal needs a judgment call, a market signal requires a strategic pivot \u2014 <strong>the agent doesn’t go rogue.<\/strong> It surfaces the decision to you with context, drafts a recommended response, and waits for your green light.<\/p>\n<p>We built <strong>approval gates<\/strong> on every high-stakes action: anything involving money, external comms, or irreversible moves gets paused with a “should I do this?” before executing.<\/p>\n<p>The design philosophy is simple: <strong>automate the grind, escalate the judgment calls.<\/strong> The founder isn’t removed from the loop \u2014 they’re just only called into the cockpit when it actually matters. Instead of drowning in 50 hours of busywork <em>and<\/em> trying to make good decisions, you’re fresh, focused, and only handling the stuff that genuinely needs a human brain.<\/p>\n<p>10,000+ projects in, the biggest unlock isn’t “AI does everything perfectly” \u2014 it’s that founders finally have the bandwidth to handle the messy stuff <em>well<\/em> because they’re not exhausted from the routine stuff. <\/p>\n<p>What’s one messy decision you’d want to stress-test us with? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>let’s go <a href=\"https:\/\/www.linkedin.com\/posts\/saverio-pulizzi_denovo-build-and-run-your-business-while-activity-7445384473971576832-bt6-?utm_source=share&utm_medium=member_desktop&rcm=ACoAAALQDgEBrpjglW8mruaXr5qcL8EsHVPcPk8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">spread the word on LinkedIn!<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian let\u2019s goooooo!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “business as a product” framing is interesting. I’ve been thinking about this a lot since building my own SaaS. The hardest part isn’t the code or the idea, it’s all the boring stuff around it like incorporation, billing setup, landing pages, email flows etc.<\/p>\n<p>Curious how deep the automation goes though. Like does it actually handle things like payment processing setup and legal docs or is it more of a project management layer that guides you through steps? Big difference between the two imo.<\/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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <strong>100% agree \u2014 that distinction matters a lot. So let me be specific.<\/strong><\/p>\n<p>Denovo is not a project management layer. It doesn’t give you a checklist and say, “go do these 47 things.” It actually <em>does<\/em> them.<\/p>\n<p>Here’s what it generates and executes directly:<\/p>\n<p>\ud83d\udcca <strong>Business plan & financials<\/strong> \u2014 full P&L, unit economics, cap table, investor memo. Not templates \u2014 real models built from your inputs.<\/p>\n<p>\ud83c\udfa8 <strong>Brand identity<\/strong> \u2014 logo, icon, color palette, typography. Done.<\/p>\n<p>\ud83d\udcd1 <strong>Pitch deck<\/strong> \u2014 investor-ready, 9-15 slides, with real market data and competitive analysis pulled in.<\/p>\n<p>\ud83c\udf10 <strong>Full-stack web application<\/strong> \u2014 functional application with database, CRM, backend functions. Not a wireframe \u2014 a deployed site.<\/p>\n<p>\ud83d\udcdd <strong>Legal docs<\/strong> \u2014 NDAs, terms of service, privacy policies, employment agreements, SAFE notes, IP assignments. Generated with real statutory references, not generic boilerplate.<\/p>\n<p>\ud83d\udcc8 <strong>Autonomous GTM<\/strong> \u2014 this is where it gets real. The agent <em>actually sends<\/em> outreach emails, <em>actually posts<\/em> to your social channels, and <em>actually finds and enriches<\/em> leads. Not “here’s a plan” \u2014 it executes.<\/p>\n<p><strong>What it doesn’t do (yet):<\/strong> Incorporation filing, or bank account creation. Those require identity verification and legal signatures that need a human in the loop. We’re exploring partnerships to close that gap, but we won’t automate it until we can do it responsibly.<\/p>\n<p>So to answer your question directly: it’s about 80% execution, 20% guided steps \u2014 and we’re pushing that ratio every week.<\/p>\n<p>What’s the one integration that would make it a no-brainer for your SaaS workflow? \ud83d\udc40<\/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\">Looks awesome! Can you give me a real world example of something I\u2019d use this for?<\/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\">@billchirico most of our users are using to build their e-commerce business! All you need is an idea \ud83d\udca1 What are you trying to build?<\/div>\n<div class=\"comment-actions\">\n<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\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> <strong>Absolutely! Here’s a real one from our users:<\/strong><\/p>\n<p>Say you’re a pastry chef with a killer brownie recipe. People keep telling you to sell online. But you don’t know where to start \u2014 you’re a chef, not a marketer or a web developer.<\/p>\n<p>You tell Denovo: <em>“I want to sell artisan brownies online, direct to consumer.”<\/em><\/p>\n<p><strong>In the next few minutes, you have:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udcca A business plan with revenue projections, pricing strategy, and market analysis for the DTC baked goods space<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfa8 A full brand identity \u2014 logo, colors, packaging-ready typography<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf10 A live storefront with product pages and checkout<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcd1 A pitch deck in case you want to approach investors or a co-packer<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcdd Terms of service and privacy policy \u2014 done<\/p>\n<\/li>\n<\/ul>\n<p><strong>Then the autonomous part kicks in:<\/strong><\/p>\n<ul>\n<li>\n<p>The agent finds 200+ potential customers who follow artisan food accounts and match your ICP<\/p>\n<\/li>\n<li>\n<p>It sends personalized outreach emails on your behalf<\/p>\n<\/li>\n<li>\n<p>It posts content to your Instagram and LinkedIn \u2014 recipe teasers, behind-the-scenes, launch announcements<\/p>\n<\/li>\n<li>\n<p>It tracks what’s working in Google Analytics and adjusts<\/p>\n<\/li>\n<\/ul>\n<p><strong>You wake up the next morning<\/strong> to 14 new email subscribers, 3 DMs asking about shipping, and a content calendar already scheduled for the week. You didn’t hire anyone.<\/p>\n<p>That’s not hypothetical \u2014 <strong>e-commerce is our #1 category<\/strong> with ~180 active projects right now. Solo founders launching DTC brands, niche products, and digital goods without a team.<\/p>\n<p>What’s an idea you’ve been sitting on? I bet it’s a good one \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">pls how to create on denovo.dev platform???<\/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\">@princess_ama that\u2019s a great idea! Go and Denovo It! \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<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>1. go to <a href=\"https:\/\/denovo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">denovo.dev<\/a> 2. add your prompt 3. that’s it \u270c\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@fmerian well said!<\/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>Cool tool, do you guys integrate with any website traffic analysis tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chintant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chintant<\/a> Thanks for this question! You can integrate Google Analytics and ask Denovo to improve your product based on traffic usage! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian actually Plausible Analytics is integrated. I just asked Denovo and you can connect it to it too!<\/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\">@saverio_pulizzi3 @fmerian Hi again! So i tried to pull my SEOKRATES project into Denovo And activated pro plan (thank for free 1 month \ud83d\ude4f\ud83c\udf40)<br \/>\nMy thoughts? Its insane how great your Denovo Is! I can literally upgrade my SEOKRATES in Denovo And try to ship it easily with perfect strategies, advices And i feel So comfortable in your uiux And chatting with Denovo ai assistant \ud83e\udd0d i Will try to “redevelop” my SEOKRATES project with that And already made strategies And everything in few minutes! I told him that i already have webapp live And everything And he started to working with it easily!<\/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\">@hustlerv yesss!!! Let\u2019s use Denovo to make SEOKRATES a billion dollar business! Thanks for trying it out!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the ambition here!! The idea of going from business idea to full-stack product overnight is wild. As someone who has worn every hat at a startup (literally, including making coffee), the pitch deck and business plan generation alone would have saved me weeks. Genuine question: how does Denovo handle the messy, non-obvious stuff that makes a business actually work, like figuring out your ideal customer or nailing your positioning?<\/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\">@ceciliatran thanks for this question! Denovo runs deep research to find and contact your ICPs based on your industry. Are you planning to use it to run any specific business?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> awesome feedback – help ’em spread the word on LinkedIn, <a href=\"https:\/\/www.linkedin.com\/posts\/saverio-pulizzi_denovo-build-and-run-your-business-while-activity-7445384473971576832-bt6-?utm_source=share&utm_medium=member_desktop&rcm=ACoAAALQDgEBrpjglW8mruaXr5qcL8EsHVPcPk8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">repost this!<\/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>The execution layer here makes sense. The part I want to understand is the strategy layer.<\/p>\n<p>When the system is running your GTM and it hits a decision point, say two customer segments are converting but at different LTVs, does Denovo make the call, or does it surface a choice and wait? Because a system that always waits isn’t really autonomous. And one that always decides needs to have a strong prior on what the founder actually values.<\/p>\n<p>How is that tension handled right now?<\/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\/@ivaylotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylotz<\/a> <strong>This is the best question we’ve gotten today. And you’re right \u2014 that tension is real.<\/strong><\/p>\n<p>Here’s how we handle it with a three-tier decision framework:<\/p>\n<p><strong>Tier 1 \u2014 Act autonomously.<\/strong> Low-stakes, reversible, high-frequency. Sending the next email in a sequence, posting scheduled content, enriching a lead list, pulling analytics. No reason to wait. The system executes and logs.<\/p>\n<p><strong>Tier 2 \u2014 Act, then inform.<\/strong> Medium-stakes, reversible with effort. The agent makes a reasonable default decision based on the founder’s stated goals, executes it, and surfaces a summary: <em>“I shifted 60% of outreach toward Segment A because their reply rate is 3\u00d7 higher. Here’s the data. Want me to adjust?”<\/em> The founder can course-correct, but momentum isn’t lost waiting for a reply.<\/p>\n<p><strong>Tier 3 \u2014 Surface and wait.<\/strong> High-stakes, irreversible, or ambiguous. This is your LTV scenario. The agent would surface: <em>“Two segments are converting. Segment A: lower volume, $1,200 LTV. Segment B: higher volume, $400 LTV. Based on your runway and goal (profitability vs. growth), here’s what I’d recommend and why. Your call.”<\/em> It doesn’t just present data \u2014 it gives a recommendation with reasoning. But it waits.<\/p>\n<p><strong>The “strong prior” problem you’re describing \u2014 we solve it during onboarding.<\/strong> When you set up your GTM, the agent asks what you’re optimizing for: speed to revenue, market share, margin, or fundraise-readiness. That becomes the decision lens for every Tier 2 call. A bootstrapped founder optimizing for cash flow gets different autonomous behavior than a VC-backed founder optimizing for growth.<\/p>\n<p><strong>Is it perfect?<\/strong> No. The boundary between Tier 2 and Tier 3 is the hardest design problem in the product. We’re constantly tuning it based on real founder feedback. The honest answer is: we’d rather err on the side of surfacing too many decisions than making one bad autonomous call that costs a founder real money.<\/p>\n<p>The endgame isn’t a system that never asks. It’s a system that <strong>asks less over time<\/strong> as it learns what the founder actually values \u2014 through their corrections, approvals, and overrides. Every “no, do it this way” makes the next Tier 2 decision smarter.<\/p>\n<p>Where would you draw the line between Tier 2 and Tier 3 for your own business? That’s genuinely the design question we think about every day. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Build and run your business while you sleep\u201d sounds powerful! What kind of workflows can Denovo fully automate right now?<\/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\/@shivani_gupta03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivani_gupta03<\/a> <strong>Great question \u2014 here’s the full breakdown of what runs autonomously today:<\/strong><\/p>\n<p>\ud83c\udfd7\ufe0f <strong>Build Phase<\/strong> (idea \u2192 operational startup in minutes):<\/p>\n<ul>\n<li>\n<p>Business plan with real market data, financials & competitive analysis<\/p>\n<\/li>\n<li>\n<p>Full brand identity \u2014 logo, icon, colors, typography<\/p>\n<\/li>\n<li>\n<p>Investor-ready pitch deck (9-15 slides)<\/p>\n<\/li>\n<li>\n<p>MVP website \u2014 deployed, not wireframed<\/p>\n<\/li>\n<li>\n<p>Legal docs \u2014 NDAs, terms of service, privacy policies, SAFE notes<\/p>\n<\/li>\n<li>\n<p>Promo video with AI narration<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\udcc8 <strong>Run Phase<\/strong> (this is where “while you sleep” kicks in):<\/p>\n<ul>\n<li>\n<p><strong>Lead generation<\/strong> \u2014 finds and enriches 200-5,000 targeted leads\/month based on your ICP<\/p>\n<\/li>\n<li>\n<p><strong>Email outreach<\/strong> \u2014 cold sequences, follow-ups, nurture campaigns. Sends, tracks, iterates<\/p>\n<\/li>\n<li>\n<p><strong>Social media<\/strong> \u2014 creates and posts content to LinkedIn, X, and Instagram on a schedule<\/p>\n<\/li>\n<li>\n<p><strong>Analytics<\/strong> \u2014 monitors your Google Analytics, flags what’s working and what’s not<\/p>\n<\/li>\n<li>\n<p><strong>Competitive intel<\/strong> \u2014 daily reports on what your competitors are shipping and saying<\/p>\n<\/li>\n<li>\n<p><strong>Inbox monitoring<\/strong> \u2014 checks for replies, flags hot leads, drafts responses for your approval<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\udd12 <strong>What it doesn’t do without you:<\/strong> Anything high-stakes hits an <strong>approval gate<\/strong>. The agent drafts, surfaces context, and asks “should I send this?” before touching money, external comms, or irreversible actions. You approve in one click.<\/p>\n<p><strong>The way to think about it:<\/strong> Denovo doesn’t automate <em>tasks<\/em> \u2014 it automates the <em>business<\/em>. You wake up to new leads in your inbox, fresh content posted, analytics summarized, and competitors tracked. Your only job is the decisions that actually need a human brain.<\/p>\n<p>What kind of business would you want to put on autopilot? \ud83d\udc40<\/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>Hi, congrats on your launch. <\/p>\n<\/p>\n<p>Could you please share more details on how Denovo helps validating the idea?<\/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\/@rustam_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rustam_khasanov<\/a> <strong>Thanks! Happy to break this down \u2014 validation is actually where every Denovo project starts.<\/strong><\/p>\n<p>When you type in your idea, the AI doesn’t just start building. It <strong>evaluates first:<\/strong><\/p>\n<p>\ud83d\udd0d <strong>Idea Scoring<\/strong> \u2014 Your concept gets rated on a 10-dimension VC-style rubric: market urgency, innovation level, monetization potential, competitive moat, time to revenue, regulatory risk, and more. You get an honest score out of 100 \u2014 not hype, real signal.<\/p>\n<p>\ud83d\udcca <strong>Market Sizing<\/strong> \u2014 TAM, SAM, SOM pulled from real data. You see immediately whether you’re chasing a $50M niche or a $5B opportunity.<\/p>\n<p>\u2694\ufe0f <strong>Competitor Analysis<\/strong> \u2014 Automated SWOT against existing players. You see who’s already in the space, how similar they are, and where the gaps are.<\/p>\n<p>\ud83d\udcb0 <strong>Revenue Projections<\/strong> \u2014 Year 1-3 modeled with assumptions you can stress-test. Too conservative? Too aggressive? Adjust and the model recalculates instantly.<\/p>\n<p>\ud83d\udd27 <strong>Improvement Suggestions<\/strong> \u2014 This is the part most founders love. The AI doesn’t just score your idea \u2014 it suggests <strong>specific pivots<\/strong> that could raise your score. “Narrow to this vertical,” “shift to enterprise,” “try this monetization model.” Each suggestion comes with a projected new score and reasoning.<\/p>\n<p><strong>The key:<\/strong> all of this happens <em>before<\/em> a single asset gets built. So you’re not wasting time branding and pitching an idea that has fundamental problems. You validate first, refine through conversation, and only build once the foundation is solid.<\/p>\n<p>And if the score is low? That’s not failure \u2014 that’s the system saving you 6 months of building the wrong thing. What idea are you thinking of putting through it? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ecommerce angle makes sense. Getting to a storefront is not the hard part anymore. The real test is whether the system keeps the work moving without creating more cleanup for the founder. How much are your ecommerce users letting Denovo run on its own?<\/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\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> <strong>You’re asking the right question \u2014 because that’s exactly the line we had to get right.<\/strong><\/p>\n<p>The honest answer: it depends on the founder’s comfort level, and we see a clear progression.<\/p>\n<p><strong>Week 1 \u2014 supervised.<\/strong> Most e-commerce founders start hands-on. They generate the brand, tweak the storefront, edit the copy. They approve every outreach email before it sends. They’re testing trust. That’s expected and healthy.<\/p>\n<p><strong>Week 2-3 \u2014 selective autonomy.<\/strong> This is where it shifts. They stop editing every social post. They let the email sequences run without reviewing each one. They check the analytics summary in the morning instead of logging into GA themselves. The grunt work starts running in the background.<\/p>\n<p><strong>Month 2+ \u2014 operational autopilot.<\/strong> The founders who stick are the ones who wake up, check their Denovo dashboard like a CEO checking a morning brief, handle the 2-3 decisions that need a human, and move on with their day. Lead gen is running. Content is posting. Follow-ups are sending. They’re focused on product and supplier relationships \u2014 the stuff that actually needs them.<\/p>\n<p><strong>The key insight from our e-commerce users specifically:<\/strong> the cleanup problem you’re describing usually comes from tools that <em>guess<\/em> what the founder wants. Denovo doesn’t guess \u2014 it builds from the founder’s stated ICP, brand voice, and GTM preferences. When the system sends an outreach email, it sounds like <em>them<\/em> because they shaped the playbook. So there’s less “what did the AI do while I was gone” and more “the AI did exactly what I would’ve done, 50 times faster.”<\/p>\n<p><strong>Where cleanup still happens:<\/strong> product descriptions for niche or technical items, and responses to edge-case customer questions. Those still get flagged for human input. We’d rather surface a decision than ship something wrong.<\/p>\n<p>The metric we track internally: <strong>founder override rate.<\/strong> How often does a founder change what the agent did? For our best e-commerce users, it’s under 10% by month two. That’s the signal that the system is actually reducing work, not creating it.<\/p>\n<p>What’s the specific e-commerce workflow you’d stress-test first? \ud83d\udc40<\/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>Is this managed by denovo itself?<\/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\/@bibin765\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bibin765<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/denovo?comment=5262010\" target=\"_blank\" rel=\"noopener\">yes<\/a>. #dogfooding<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bibin765\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bibin765<\/a> Yes! <\/p>\n<p><strong>Denovo knows your business.<\/strong> It has the context and memory around what you build every day, so I am using it to answer any question without having to provide additional context. I use it every day to run Denovo itself! <\/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>eels like dev infra mixed with ai workflows but not 100% sure. what\u2019s the primary use case people land on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shaumik_kanvinde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaumik_kanvinde<\/a> <strong>Totally fair read \u2014 let me sharpen it for you.<\/strong><\/p>\n<p>Denovo automatically creates your full-stack web application, deploying containers or managing CI\/CD. And it has more than 1000 AI workflows integrated. <\/p>\n<p>However, we are not dev infra or another AI workflow builder. <\/p>\n<p><strong>The simplest way to think about it:<\/strong> You have a business idea. You tell Denovo. It builds the entire startup around it \u2014 and then runs it.<\/p>\n<p>Here’s what that actually means, based on what our <strong>10,000+ projects<\/strong> are doing:<\/p>\n<p><strong>The primary use case is: “I have an idea, I have no team, I want to launch.”<\/strong><\/p>\n<p>The #1 thing people land on is the <strong>idea \u2192 operational business<\/strong> pipeline. You describe your concept and the AI co-founder builds your:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcca Business plan & financial projections<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfa8 Full brand identity (logo, colors, typography)<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcd1 Investor-ready pitch deck<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf10 Full stack web application<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc8 Then it <em>autonomously<\/em> runs your go-to-market \u2014 posts content, sends outreach, generates leads, follows up<\/p>\n<\/li>\n<\/ul>\n<p><strong>What our users are actually building:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>E-commerce<\/strong> \u2014 biggest category. Solo founders launching DTC brands without hiring a designer, marketer, or developer.<\/p>\n<\/li>\n<li>\n<p><strong>SaaS<\/strong> \u2014 founders validating and launching software products, using the pitch deck + financials to raise.<\/p>\n<\/li>\n<li>\n<p><strong>Marketplaces<\/strong> \u2014 two-sided platforms getting validated fast before committing to a full build.<\/p>\n<\/li>\n<\/ul>\n<p><strong>But founders are using Denovo even to build and run a restaurant! <\/strong><\/p>\n<p><strong>The “aha moment” for most users:<\/strong> it’s not the generation \u2014 it’s waking up to new leads in their inbox that the agent captured overnight. That’s when it stops feeling like “another AI tool” and starts feeling like having a co-founder who never sleeps.<\/p>\n<p>So less dev infra, more <strong>“business-in-a-box that actually operates.”<\/strong> Does that land clearer? What kind of project would you throw at it? \ud83d\udc40<\/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\">Tried it out. Love the vauluation number at top as it grasps the magnitude of the idea. Any points how to get the revenue? I noticed an annoying issue on mobile. I can\u2019t get back to the main menu. I only see workspace of the idea or chat.<\/div>\n<div class=\"comment-actions\">\n<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\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> Thank you, Bart! You can click on the Financial Model and see the Revenue Projections for the next 3 years! Also, we just shipped a fix, so you should be able to see the menu from mobile. Thank you so much for this 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<\/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\/6KERPELGMR26RQ\" class=\"app-title\">GLM-5V-Turbo<\/a><\/p>\n<div class=\"one-liner\">Vision-to-code foundation model for real GUI automation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">191<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GLM-5V-Turbo\u662f\u4e00\u6b3e\u89c6\u89c9\u5230\u4ee3\u7801\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u7406\u89e3\u622a\u56fe\u3001\u8bbe\u8ba1\u7a3f\u3001\u89c6\u9891\u7b49\u89c6\u89c9\u4fe1\u606f\uff0c\u76f4\u63a5\u751f\u6210\u53ef\u8fd0\u884c\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5c06\u89c6\u89c9\u8bbe\u8ba1\u8f6c\u5316\u4e3a\u529f\u80fd\u4ee3\u7801\u3001\u754c\u9762\u81ea\u52a8\u5316\u4ee5\u53ca\u57fa\u4e8e\u89c6\u89c9\u53cd\u9988\u8fdb\u884c\u8c03\u8bd5\u65f6\u7684\u7e41\u7410\u548c\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/057f6725-4794-45f9-8e40-3e3392fbbac8.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\/59b34c96-0c12-41ba-9178-5b774a918708.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\/300889b1-f1bf-40b0-b1e9-0af0b7f9cefd.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\/05697cab-9418-42ae-88f4-51ef9b35968e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=cY0CG07p3Y8\"><source src=\"https:\/\/www.youtube.com\/watch?v=cY0CG07p3Y8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">GUI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u770b\u5c4f\u5199\u7801\u201d\u7684\u7cbe\u51c6\u5b9a\u4f4d\u53ca\u4e0eClaude Code\u7b49\u4ee3\u7406\u7684\u6df1\u5ea6\u96c6\u6210\u6f5c\u529b\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u89c6\u9891\u8f6c\u4ee3\u7801\u7684\u5177\u4f53\u80fd\u529b\u8fb9\u754c\u3001\u5904\u7406\u590d\u6742\u771f\u5b9e\u7d20\u6750\uff08\u5982Figma\u5bfc\u51fa\uff09\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u4e0e\u7ade\u54c1\u7684\u6027\u80fd\u901f\u5ea6\u5bf9\u6bd4\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5176\u662f\u5426\u652f\u6301\u4ece\u8349\u56fe\u751f\u6210SVG\u7b49\u5b9e\u7528\u573a\u666f\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 GLM-5V-Turbo\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u63a8\u51fa\u4e86\u4e00\u6b3e\u65b0\u6a21\u578b\uff0c\u4e0d\u5982\u8bf4\u662fZ.ai\u5728\u62e5\u6324\u7684AI\u7f16\u7a0b\u8d5b\u9053\u4e2d\uff0c\u5c1d\u8bd5\u8fdb\u884c\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u573a\u666f\u5b9a\u4e49\u201d\u7a81\u56f4\u3002\u5b83\u907f\u5f00\u4e86\u4e0e\u901a\u7528\u4ee3\u7801\u5927\u6a21\u578b\u5728\u7eaf\u6587\u672c\u751f\u6210\u4e0a\u7684\u6b63\u9762\u8f83\u91cf\uff0c\u8f6c\u800c\u62bc\u6ce8\u201c\u89c6\u89c9\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u5c1a\u672a\u88ab\u5145\u5206\u7ed3\u6784\u5316\u7684\u5173\u952e\u9886\u57df\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u591a\u6a21\u6001\u201d\u7684\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5c06GUI\u754c\u9762\u3001\u8bbe\u8ba1\u7a3f\u3001\u751a\u81f3\u7528\u6237\u64cd\u4f5c\u89c6\u9891\u8fd9\u4e9b\u9ad8\u5ea6\u60c5\u5883\u5316\u3001\u975e\u7ed3\u6784\u5316\u7684\u89c6\u89c9\u4fe1\u606f\uff0c\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u5b9a\u4f4d\u4e3a\u53ef\u88ab\u76f4\u63a5\u7f16\u8bd1\u7684\u201c\u6e90\u4ee3\u7801\u201d\u3002\u8fd9\u76f4\u6307\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u4ece\u60f3\u6cd5\u5230\u4ea7\u54c1\uff0c\u6700\u8017\u65f6\u7684\u5f80\u5f80\u4e0d\u662f\u7f16\u5199\u4e1a\u52a1\u903b\u8f91\uff0c\u800c\u662f\u5c06\u89c6\u89c9\u4e0e\u4ea4\u4e92\u8bbe\u8ba1\u53cd\u590d\u201c\u7ffb\u8bd1\u201d\u6210\u4ee3\u7801\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u5176\u4e00\uff0c\u80fd\u529b\u53ef\u4fe1\u5ea6\uff1a\u201c\u89c6\u9891\u8f6c\u4ee3\u7801\u201d\u662f\u9769\u547d\u6027\u627f\u8bfa\u8fd8\u662f\u8425\u9500\u8bdd\u672f\uff1f\u662f\u52a8\u6001\u7406\u89e3\u5de5\u4f5c\u6d41\uff0c\u8fd8\u662f\u9759\u6001\u5e27\u5206\u6790\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u81ea\u52a8\u5316\u5de5\u5177\u8fd8\u662f\u9ad8\u7ea7\u622a\u56fe\u5de5\u5177\u3002\u5176\u4e8c\uff0c\u6027\u80fd\u4e0e\u5b9e\u7528\u6027\uff1a\u5728\u96c6\u6210\u81f3OpenClaw\u7b49\u5f3a\u8c03\u5feb\u901f\u54cd\u5e94\u7684\u4ee3\u7406\u5faa\u73af\u4e2d\uff0c\u901f\u5ea6\u77ed\u677f\u53ef\u80fd\u76f4\u63a5\u62b5\u6d88\u5176\u7406\u89e3\u4f18\u52bf\u3002\u5176\u4e09\uff0c\u751f\u6001\u4f4d\uff1a\u5b83\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u89c6\u89c9\u4e16\u754c\u4e0e\u4ee3\u7801\u4e16\u754c\u7684\u201c\u6865\u6881\u578b\u201d\u57fa\u7840\u6a21\u578b\uff0c\u4f46\u4e0a\u6e38\u9700\u5e94\u5bf9\u8bbe\u8ba1\u5de5\u5177\u7684\u6df7\u4e71\u5bfc\u51fa\uff0c\u4e0b\u6e38\u9700\u65e0\u7f1d\u5bf9\u63a5\u5404\u7c7b\u4ee3\u7801\u5e93\u4e0e\u4ee3\u7406\u6846\u67b6\uff0c\u8fd9\u8981\u6c42\u6781\u5f3a\u7684\u5de5\u7a0b\u5316\u4e0e\u751f\u6001\u9002\u914d\u80fd\u529b\uff0c\u8fdc\u975e\u6a21\u578b\u7cbe\u5ea6\u5355\u4e00\u7ef4\u5ea6\u53ef\u4ee5\u89e3\u51b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cGLM-5V-Turbo\u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u7684\u65b9\u5411\u2014\u2014\u5c06\u89c6\u89c9\u754c\u9762\u672c\u8eab\u7f16\u7a0b\u5316\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u9879\u201c\u6709\u8da3\u7684\u80fd\u529b\u6f14\u793a\u201d\uff0c\u6210\u957f\u4e3a\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5c06\u7280\u5229\u7684\u573a\u666f\u5b9a\u4f4d\uff0c\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u9ad8\u6548\u4e14\u6df1\u5ea6\u878d\u5165\u5f00\u53d1\u95ed\u73af\u7684\u5177\u4f53\u89e3\u51b3\u65b9\u6848\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662fAI\u7f16\u7801\u519b\u5907\u7ade\u8d5b\u4e2d\uff0c\u53c8\u4e00\u4e2a\u4eae\u70b9\u7a81\u51fa\u4f46\u96be\u4ee5\u624e\u6839\u7684\u201c\u6280\u672f\u5947\u89c2\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\">GLM-5V-Turbo<\/span>\n <\/div>\n<div class=\"comment-content\">GLM-5V-Turbo is Z.AI’s first multimodal coding model. It understands images, video, files, and UI layouts, then turns that visual context into runnable code, debugging help, and stronger agent workflows with Claude Code and OpenClaw.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>GLM-5V-Turbo is one of the more interesting coding model releases lately because it is not just “vision added onto a code model.” <a href=\"https:\/\/www.producthunt.com\/products\/z-ai\" target=\"_blank\" rel=\"noopener\">@Z.ai<\/a> is clearly positioning it as a <strong><em>native multimodal coding model<\/em><\/strong> that can understand screenshots, design drafts, videos, document layouts, and real interfaces, then <strong><em>turn that into code, debugging, and action.<\/em><\/strong><\/p>\n<p>“Seeing the screen and writing the code” is a very real workflow, and GLM-5V is built exactly for that. <\/p>\n<p>It is also deeply adapted for <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> style loops, which makes it feel much more relevant than a generic VLM with some coding demos on top.<\/p>\n<p>Try it on <a href=\"https:\/\/chat.z.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">chat.z.ai<\/a> or plug in the <a href=\"https:\/\/docs.z.ai\/guides\/vlm\/glm-5v-turbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">official API<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Congratulations on the launch. Have you seen it handle messy real-world Figma exports or video demos yet, and how does it compare to Claude Code loops on accuracy for those?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>few months ago, <a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a> announced Opus 4.5 and <a href=\"https:\/\/www.producthunt.com\/p\/claude\/poll-did-anthropic-win-the-ai-coding-race\" target=\"_blank\" rel=\"noopener\">we thought they won the AI coding race<\/a>. then <a href=\"https:\/\/www.producthunt.com\/products\/minimax\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"minimax\" target=\"_blank\" rel=\"noopener\">@MiniMax<\/a> released <a href=\"https:\/\/www.producthunt.com\/p\/minimax\/minimax-m2-7-vs-claude-opus-4-6\" target=\"_blank\" rel=\"noopener\">M2.7<\/a>, and now GLM-5V-Turbo by <a href=\"https:\/\/www.producthunt.com\/products\/z-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"z-ai\" target=\"_blank\" rel=\"noopener\">@Z.ai<\/a>. <\/p>\n<\/p>\n<p>open source is so back.<\/p>\n<\/p>\n<p>pro tip: you can experiment with this new model with <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/kiloclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kiloclaw\" target=\"_blank\" rel=\"noopener\">@KiloClaw<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “video \u2192 runnable code” claim is the one I want to pull on. Are we talking about screen recordings of a UI workflow, where the model watches what a user does and generates automation code from that? Or is video support more like “static frames extracted and analyzed sequentially”? Those are very different capabilities with very different use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I was so executed for this to launch, so I tried it on my OpenClaw and it is still really slow compared to other models. Truly disappointing to say the least.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks exciting! we struggle with creating vector diagrams that we can embed in website. generally they start with a sketch on paper and now we want to put them on our website. right now the process is very cumbersome. can the model help with sketch-in -> .svg-out ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LHHG2E4JCBD47F\" class=\"app-title\">Cosyra<\/a><\/p>\n<div class=\"one-liner\">Run AI coding agents from your phone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosyra\u662f\u4e00\u6b3e\u79fb\u52a8\u4e91\u7ec8\u7aef\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5728\u624b\u673a\u4e0a\u8fd0\u884cClaude Code\u7b49AI\u7f16\u7a0b\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u79bb\u5f00\u684c\u9762\u540eAI\u7f16\u7801\u4ee3\u7406\u8fdb\u7a0b\u4e2d\u65ad\u3001\u65e0\u6cd5\u53ca\u65f6\u4ea4\u4e92\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u968f\u65f6\u968f\u5730\u5bf9AI\u7f16\u7a0b\u4efb\u52a1\u8fdb\u884c\u76d1\u7763\u548c\u6307\u5bfc\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b08fae19-3b75-42ba-9665-ceb63819148b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/075343d5-22e4-46e4-80a8-4b525b7015cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/911539fc-fb61-4895-b0d8-8f00f8f913cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba81ea02-9718-46d3-8ffa-3dc0c799ca5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14a4aad2-592e-4a88-810c-f04b9ccb0224.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5743dd70-33ff-4ce2-a7be-5184486121e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/324c1bd4-825b-4c9b-a708-4aaacae4767f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ac72f43-d851-4975-8002-03a450c414da.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\/867f4835-3b75-49e1-9aa5-7fed4b903670.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1KAjL5z7xTA\"><source src=\"https:\/\/www.youtube.com\/watch?v=1KAjL5z7xTA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79fb\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u624b\u673a\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86AI\u4ee3\u7406\u7b49\u5f85\u8f93\u5165\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u5bf9\u79fb\u52a8\u76d1\u7763\u3001\u5f02\u6b65\u4f1a\u8bdd\u3001\u901a\u77e5\u529f\u80fd\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8de8\u8bbe\u5907\u4f1a\u8bdd\u540c\u6b65\u3001\u534f\u4f5c\u529f\u80fd\u3001\u79fb\u52a8\u7aef\u8f93\u5165\u4f53\u9a8c\u3001\u5b89\u5168\u7ec6\u8282\uff08\u52a0\u5bc6\u3001\u5bc6\u94a5\u7ba1\u7406\uff09\u3001Git\u5de5\u4f5c\u6d41\u652f\u6301\u4ee5\u53ca\u957f\u4efb\u52a1\u5904\u7406\u673a\u5236\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 Cosyra\u5e76\u975e\u4e00\u4e2a\u65e8\u5728\u8ba9\u7528\u6237\u5728\u624b\u673a\u4e0a\u201c\u5199\u4ee3\u7801\u201d\u7684\u4f2a\u9700\u6c42\u4ea7\u54c1\uff0c\u5176\u771f\u6b63\u7684\u6d1e\u5bdf\u5728\u4e8e\u7cbe\u51c6\u6355\u6349\u4e86AI\u539f\u751f\u5f00\u53d1\u8303\u5f0f\u4e0b\u7684\u65b0\u75db\u70b9\u4e0e\u65b0\u573a\u666f\u3002\u968f\u7740Claude Code\u7b49\u4ee3\u7406\u5de5\u5177\u7684\u666e\u53ca\uff0c\u5f00\u53d1\u8005\u7684\u89d2\u8272\u6b63\u4ece\u201c\u7f16\u7801\u8005\u201d\u8f6c\u5411\u201c\u76d1\u7763\u8005\u4e0e\u63d0\u793a\u8005\u201d\uff0c\u6838\u5fc3\u4ea4\u4e92\u4ece\u9ad8\u9891\u952e\u76d8\u6572\u51fb\u53d8\u4e3a\u4f4e\u9891\u3001\u9ad8\u610f\u56fe\u7684\u6307\u4ee4\u8f93\u5165\u3002Cosyra\u5c06\u4ee3\u7406\u8fd0\u884c\u73af\u5883\u79fb\u81f3\u4e91\u7aef\uff0c\u624b\u673a\u7aef\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u4ea4\u4e92\u754c\u9762\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u201cAI\u7f16\u7a0b\u8fdb\u7a0b\u201d\u4e0e\u201c\u7269\u7406\u8bbe\u5907\u201d\u89e3\u8026\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u5f00\u53d1\u8fdb\u7a0b\u7684\u201c\u6301\u4e45\u5316\u201d\u4e0e\u201c\u79fb\u52a8\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u5229\u7528\u79fb\u52a8\u8bbe\u5907\u7684\u5373\u65f6\u6027\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u963b\u585e\u7b49\u5f85\u201d\u95ee\u9898**\uff0c\u901a\u8fc7\u901a\u77e5\u673a\u5236\u5b9e\u73b0\u5f02\u6b65\u54cd\u5e94\uff0c\u91ca\u653e\u4e86\u5f00\u53d1\u8005\u65f6\u95f4\uff1b\u4e8c\u662f**\u5f00\u521b\u4e86\u201c\u79fb\u52a8\u4f18\u5148\u201d\u7684AI\u8f85\u52a9\u5f00\u53d1\u573a\u666f**\uff0c\u5982\u901a\u52e4\u3001\u788e\u7247\u5316\u65f6\u95f4\u5229\u7528\u3001\u7d27\u6025\u7ebf\u4e0a\u95ee\u9898\u5904\u7406\u7b49\uff0c\u8fd9\u5e76\u975e\u8981\u53d6\u4ee3\u684c\u9762\u5f00\u53d1\uff0c\u800c\u662f\u5bf9\u6838\u5fc3\u5de5\u4f5c\u6d41\u7684\u6709\u6548\u5ef6\u4f38\u548c\u8865\u5145\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c\u5176\u4ef7\u503c\u4e0eAI\u4ee3\u7406\u81ea\u8eab\u80fd\u529b\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b58\u5728\u6280\u672f\u4f9d\u8d56\u98ce\u9669\uff1b\u5176\u6b21\uff0c\u4ece\u201c\u79fb\u52a8\u76d1\u7763\u201d\u5230\u201c\u79fb\u52a8\u6df1\u5ea6\u53c2\u4e0e\u201d\u7684\u4f53\u9a8c\u9e3f\u6c9f\u4f9d\u7136\u5b58\u5728\uff0c\u590d\u6742\u8c03\u8bd5\u3001\u4ee3\u7801\u5ba1\u67e5\u7b49\u573a\u666f\u5728\u79fb\u52a8\u7aef\u7684\u53ef\u884c\u6027\u5b58\u7591\uff1b\u6700\u540e\uff0c\u5b89\u5168\u4e0e\u6210\u672c\u662f\u60ac\u4e8e\u5934\u9876\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002\u4f5c\u4e3a\u4e91\u670d\u52a1\uff0c\u5982\u4f55\u957f\u671f\u4fdd\u969c\u4ee3\u7801\u6570\u636e\u5b89\u5168\u3001\u63a7\u5236\u8ba1\u7b97\u6210\u672c\u5e76\u7ef4\u6301\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5c06\u662f\u6bd4\u529f\u80fd\u8fed\u4ee3\u66f4\u4e25\u5cfb\u7684\u8003\u9a8c\u3002Cosyra\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728AI\u4ee3\u7406\u8fdb\u5316\u4e0e\u79fb\u52a8\u5de5\u4f5c\u6d41\u5851\u9020\u7684\u4ea4\u53c9\u70b9\u4e0a\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\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\">Cosyra<\/span>\n <\/div>\n<div class=\"comment-content\">Cosyra is a mobile cloud terminal for AI development. Run Claude Code, Codex CLI, and Gemini CLI directly from your phone. Build with AI agents anywhere – no laptop or remote desktop required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt<\/p>\n<\/p>\n<p>My name is Adam, co-founder of Cosyra. Cosyra lets you code from your phone, no laptop required.<\/p>\n<\/p>\n<p>When terminal coding agents started popping off last year, I found myself prompting, walking away, and then coming back, only to find that Claude Code had been waiting for input for some indeterminable amount of time. Hence the phone solution.<\/p>\n<\/p>\n<p>I figured, why not put my agents on my phone so I can choose when and where I prompt.<\/p>\n<\/p>\n<p>It’s allowed me and 50 other developers to patch, build, audit, and do anything else your terminal agents can do on your home machine. You can switch between terminal sessions, integrate GitHub, and view your localhost server right from the webview, all without needing your home computer running.<\/p>\n<\/p>\n<p>We take security seriously. Your code and credentials are protected by default, with strong isolation and safeguards built into every environment.<\/p>\n<\/p>\n<p>Try it free for 7 days or 10 hours of usage, whichever comes first. We\u2019ve also got a Product Hunt promo for early adopters. We built this to be sustainable from day one.<\/p>\n<p>#CodeOnTheGo<\/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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> How do you handle potential latency or sync hiccups when switching between phone sessions and a full desktop setup, especially for longer audits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> This is seriously cool! Running AI coding agents like Claude Code or Gemini CLI right from my phone, no laptop needed!!That’s insane portability for AI development. I’m curious how comfortable it feels for more complex coding sessions without a proper keyboard. Still, the freedom probably outweighs it for most quick tasks. Definitely intrigued!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> Many congratulations on shipping this. The voice input feature for prompting agents is actually brilliant for mobile workflows. I’m wondering how you manage token refresh when agents are running those longer sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 smart wedge into mobile dev workflows.<br \/><a href=\"https:\/\/www.producthunt.com\/@adamroman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> are you planning collab features? like shared sessions or pair coding?<\/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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> <a href=\"https:\/\/www.producthunt.com\/@yurii_demchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yurii_demchenko<\/a> <\/p>\n<p>Appreciate your comment, Yurii!<\/p>\n<\/p>\n<p>Shared sessions and pair coding are genuinely on our radar. The container architecture actually makes this more tractable than it might seem. Because your environment is a persistent cloud Ubuntu instance, letting someone else connect to that same session is technically closer to tmux shared sessions than it is to building a full real-time collaboration layer from scratch.<\/p>\n<\/p>\n<p>Right now each user has their own isolated container, which is the right default for most people since your code and credentials stay completely private. But we have been seriously considering a “share this session” model, where you explicitly invite someone to join, similar to how you would share a tmux session on a remote server.<\/p>\n<\/p>\n<p>We are currently prioritizing the core solo developer experience, especially now that Android has just launched and iOS is live as well. But collaboration is a feature we want to build, and your question is a genuine signal that there is demand for it.<\/p>\n<\/p>\n<p>If you want to leave your contact in a comment or DM us, we will loop you in when we start testing it. The people who asked first tend to receive early access.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@yurii_demchenko yeah well said Debarshi. Currently just solo dev experience but collab is a great idea. There are so many improvements that we have in the pipeline and this is definitely one of them I\u2019m adding to the list \ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> <a href=\"https:\/\/www.producthunt.com\/@yurii_demchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yurii_demchenko<\/a> A mobile terminal that supports multiple AI coding tools sounds very handy. Especially for quick edits, running scripts, or checking things on the go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Really interesting approach, Adam! Cosyra seems to solve the exact friction point of waiting on desktop agents by making coding sessions mobile-first. I\u2019m curious \u2014 how do you see mobile coding changing developer workflows long-term? Do you think it will become a primary way to build, or more of a companion to traditional setups?<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thanks Odeth! I appreciate the kind words. <\/p>\n<\/p>\n<p>It’s a very real possibility that it becomes the primary way for people to build. I was talking to someone the other day about a home renovation they were planning. The entire project was planned from their phone.. not a single laptop\/desktop was used. It could easily be the same way for developers with agents. The phone is unrivaled when it comes to convenience and portability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Happy launch! How do you handle long-running agent tasks on mobile without interruptions (background limits, disconnects, 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><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Thanks Davit! The agent runs in the cloud. So when you disconnect from the app, your agent will still be running. When you decide to reconnect, we will load the context back onto your phone screen so you can leave off as if nothing happened. We even send you notifications when your agent is waiting for input! Only if you opt-in of course. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 nails a real pain point. I run Claude Code constantly and the “walk away, come back to find it’s been waiting for 20 minutes” loop is so frustrating. Having push notifications for agent input requests is the killer feature here \u2014 that alone justifies going mobile.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@letian_wang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@letian_wang3<\/a> thank you that means a lot! I know it was definitely a pain point for me 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\">\n<p>Definitely trying this ASAP! With how fast everything is moving this would make me able to resume my progress even when I am out. One q: Since Cosyra clones the github repo is there any encryption at rest? If there is a data leakage (hope not, ever) will my codebase be safe?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@syaman thanks man! I\u2019m glad you see the use case. <\/p>\n<p>Yes your persistent data is encrypted at rest. Any secrets you add through our UI are encrypted at rest and in transit. With optional JIT injection to your dev environment.<\/p>\n<p>Additional security features we have in place are network isolation, proxies, container sandboxing and we handle authentication for your localhost preview so no one else can view it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The use case that immediately jumps out to me is kicking off a long-running agent task while away from your desk and then monitoring it from your phone. Not replacing desktop coding, but filling the gap when you’re between meetings and want something running. Does Cosyra handle async agent sessions that you can reconnect to, or is it more real-time only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Yes absolutely. You can pull your repo, start up claude code in the terminal, prompt, and have it run on our infrastructure while you do other things. You get to choose the tools you want to use, which for most people is Claude these days. <\/p>\n<p>For async sessions, you can create multiple terminal sessions in the sidebar each can run their own CLI agent independently. Again, no need to monitor them, we will send you a notification when they are waiting for input.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea, but I\u2019m not 100% sold yet, typing code on phone sounds… painful? \ud83d\ude05<br \/>Or is this more about supervising agents than actual coding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> <br \/>Thank you for your comment, Kate, and the honest answer is that you are right that typing codes character by character on a phone is painful. We agree completely. That is not the use case we are building for.<\/p>\n<\/p>\n<p>The shift that makes Cosyra make sense is AI coding agents. When you are working with Claude Code, you are not writing functions and loops manually. You are describing what you want. ” Refactor the auth middleware to handle token refresh.” The agent reads your codebase, makes the changes, runs the tests, and fixes what breaks. Your actual input is a sentence or two. We even built voice input so you can just speak the prompt out loud.<\/p>\n<\/p>\n<p>So the real workflow is supervision and steering, not typing. You review the agent’s actions, provide the next instruction, and make adjustments as necessary. That interaction is genuinely natural on a phone.<\/p>\n<\/p>\n<p>Currently, the people who benefit most from Cosyra are developers who already use Claude Code on their laptops and often find themselves wanting to continue working when their desks are not available. On-call engineers. People commuting. Someone who had an idea at 11pm and did not want to get up to find their laptop.<\/p>\n<\/p>\n<p>Does that reframe it at all? Happy to walk through a specific workflow if it would help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@kate_ramakaieva hey Kate! Agreed, typing code is less than ideal on the phone. You\u2019re spot on about the supervising agents part. Running Claude code, codex, or Gemini cli makes it a lot less painful and is my main reason for making this. <\/p>\n<p>Also, curious to hear your thoughts about how I can make it even less painful.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support Git workflows fully? Like branching, merging, resolving conflicts, etc. directly from mobile?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Yes, we have a git visualization UI so you can more easily reason about your worktree. I think the actual commands to create, switch, etc are best if prompted to your cli agent of choice. Although if you want to, you can type the commands out just like you would on your computer’s terminal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feature request: push notifications when a task completes or fails. That alone would make this a daily driver. Congrats on launching!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you. That feature is available today! All you have to do is opt in to notifications<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 are you handling secrets\/API keys? Is there a vault or env management system built 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Yes we store your secrets in a secure vault. Encrypted at rest with JIT env variable injection. Env variables are low risk, so those will just get loaded into your environment automatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you run multiple agents in parallel? Like Codex CLI and Gemini CLI at the same time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> For sure! Start codex in one tab and create a new terminal session in the side panel to spin up a parallel agent working on the same machine. Full terminal multiplexing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So when I am back at my desk, can I resume sessions started on my phone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chintant Not at the moment, unfortunately. Something I\u2019m going to add in the near future though<\/div>\n<div class=\"comment-actions\">\n<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\">@chintant thanks yeah you should be able to do that in the next week. It\u2019s #1 in our feature list. Hopefully it serves your use case!<\/div>\n<div class=\"comment-actions\">\n<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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2CGB3SHJUWQ2ZI\" class=\"app-title\">Mngr<\/a><\/p>\n<div class=\"one-liner\">Run 100s of Claude agents in parallel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mngr \u662f\u4e00\u4e2aCLI\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u5927\u89c4\u6a21\u3001\u5e76\u884c\u5730\u542f\u52a8\u548c\u7ba1\u7406AI\u667a\u80fd\u4f53\uff08\u5982Claude Code\uff09\uff0c\u7528\u4e8e\u81ea\u52a8\u5316\u6267\u884c\u5982\u4fee\u590d\u6d4b\u8bd5\u3001\u4e3a\u6bcf\u4e2a\u95ee\u9898\u521b\u5efaPR\u7b49\u91cd\u590d\u6027\u7f16\u7801\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u6216\u4e32\u884c\u64cd\u4f5c\u65e0\u6cd5\u5b9e\u73b0\u7684\u6d77\u91cf\u4efb\u52a1\u5e76\u884c\u5316\u4e0e\u534f\u8c03\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42b0dd4c-a361-4b08-b528-a15909a2e37b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba886ce2-de34-4f0c-87b5-6ceba9b2e3f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cb0c9c1-aa59-4eed-ba92-d9319ba2b540.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7da3d0d5-163e-47f4-927f-645c1a5e7922.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35cd22fc-0187-4cb7-8b4f-f72410606193.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b968fbc-1cec-4589-94ac-25407c705133.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\/0c4b189f-6ada-43af-9ff1-2469503b9b4f.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\/806dc3e0-7ccd-4093-82cf-019093d8e36f.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">CLI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210\u4e0e\u4fee\u590d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u591a\u667a\u80fd\u4f53\u72b6\u6001\u534f\u8c03\u4e0e\u51b2\u7a81\u89e3\u51b3\u3001\u4efb\u52a1\u8fc7\u7a0b\u53ef\u89c1\u6027\u4e0e\u8c03\u8bd5\u3001\u667a\u80fd\u4f53\u95f4\u4e0a\u4e0b\u6587\u5171\u4eab\u673a\u5236\uff0c\u4ee5\u53ca\u6210\u672c\u4e0e\u9650\u989d\u7ba1\u7406\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u4ea7\u54c1\u63d0\u4f9b\u57fa\u7840\u539f\u8bed\u800c\u975e\u56fa\u5316\u5de5\u4f5c\u6d41\uff0c\u901a\u8fc7\u6587\u4ef6\u64cd\u4f5c\u3001\u4e8b\u4ef6\u6d41\u3001\u6d88\u606f\u4f20\u9012\u7b49\u673a\u5236\u8d4b\u4e88\u7528\u6237\u7075\u6d3b\u6784\u5efa\u89e3\u51b3\u65b9\u6848\u7684\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mngr \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u7528\u4e8e\u5e76\u884c\u8fd0\u884c\u6570\u767e\u4e2aClaude\u667a\u80fd\u4f53\u7684CLI\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5176\u8bbe\u8ba1\u54f2\u5b66\uff1a\u5b83\u4e0d\u63d0\u4f9b\u201c\u4e00\u7ad9\u5f0f\u201d\u7684\u667a\u80fd\u4f53\u7f16\u6392\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u4e00\u5957\u6781\u7b80\u3001\u901a\u7528\u7684\u5e95\u5c42\u539f\u8bed\uff08\u5982\u4e8b\u4ef6\u6d41\u3001\u6587\u4ef6\u4f20\u8f93\u3001\u6d88\u606f\u4f20\u9012\uff09\u3002\u8fd9\u770b\u4f3c\u5c06\u590d\u6742\u6027\u95ee\u9898\u629b\u7ed9\u4e86\u7528\u6237\uff0c\u5b9e\u5219\u662f\u5bf9\u5f53\u524d\u5feb\u901f\u6f14\u8fdb\u7684AI\u667a\u80fd\u4f53\u751f\u6001\u7684\u4e00\u79cd\u6df1\u523b\u6d1e\u5bdf\u548c\u201c\u9000\u8ba9\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u80fd\u529b\u6708\u5f02\u65e5\u65b0\u7684\u5f53\u4e0b\uff0c\u4efb\u4f55\u8bd5\u56fe\u56fa\u5316\u4e0a\u5c42\u5de5\u4f5c\u6d41\u6216\u534f\u8c03\u903b\u8f91\u7684\u6846\u67b6\u90fd\u53ef\u80fd\u8fc5\u901f\u8fc7\u65f6\u3002Mngr \u9009\u62e9\u5c06\u7a33\u5b9a\u6027\u5efa\u7acb\u5728\u201c\u667a\u80fd\u4f53\u4f5c\u4e3a\u53ef\u7f16\u7a0b\u8fdb\u7a0b\u201d\u8fd9\u4e00\u5e95\u5c42\u62bd\u8c61\u4e0a\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8f7b\u91cf\u3001\u4e00\u81f4\u7684\u7ba1\u7406\u754c\u9762\uff08\u65e0\u8bba\u672c\u5730\u3001Modal\u6216Docker\uff09\uff0c\u786e\u4fdd\u542f\u52a8\u3001\u76d1\u63a7\u3001\u4ea4\u4e92\u7684\u57fa\u7840\u8bbe\u65bd\u7a33\u5b9a\u53ef\u9760\u3002\u8fd9\u8ba9\u5f00\u53d1\u8005\u80fd\u591f\u81ea\u7531\u5730\u3001\u4ee5\u4ee3\u7801\u7684\u5f62\u5f0f\u5b9a\u4e49\u81ea\u5df1\u7684\u534f\u8c03\u903b\u8f91\uff0c\u4ece\u800c\u6784\u5efa\u51fa\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u3001\u5e76\u80fd\u968f\u6a21\u578b\u80fd\u529b\u8fdb\u5316\u800c\u7075\u6d3b\u8c03\u6574\u7684\u590d\u6742\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u63d0\u4f9b\u539f\u8bed\u201d\u7684\u7b56\u7565\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u9884\u8bbe\u4e86\u4f7f\u7528\u8005\u5177\u5907\u8f83\u9ad8\u7684\u5de5\u7a0b\u67b6\u6784\u80fd\u529b\uff0c\u5c06\u72b6\u6001\u4e00\u81f4\u6027\u3001\u51b2\u7a81\u89e3\u51b3\u3001\u6210\u672c\u63a7\u5236\u7b49\u6838\u5fc3\u6311\u6218\u8f6c\u79fb\u7ed9\u4e86\u7528\u6237\u793e\u533a\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u70ed\u70c8\u8ba8\u8bba\u53ef\u4ee5\u770b\u51fa\uff0c\u8fd9\u65e2\u662f\u5176\u5438\u5f15\u9ad8\u9636\u5f00\u53d1\u8005\u7684\u9b45\u529b\u6240\u5728\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u666e\u53ca\u7684\u4e3b\u8981\u95e8\u69db\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u8d4b\u4e88\u5f00\u53d1\u8005\u5f3a\u5927\u80fd\u529b\u7684\u201c\u5229\u5668\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5f00\u7bb1\u5373\u7528\u7684\u201c\u4ea7\u54c1\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u6781\u5927\u4f9d\u8d56\u4e8e\u5176\u4e0a\u80fd\u5426\u751f\u957f\u51fa\u4e00\u4e2a\u7e41\u8363\u7684\u3001\u5171\u4eab\u6700\u4f73\u5b9e\u8df5\u4e0e\u5de5\u4f5c\u6d41\u6a21\u7248\u7684\u751f\u6001\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\">Mngr<\/span>\n <\/div>\n<div class=\"comment-content\">Mngr is a CLI tool for programmatically spinning up coding agents at any scale. It lets you compose workflows\u2014fix all my tests, open PRs for every issue, validate every use case\u2014and run them repeatedly. Run 1. Run 100s. See all your agents, and if they’re blocked on you. Connect to any agent mid-task to ask a question or debug it. Agents start in under 2 seconds and shut down when idle. The same commands work with any agent harness, running locally, on Modal, or in Docker. Free and open-source.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kanjun here, one of the founders of <a href=\"https:\/\/www.producthunt.com\/products\/imbue-7\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"imbue-7\" target=\"_blank\" rel=\"noopener\">@Imbue<\/a> (the team behind mngr). <\/p>\n<\/p>\n<p>Internally, we run 100s of parallel Claude Code sessions all doing useful work. It’s been wild \u2014 we just say “for each flaky test in the past week, fix it” or “for each Linear ticket, create a PR”. <\/p>\n<\/p>\n<p><strong>mngr<\/strong> is the CLI tool that makes it possible, and we’re open sourcing it today because we believe that open agents must win over closed platforms for humans to live freely in our AI future.<\/p>\n<\/p>\n<p>Hope you give it a spin, find it useful, and star it on Github if you like it!<\/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>Running agents at scale is the easy part to imagine. The harder problem is state coherence across the swarm \u2014 what happens when agent 47 and agent 12 reach conflicting conclusions about the same codebase and neither is obviously wrong.<\/p>\n<\/p>\n<p>Does Mngr expose any shared state or consensus layer, or is resolution left entirely to the orchestrating workflow?<\/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\/@ivaylotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylotz<\/a> I actually ran into exactly this problem and it’s easy to use mngr primitives to resolve those:<\/p>\n<ul>\n<li>\n<p>You can pull the Git branches of multiple agents onto one place with `mngr pull`. (If you’re running agents locally, you can skip this entirely because mngr uses Git worktrees by default for local agents)<\/p>\n<\/li>\n<li>\n<p>Then just `mngr create` another agent, asking it to resolve conflicts from these two branches<\/p>\n<\/li>\n<\/ul>\n<p>The interesting property about `mngr` is that it’s kind of agnostic of what you’re doing with your agents – they don’t have to be coding agents at all – but it gives you enough primitives to just trivially build your multi-agent workflow. I believe having general primitives is better than having specialized workflows – the latter will be obsolete when the next model comes out, but the former will not!<\/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 parallel agents at this scale is genuinely interesting. The hard part I keep running into isn’t starting agents – it’s knowing when they’re done, stuck, or drifted from intent. How does Mngr handle that? Is there any visibility into what’s actually happening across the swarm, or is it more fire-and-forget?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Yes that is a very good point, I also wonder about that. Also, does Mngr handle agent-specific logging so I can debug which agent is driven off-track?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Mngr has builtin tracking for the basic lifecycle of an agent – running, waiting for your input, stopped, etc.. If that suffices for you, there’s nothing more you need to do. But the nice thing about `mngr` is that it’s very flexible and scriptable, so you are free to build your domain-specific tracking mechanism however you like! Some approaches I’m aware of are:<\/p>\n<ul>\n<li>\n<p>You can let the agents report their own state to a central place by e.g. making some HTTP requests – it’s easy to control what credentials each agent has access to, just do something like `mngr create foo –env KEY=value`<\/p>\n<\/li>\n<li>\n<p>You can let the agents write their outcome to a file, and then download the file using `mngr file` or `mngr pull`.<\/p>\n<\/li>\n<li>\n<p>You can let them write to mngr’s event stream and watch for those events using `mngr event`.<\/p>\n<\/li>\n<li>\n<p>You can also just tell the agent itself to message another agent using `mngr message`. This is trivially easy for local agents, although I haven’t tried it for remote agents.<\/p>\n<\/li>\n<\/ul>\n<p>Mngr gives you primitives, not pre-packaged workflows. Just build whatever workflow you want!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just ran 6 parallel Claude agents today for a launch strategy analysis.<\/p>\n<p>The bottleneck is always orchestration, not the model. Curious how you handle context sharing between agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cyberseeds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyberseeds<\/a> It’s up to you how you want to solve it! Mngr is not “one orchestration framework for everything”, but it gives you simple but powerful primitives that make this really easy:<\/p>\n<ul>\n<li>\n<p>There’s an event stream mechanism, so you can let an agent put stuff on the event stream and let another agent monitor it.<\/p>\n<\/li>\n<li>\n<p>You can transfer files with `mngr pull`, `mngr push` and `mngr file`.<\/p>\n<\/li>\n<li>\n<p>You can message an agent with `mngr message`. You can even let one agent message another (it’s a lot of fun watching them talk to each other)<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Does it have any limit managemnt – ie maximizing AI subscription limits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@k_piotr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k_piotr<\/a> it currently doesn’t have anything built-in right now, but it’s on the roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is useful! can I set token \/ dollar \/ time budgets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NSQXA3FJSHM7WS\" class=\"app-title\">tama96<\/a><\/p>\n<div class=\"one-liner\">A Tamagotchi for your desktop, terminal, and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">126<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u53ef\u8fd0\u884c\u4e8e\u684c\u9762\u3001\u7ec8\u7aef\uff0c\u5e76\u80fd\u88abAI\u667a\u80fd\u4f53\u7f16\u7a0b\u5582\u517b\u7684\u7535\u5b50\u5ba0\u7269\uff0c\u4e3a\u5f00\u53d1\u8005\u4e0eAI\u5b9e\u9a8c\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6000\u65e7\u4e0e\u79d1\u6280\u878d\u5408\u7684\u6570\u5b57\u966a\u4f34\u4e0e\u81ea\u52a8\u5316\u6d4b\u8bd5\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b634915-00f8-4f5a-b562-a902285b92ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f78ff97c-3771-4c8b-aff9-2be71247470c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef9e710b-356e-426c-a2e0-e1f78a5b05f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c70dbc6f-672b-4cd2-b177-d52dd1e597f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f86254c2-5ea3-4a89-8c9b-ac9a3c3a32af.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\/9c4c1f32-f89a-49dc-9ad8-ac6b3a8d2860.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/ZpUGw1TVFyY\"><source src=\"https:\/\/youtube.com\/shorts\/ZpUGw1TVFyY\" 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\">Free Games<\/span><br \/>\n <span class=\"tag\">Retro Games<\/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\">\u7535\u5b50\u5ba0\u7269<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Rust\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u5de7\u5999\u878d\u5408\u6000\u65e7\u4e0e\u524d\u6cbf\u6280\u672f\uff08MCP\u96c6\u6210\uff09\uff0c\u8ba4\u4e3a\u5176\u6743\u9650\u8bbe\u8ba1\u8003\u8651\u5468\u5168\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\u5ba0\u7269\u662f\u5426\u4f1a\u6b7b\u4ea1\uff08\u5f00\u53d1\u8005\u786e\u8ba4\u6709\u591a\u79cd\u6b7b\u4ea1\u673a\u5236\uff09\uff0c\u5e76\u63a2\u8ba8\u5176\u4f5c\u4e3a\u201c\u6784\u5efa\u539f\u751f\u201d\u5de5\u5177\u4e0e\u81ea\u52a8\u5316\u5b9e\u9a8c\u5e73\u53f0\u7684\u6f5c\u529b\uff0c\u597d\u5947AI\u4ee3\u7406\u957f\u671f\u7167\u987e\u5ba0\u7269\u7684\u8868\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n tama96\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u54111996\u5e74\u62d3\u9ebb\u6b4c\u5b50\u81f4\u656c\u7684\u684c\u9762\u5ba0\u7269\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u6b21\u5bf9\u201c\u4eba\u673a\u4ea4\u4e92\u754c\u9762\u201d\u4e0e\u201cAI\u4ee3\u7406\u884c\u52a8\u8fb9\u754c\u201d\u7684\u5de7\u5999\u5b9e\u9a8c\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u50cf\u7d20\u98ce\u60c5\u6000\uff0c\u800c\u5728\u4e8e\u5176\u6784\u5efa\u7684\u4e09\u5c42\u67b6\u6784\uff1a\u684c\u9762GUI\u63d0\u4f9b\u60c5\u611f\u5316\u5165\u53e3\uff0c\u7ec8\u7aefTUI\u8fce\u5408\u6781\u5ba2\u7684\u201c\u6784\u5efa\u539f\u751f\u201d\u4e60\u60ef\uff0c\u800cMCP\u670d\u52a1\u5668\u63a5\u53e3\u5219\u5c06\u5176\u4ece\u4e00\u4e2a\u5c01\u95ed\u73a9\u5177\uff0c\u964d\u7ef4\u6210\u4e86\u4e00\u4e2a\u53ef\u88abAI\u667a\u80fd\u4f53\u89c2\u6d4b\u4e0e\u64cd\u4f5c\u7684\u6807\u51c6\u5316\u73af\u5883\u2014\u2014\u4e00\u4e2a\u5b89\u5168\u7684\u201c\u6570\u5b57\u6c99\u76d2\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u89e3\u51b3\u4e86\u51e0\u4e2a\u6df1\u5c42\u75db\u70b9\uff1a\u5bf9\u4e8eAI\u5f00\u53d1\u8005\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f4e\u6210\u672c\u3001\u9ad8\u8da3\u5473\u6027\u7684\u667a\u80fd\u4f53\u6301\u7eed\u884c\u52a8\u4e0e\u51b3\u7b56\u6d4b\u8bd5\u5e73\u53f0\uff08\u5982\u201c\u80fd\u5426\u5728\u957f\u671f\u7f16\u8bd1\u4e2d\u4fdd\u4f4f\u5ba0\u7269\u6027\u547d\u201d\uff09\uff1b\u5bf9\u4e8e\u5de5\u5177\u751f\u6001\uff0c\u5b83\u793a\u8303\u4e86\u5982\u4f55\u901a\u8fc7\u6743\u9650\u4e0e\u901f\u7387\u9650\u5236\uff0c\u4e3a\u4e0d\u53d7\u63a7\u7684AI\u4ee3\u7406\u884c\u4e3a\u5b89\u88c5\u201c\u5239\u8f66\u7247\u201d\u3002\u4ea7\u54c1\u770b\u4f3c playful\uff0c\u5b9e\u5219\u4e25\u8083\u5730\u89e6\u78b0\u4e86AI\u65f6\u4ee3\u7684\u5173\u952e\u8bae\u9898\uff1a\u5f53\u667a\u80fd\u4f53\u5f00\u59cb\u4ecb\u5165\u6211\u4eec\u7684\u6570\u5b57\u73af\u5883\uff0c\u5982\u4f55\u8bbe\u8ba1\u51fa\u8ba9\u4eba\u7c7b\u653e\u5fc3\u3001\u53ef\u63a7\u7684\u4ea4\u4e92\u534f\u8bae\uff1ftama96\u7528\u5582\u517b\u7535\u5b50\u5ba0\u7269\u8fd9\u4e2a\u65e0\u98ce\u9669\u573a\u666f\uff0c\u5bf9\u4e0a\u8ff0\u95ee\u9898\u8fdb\u884c\u4e86\u4e86\u4e00\u6b21\u8f7b\u91cf\u800c\u6df1\u523b\u7684\u63a8\u6f14\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u6216\u8bb8\u4e0d\u53d6\u51b3\u4e8e\u5ba0\u7269\u9500\u91cf\uff0c\u800c\u5728\u4e8e\u5176\u201c\u684c\u9762-TUI-MCP\u201d\u6a21\u5f0f\u80fd\u5426\u6210\u4e3a\u8fde\u63a5\u4eba\u7c7b\u60c5\u611f\u3001\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e0eAI\u80fd\u529b\u7684\u65b0\u8303\u5f0f\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\">tama96<\/span>\n <\/div>\n<div class=\"comment-content\">Inspired by the 1996 Tamagotchi, now programmable by AI agents. Care for your pet via desktop, terminal, or MCP. Desktop: pixel LCD UI with clickable icons, system tray, background ticks, notifications, always on top so your pet stays visible. Terminal: standalone or connected client, single binary, zero dependencies. AI Agent: MCP server lets agents feed, play, and care for your pet with per action permissions and rate limits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">OMG. Congrats\u2026<br \/>\nI remember the day my Tamagotchi had died. Heard a bleep in the middle of the night, grabbed it and saw that X-X on it. Just because it pooped it\u2019s pants?? I cried so hard that i barely woke up and got prepared for the school. <\/p>\n<p>This time it can\u2019t die. Right? \ud83e\udd79<\/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\/@dumango\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dumango<\/a> \ud83d\ude41 Your pet can die from old age, neglect (hunger AND happiness at 0 for 12+ hours), untreated sickness, or baby snack overfeeding (5+).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@siegerts \ud83e\udee0\ud83e\udee1<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt Community!<\/p>\n<p>I rebuilt Tamagotchi\u2026but made it programmable by AI agents.<\/p>\n<p>Inspired by the 1996 original Tamagotchi. Your care choices shape who your pet becomes! A virtual pet for your desktop, terminal, or AI agents. <\/p>\n<p>You can monitor and care for your pet using the desktop app, terminal app, or MCP.<\/p>\n<p><strong>Desktop app<\/strong> – Pixel LCD display with clickable icons. System tray, background ticks, desktop notifications. Always-on-top so your pet stays visible.<\/p>\n<p><strong>Terminal app<\/strong> – Runs standalone or connects to the desktop app as a client. Single binary, zero dependencies.<\/p>\n<p><strong>AI Agent (like OpenClaw) <\/strong>– The bundled MCP server lets AI tools feed, play with, and care for your pet. Per-action permissions and rate limits keep things under control.<\/p>\n<p>Created with <a href=\"https:\/\/kiro.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kiro<\/a>, Rust, and Tauri. Download or clone and run your own. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP server integration is what makes this more than a nostalgia project. Everything in the terminal is about output and productivity, so building something in that space that’s deliberately playful is a cool design decision. I’d actually want to see what happens when an agent tries to keep the pet alive during a long 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\/@juelz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juelz<\/a> Only one way to find out \ud83d\ude42 Thanks for the comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that this works as both a nostalgic desktop toy AND a serious dev tool. we’ve been building MCP servers for healthcare data, but using one for pet care is genuinely clever. the permission system for agent actions is a nice touch – shows you’ve thought through the chaos agents can cause.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> That’s one of my favorite pieces actually! Gives the agent some guardrails without making the experience feel too complex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how this lives across desktop, terminal, and agents without forcing one interface.<\/p>\n<p>The terminal version in particular feels very \u201cbuilder-native.\u201d<br \/>Do you see most people using this as a fun side companion, or are you noticing more experimental\/automation-driven use cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luca_ardito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_ardito<\/a> Too soon to tell still. If anything, I think the desktop, TUI, and MCP pattern can be reused for other usecases and ideas 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>Interesting to see 2 similar launches (Tamagotchi concept) in one day. Love 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<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> which other?? virtual pets are in!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FW6JSW3QBODAFM\" class=\"app-title\">Nitro by Rocketlane<\/a><\/p>\n<div class=\"one-liner\">AI agents for modern service delivery<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nitro\u662f\u4e00\u6b3e\u5d4c\u5165Rocketlane\u5e73\u53f0\u7684AI\u667a\u80fd\u4f53\u5f15\u64ce\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u540e\u53f0\u8d44\u6e90\u7ba1\u7406\u3001\u4ea4\u4ed8\u6cbb\u7406\u4e0e\u9879\u76ee\u6587\u6863\u7b49\u5de5\u4f5c\uff0c\u4e3aSaaS\u3001IT\u3001\u54a8\u8be2\u548c\u6cd5\u5f8b\u7b49\u4e13\u4e1a\u670d\u52a1\u56e2\u961f\u89e3\u51b3\u4f9d\u8d56\u4eba\u5de5\u6551\u706b\u3001\u6548\u7387\u4f4e\u4e0b\u53ca\u6536\u5165\u6f0f\u635f\u7b49\u7ed3\u6784\u6027\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a74625c-0eaf-4171-ae43-0f3837927bc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/630c4fc0-4264-485e-8ee0-00c6fe2eb183.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\/ea36bcba-6e1f-445e-b5f5-825bcf4fa12a.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\/908c4b14-d95b-47c7-ba19-68bdcf6ff831.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\/f509917f-b75c-4aaf-b27e-aeaf27eff022.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\/9267bb0d-6216-402d-8faf-7792ff0f1f17.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\/e773a95a-62b1-48cd-a9c4-4f2b18509677.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/murT2SGYjUU\"><source src=\"https:\/\/youtu.be\/murT2SGYjUU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">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\">\u670d\u52a1\u4ea4\u4ed8\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u56de\u6536<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u670d\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\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\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u201c\u8ffd\u67e5\u7f3a\u5931\u5de5\u65f6\u5355\u548c\u672a\u5f00\u7968\u5de5\u65f6\u201d\u529f\u80fd\u4ed8\u8d39\u610f\u613f\u5f3a\u70c8\uff0c\u8be2\u95ee\u5177\u4f53\u5b9e\u73b0\u673a\u5236\uff1b2. \u5173\u5fc3\u667a\u80fd\u4f53\u81ea\u4e3b\u6027\u7a0b\u5ea6\u80fd\u5426\u8c03\u8282\u81f3\u5b8c\u5168\u81ea\u52a8\u5316\uff1b3. \u8d28\u7591\u667a\u80fd\u4f53\u5904\u7406\u6d41\u7a0b\u5916\u5f02\u5e38\u60c5\u51b5\u7684\u80fd\u529b\uff0c\u5b98\u65b9\u56de\u590d\u79f0\u8bbe\u6709\u4eba\u5de5\u5e72\u9884\u73af\u8282\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 Nitro\u6240\u6807\u699c\u7684\u201c\u73b0\u4ee3\u670d\u52a1\u4ea4\u4ed8AI\u667a\u80fd\u4f53\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u4e13\u4e1a\u670d\u52a1\uff08PS\uff09\u884c\u4e1a\u5e95\u5c42\u5de5\u4f5c\u7ed3\u6784\u7684\u6fc0\u8fdb\u91cd\u6784\u5c1d\u8bd5\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u53c8\u4e00\u6b3e\u201cAI\u526f\u9a7e\u9a76\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528\u667a\u80fd\u4f53\u53d6\u4ee3\u800c\u975e\u8f85\u52a9\u4eba\u7c7b\u6267\u884c\u90a3\u4e9b\u672c\u4e0d\u8be5\u7531\u9ad8\u6210\u672c\u4eba\u529b\u5b8c\u6210\u7684\u673a\u68b0\u6027\u5de5\u4f5c\u2014\u2014\u5982\u8ffd\u67e5\u5de5\u65f6\u3001\u914d\u7f6e\u73af\u5883\u3001\u8fc1\u79fb\u6570\u636e\u3002\u8fd9\u76f4\u6307\u4e13\u4e1a\u670d\u52a1\u884c\u4e1a\u957f\u671f\u5b58\u5728\u7684\u7ed3\u6784\u6027\u77db\u76fe\uff1a\u9876\u5c16\u4eba\u624d\u7684\u65f6\u95f4\u88ab\u5927\u91cf\u4f4e\u4ef7\u503c\u884c\u653f\u4efb\u52a1\u4fb5\u8680\uff0c\u800c\u7ba1\u7406\u5c42\u7684\u7cbe\u529b\u5219\u6d88\u8017\u5728\u8ffd\u6f0f\u548c\u6551\u706b\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u4e0e\u5176\u613f\u666f\u4e00\u6837\u9c9c\u660e\u3002\u9996\u5148\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u9884\u8bbe\u6d41\u7a0b\u7684\u5b8c\u5907\u6027\u3002\u6b63\u5982\u7528\u6237\u8d28\u7591\uff0c\u670d\u52a1\u4ea4\u4ed8\u4e2d\u5145\u6ee1\u201c\u672a\u8bb0\u5f55\u7684\u4f8b\u5916\u201d\uff0c\u667a\u80fd\u4f53\u4e00\u65e6\u9047\u963b\uff0c\u662f\u505c\u6ede\u8fd8\u662f\u80fd\u6709\u6548\u5347\u7ea7\u5904\u7406\uff1f\u5b98\u65b9\u201c\u4eba\u5de5\u4ecb\u5165\u201d\u7684\u56de\u590d\uff0c\u63ed\u793a\u4e86\u5f53\u524d\u9636\u6bb5\u4eba\u673a\u534f\u540c\u7684\u5fc5\u7136\u6027\uff0c\u4e5f\u6697\u793a\u4e86\u5b8c\u5168\u81ea\u52a8\u5316\u627f\u8bfa\u7684\u5c40\u9650\u6027\u3002\u5176\u6b21\uff0c\u4ece\u201c\u8f85\u52a9\u201d\u5230\u201c\u4ee3\u7406\u201d\u7684\u8f6c\u53d8\uff0c\u610f\u5473\u7740\u8d23\u4efb\u4e3b\u4f53\u7684\u6a21\u7cca\u5316\u3002\u5f53\u667a\u80fd\u4f53\u81ea\u52a8\u6267\u884c\u5982\u98ce\u9669\u9884\u8b66\u751a\u81f3\u53d1\u7968\u8d77\u8349\u65f6\uff0c\u5176\u51b3\u7b56\u7684\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\u5c06\u6210\u4e3a\u4f01\u4e1a\u5ba2\u6237\u7684\u6838\u5fc3\u5173\u5207\u3002\n <\/p>\n<p class=\"ai-content\">\n Nitro\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u670d\u52a1\u56e2\u961f\u7684\u201c\u4e0d\u516c\u5e73\u4f18\u52bf\u201d\uff0c\u4f46\u5176\u80fd\u5426\u89c4\u6a21\u5316\u5151\u73b0\uff0c\u5173\u952e\u5728\u4e8e\u667a\u80fd\u4f53\u5728\u590d\u6742\u3001\u975e\u6807\u51c6\u5316\u670d\u52a1\u573a\u666f\u4e2d\u7684\u9c81\u68d2\u6027\uff0c\u4ee5\u53ca\u5176\u4e0e\u73b0\u6709\u4f01\u4e1a\u6cbb\u7406\u3001\u5408\u89c4\u6846\u67b6\u7684\u878d\u5408\u6df1\u5ea6\u3002\u5b83\u5f00\u542f\u7684\u662f\u4e00\u573a\u5173\u4e8e\u201c\u4e13\u4e1a\u670d\u52a1\u4e2d\u4eba\u7c7b\u4ef7\u503c\u7a76\u7adf\u4f55\u5728\u201d\u7684\u8ba8\u8bba\uff0c\u4f46\u5176\u81ea\u8eab\u4ecd\u9700\u5728\u5b9e\u6218\u4e2d\u8bc1\u660e\uff0c\u5b83\u63d0\u4f9b\u7684\u662f\u771f\u6b63\u89e3\u653e\u751f\u4ea7\u529b\u7684\u201c\u667a\u80fd\u9aa8\u5e72\u201d\uff0c\u8fd8\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u4eba\u7c7b\u4e0d\u65ad\u201c\u6551\u706b\u201d\u7684\u590d\u6742\u7cfb\u7edf\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\">Nitro by Rocketlane<\/span>\n <\/div>\n<div class=\"comment-content\">Services delivery across SaaS, IT, agencies, and legal runs on heroics and firefighting. Nitro changes that. Embedded in Rocketlane, it deploys agents that automate: * Backoffice \u2014 resourcing, hunting missing timesheets and uninvoiced hours * Delivery \u2014 enforcing governance, surfacing real-time risks and opportunities * Work \u2014 documentation, migrations and configuration Nitro becomes your team’s unfair advantage \u2014 infinite eyes, hands, and memory \u2014 driving radical efficiency at scale.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re launching Nitro today on Product Hunt.<\/p>\n<p>I want to share a bit about why we built it, because the “what” is easier to explain than the “why.”<\/p>\n<\/p>\n<p>Over the last few years, I’ve seen hundreds of delivery teams at work. Across SaaS companies, consulting firms, agencies, legal shops.<\/p>\n<\/p>\n<p>And almost universally, the story is the same.<\/p>\n<p>Smart, capable teams. Buried in work that no longer requires humans. <\/p>\n<\/p>\n<p>Top product consultants filling timesheets, configuring environments, transforming data, creating hand-offs and design documents. <\/p>\n<p>Leaders spending energy chasing and verifying timesheets, dealing with escalations they didn\u2019t anticipate. <\/p>\n<\/p>\n<p>It’s not a people problem. It’s a structural one.<\/p>\n<p>AI was supposed to change this. And in some ways it has. But most of what’s been purpose-built for delivery teams is AI copilots that assist, suggest, summarize. <\/p>\n<p>That’s not enough.<\/p>\n<\/p>\n<p>PS teams are about to work very differently. Not incrementally differently. Fundamentally differently. <\/p>\n<\/p>\n<p>The real opportunity isn’t making your team faster at the same work. It’s changing what your team has to do in the first place.<\/p>\n<p>PS teams need their \u201cCursor\u201d moment. That’s what Nitro delivers.<\/p>\n<\/p>\n<p>Nitro is Rocketlane’s agentic engine. It automates project documentation, data migration, configuration work. It also manages resourcing, hunts missing timesheets and uninvoiced hours, enforces governance, creates and updates project plans, and surfaces risks and opportunities in real time. Not as a layer bolted on top. As part of how delivery actually runs.<\/p>\n<\/p>\n<p>The future PS team has humans and agents working side by side. Agents handle the heavy lifting. Humans focus on customers, alignment, and outcomes.<\/p>\n<\/p>\n<p>We’re just getting started. Nitro is live today and I’d genuinely love to hear from anyone building or leading a services team. What would change for you if the execution work just got done?<\/p>\n<\/p>\n<p>Sri <\/p>\n<p>Co-founder & CEO, <br \/>Rocketlane<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 “hunting missing timesheets and uninvoiced hours” use case is the one I’d actually pay for immediately. That’s pure revenue leakage that every services org has but nobody tracks systematically. How does the agent surface these \u2014 is it proactively pinging people, flagging in a dashboard, or actually drafting the invoices and waiting for human approval before sending?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool. Once you have an agent that pretty much works well almost all the time, can I switch the autonomy-level to make it completely autonomous?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 ‘modern service delivery’ framing is interesting – in my experience, client onboarding is one of those places where process debt hides really well. Until you try to hand it to an agent. Then every undocumented exception becomes a blocker. How are you handling cases where the agent hits something outside the expected flow – does it escalate or just stall?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> there is a human in the loop element to this. It will ask questions to get more inputs as needed. Also depends on each agent\u2019s designed experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DXSUKYNVYSOUZH\" class=\"app-title\">Wan 2.7-Image<\/a><\/p>\n<div class=\"one-liner\">Interactive pixel-level editing and consistent storyboards<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wan 2.7-Image\u901a\u8fc7\u4ea4\u4e92\u5f0f\u50cf\u7d20\u7ea7\u7f16\u8f91\u548c\u4e00\u6b21\u6027\u751f\u621012\u5f20\u9ad8\u5ea6\u4e00\u81f4\u7684\u5e8f\u5217\u56fe\u50cf\uff0c\u4e3a\u8bbe\u8ba1\u5e08\u3001\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u6784\u5efa\u6545\u4e8b\u677f\u3001\u7cfb\u5217\u89c6\u89c9\u8d44\u4ea7\u65f6\uff0c\u89e3\u51b3\u4e86AI\u751f\u56fe\u96be\u4ee5\u7cbe\u786e\u63a7\u5236\u548c\u4fdd\u6301\u98ce\u683c\u8fde\u8d2f\u6027\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/530fd34f-1086-4314-ad7f-a02fe6cd9df0.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\/0c52918d-cb77-47d5-a1dc-f42aa492abf0.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\/75766ec9-0fce-43fd-96a3-4d418fd053e7.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\/7ce0c048-8a3c-4c35-b2d1-f730da7f1abf.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\/a5ef4ad6-60cb-4585-8d53-7db687571153.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\/b463f6f8-3e7e-4fd0-a97e-3d7ceb4ccaf9.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\/4d4bf15f-59fb-4762-a01f-12fa5552caa0.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\/7da36799-c750-41eb-b336-cd6c7dd0dc25.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\/1a7129a8-1394-4bdc-8b49-443285a19c7b.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\/99aa98df-f7b7-4976-8ec2-a21c3a5d590b.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\/d06c0e75-31da-4b86-a642-83d56e675507.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\/7e97dcaf-08a7-4c44-bd20-86f811f07d66.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\/f8eeeaed-ca25-4e8b-906e-b5b79389ffb6.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\/349576a1-f3da-41d4-b7d6-95e33186d2b8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo editing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u6545\u4e8b\u677f\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e8f\u5217\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6587\u672c\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u963f\u91cc\u5df4\u5df4<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Web\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/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\u63a7\u5236\u529b\u4e0e\u4e00\u81f4\u6027\u751f\u6210\u80fd\u529b\uff0c\u4f46\u63d0\u51fa\u5177\u4f53\u7591\u95ee\uff1a\u4ea4\u4e92\u7f16\u8f91\u5904\u7406\u590d\u6742\u573a\u666f\uff08\u5982\u591a\u4eba\u80cc\u666f\u66ff\u6362\uff09\u7684\u6548\u679c\u5982\u4f55\uff1b12\u5f20\u56fe\u7684\u201c\u4e00\u81f4\u6027\u201d\u5177\u4f53\u6307\u9501\u5b9a\u54ea\u4e9b\u7ef4\u5ea6\uff08\u89d2\u8272\u3001\u5149\u5f71\u3001\u98ce\u683c\uff09\uff0c\u80fd\u5426\u907f\u514d\u89d2\u8272\u201c\u6f02\u79fb\u201d\uff1b\u50cf\u7d20\u7ea7\u7f16\u8f91\u5728\u590d\u6742\u573a\u666f\u4e2d\u7684\u5b9e\u9645\u7cbe\u7ec6\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Wan 2.7-Image\u770b\u4f3c\u5728\u201c\u53ef\u63a7\u6027\u201d\u4e0e\u201c\u4e00\u81f4\u6027\u201d\u4e24\u4e2aAI\u751f\u56fe\u7684\u987d\u75be\u4e0a\u540c\u65f6\u4e0b\u5200\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u524d\u6240\u672a\u6709\u201d\u7684\u63a7\u5236\u529b\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u9700\u6c42\u4e2d\u63a5\u53d7\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6838\u5fc3\u662f\u4e24\u5927\u529f\u80fd\uff1a\u4ea4\u4e92\u5f0f\u50cf\u7d20\u7ea7\u7f16\u8f91\u548c\u4e00\u6b21\u6027\u751f\u621012\u5f20\u8fde\u8d2f\u56fe\u50cf\u3002\u524d\u8005\u8bd5\u56fe\u5c06\u4f20\u7edf\u7684\u201c\u9009\u533a-\u4fee\u6539\u201dPS\u903b\u8f91\u5f15\u5165AI\u751f\u6210\uff0c\u8ba9\u7528\u6237\u80fd\u79fb\u52a8\u7269\u4f53\u3001\u4fee\u6539\u6587\u5b57\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u201c\u6587\u751f\u56fe\u201d\u6a21\u5f0f\u201c\u5f00\u76f2\u76d2\u201d\u3001\u5fae\u8c03\u6210\u672c\u9ad8\u7684\u75db\u70b9\u3002\u540e\u8005\u7784\u51c6\u4e86\u6545\u4e8b\u677f\u3001\u6f2b\u753b\u3001\u7cfb\u5217\u7d20\u6750\u7b49\u9700\u8981\u9ad8\u5ea6\u98ce\u683c\u7edf\u4e00\u7684\u4e13\u4e1a\u573a\u666f\uff0c\u8bd5\u56fe\u7528\u5355\u6b21\u63d0\u793a\u8bcd\u89e3\u51b3\u8fde\u8d2f\u6027\u95ee\u9898\uff0c\u8fd9\u6bd4\u624b\u52a8\u53cd\u590d\u8c03\u8bd5\u63d0\u793a\u8bcd\u6216\u501f\u52a9\u89d2\u8272LoRA\u66f4\u7b26\u5408\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u63d0\u95ee\u6070\u6070\u70b9\u51fa\u4e86\u5176\u53ef\u80fd\u9762\u4e34\u7684\u6311\u6218\u3002\u50cf\u7d20\u7ea7\u7f16\u8f91\u5728\u7b80\u5355\u7269\u4f53\u4e0a\u6216\u8bb8\u6e38\u5203\u6709\u4f59\uff0c\u4f46\u5728\u6d89\u53ca\u590d\u6742\u5149\u5f71\u878d\u5408\u3001\u900f\u89c6\u5339\u914d\u7684\u591a\u5143\u7d20\u573a\u666f\u4e2d\uff0c\u80fd\u5426\u5b9e\u73b0\u201c\u65e0\u75d5\u4fee\u6539\u201d\uff0c\u6280\u672f\u96be\u5ea6\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u800c\u201c\u4e00\u81f4\u6027\u201d\u66f4\u662f\u4e00\u4e2a\u591a\u7ef4\u5ea6\u7684\u6a21\u7cca\u6982\u5ff5\u2014\u2014\u662f\u89d2\u8272\u5916\u89c2\u3001\u670d\u88c5\u7ec6\u8282\u3001\u573a\u666f\u5e03\u5149\u3001\u7ed8\u753b\u98ce\u683c\u7684\u5168\u5c40\u9501\u5b9a\uff0c\u8fd8\u662f\u4ec5\u4fdd\u8bc1\u5176\u4e2d\u51e0\u9879\uff1f\u7528\u6237\u62c5\u5fc3\u201c\u89d2\u8272\u9762\u90e8\u57283\u52309\u683c\u95f4\u6f02\u79fb\u201d\uff0c\u8fd9\u6b63\u662f\u73b0\u6709\u6280\u672f\uff08\u5982\u89d2\u8272\u4e00\u81f4\u6027\u6a21\u578b\uff09\u5c1a\u672a\u5b8c\u7f8e\u89e3\u51b3\u7684\u96be\u9898\u3002\u82e5Wan 2.7\u672a\u80fd\u660e\u786e\u5b9a\u4e49\u5e76\u5b9e\u73b0\u5176\u201c\u4e00\u81f4\u6027\u201d\u7684\u7ef4\u5ea6\u4e0e\u8fb9\u754c\uff0c\u8be5\u529f\u80fd\u5728\u4e25\u8083\u521b\u4f5c\u4e2d\u53ef\u80fd\u6ca6\u4e3a\u9e21\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u4ee3\u8868\u4e86AI\u56fe\u50cf\u5de5\u5177\u4ece\u201c\u968f\u673a\u7075\u611f\u751f\u6210\u5668\u201d\u5411\u201c\u786e\u5b9a\u6027\u751f\u4ea7\u5de5\u5177\u201d\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\u901a\u8fc7\u63d0\u4f9bAPI\uff0c\u5b83\u66f4\u53ef\u80fd\u88ab\u96c6\u6210\u5230\u4e13\u4e1a\u5de5\u4f5c\u7ba1\u7ebf\u4e2d\uff0c\u800c\u975e\u4ec5\u9762\u5411\u4e2a\u4eba\u73a9\u5bb6\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u963f\u91cc\u5df4\u5df4\u80fd\u5426\u5c06\u7535\u5546\u573a\u666f\u4e2d\u79ef\u7d2f\u7684\u6d77\u91cf\u56fe\u50cf\u4e0e\u9700\u6c42\u6570\u636e\uff0c\u8f6c\u5316\u4e3a\u5bf9\u590d\u6742\u7f16\u8f91\u6307\u4ee4\u548c\u957f\u5e8f\u5217\u4e00\u81f4\u6027\u66f4\u6df1\u5c42\u6b21\u7684\u7406\u89e3\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u662f\u4e00\u4e2a\u5145\u6ee1\u91ce\u5fc3\u7684\u5de5\u7a0b\u5316\u4ea7\u54c1\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u597d\u7528\u201d\u53d8\u4e3a\u201c\u53ef\u9760\u201d\uff0c\u6210\u4e3a\u4e13\u4e1a\u9886\u57df\u7684\u6807\u914d\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u7ec6\u8282\u5728\u590d\u6742\u7528\u4f8b\u4e2d\u7684\u9c81\u68d2\u6027\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u529f\u80fd\u7684\u70ab\u9177\u6f14\u793a\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\">Wan 2.7-Image<\/span>\n <\/div>\n<div class=\"comment-content\">Wan 2.7-Image by Alibaba brings unprecedented control to AI generation. It features interactive pixel-level editing (move, resize, edit text) and generates up to 12 highly consistent sequential images from a single prompt. Available via Web and API.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Wan 2.7 is very control-focused.<\/p>\n<p>The new interactive editing lets you point, select, and modify specific regions\u2014like moving an object or fixing a typo\u2014without breaking the rest of the image.<\/p>\n<p>Plus, generating up to 12 consistent images in one go is a huge unlock if you ever need to build storyboards or sequential assets. It even handles long-form text rendering across 12 languages natively.<\/p>\n<p>It is available now via the <a href=\"https:\/\/wan.video\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">web app<\/a> and <a href=\"https:\/\/modelstudio.console.alibabacloud.com\/ap-southeast-1?tab=api#\/api\/?type=model&url=3026980\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">API<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How well does the interactive editing handle complex moves, like swapping backgrounds in a multi-person scene while keeping lighting and shadows realistic across languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 12 consistent sequential images from a single prompt is the interesting part. How does “consistency” actually hold across all 12 \u2014 does it lock character appearance, lighting, and style simultaneously, or is consistency more about one of those dimensions at a time? Because storyboarding breaks down fast if a character’s face drifts between panels 3 and 9. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pixel-level editing is what really stands out here.<\/p>\n<p>A lot of image tools still feel like \u201cprompt and hope,\u201d so having direct control over elements could change how people iterate.<br \/>How granular does the editing actually get when working on complex scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/HYBCKAYBCVN2JP\" class=\"app-title\">Mac Pet<\/a><\/p>\n<div class=\"one-liner\">A pixel pet for your menu bar or MacBook notch w\/ Pomodoro <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u756a\u8304\u5de5\u4f5c\u6cd5\u4e0e\u50cf\u7d20\u684c\u9762\u5ba0\u7269\u7ed3\u5408\u7684Mac\u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u6e38\u620f\u5316\u966a\u4f34\u4e0e\u89c6\u89c9\u53cd\u9988\uff0c\u89e3\u51b3\u7528\u6237\u5728\u4e13\u6ce8\u5de5\u4f5c\u65f6\u96be\u4ee5\u575a\u6301\u8ba1\u65f6\u3001\u7f3a\u4e4f\u6b63\u5411\u6fc0\u52b1\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f0742db-1948-411f-aba2-4f4b83cd9637.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef38961c-9d4a-4ca8-84f5-7ef233940927.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\/207de76e-727a-41cd-a1ab-3b5ce3c1c06f.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\/e97169a7-b5a6-4274-9517-11201cd8cfa2.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Pets<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u756a\u8304\u65f6\u949f<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5ba0\u7269<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u98ce<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u521b\u610f\u4e0e\u8da3\u5473\u6027\uff0c\u5c24\u5176\u8d5e\u8d4f\u201c\u5218\u6d77\u5c4f\u201d\u6a21\u5f0f\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u6d3b\u52a8\u8ffd\u8e2a\u673a\u5236\u7684\u5177\u4f53\u5b9e\u73b0\u548c\u957f\u671f\u7559\u5b58\u6548\u679c\u3002\u6709\u7528\u6237\u8ba4\u4e3a9.99\u7f8e\u5143\u5b9a\u4ef7\u504f\u9ad8\uff0c\u5e76\u63d0\u51fa\u4e86\u589e\u52a0\u5ba0\u7269\u81ea\u5b9a\u4e49\u52a8\u753b\u7684\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 Mac Pet \u7684\u672c\u8d28\uff0c\u662f\u4e00\u6b21\u5bf9\u201c\u5de5\u5177\u7406\u6027\u201d\u7684\u5de7\u5999\u53cd\u53db\u3002\u5b83\u6ca1\u6709\u5728\u756a\u8304\u949f\u7684\u529f\u80fd\u5197\u4f59\u5ea6\u4e0a\u5185\u5377\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u60c5\u611f\u5c42\u75db\u70b9\uff1a\u8ba1\u65f6\u5668\u672c\u8eab\u65e0\u6cd5\u63d0\u4f9b\u575a\u6301\u7684\u52a8\u529b\u3002\u4ea7\u54c1\u5c06\u201c\u575a\u6301\u4e13\u6ce8\u201d\u8fd9\u4e00\u53cd\u4eba\u6027\u7684\u884c\u4e3a\uff0c\u5305\u88c5\u6210\u4e00\u79cd\u4f4e\u8d1f\u62c5\u7684\u6570\u5b57\u5316\u966a\u4f34\uff0c\u5229\u7528\u4eba\u7c7b\u5bf9\u865a\u62df\u751f\u547d\u7684\u6295\u5c04\u5fc3\u7406\uff0c\u5b8c\u6210\u884c\u4e3a\u6fc0\u52b1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5f62\u6001\u9009\u62e9\uff1a\u5bc4\u751f\u5728\u83dc\u5355\u680f\u6216\u5218\u6d77\u5c4f\uff0c\u800c\u975e\u72ec\u7acb\u7684Dock\u7a97\u53e3\u3002\u8fd9\u786e\u4fdd\u4e86\u4ea7\u54c1\u7684\u201c\u88ab\u52a8\u5b58\u5728\u6027\u201d\u2014\u2014\u5b83\u4e0d\u4fb5\u5360\u6838\u5fc3\u5c4f\u5e55\u7a7a\u95f4\uff0c\u5374\u901a\u8fc7\u50cf\u7d20\u52a8\u753b\u6301\u7eed\u63d0\u4f9b\u5fae\u5999\u7684\u89c6\u89c9\u5b58\u5728\u611f\uff0c\u5728\u201c\u4e0d\u6253\u6270\u201d\u548c\u201c\u88ab\u770b\u89c1\u201d\u4e4b\u95f4\u53d6\u5f97\u4e86\u7cbe\u5999\u7684\u5e73\u8861\u3002\u8fd9\u79cd\u8bbe\u8ba1\u54f2\u5b66\uff0c\u8fdc\u6bd4\u5ba0\u7269\u672c\u8eab\u7684\u50cf\u7d20\u52a8\u753b\u66f4\u503c\u5f97\u73a9\u5473\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u662f\u201c novelty effect \u201d\uff08\u65b0\u5947\u6548\u5e94\uff09\u892a\u53bb\u540e\u7684\u7559\u5b58\u95ee\u9898\u3002\u5f53\u5ba0\u7269\u7684\u65b0\u9c9c\u611f\u6d88\u5931\uff0c\u5b83\u662f\u5426\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u88ab\u5ffd\u7565\u7684\u83dc\u5355\u680f\u56fe\u6807\uff1f\u5176\u6b21\uff0c\u5176\u6d3b\u52a8\u8ffd\u8e2a\u82e5\u4ec5\u57fa\u4e8e\u7b80\u5355\u7684\u5c4f\u5e55\u65f6\u95f4\uff0c\u800c\u975e\u771f\u5b9e\u7684\u8f93\u5165\u6d3b\u52a8\uff0c\u5219\u53ef\u80fd\u524a\u5f31\u201c\u4e13\u6ce8\u201d\u4e0e\u201c\u5956\u52b1\u201d\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u8054\uff0c\u5bfc\u81f4\u6fc0\u52b1\u7cfb\u7edf\u5931\u6548\u3002\u6700\u540e\uff0c\u4e00\u6b21\u6027\u4e70\u65ad\u5236\u4e0e\u6301\u7eed\u7684\u5185\u5bb9\u66f4\u65b0\uff08\u5982\u65b0\u5ba0\u7269\u3001\u65b0\u4e92\u52a8\uff09\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u77db\u76fe\uff0c\u8fd9\u5c06\u662f\u5176\u957f\u671f\u8fd0\u8425\u7684\u4e00\u4e2a\u5173\u952e\u8282\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMac Pet \u662f\u4e00\u6b21\u51fa\u8272\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u5b83\u8bc1\u660e\u4e86\u5728\u9ad8\u5ea6\u6210\u719f\u7684\u751f\u4ea7\u529b\u5de5\u5177\u5e02\u573a\uff0c\u60c5\u611f\u5316\u8bbe\u8ba1\u4e0e\u573a\u666f\u5316\u5fae\u521b\u65b0\u4f9d\u7136\u80fd\u5f00\u8f9f\u51fa\u7f1d\u9699\u5e02\u573a\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u806a\u660e\u7684\u201c\u73a9\u5177\u201d\uff0c\u8fdb\u5316\u6210\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u201c\u4e60\u60ef\u5851\u9020\u5e73\u53f0\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u5728\u6570\u636e\u7b97\u6cd5\u5c42\u9762\uff08\u66f4\u7cbe\u51c6\u7684\u4e13\u6ce8\u5224\u5b9a\uff09\u548c\u5185\u5bb9\u751f\u6001\u5c42\u9762\uff08\u66f4\u6df1\u5ea6\u7684\u4e92\u52a8\u4e0e\u81ea\u5b9a\u4e49\uff09\u7684\u8fdb\u5316\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mac Pet<\/span>\n <\/div>\n<div class=\"comment-content\">A pixel pet for your macOS menu bar or MacBook notch: Tamagotchi-style companion with a built-in Pomodoro timer, focus sessions, activity streaks, and lightweight virtual-pet charm. Seamless notch mode on newer MacBooks \u2014 not another cluttered dock window.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We just shipped notch mode! If you’ve got a newer MacBook, your pet now lives right below your notch; the black background blends in so it looks like the notch just extends down a bit to house your little guy. You can switch between menu bar and notch mode whenever you want. Been wanting to do this one for a while, felt like a natural fit. Let us know what you think!<\/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\/@lordtoby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lordtoby<\/a> This is great, and congrats on the launch. Any plans to add customizable animations for the pet icon, like a subtle wag or blink?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Pomodoro timer disguised as a desktop pet is honestly such a smart move. I’m building a focus timer myself and the one thing I keep learning is that the hard part isn’t the timer, it’s making people actually want to use it. Gamifying it with a pet that reacts to your focus sessions? That solves it. Curious how the activity tracking works though, is it just screen time or does it monitor input activity too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@lordtoby\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lordtoby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lordtoby<\/a> on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cute! but I think $9.99 is a little expensive<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My home macbook is older but this is the first PH product I actually wanted to install immediately. Great 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Apple spent millions on this notch design and u just turn it into a cat bed, thats hillarious\ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Re activity tracking \u2013 what kind of activity can it track? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great. Feels like a small thing but having something visual like this can actually make work a bit more enjoyable. The Pomodoro angle is clever as well. Do people actually 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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7HI37KDSAVZI5T\" class=\"app-title\">Syncly Social<\/a><\/p>\n<div class=\"one-liner\">Find creators by what’s actually in their content<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Syncly Social \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u521b\u4f5c\u8005\u53d1\u73b0\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u5206\u6790\u89c6\u9891\u5185\u5bb9\u4e2d\u7684\u89c6\u89c9\u3001\u8bed\u97f3\u548c\u54c1\u724c\u63d0\u53ca\uff0c\u8ba9\u54c1\u724c\u548c\u4ee3\u7406\u5546\u80fd\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7406\u60f3\u521b\u4f5c\u8005\uff0c\u4ece\u800c\u9ad8\u6548\u3001\u7cbe\u51c6\u5730\u5339\u914d\u5230\u5185\u5bb9\u5951\u5408\u7684\u63a8\u5e7f\u8005\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u4f9d\u8d56\u7c89\u4e1d\u6570\u548c\u7c7b\u76ee\u7b5b\u9009\u7684\u76f2\u76ee\u4e0e\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15bfa1cc-d61a-42d4-9c2b-62146a303261.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dc45764-35be-412d-bc61-cc8acde4a869.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/417a47c2-2062-4bb1-8fcc-4be6af2b75c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eda1035f-0bff-476a-91f1-c3ff57cf91a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5428c81d-6f00-49aa-91e3-78b90b266daf.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\/3f14bd02-69c8-4c72-96d0-dea2803fbc7b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7d10K1GN3S8?si=Oyb3cKVln2etPi6K\"><source src=\"https:\/\/youtu.be\/7d10K1GN3S8?si=Oyb3cKVln2etPi6K\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Influencer marketing<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5185\u5bb9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ea2\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u542c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u667a\u80fd\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u63d0\u53ca\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6280\u672f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5e73\u53f0\u9002\u7528\u6027\uff08YouTube\u652f\u6301\u8ba1\u5212\uff09\u3001\u641c\u7d22\u901f\u5ea6\uff08\u7ea6\u4e00\u5206\u949f\u5185\uff09\u4ee5\u53caAI\u8bc6\u522b\u6709\u673a\u54c1\u724c\u63d0\u53ca\u4e0e\u4ed8\u8d39\u63a8\u5e7f\u7684\u51c6\u786e\u6027\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u76ee\u524d\u4f9d\u8d56\u5e73\u53f0\u6807\u7b7e\u7b49\u591a\u4fe1\u53f7\u63a8\u65ad\uff0c\u800c\u975e\u76f4\u63a5AI\u5224\u5b9a\u3002\u53e6\u6709\u7528\u6237\u76f4\u63a5\u8868\u8fbe\u4e86\u5bf9\u6b64\u7c7b\u5de5\u5177\u7684\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Syncly Social \u8bd5\u56fe\u7528\u201c\u5185\u5bb9\u4f18\u5148\u201d\u7684AI\u5206\u6790\uff0c\u523a\u7834\u7f51\u7ea2\u8425\u9500\u4e2d\u201c\u6570\u636e\u6ce1\u6cab\u201d\u7684\u865a\u706b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u89c6\u9891\u6807\u7b7e\u8bc6\u522b\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4eba\u627e\u5185\u5bb9\u201d\u7684\u641c\u7d22\u903b\u8f91\uff0c\u91cd\u6784\u4e3a\u201c\u5185\u5bb9\u627e\u4eba\u201d\u7684\u5339\u914d\u903b\u8f91\u3002\u8fd9\u76f4\u51fb\u4e86\u884c\u4e1a\u6838\u5fc3\u75db\u70b9\uff1a\u7c89\u4e1d\u6570\u3001\u4e92\u52a8\u7387\u7b49\u8868\u5c42\u6307\u6807\u4e0e\u5546\u4e1a\u8f6c\u5316\u6548\u679c\u65e5\u76ca\u8131\u94a9\uff0c\u54c1\u724c\u82e6\u4e8e\u65e0\u6cd5\u7504\u522b\u521b\u4f5c\u8005\u5185\u5bb9\u7684\u771f\u5b9e\u8c03\u6027\u3001\u89c6\u89c9\u98ce\u683c\u548c\u662f\u5426\u5177\u5907\u201c\u6709\u673a\u63d0\u53ca\u201d\u7684\u6f5c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u58c1\u5792\u4e0e\u51c6\u786e\u6027\u5b58\u7591\u3002\u4ece\u8bc4\u8bba\u4e2d\u5373\u53ef\u770b\u51fa\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u201c\u6709\u673a vs. \u4ed8\u8d39\u201d\u5224\u5b9a\uff0c\u56e2\u961f\u76ee\u524d\u4ecd\u4f9d\u8d56\u5e73\u53f0\u6807\u7b7e\u7b49\u5916\u90e8\u4fe1\u53f7\uff0c\u8fd9\u66b4\u9732\u4e86\u5176AI\u6a21\u578b\u5728\u610f\u56fe\u7406\u89e3\u548c\u8bed\u5883\u6df1\u5ea6\u5206\u6790\u4e0a\u7684\u5c40\u9650\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u6a21\u5f0f\u8bc6\u522b\u201d\u5de5\u5177\uff0c\u800c\u975e\u201c\u610f\u56fe\u7406\u89e3\u201d\u5f15\u64ce\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\u9762\u4e34\u8003\u9a8c\u3002\u5f53\u5927\u91cf\u54c1\u724c\u5229\u7528\u6b64\u5de5\u5177\u201c\u7cbe\u51c6\u72e9\u730e\u201d\u90a3\u4e9b\u8fdb\u884c\u6709\u673a\u63d0\u53ca\u7684\u521b\u4f5c\u8005\u65f6\uff0c\u4f1a\u8fc5\u901f\u5c06\u539f\u672c\u771f\u5b9e\u7684\u5206\u4eab\u201c\u6c61\u67d3\u201d\u4e3a\u5546\u4e1a\u79cd\u8349\uff0c\u4ece\u800c\u6467\u6bc1\u5176\u8d56\u4ee5\u751f\u5b58\u7684\u6570\u636e\u571f\u58e4\u2014\u2014\u771f\u6b63\u7684\u201c\u6709\u673a\u201d\u5c06\u66f4\u96be\u5bfb\u89c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u9887\u5177\u542f\u53d1\u6027\uff0c\u5b83\u6807\u5fd7\u7740\u7f51\u7ea2\u8425\u9500\u4ece\u201c\u6d41\u91cf\u65f6\u4ee3\u201d\u8fc8\u5411\u201c\u5185\u5bb9\u57fa\u56e0\u5339\u914d\u65f6\u4ee3\u201d\u7684\u5c1d\u8bd5\u3002\u4f46\u82e5\u4e0d\u80fd\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u3001\u6297\u6c61\u67d3\u7684\u8bc4\u4f30\u7ef4\u5ea6\uff08\u5982\u521b\u4f5c\u8005\u793e\u533a\u58f0\u8a89\u3001\u5386\u53f2\u5408\u4f5c\u8bda\u4fe1\u5ea6\u7b49\uff09\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u8ba9\u8425\u9500\u7ade\u8d5b\u4ece\u201c\u6570\u636e\u5185\u5377\u201d\u5347\u7ea7\u4e3a\u66f4\u9ad8\u6548\u7684\u201c\u5185\u5bb9\u69a8\u53d6\u201d\uff0c\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u884c\u4e1a\u7684\u4fe1\u4efb\u4e0e\u5065\u5eb7\u5ea6\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6548\u7387\u5de5\u5177\u201d\u4e0e\u201c\u751f\u6001\u5b88\u62a4\u8005\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Syncly Social<\/span>\n <\/div>\n<div class=\"comment-content\">Syncly Social lets you find creators by what’s actually in their videos, not just profile metrics. Describe your ideal creator in plain English (“clean minimal aesthetic, morning routine content, mentions skincare brands organically”) and our AI searches inside video content to find matches. Unlike traditional tools that filter by follower count and categories, Syncly analyzes visuals, speech, tone, and brand mentions across every frame.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <\/p>\n<p>I’m Joseph, co-founder of Syncly. We’ve been working on AI-powered social listening, and today we’re excited to launch Creator Discovery.<\/p>\n<p>The problem we kept hearing from brands and agencies: finding the right influencer still means scrolling through endless profiles, guessing from follower counts, and manually watching content to check if someone’s actually a good fit.<\/p>\n<p>What we built: describe your ideal creator in plain English, and Syncly searches inside the actual video content to find them. Visual aesthetic, spoken brand mentions, storytelling style, content format – all searchable without a single filter dropdown.<\/p>\n<p>A few things that make this different:<\/p>\n<ul>\n<li>\n<p>Content-first, not profile-first. We analyze what creators show, say, and feel in their videos – not just their bio and follower count.<\/p>\n<\/li>\n<li>\n<p>Natural language search. Type “clean minimal apartment, morning skincare routine, conversational tone” and get results. No complex filter setup needed.<\/p>\n<\/li>\n<li>\n<p>Find real advocates. Syncly detects organic brand mentions from actual speech in videos – no hashtag or tag required. Find people who already love your brand without knowing it.<\/p>\n<\/li>\n<\/ul>\n<p>We’d love for you to try it and share feedback – what search would you run first for your brand?<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/social.syncly.app?utm_source=producthunt&utm_medium=comment&utm_campaign=influencer-discovery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Free trial<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/syncly.app\/demo?utm_source=producthunt&utm_medium=comment&utm_campaign=influencer-discovery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Demo<\/a><\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, can I use the platform to hire influencers who work in the domain of our product? We’d like to reach out to influencers on youtube that work with products in our space, but there is no tool today that does this easily, we just go by searching on youtube with text<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chintant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chintant<\/a> Right now, we support influencer discovery on TikTok, but YouTube is coming soon, so stay tuned. In the meantime, for YouTube, you can still surface relevant influencers through social listening by identifying creators already talking about topics in your space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! How fast does the search run across large volumes of video 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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Hi Sergey, thanks for the question. It depends on the scale, but most searches are complete within about a minute.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful! But how will you detect organic brand mentions vs paid promotions or scripted content? Like can that really be modeled by ai or will it always need human judgement??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hi Lakshay, Great question! We\u2019re not using AI to directly classify organic vs. paid yet.<\/p>\n<p>Instead, we combine signals like platform labels to infer whether something is sponsored.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JBEE23YZIUHCEZ\" class=\"app-title\">Roger AI<\/a><\/p>\n<div class=\"one-liner\">Your friendly screen guide for any task!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Roger AI\u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6\u5c4f\u5e55\u5171\u4eab\u4e0eAI\u5f15\u5bfc\uff0c\u5728\u7528\u6237\u64cd\u4f5c\u65f6\u63d0\u4f9b\u6b65\u9aa4\u6307\u5f15\u7684\u684c\u9762\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6559\u7a0b\u6216\u5168\u81ea\u52a8\u4ee3\u7406\u5de5\u5177\u5728\u590d\u6742\u8f6f\u4ef6\u5b66\u4e60\u548c\u4efb\u52a1\u6267\u884c\u4e2d\u201c\u53ea\u770b\u4e0d\u505a\u201d\u6216\u201c\u53ea\u505a\u4e0d\u5b66\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1bb7b50-2105-43be-a320-5d0bbf0dfa76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4362b67-9e34-47ed-9505-958c641725de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2abcec9b-7bd0-4123-afa1-6a46711008ed.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\/6a4fbc9d-3fa4-4212-ab85-09938838bca6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PIiyI0P4KNk\"><source src=\"https:\/\/youtu.be\/PIiyI0P4KNk\" 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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u684c\u9762\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u64cd\u4f5c\u5f15\u5bfc<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6559\u5b66<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u6307\u5bfc<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5b66\u4e60<\/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\u5f15\u5bfc\u64cd\u4f5c\u201d\u7684\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u5176\u5728\u6559\u5b66\u4e0e\u81ea\u52a8\u5316\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6280\u672f\u5b9e\u73b0\uff1a\u5982\u4f55\u9002\u914d\u4e0d\u540c\u5e94\u7528\u754c\u9762\u3001\u5c4f\u5e55\u6570\u636e\u5982\u4f55\u5904\u7406\u4e0e\u9690\u79c1\u5b89\u5168\u3001\u4efb\u52a1\u4e2d\u65ad\u540e\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u901a\u8fc7\u4f4e\u5e27\u7387\u5c4f\u5e55\u6d41\u8bc6\u522b\u901a\u7528\u754c\u9762\uff0c\u5e76\u5f3a\u8c03\u5f00\u6e90\u53ef\u9a8c\u8bc1\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 Roger AI\u8bd5\u56fe\u5728\u201c\u6587\u6863\u6559\u7a0b\u201d\u548c\u201c\u5168\u81ea\u52a8\u4ee3\u7406\u201d\u4e4b\u95f4\u5f00\u8f9f\u4e00\u6761\u201c\u5f15\u5bfc\u5f0f\u64cd\u4f5c\u201d\u7684\u4e2d\u95f4\u9053\u8def\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u770b\u4f3c\u7cbe\u51c6\uff0c\u5374\u6697\u85cf\u591a\u91cd\u6311\u6218\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u521b\u65b0\u2014\u2014\u5c4f\u5e55\u6d41\u5206\u6790\u4e0e\u6307\u4ee4\u751f\u6210\u5df2\u662f\u73b0\u6709\u80fd\u529b\u2014\u2014\u800c\u5728\u4e8e\u5bf9\u201cAI\u4e0e\u4eba\u7684\u534f\u4f5c\u8fb9\u754c\u201d\u7684\u4e00\u6b21\u91cd\u65b0\u5b9a\u4e49\uff1a\u5b83\u4e0d\u53d6\u4ee3\u4eba\uff0c\u800c\u662f\u5145\u5f53\u4e00\u4e2a\u5b9e\u65f6\u3001\u8010\u5fc3\u7684\u6570\u5b57\u6559\u7ec3\uff0c\u8fd9\u8fce\u5408\u4e86\u5f53\u524d\u90e8\u5206\u7528\u6237\u5bf9AI\u201c\u8fc7\u5ea6\u4ee3\u7406\u201d\u7684\u8b66\u60d5\u5fc3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u901a\u7528\u8de8\u5e94\u7528\u201d\u80fd\u529b\u53ef\u80fd\u6210\u4e3a\u6700\u5927\u7684\u7406\u60f3\u5316\u9677\u9631\u3002\u901a\u8fc71fps\u5c4f\u5e55\u6d41\u5582\u7ed9AI\u6a21\u578b\u7406\u89e3\u754c\u9762\uff0c\u5728\u7b80\u5355\u6807\u51c6\u5316\u64cd\u4f5c\u4e0a\u6216\u8bb8\u53ef\u884c\uff0c\u4f46\u9762\u5bf9\u590d\u6742\u4e13\u4e1a\u8f6f\u4ef6\uff08\u5982Photoshop\u3001CAD\uff09\u6216\u52a8\u6001\u754c\u9762\uff08\u5982\u6570\u636e\u5b9e\u65f6\u5237\u65b0\u7684\u4eea\u8868\u76d8\uff09\uff0c\u4ec5\u9760\u89c6\u89c9\u5206\u6790\u80fd\u5426\u7a33\u5b9a\u751f\u6210\u53ef\u9760\u6307\u4ee4\uff1f\u5176\u5f15\u5bfc\u7cbe\u5ea6\u548c\u5bb9\u9519\u7387\u5c06\u76f4\u63a5\u51b3\u5b9a\u5de5\u5177\u662f\u201c\u4e13\u5bb6\u201d\u8fd8\u662f\u201c\u5e72\u6270\u9879\u201d\u3002\u6b64\u5916\uff0c\u9690\u79c1\u7591\u8651\u65e0\u6cd5\u4ec5\u51ed\u201c\u5f00\u6e90\u201d\u6253\u6d88\uff1a\u5c4f\u5e55\u6570\u636e\u6d41\u4f20\u8f93\u81f3\u540e\u7aef\uff0c\u5373\u4fbf\u672c\u5730\u5904\u7406\uff0c\u4e5f\u6d89\u53ca\u654f\u611f\u4fe1\u606f\u66b4\u9732\u98ce\u9669\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u7528\u6237\u5c24\u4e3a\u81f4\u547d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u751f\u6001\u770b\uff0c\u5b83\u907f\u5f00\u4e86\u4e0e\u5927\u578bAI\u4ee3\u7406\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5207\u5165\u7ec6\u5206\u7684\u5b66\u4e60\u8f85\u52a9\u573a\u666f\uff0c\u4f46\u573a\u666f\u5929\u82b1\u677f\u660e\u663e\uff1a\u4e00\u65e6\u7528\u6237\u5b66\u4f1a\u4efb\u52a1\uff0c\u5de5\u5177\u4f7f\u7528\u9891\u7387\u4fbf\u53ef\u80fd\u9aa4\u964d\u3002\u5176\u957f\u671f\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u901a\u7528\u5f15\u5bfc\uff0c\u800c\u53ef\u80fd\u4f9d\u8d56\u6c89\u6dc0\u4e0d\u540c\u8f6f\u4ef6\u7684\u5f15\u5bfc\u7b56\u7565\u5e93\uff0c\u5f62\u6210\u201c\u6570\u5b57\u6280\u80fd\u56fe\u8c31\u201d\uff0c\u4f46\u8fd9\u9700\u8981\u5de8\u5927\u7684\u573a\u666f\u548c\u6570\u636e\u79ef\u7d2f\u3002\u603b\u4f53\u800c\u8a00\uff0cRoger AI\u63d0\u51fa\u4e86\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u4f46\u5728\u6280\u672f\u53ef\u9760\u6027\u3001\u9690\u79c1\u5b89\u5168\u4e0e\u53ef\u6301\u7eed\u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u4ecd\u9700\u7a7f\u8d8a\u91cd\u91cd\u8346\u68d8\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\">Roger AI<\/span>\n <\/div>\n<div class=\"comment-content\">Most existing solutions fall into two broken camps \u2014 either they tell you what to do (docs, tutorials, chatbots) or they do it for you (agentic tools like computer-use agents). Roger sits in the sweet spot: it guides you while you do it, like screen-sharing with a patient expert. We want to build your friendly computer expert, so own the outcome and roger helps you accomplish it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Roger AI is your screen copilot, helping you navigate tasks. <\/p>\n<p>AI should help you become 100x version of yourself, not replace human beings. We want you to learn from AI and not get replaced instead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “guide you while you do it” approach is a sweet spot that most AI tools miss. Either they do everything for you (and you learn nothing) or they just dump docs at you. Having something that watches your screen and nudges you in the right direction is way more useful for actually learning.<\/p>\n<p>Open source is a nice touch too. How are you handling different app UIs? Like does it work across any app or does it need specific integrations for each one?<\/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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <\/p>\n<ul>\n<li>\n<p>How are you handling different app UIs? Like does it work across any app or does it need specific integrations for each one?<\/p>\n<\/li>\n<\/ul>\n<p>Right now we stream the UI to an AI model for it to understand new screens or different app UIs. It works across all applications.<\/p>\n<p>It would be great if you can try it out, happy to help you get onboarded. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. how does it take screen context? <br \/>And, how do you manage continuous context population or interruption when a task is already in progress. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_kukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_kukreti<\/a> Hi, <\/p>\n<p>We are sharing screen @ 1fps with AI models to understand the context for completion of stuck. For interruptions it’s same as having a conversation with any LLM, where the context stops and they can converse post that.<\/p>\n<p>We are open source, please check us out – <a href=\"https:\/\/github.com\/TryRoger\/win_roger_backend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/TryRoger\/win_roger_backend<\/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>This looks useful! Just a bit hesitant what data goes to the roger server? I’m guessing you are using screen data for this, so probably my screen gets captured and sent to the backend?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love the empower humans, not replace them approach <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@djsotelo \ud83d\ude4c\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5X7PX7BTWJFJ42\" class=\"app-title\">Mode AI<\/a><\/p>\n<div class=\"one-liner\">AI Assistant in your pocket<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mode AI\u662f\u4e00\u6b3e\u96c6\u6210\u4e8eGmail\u3001Docs\u3001Teams\u548cOutlook\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u8bed\u97f3\u6216\u804a\u5929\u6307\u4ee4\uff0c\u5728\u5355\u4e00\u5de5\u4f5c\u6d41\u4e2d\u89e3\u51b3\u7528\u6237\u5728\u591a\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u90ae\u4ef6\u8d77\u8349\u3001\u6587\u6863\u603b\u7ed3\u3001\u4efb\u52a1\u5b89\u6392\u4e0e\u5185\u5bb9\u751f\u6210\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b533053-01d8-4604-a36c-6f994bb2e81b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/211f0c8c-9887-42aa-95c1-cc5b609396d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/777add7d-fb1f-4e66-9c3c-7c9f81f74aff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba911577-7ad6-40c8-bcfd-c20754c3e748.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74600f97-4ce1-4171-bcb1-a1b4420a2221.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/462b68d0-4459-44bb-b51e-c96834f79936.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\/c4b83809-1122-4837-b43c-10bcabbf8409.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7VhgszXu2Vk\"><source src=\"https:\/\/www.youtube.com\/watch?v=7VhgszXu2Vk\" 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\">Home<\/span><br \/>\n <span class=\"tag\">Virtual Assistants<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u4ea7\u529b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u50cf\u961f\u53cb\u800c\u975e\u804a\u5929\u673a\u5668\u4eba\u201d\u7684\u5b9a\u4f4d\u4e0e\u96c6\u6210\u80fd\u529b\uff0c\u8ba4\u4e3a\u5176\u51cf\u5c11\u4e86\u5e94\u7528\u5207\u6362\u6469\u64e6\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u6570\u636e\u9690\u79c1\uff08\u80fd\u5426\u9650\u5236\u8bbf\u95ee\u7279\u5b9a\u6587\u4ef6\u5939\uff09\u548c\u6301\u7eed\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\uff08\u5982\u7eed\u5199\u6628\u65e5\u8349\u7a3f\u5e76\u4f18\u5316\uff09\u3002\u53e6\u6709\u8bc4\u8bba\u6a2a\u5411\u5bf9\u6bd4\u4e86AI\u5de5\u5177\u7684\u4e0d\u540c\u53d1\u5c55\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 Mode AI\u7684\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u5c42\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u5b64\u7acb\u7684AI\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u780c\uff08\u90ae\u4ef6\u3001\u603b\u7ed3\u3001\u751f\u6210\uff09\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210\u4e3b\u6d41\u529e\u516c\u5957\u4ef6\uff0c\u6210\u4e3a\u7528\u6237\u4e0e\u591a\u4e2aSaaS\u5e94\u7528\u4ea4\u4e92\u7684\u201c\u7edf\u4e00\u6307\u4ee4\u5c42\u201d\u3002\u8fd9\u76f4\u6307\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u7684\u6838\u5fc3\u75fc\u75be\uff1a\u4e0a\u4e0b\u6587\u5728\u5e94\u7528\u95f4\u5272\u88c2\uff0c\u64cd\u4f5c\u6d41\u7a0b\u788e\u7247\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u804c\u5458\u5de5\u201d\u7ea7\u4e0a\u4e0b\u6587\u611f\u77e5\u4e0e\u6267\u884c\uff0c\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u7684\u9690\u79c1\u62c5\u5fe7\u548c\u201c\u6301\u7eed\u4e0a\u4e0b\u6587\u201d\u63d0\u95ee\uff0c\u6070\u6070\u6233\u4e2d\u4e86\u8981\u5bb3\uff1a\u8981\u5b9e\u73b0\u65e0\u7f1d\u7684\u8de8\u5e94\u7528\u3001\u8de8\u65f6\u6bb5\u4efb\u52a1\u5904\u7406\uff0cAI\u5fc5\u987b\u83b7\u5f97\u6781\u9ad8\u6743\u9650\u5e76\u6784\u5efa\u6781\u5ea6\u7cbe\u7ec6\u7684\u7528\u6237\u884c\u4e3a\u4e0e\u6570\u636e\u6a21\u578b\uff0c\u8fd9\u5728\u6280\u672f\u53ef\u884c\u6027\u4e0e\u5546\u4e1a\u9690\u79c1\u5408\u89c4\u4e0a\u90fd\u662f\u8d70\u94a2\u4e1d\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5176\u66f4\u53ef\u80fd\u80dc\u4efb\u7684\u662f\u5b9a\u4e49\u6e05\u6670\u7684\u5355\u6b21\u4efb\u52a1\uff08\u5982\u201c\u603b\u7ed3\u8fd9\u5c01\u90ae\u4ef6\u201d\uff09\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u590d\u6742\u610f\u56fe\u3001\u7ba1\u7406\u957f\u671f\u9879\u76ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u521b\u610f\u751f\u6210\uff08\u56fe\u50cf\u3001\u89c6\u9891\uff09\u878d\u5165\u751f\u4ea7\u529b\u6d41\u7a0b\u662f\u4e00\u5927\u4eae\u70b9\uff0c\u8bd5\u56fe\u6253\u7834\u201c\u6548\u7387\u201d\u4e0e\u201c\u521b\u9020\u201d\u7684\u5de5\u5177\u8fb9\u754c\u3002\u4f46\u9700\u8b66\u60d5\u529f\u80fd\u6cdb\u5316\u5bfc\u81f4\u6838\u5fc3\u5b9a\u4f4d\u6a21\u7cca\u3002\u4e0e\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u60c5\u611f\u652f\u6301AI\u201d\u5bf9\u6bd4\uff0cMode AI\u4ee3\u8868\u4e86\u5de5\u5177\u7406\u6027\u6d3e\u7684\u6781\u81f4\u8ffd\u6c42\u2014\u2014AI\u662f\u9ad8\u6548\u3001\u65e0\u611f\u7684\u6267\u884c\u8005\u3002\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u80fd\u529b\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u96c6\u6210\u6df1\u5ea6\u662f\u5426\u8db3\u4ee5\u8ba9\u7528\u6237\u5f62\u6210\u201c\u6709\u4e8b\u5c31\u627eMode\u201d\u7684\u808c\u8089\u8bb0\u5fc6\uff0c\u5e76\u59a5\u5584\u89e3\u51b3\u968f\u4e4b\u800c\u6765\u7684\u6570\u636e\u4e3b\u6743\u4fe1\u4efb\u95ee\u9898\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u65b9\u5411\u6b63\u786e\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\">Mode AI<\/span>\n <\/div>\n<div class=\"comment-content\">ModeAI is an \u201cAssistant in your pocket\u201d that can integrate with Gmail, Docs, Teams, and Outlook, letting you manage work through simple voice or chat commands. Draft emails, summarise docs, schedule tasks, and stay organised in one place. Plus, unlock creativity with built-in image and video generation\u2014so you can create and execute, all in one seamless AI workspace.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">ModeAI \u2013 Assistant in Your Pocket<\/p>\n<p>ModeAI is a productivity app designed to feel like a full-time employee\u2014always available, always context-aware, and always ready to execute.<\/p>\n<p>It connects seamlessly with tools you already use, like Gmail, Docs, Teams, and Outlook, turning scattered workflows into one continuous AI workspace. Instead of jumping between apps, you simply tell ModeAI what you need\u2014via voice or chat\u2014and it gets things done.<\/p>\n<p>Think of it like your daily companion, just like Maps or Spotify\u2014something you open multiple times a day to plan, create, communicate, and move faster.<\/p>\n<p>From drafting emails and summarising documents to scheduling meetings and managing tasks, ModeAI handles the busywork so you can focus on what actually matters.<\/p>\n<p>And when you need to go beyond productivity, ModeAI adds a creative edge\u2014generate images, create videos, and bring ideas to life instantly, all within the same flow.<\/p>\n<p>No switching. No friction. Just one AI that works like your smartest teammate.<\/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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> For someone building content workflows daily, how well does it handle ongoing context, like picking up a half-drafted LinkedIn post from yesterday and suggesting optimizations based on my past style?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built ModeAI because most AI tools stop at suggestions.<\/p>\n<p>They tell you what to do.<br \/>They don\u2019t actually do it.<\/p>\n<p>ModeAI is different.<br \/>Think of it as a teammate, not a chatbot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been building this with the team \u2014 the goal was simple: less talking, more doing.<br \/>Feels great to finally ship this .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built ModeAI to feel less like a tool and more like a teammate.<\/p>\n<p>Instead of jumping between apps, you just say what you need. Emails, docs, meetings, tasks it all happens in one flow.<\/p>\n<p>Would love your feedback and support<\/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><strong>How many apps did you open before 10 AM today?<br \/><\/strong><\/p>\n<p>Gmail. Slack. Docs. Teams. Calendar. Notion. And you’re still not done with that one email you started 40 minutes ago.<\/p>\n<p>We’ve all normalised this chaos. And we shouldn’t have.<\/p>\n<p>That’s exactly why we built ModeAI.<\/p>\n<p>One AI assistant that sits across your Gmail, Docs, Outlook, and Teams \u2014 and actually gets things done. You don’t prompt it like a search bar. You talk to it like a teammate. <\/p>\n<p>“Draft the follow-up from yesterday’s call.” Done. <br \/>“Summarise this doc and book a meeting.” Done. <br \/>“Create a quick image for this deck.” Done.<\/p>\n<p>No switching. No friction. No repeating yourself.<\/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>The full time employee framing is spot on. Most AI tools still feel like fancy search bars but what you are describing, context aware, connected to the tools you already live in, executable via voice or chat, is genuinely closer to how people actually want to work. The Gmail and Outlook integration alone removes so much friction from a typical workday. We are actually launching our own AI tomorrow, though ours comes from a completely different angle. Less productivity, more presence. It is an AI bestie built for emotional support, the kind of thing you open not to get tasks done but to feel heard. Funny how the same question of what should AI feel like leads to such different but equally valid answers. Congrats on the launch, rooting for this one.<\/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>How do you handle data privacy? Giving it full access to all your email and drive seems risky? Can you limit it to some specific folders 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<\/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\/SROHCBP5BSTMU7\" class=\"app-title\">GitCity<\/a><\/p>\n<div class=\"one-liner\">Your GitHub contributions as 3D city you can drive through<\/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>GitCity\u5c06GitHub\u8d21\u732e\u8bb0\u5f55\u8f6c\u5316\u4e3a\u53ef\u9a7e\u9a76\u76843D\u7b49\u8ddd\u57ce\u5e02\uff0c\u8ba9\u5f00\u53d1\u8005\u4ee5\u6e38\u620f\u5316\u3001\u89c6\u89c9\u5316\u7684\u65b9\u5f0f\u76f4\u89c2\u56de\u987e\u548c\u5c55\u793a\u81ea\u5df1\u7684\u4ee3\u7801\u63d0\u4ea4\u5386\u7a0b\uff0c\u89e3\u51b3\u4e86\u8d21\u732e\u8bb0\u5f55\u67af\u71e5\u3001\u7f3a\u4e4f\u76f4\u89c2\u5448\u73b0\u5f62\u5f0f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfeae9e0-af50-4644-b5e5-053174f60208.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e472744c-2b44-4cd5-9e82-77bbd4b7347b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3c4deee-6ab2-4ca7-b238-92aa2fc0eba4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd9111e6-d3d3-4891-9a1f-8f3eb066a6c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24b3a5de-65d2-4f0a-9fbc-82df630cc3d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7995d9aa-30fc-4d84-842e-b39375a94c13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02b1d20c-3b9b-4080-a511-cfe78a127ffc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02d67e95-a396-4ae6-b787-aee70525a705.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/708070ce-b791-4925-bee5-419459a887a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f9a3edf-0aa1-48cb-a504-4392fe30ac81.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GitHub\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d21\u732e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">3D\u5efa\u6a21<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\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\u610f\u5916\u6c89\u6d78\u4e8e\u9a7e\u9a76\u4f53\u9a8c\uff0c\u8ba4\u53ef\u8d21\u732e\u5f3a\u5ea6\u4e0e\u5efa\u7b51\u9ad8\u5ea6\u7684\u6620\u5c04\u8bbe\u8ba1\u3002\u4e3b\u8981\u5efa\u8bae\u662f\u589e\u52a0\u201c\u8857\u533a\u89c6\u56fe\u201d\u529f\u80fd\uff0c\u4ee5\u4fbf\u5e76\u6392\u5bf9\u6bd4\u4e0d\u540c\u4ed3\u5e93\u7684\u8d21\u732e\u89c4\u6a21\uff0c\u5f62\u6210\u66f4\u76f4\u89c2\u7684\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 GitCity\u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u5f00\u53d1\u8005\u60c5\u6000\u5de5\u5177\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u5347\u751f\u4ea7\u529b\uff0c\u800c\u662f\u901a\u8fc7\u6e38\u620f\u5316\u548c\u827a\u672f\u5316\u8f6c\u8bd1\uff0c\u4e3a\u51b0\u51b7\u7684\u8d21\u732e\u6570\u636e\u6ce8\u5165\u60c5\u611f\u4e0e\u53d9\u4e8b\u6027\u3002\u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u5f00\u53d1\u8005\u7684\u4e24\u4e2a\u6f5c\u5728\u9700\u6c42\uff1a\u4e00\u662f\u5bf9\u81ea\u6211\u52b3\u52a8\u6210\u679c\u8fdb\u884c\u5177\u8c61\u5316\u3001\u4eea\u5f0f\u5316\u7684\u56de\u987e\u9700\u6c42\uff0c\u5c06\u62bd\u8c61\u7684\u63d0\u4ea4\u8bb0\u5f55\u53d8\u4e3a\u53ef\u7a7f\u68ad\u7684\u666f\u89c2\uff0c\u6ee1\u8db3\u60c5\u611f\u6170\u85c9\u4e0e\u6210\u5c31\u611f\uff1b\u4e8c\u662f\u63d0\u4f9b\u4e86\u8f7b\u91cf\u7ea7\u3001\u4f4e\u95e8\u69db\u7684\u4e2a\u4eba\u6280\u672f\u54c1\u724c\u5c55\u793a\u65b9\u6848\uff0c\u5176\u53ef\u5d4c\u5165\u7684SVG\u529f\u80fd\uff0c\u5b9e\u5219\u662f\u4e3a\u5f00\u53d1\u8005\u7b80\u5386\u6216README\u589e\u6dfb\u4e86\u4e00\u4e2a\u6781\u5177\u8c08\u8d44\u7684\u89c6\u89c9\u52cb\u7ae0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u73a9\u5177\u201d\u5c5e\u6027\u5927\u4e8e\u201c\u5de5\u5177\u201d\u5c5e\u6027\u3002\u9a7e\u9a76\u6a21\u62df\u7684\u60ca\u559c\u611f\u867d\u80fd\u5e26\u6765\u75c5\u6bd2\u5f0f\u4f20\u64ad\u7684\u521d\u59cb\u70ed\u5ea6\uff0c\u4f46\u7528\u6237\u7559\u5b58\u4e0e\u6301\u7eed\u4f7f\u7528\u4ef7\u503c\u5b58\u7591\u3002\u8d21\u732e\u6570\u636e\u76843D\u57ce\u5e02\u9690\u55bb\u867d\u6709\u8da3\uff0c\u4f46\u4fe1\u606f\u5bc6\u5ea6\u548c\u5b9e\u7528\u6027\u8fdc\u4f4e\u4e8e\u4f20\u7edf\u56fe\u8868\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u6b21\u6210\u529f\u7684\u6982\u5ff5\u827a\u672f\u521b\u4f5c\u6216\u8425\u9500\u6848\u4f8b\uff0c\u63ed\u793a\u4e86\u5f00\u53d1\u8005\u5de5\u5177\u9886\u57df\u7684\u4e00\u4e2a\u7ec6\u5206\u65b9\u5411\u2014\u2014\u5373\u7528\u4f53\u9a8c\u8bbe\u8ba1\u8f6f\u5316\u6280\u672f\u751f\u6001\u7684\u786c\u6838\u8fb9\u754c\u3002\u5176\u771f\u6b63\u7684\u6210\u529f\uff0c\u6216\u8bb8\u5728\u4e8e\u4e3a\u5f00\u6e90\u8d21\u732e\u6587\u5316\u6ce8\u5165\u4e86\u5c11\u89c1\u7684\u8da3\u5473\u6027\u4e0e\u89c6\u89c9\u9b45\u529b\uff0c\u4f46\u82e5\u65e0\u6cd5\u4ece\u201c\u4e00\u6b21\u65b0\u5947\u4f53\u9a8c\u201d\u8fed\u4ee3\u4e3a\u201c\u53ef\u6301\u7eed\u7684\u6d1e\u5bdf\u5de5\u5177\u201d\uff0c\u5176\u957f\u671f\u751f\u547d\u529b\u53ef\u80fd\u4ec5\u9650\u4e8e\u4e00\u4e2a\u7cbe\u7f8e\u7684\u5f00\u6e90demo\u3002\u4ea7\u54c1\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u8da3\u5473\u9a7e\u9a76\u201d\u4e4b\u5916\uff0c\u6316\u6398\u51fa\u66f4\u5177\u5206\u6790\u4ef7\u503c\u7684\u57ce\u5e02\u201c\u57ce\u5e02\u89c4\u5212\u201d\u529f\u80fd\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\">GitCity<\/span>\n <\/div>\n<div class=\"comment-content\">GitCity turns your GitHub contributions into an interactive isometric 3D city. Every commit grows a building. The more consistent you are, the taller your skyline. The part everyone talks about: switch to simulation mode and drive a car through the city you built with your code. \u2192 Driveable city simulation \u2192 6 themes: Matrix, Noir, Aurora, Ocean, Gold, Ice \u2192 README embeddable SVG \u2192 No login needed \u2014 just enter any GitHub username \u2192 Free and open source<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ok I did NOT expect to spend 20 minutes driving through my own commit history but here we are. The building height mapping to contribution intensity is a nice touch. Would be fun to see a “neighborhood” view where you can compare repos side by side. My main repo would look like a skyscraper next to a bunch of parking lots lol.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KKRG3QNLXEKQ56\" class=\"app-title\">OpenYak<\/a><\/p>\n<div class=\"one-liner\">The open-source Claude Desktop with any model you want<\/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\u5f00\u6e90\u7684\u684c\u9762AI\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u6574\u5408\u591a\u79cd\u4e91\u7aef\u53ca\u672c\u5730\u6a21\u578b\uff0c\u5e76\u5185\u7f6e\u6587\u4ef6\u64cd\u4f5c\u7b49\u5de5\u5177\uff0c\u5728\u672c\u5730\u76f4\u63a5\u5904\u7406\u7528\u6237\u7684\u6587\u6863\u4e0e\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591aAI\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u6570\u636e\u9690\u79c1\u62c5\u5fe7\u548c\u6a21\u578b\u4f9b\u5e94\u5546\u9501\u5b9a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce4aaf8f-ac12-42ad-a6f9-3e58ca777636.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eb1e8c4-cfd8-4859-a7df-a1cbbafca8e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50219584-a71d-4707-85de-9838dc7ead02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9d14c8b-7d0d-46e9-89c0-29973d033ec5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d145b189-72bd-4491-84b2-af1ccb04ebf7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u81ea\u52a8\u5316\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4f9b\u5e94\u5546\u65e0\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u75db\u70b9\u3001\u652f\u6301\u6a21\u578b\u65e0\u9501\u5b9a\u548c\u672c\u5730\u9690\u79c1\u4fdd\u62a4\u3002\u5177\u4f53\u53cd\u9988\u5305\u62ec\uff1a\u8ba4\u53ef\u5176\u771f\u5b9e\u6587\u4ef6\u64cd\u4f5c\u80fd\u529b\u800c\u975e\u4ec5\u804a\u5929\uff1b\u8be2\u95ee\u672c\u5730\u8fd0\u884c\u662f\u5426\u5f3a\u5236\u4f9d\u8d56Ollama\uff1b\u62a5\u544a\u5b89\u88c5\u540e\u65e0\u6cd5\u4f7f\u7528\u7684\u6280\u672f\u95ee\u9898\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u627f\u8bfa\u5feb\u901f\u8fed\u4ee3\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 OpenYak\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u5e94\u7528\u8303\u5f0f\u4e00\u6b21\u5c16\u9510\u7684\u672c\u5730\u5316\u3001\u96c6\u6210\u5316\u53cd\u53db\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u7528\u6237\u4e0eAI\u7684\u4ea4\u4e92\u8fb9\u754c\uff1a\u5c06AI\u4ece\u53d7\u5236\u4e8e\u7279\u5b9a\u4f9b\u5e94\u5546\u3001\u529f\u80fd\u5272\u88c2\u7684\u4e91\u7aef\u201c\u9ed1\u7bb1\u201d\uff0c\u62c9\u56de\u7528\u6237\u5b8c\u5168\u638c\u63a7\u7684\u672c\u5730\u684c\u9762\u73af\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76f4\u51fb\u4e09\u5927\u884c\u4e1a\u75fc\u75be\uff1a\u4e00\u662f\u201c\u6807\u7b7e\u9875\u75b2\u52b3\u201d\uff0c\u7528\u6237\u4e0d\u5f97\u4e0d\u5728\u529f\u80fd\u5355\u4e00\u7684\u5404\u7c7bAI\u7f51\u9875\u95f4\u75b2\u4e8e\u5954\u547d\uff1b\u4e8c\u662f\u201c\u6570\u636e\u4e3b\u6743\u4e27\u5931\u201d\uff0c\u654f\u611f\u6587\u6863\u88ab\u8feb\u4e0a\u4f20\u81f3\u7b2c\u4e09\u65b9\uff1b\u4e09\u662f\u201c\u6a21\u578b\u9501\u6b7b\u201d\uff0c\u5de5\u4f5c\u6d41\u6df1\u5ea6\u7ed1\u5b9a\u67d0\u4e00\u6280\u672f\u8def\u7ebf\uff0c\u4e27\u5931\u7075\u6d3b\u6027\u3002OpenYak\u4ee5\u5f00\u6e90\u684c\u9762\u7aef\u4e3a\u6839\u57fa\uff0c\u7528\u6a21\u578b\u65e0\u5173\u6027\u67b6\u6784\u548c\u771f\u5b9e\u7684\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\u96c6\u6765\u56de\u5e94\u8fd9\u4e9b\u75db\u70b9\uff0c\u5176AGPL-3.0\u534f\u8bae\u548c\u201c\u96f6\u52a0\u4ef7\u201dAPI\u4e2d\u8f6c\u6a21\u5f0f\uff0c\u66f4\u662f\u5728\u5546\u4e1a\u4f26\u7406\u4e0a\u8bd5\u56fe\u4e0e\u5c01\u95ed\u5f0f\u3001\u9ad8\u6ea2\u4ef7\u7684SaaS\u4ea7\u54c1\u5212\u6e05\u754c\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5c06\u590d\u6742AI\u5de5\u4f5c\u6d41\u5b8c\u5168\u7f6e\u4e8e\u672c\u5730\uff0c\u5bf9\u7528\u6237\u786c\u4ef6\u548c\u8fd0\u7ef4\u80fd\u529b\u6784\u6210\u95e8\u69db\uff0c\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u4f53\u9a8c\u627f\u8bfa\u9762\u4e34\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u201c\u4e07\u80fd\u667a\u80fd\u4f53\u201d\u7684\u5b9a\u4f4d\u53ef\u80fd\u5bfc\u81f4\u4ea7\u54c1\u7126\u70b9\u6a21\u7cca\uff0c\u5728\u6587\u6863\u5904\u7406\u3001\u4ee3\u7801\u52a9\u624b\u7b49\u4efb\u4e00\u5782\u76f4\u9886\u57df\uff0c\u90fd\u9700\u76f4\u9762\u529f\u80fd\u66f4\u4e13\u7cbe\u7684\u6210\u719f\u4ea7\u54c1\u7ade\u4e89\u3002\u6700\u540e\uff0c\u5f00\u6e90\u6a21\u5f0f\u5982\u4f55\u53ef\u6301\u7eed\u5730\u652f\u6491\u5f00\u53d1\u4e0e\u751f\u6001\uff0c\u907f\u514d\u9677\u5165\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u56f0\u5883\uff0c\u662f\u5fc5\u987b\u56de\u7b54\u7684\u957f\u671f\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cOpenYak\u662f\u4e00\u573a\u5927\u80c6\u7684\u5b9e\u9a8c\uff0c\u5b83\u8d4c\u7684\u662f\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u7528\u6237\u5bf9\u9690\u79c1\u3001\u63a7\u5236\u6743\u548c\u7075\u6d3b\u6027\u7684\u91cd\u89c6\uff0c\u5df2\u8d85\u8fc7\u5bf9\u6781\u81f4\u4fbf\u6377\u548c\u96f6\u914d\u7f6e\u7684\u8ffd\u6c42\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u6210\u4e3a\u8861\u91cf\u5e02\u573a\u5bf9\u201c\u53bb\u4e2d\u5fc3\u5316AI\u201d\u5b9e\u9645\u9700\u6c42\u7684\u4e00\u5757\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenYak<\/span>\n <\/div>\n<div class=\"comment-content\">OpenYak is an open-source desktop AI agent that handles your files, documents, and workflows \u2014 locally. 100+ cloud models, 20+ built-in tools, Ollama for offline use. Your data never leaves your machine. Free to start.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I was tired of switching between ChatGPT, Claude, and 3 other AI tools just to get through my day. One for writing, one for code, one for files \u2014 and none of them could actually touch my local documents or automate anything real.<\/p>\n<p>So I built OpenYak \u2014 a desktop AI agent that runs entirely on your machine.<br \/>\nWhat makes it different:<\/p>\n<p>1. Any model, one app. 100+ cloud models from OpenAI, Anthropic, Google, DeepSeek, and more \u2014 or run fully offline with Ollama. No lock-in.<br \/>\n2. Real agent, not just chat. 20+ built-in tools: read, write, rename files, parse spreadsheets, generate documents, run commands. It does the work \u2014 not just talks about it.<br \/>\n3. Local-first. All files, conversations, and memory stay on your device. The only data sent externally is your prompt to the model provider. No telemetry, no cloud storage.<br \/>\n4. Free to start. 1M tokens\/week on free models, zero markup on premium. Or bring your own API key.<\/p>\n<p>Tech stack: Tauri v2 (Rust) + Next.js + FastAPI. Fully open-source under AGPL-3.0.<br \/>\nWe’re just getting started \u2014 would love your feedback, feature requests, or a \u2b50 on GitHub if this is useful to you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pei_lin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pei_lin<\/a> The tab switching problem is so real and nobody actually talks about it. One for writing, one for code, one for files and none of them know the others exist. The fact that you wired up actual file operations instead of just chat, kept it local-first with no telemetry, and didn’t sneak in a token markup is honestly rare in this space. Congrats on the launch, this one feels like it was built out of real frustration and that usually makes for the best products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah! I’m on that. Switching and switching all the day. I needed something like this Pei. 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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks so much.<\/p>\n<p>You’re absolutely right – contexting switching is the biggest cognitive load we’re trying to kill. And we have some exciting features in the works to make that flow even smoother and better. We’re constantly refining the experiences based on feedback like yours.<\/p>\n<p>\u2060If you encounter any issues or have ideas, please don’t hesitate to let us know. We\u2019re committed to iterating fast!<\/p>\n<p>Also, we’d love for you to contribute \u2014 whether it\u2019s a feature request or code. Let’s build the ultimate workflow together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The lock-in problem is real. I’ve been moving more and more to open-source tooling just to keep optionality as the models keep changing. The fact that you can swap models without rebuilding your workflow is more valuable than it sounds – six months ago a different model was best for different tasks and that keeps shifting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> 100% agree \u2014 model optionality is underrated until you’ve been burned by it. That’s exactly why we built OpenYak to be model-agnostic from day one. You can swap between Claude, GPT, Gemini, local models, whatever fits the task \u2014 without changing your workflow at all. The AI landscape moves too fast to bet everything on one provider. Glad to see more people thinking this way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the remote control feature so basically I can let the agent work on my pc when I\u2019m outside! Nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sequoiadb_user1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sequoiadb_user1<\/a> Thanks! Yeah the remote control is one of my favorite features too \u2014 kick off a task, go grab coffee, come back and it’s done. We’re working on making that experience even smoother. Let us know if you run into any issues or have feature requests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I\u2019m Steve, maker of OpenYak.<\/p>\n<p>AI for file work is still weirdly broken: too much lock-in, too many limits, too little control.<\/p>\n<p>We built OpenYak to fix that.<\/p>\n<p>It\u2019s an open-source AI coworker that runs on your desktop. Give it a folder and an outcome, and it can work with your files directly \u2014 reading, editing, organizing, analyzing, and creating content locally.<\/p>\n<p>No subscription. No vendor lock-in. Optional full offline mode with Ollama. And support for 100+ models.<\/p>\n<p>We think desktop AI should belong to users, not platforms.<\/p>\n<p>Curious: what\u2019s the first task you\u2019d want it to handle?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>do you need ollama for local? My local machine has GPUs, do I need any external software to run this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Downloaded and set up account but nothing works either on the account page on the site or on my desktop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gregory_zunic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_zunic<\/a> So sorry, Gregory. That definitely shouldn’t be happening.<\/p>\n<p>My apologies for the frustration. We’re looking into this as a top priority right now. Could you please DM me or send some details\/screenshot to <a href=\"mailto:rickie_lin@outlook.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rickie_lin@outlook.com<\/a>?<\/p>\n<p>We want to get this fixed for you immediately. Thanks for your patience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MUIB5TBTKMUHFJ\" class=\"app-title\">Grok 4.2 Beta 2<\/a><\/p>\n<div class=\"one-liner\">Real-time multi-agent AI that debates itself to find truth.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok 4.2 Beta 2\u901a\u8fc7\u5185\u7f6e\u7684\u201c\u56db\u4eba\u4e13\u5bb6\u59d4\u5458\u4f1a\u201d\u591a\u667a\u80fd\u4f53\u5e76\u884c\u8fa9\u8bba\u4e0e\u4ea4\u53c9\u9a8c\u8bc1\u67b6\u6784\uff0c\u5728\u5f00\u53d1\u3001\u7814\u7a76\u7b49\u9700\u8981\u9ad8\u53ef\u9760\u6027\u7684\u573a\u666f\u4e2d\uff0c\u6709\u6548\u964d\u4f4e\u4e86\u4f20\u7edf\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u4e0e\u9519\u8bef\u7387\uff0c\u63d0\u4f9b\u7ecf\u8fc7\u5b9e\u65f6\u8fa9\u8bba\u7684\u201c\u771f\u7406\u201d\u7b54\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dedb014f-699b-4836-b86e-bbd450ffee40.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\/4296a31d-b4a7-4660-b1da-9b725d8b6c25.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\/1cd5cde2-8456-41e5-bca6-fc70562ac5e4.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\/69b4612a-1471-4318-aa68-b8565f959329.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\/58118ca5-f883-4332-a21c-e12574caa30d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/QOSaGhAPHSM\"><source src=\"https:\/\/youtu.be\/QOSaGhAPHSM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53AI<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8fa9\u8bba\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u964d\u4f4e\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u4e8b\u5b9e\u6838\u67e5<\/span><br \/>\n <span class=\"tag\">\u534f\u540c\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u8fdb\u9636\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8ba1\u7b97<\/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\u591a\u667a\u80fd\u4f53\u201c\u5185\u7f6e\u540c\u884c\u8bc4\u5ba1\u201d\u7684\u65b9\u5411\u4e0e\u964d\u4f4e\u5e7b\u89c9\u7684\u4ef7\u503c\uff0c\u4f46\u666e\u904d\u8d28\u7591\u201c\u66f4\u5feb\u201d\u7684\u6280\u672f\u5b9e\u73b0\u903b\u8f91\uff0c\u5e76\u5173\u6ce8\u5176\u5b9e\u9645\u6548\u679c\uff1a\u662f\u5426\u771f\u80fd\u63d0\u5347\u8d28\u91cf\u800c\u975e\u4ec5\u8425\u9020\u4e25\u8c28\u8868\u8c61\uff0c\u5982\u4f55\u5904\u7406\u5b9e\u65f6\u6570\u636e\u51b2\u7a81\u7b49\u8fb9\u7f18\u6848\u4f8b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Grok 4.2 Beta 2\u63d0\u51fa\u7684\u201c\u591a\u667a\u80fd\u4f53\u8fa9\u8bba\u4ee5\u6c42\u771f\u201d\u8303\u5f0f\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6027\u80fd\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u5927\u6a21\u578b\u6839\u672c\u7f3a\u9677\u7684\u67b6\u6784\u6027\u53cd\u601d\u3002\u5b83\u5c06\u6a21\u578b\u5185\u90e8\u7684\u4e0d\u786e\u5b9a\u6027\u4ece\u9700\u8981\u63a9\u76d6\u7684\u201c\u9ed1\u7bb1\u566a\u58f0\u201d\uff0c\u5916\u5316\u4e3a\u53ef\u89c2\u6d4b\u3001\u53ef\u7ba1\u7406\u7684\u201c\u4e13\u5bb6\u8fa9\u8bba\u201d\u8fc7\u7a0b\uff0c\u8fd9\u662f\u4e00\u4e2a\u9887\u5177\u54f2\u5b66\u610f\u5473\u7684\u4ea7\u54c1\u5316\u8f6c\u6298\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5730\u5806\u780c\u56db\u4e2a\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u8ba4\u77e5\u5de5\u4f5c\u6d41\uff1a\u534f\u8c03\u8005\u3001\u7814\u7a76\u8005\u3001\u903b\u8f91\u8005\u3001\u521b\u9020\u8005\u89d2\u8272\u5206\u660e\uff0c\u6a21\u62df\u4e86\u4eba\u7c7b\u4e13\u5bb6\u56e2\u961f\u7684\u51b3\u7b56\u573a\u666f\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u5de5\u7a0b\u67b6\u6784\uff08\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e0e\u5236\u7ea6\uff09\u53bb\u5c1d\u8bd5\u89e3\u51b3\u8ba4\u77e5\u79d1\u5b66\u95ee\u9898\uff08\u5982\u4f55\u4fdd\u8bc1\u63a8\u7406\u7684\u7a33\u5065\u6027\uff09\u3002\u5ba3\u4f20\u4e2d\u201c\u9519\u8bef\u7387\u964d\u81f34.2%\u201d\u82e5\u7ecf\u5f97\u8d77\u68c0\u9a8c\uff0c\u5176\u610f\u4e49\u8fdc\u80dc\u4e8e\u5355\u7eaf\u7684\u53c2\u6570\u589e\u957f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u70ed\u70c8\u7684\u6982\u5ff5\u80cc\u540e\u662f\u5c16\u9510\u7684\u8d28\u7591\u3002\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1a\u5e76\u884c\u8ba1\u7b97\u4e0e\u5b9e\u65f6\u8fa9\u8bba\u7684\u901a\u4fe1\u5f00\u9500\uff0c\u5982\u4f55\u80fd\u5b9e\u73b0\u201c\u6570\u91cf\u7ea7\u66f4\u5feb\u201d\uff1f\u8fd9\u6307\u5411\u4e86\u53ef\u80fd\u7684\u6280\u672f\u53d6\u820d\u2014\u2014\u6216\u8bb8\u91c7\u7528\u4e86\u8f7b\u91cf\u5316\u4e13\u5bb6\u6a21\u578b\uff0c\u6216\u5b58\u5728\u5de7\u5999\u7684\u5f02\u6b65\u7ba1\u9053\u8bbe\u8ba1\u3002\u53e6\u4e00\u4e2a\u66f4\u6df1\u523b\u7684\u8d28\u7591\u5728\u4e8e\uff1a\u8fa9\u8bba\u8fc7\u7a0b\u662f\u63d0\u5347\u4e86\u7b54\u6848\u8d28\u91cf\uff0c\u8fd8\u662f\u4ec5\u4ec5\u751f\u4ea7\u4e86\u66f4\u590d\u6742\u7684\u3001\u770b\u4f3c\u4e25\u8c28\u7684\u6587\u672c\u4eea\u5f0f\uff1f\u8fd9\u89e6\u53ca\u4e86AI\u53ef\u89e3\u91ca\u6027\u7684\u6838\u5fc3\u56f0\u5883\u3002\u5982\u679c\u8fa9\u8bba\u903b\u8f91\u672c\u8eab\u4e0d\u53ef\u8ffd\u6eaf\uff0c\u90a3\u4e48\u201c\u59d4\u5458\u4f1a\u201d\u5c31\u53ea\u662f\u4e00\u4e2a\u66f4\u7cbe\u81f4\u7684\u4fee\u8f9e\u751f\u6210\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u5927\u80c6\u5730\u5c06\u201c\u5185\u90e8\u4e0d\u4e00\u81f4\u6027\u201d\u4f5c\u4e3a\u5356\u70b9\uff0c\u8fd9\u8981\u6c42\u5b83\u5fc5\u987b\u63d0\u4f9b\u6bd4\u5355\u4e00\u6a21\u578b\u66f4\u900f\u660e\u3001\u53ef\u5ba1\u8ba1\u7684\u63a8\u7406\u94fe\u6761\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u5355\u4e00\u6a21\u578b\u7684\u5e7b\u89c9\u201d\u5347\u7ea7\u4e3a\u201c\u59d4\u5458\u4f1a\u96c6\u4f53\u7684\u504f\u89c1\u201d\uff0c\u4e14\u56e0\u8fc7\u7a0b\u66f4\u590d\u6742\u800c\u66f4\u96be\u88ab\u5bdf\u89c9\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u201c\u8fa9\u8bba\u201d\u8fd9\u4e2a\u70ab\u9177\u7684\u6982\u5ff5\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u8fa9\u8bba\u89c4\u5219\u7684\u8bbe\u8ba1\u8d28\u91cf\u3001\u667a\u80fd\u4f53\u89d2\u8272\u7684\u771f\u6b63\u4e13\u4e1a\u5316\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u6700\u7ec8\u5411\u7528\u6237\u5448\u73b0\u7684\u201c\u771f\u7406\u201d\u662f\u5426\u7ecf\u5f97\u8d77\u73b0\u5b9e\u4efb\u52a1\u7684\u6b8b\u9177\u68c0\u9a8c\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u9ad8\u56de\u62a5\u7684\u8d4c\u6ce8\uff0c\u8d4c\u7684\u662f\u7ed3\u6784\u5316\u534f\u4f5c\u80fd\u8d85\u8d8a\u5355\u4f53\u667a\u80fd\u7684\u5c40\u9650\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Grok 4.2 Beta 2<\/span>\n <\/div>\n<div class=\"comment-content\">Stop chatting with a single model; start consulting a council. Grok 4.2 introduces a native multi-agent architecture where four experts: Grok (Coordinator), Harper (Research), Benjamin (Logic\/Code), and Lucas (Creative) work in parallel. They cross-check facts and debate conclusions in real-time before you see the answer. Built for “rapid learning,” Grok 4.2 iterates weekly based on your feedback, slashing error rates to just 4.2% while staying an order of magnitude faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction from xAI with Grok 4.2 beta 2. <\/p>\n<\/p>\n<p>Instead of a single LLM (and its usual hallucinations), this introduces a native multi-agent system where four specialized agents debate, verify, and synthesize outputs. That \u201cCouncil of Four\u201d approach… logic, research, creativity, and orchestration\u2014feels like a built-in peer review layer. <\/p>\n<\/p>\n<p><strong>Key highlights<\/strong>:<\/p>\n<ul>\n<li>\n<p>Reduced hallucinations and error rates<\/p>\n<\/li>\n<li>\n<p>Stronger instruction following<\/p>\n<\/li>\n<li>\n<p>Better reasoning for math, coding, and research<\/p>\n<\/li>\n<li>\n<p>High-quality LaTeX + improved image handling<\/p>\n<\/li>\n<li>\n<p>Rapid weekly learning updates<\/p>\n<\/li>\n<\/ul>\n<p>This seems especially valuable for developers, researchers, and power users who need reliable, self-verifying outputs, not just \u201cvibe-based\u201d answers.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How’s the Council of Four handling real-world edge cases like conflicting real-time data from X; does Harper’s research agent ever override the others, and what’s a quick example you’ve seen in beta testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>every grok update i see i\u2019m like ok but what\u2019s the actual win here \ud83d\ude05 speed? reasoning?<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>“An order of magnitude faster” while running four agents in parallel is a bold claim. Four models cross-checking and debating in real-time should be slower by default \u2014 more compute, more coordination overhead. How is that actually working? Are the agents running on stripped-down versions, or is there something architectural happening that genuinely offsets the latency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \u201ccouncil instead of a single model\u201d framing is interesting because it turns internal disagreement into part of the product rather than something hidden.<\/p>\n<p>That could be genuinely useful if the debate surfaces better reasoning instead of just more text.<br \/>The real question is how to be sure the extra agents improve answer quality rather than just create the appearance of rigor<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MPF6VDZ53WLVTZ\" class=\"app-title\">Flowith Canvas<\/a><\/p>\n<div class=\"one-liner\">A new way to interact with AI beyond traditional chats<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flowith Canvas \u662f\u4e00\u6b3e\u5c06\u89c6\u89c9\u5316\u6784\u601d\u3001\u667a\u80fd\u4f53\u4efb\u52a1\u6267\u884c\u4e0e\u77e5\u8bc6\u5e93\u7ba1\u7406\u878d\u4e3a\u4e00\u4f53\u7684AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u65e0\u9650\u753b\u5e03\u548c\u81ea\u4e3b\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u5728\u521b\u610f\u3001\u7814\u7a76\u548c\u6267\u884c\u4e2d\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u9677\u5165\u7ebf\u6027\u5bf9\u8bdd\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/259082fd-25ab-46a9-9dee-a769005a7b40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d24630b0-eb38-4edb-a5c8-ec88470b0d12.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99e86da6-8d20-42f0-bfae-e232d31a0722.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bff0fb5c-5ad8-4b9d-9ea4-0477d53a7aad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cc3031a-425e-4116-b924-9e0551fd2e7e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39e25d60-38f7-4135-98ff-92ef2b94b023.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cec01e54-1b2c-4a8b-a9fb-b773055feb5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/480481db-98d9-4bbd-a82c-2d195324ac0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30010e1b-0133-4670-a743-a57c3bcc7697.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f98defe1-5c77-4331-9931-128b0ab7d7f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/317564ad-5798-4e9c-9159-bd7d8f4951d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd652826-1bf7-4df3-bc20-8a494e3a7762.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/796ef2dc-7823-42d6-b921-dbc7455f1b26.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\/ef2f5820-a05b-45a7-8228-556c61b17555.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=JauqHr6KnzU\"><source src=\"https:\/\/www.youtube.com\/watch?v=JauqHr6KnzU\" 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\">Task Management<\/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\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u9650\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\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\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u4e00\u4f53\u5316\u8bbe\u8ba1\u7406\u5ff5\u4e0e\u54c1\u724c\u53d9\u4e8b\uff1b\u5bf9\u201c\u77e5\u8bc6\u82b1\u56ed\u201d\u5982\u4f55\u6784\u5efa\u4e0a\u4e0b\u6587\uff08\u81ea\u52a8\u5b66\u4e60 vs. \u624b\u52a8\u7b56\u5c55\uff09\u63d0\u51fa\u5177\u4f53\u7591\u95ee\uff0c\u5173\u4e4e\u4fe1\u4efb\u5ea6\uff1b\u6709\u7528\u6237\u597d\u5947\u5176\u5ba3\u4f20\u89c6\u9891\u662f\u5426\u7531\u4ea7\u54c1\u81ea\u8eab\u5236\u4f5c\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 Flowith Canvas \u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u804a\u5929\u754c\u9762\u201d\u3002\u5b83\u8bd5\u56fe\u4ece\u6839\u672c\u4e0a\u89e3\u6784\u5f53\u524d\u4e3b\u6d41AI\u4ea4\u4e92\u7684\u8303\u5f0f\u2014\u2014\u7528\u65e0\u9650\u753b\u5e03\u53d6\u4ee3\u7ebf\u6027\u804a\u5929\uff0c\u7528\u81ea\u4e3b\u667a\u80fd\u4f53\u53d6\u4ee3\u6307\u4ee4\u5f0f\u526f\u9a7e\uff0c\u7528\u52a8\u6001\u751f\u957f\u7684\u77e5\u8bc6\u5e93\u53d6\u4ee3\u9759\u6001\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u3002\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53AI\u5de5\u4f5c\u7a7a\u95f4\u201d\u5b9a\u4f4d\uff0c\u76f4\u6307\u5f53\u524dAI\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u529f\u80fd\u788e\u7247\u5316\u4e0e\u5de5\u4f5c\u6d41\u65ad\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u5176\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u95ed\u73af\u667a\u80fd\u201d\u3002\u753b\u5e03\u8d1f\u8d23\u53d1\u6563\u4e0e\u8fde\u63a5\uff0c\u667a\u80fd\u4f53\u8d1f\u8d23\u6536\u655b\u4e0e\u6267\u884c\uff0c\u77e5\u8bc6\u5e93\u5219\u5728\u5e95\u5c42\u63d0\u4f9b\u6301\u7eed\u4f18\u5316\u7684\u71c3\u6599\u3002\u8fd9\u7406\u8bba\u4e0a\u80fd\u663e\u8457\u964d\u4f4e\u590d\u6742\u3001\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\u7684\u8ba4\u77e5\u8d1f\u8377\u4e0e\u7ba1\u7406\u6210\u672c\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u77e5\u8bc6\u82b1\u56ed\u201d\u7684\u667a\u80fd\u5316\u63cf\u8ff0\u7565\u663e\u6a21\u7cca\uff0c\u5176\u201c\u8ba9\u4e0a\u4e0b\u6587\u66f4\u806a\u660e\u201d\u7684\u673a\u5236\u662f\u9ed1\u7bb1\uff0c\u8fd9\u5f15\u53d1\u4e86\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4fe1\u4efb\u4e0e\u53ef\u63a7\u6027\u7684\u5408\u7406\u62c5\u5fe7\u2014\u2014\u5bf9\u4e8e\u4e25\u8083\u7684\u77e5\u8bc6\u5de5\u4f5c\uff0c\u88ab\u52a8\u6444\u5165\u4fe1\u606f\u7684\u566a\u97f3\u4e0e\u504f\u89c1\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\u3002\u5176\u6b21\uff0c\u5c06\u9ad8\u5ea6\u81ea\u4e3b\u7684\u201c\u667a\u80fd\u4f53\u201d\u4e0e\u5f00\u653e\u7684\u201c\u753b\u5e03\u201d\u7ed3\u5408\uff0c\u53ef\u80fd\u5e26\u6765\u754c\u9762\u4e0e\u5fc3\u667a\u6a21\u578b\u7684\u590d\u6742\u6027\uff0c\u7528\u6237\u53ef\u80fd\u9700\u8981\u65f6\u95f4\u5b66\u4e60\u5982\u4f55\u201c\u9a7e\u9a76\u201d\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u547d\u4ee4\u201dAI\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cFlowith \u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u5373\u4eba\u7c7b\u4e0eAI\u7684\u534f\u4f5c\u6a21\u5f0f\u5c06\u4ece\u201c\u95ee\u7b54\u5f0f\u201d\u8f6c\u5411\u201c\u5171\u6816\u5f0f\u201d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u5145\u5f53\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u56de\u7b54\u5f15\u64ce\uff0c\u800c\u662f\u60f3\u6210\u4e3a\u6574\u4e2a\u601d\u8003\u4e0e\u521b\u9020\u8fc7\u7a0b\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u63d0\u4f9b\u5f3a\u5927\u81ea\u52a8\u5316\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u7528\u6237\u5bf9\u8fc7\u7a0b\u7684\u5145\u5206\u611f\u77e5\u4e0e\u63a7\u5236\uff0c\u5e76\u771f\u6b63\u8bc1\u660e\u5176\u4e00\u4f53\u5316\u6d41\u7a0b\u7684\u6548\u7387\u589e\u76ca\u80fd\u8d85\u8d8a\u90a3\u4e9b\u5df2\u88ab\u7528\u6237\u719f\u7ec3\u4f7f\u7528\u7684\u3001\u79bb\u6563\u7684\u6700\u4f73\u5de5\u5177\u7ec4\u5408\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\">Flowith Canvas<\/span>\n <\/div>\n<div class=\"comment-content\">Flowith is an agentic AI workspace where you think, create, and execute in one flow. Canvas for visual ideation, Agent Neo for unlimited task execution, and a Knowledge Garden that makes your context smarter over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Flowith is an agentic AI workspace that connects your thinking, knowledge, and execution, all in one place.<\/p>\n<p><strong>The Problem<\/strong>: Most AI tools trap you in linear chat, forcing you to context-switch between ideation, research, and creation.<\/p>\n<p><strong>The Solution<\/strong>: Flowith brings everything onto an infinite canvas where you and AI work together without limits.<\/p>\n<p><strong>What’s inside<\/strong>:<\/p>\n<ul>\n<li>\n<p>\ud83c\udfa8 Canvas \u2014 visualize and explore ideas freely with AI in a 2D workspace<\/p>\n<\/li>\n<li>\n<p>\ud83e\udd16 Agent Neo \u2014 non-stop, million-context agent that executes complex tasks without limits<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 Knowledge Garden \u2014 unified context system that connects and retrieves your knowledge automatically<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcbb FlowithOS \u2014 AI agent OS built for self-improvement, memory, and speed<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd17 Real-time collaboration \u2014 share flows, comment, and co-create with teammates<\/p>\n<\/li>\n<\/ul>\n<p>Different because it’s not a chatbot or a copilot, it’s a full agentic workspace. Canvas replaces linear chat. Knowledge Garden replaces manual context. Agent Neo replaces manual execution. One million creators already use it.<\/p>\n<\/p>\n<p>Perfect for researchers, writers, product teams, and anyone doing complex, multi-step creative or knowledge work.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Knowledge Garden piece is the most interesting thing here. “Makes your context smarter over time” \u2014 how does it actually build that context? Is it ingesting your previous sessions automatically, or do you manually curate what goes in? The difference between passive learning and active curation is huge for how much you’d actually trust it on important work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, such good branding and story telling, I just upvoted for the UX on this and the how well the video tells the story, was your branding video created with flowith?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TC27G7QXMBPIZV\" class=\"app-title\">DemoVeil<\/a><\/p>\n<div class=\"one-liner\">Prepare your Mac screen for calls, demos, and captures<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u6ce8\u4e8emacOS\u7684\u83dc\u5355\u680f\u5de5\u5177\uff0c\u901a\u8fc7\u9884\u8bbe\u6a21\u5f0f\u5feb\u901f\u9690\u85cf\u684c\u9762\u6742\u4e71\u548c\u5e94\u7528\u7a97\u53e3\uff0c\u5728\u89c6\u9891\u4f1a\u8bae\u3001\u6f14\u793a\u548c\u5f55\u5c4f\u524d\u4e3a\u7528\u6237\u63d0\u4f9b\u6e05\u723d\u7684\u5c4f\u5e55\u754c\u9762\uff0c\u89e3\u51b3\u4e34\u573a\u624b\u5fd9\u811a\u4e71\u6574\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6f14606-6c67-42f9-8982-a1d7a847433f.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\/98e363d9-6c28-4fb7-ab97-6814420673f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c482955f-c881-4e4e-9f27-fad0f7494531.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abddd7fb-7db9-4caa-be8d-5751f92ae3d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b67e819-567c-4cf1-8660-bc0d646e3229.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5f55\u5c4f\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u201c\u6700\u540e\u4e00\u523b\u6e05\u7406\u5c4f\u5e55\u201d\u75db\u70b9\u7684\u7cbe\u51c6\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u9884\u8bbe\u573a\u666f\u6e05\u6670\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u6536\u96c6\u53cd\u9988\u3002\u5f53\u524d\u7248\u672c\u5b58\u5728Finder\u7a97\u53e3\u65e0\u6cd5\u81ea\u52a8\u9690\u85cf\u3001Dock\u9879\u76ee\u53ef\u80fd\u53ef\u89c1\u7b49\u6280\u672f\u5c40\u9650\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 DemoVeil\u7684\u672c\u8d28\uff0c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u4e00\u79cd\u666e\u904d\u5b58\u5728\u7684\u201c\u6570\u5b57\u4eea\u5bb9\u201d\u7126\u8651\u8fdb\u884c\u573a\u666f\u5316\u5c01\u88c5\u3002\u5b83\u5c06\u7528\u6237\u5728\u4e0d\u540c\u793e\u4ea4\u6280\u672f\u573a\u5408\uff08\u5982\u4f1a\u8bae\u3001\u6f14\u793a\uff09\u524d\uff0c\u624b\u52a8\u6574\u7406\u6570\u5b57\u684c\u9762\u7684\u7e41\u7410\u64cd\u4f5c\uff0c\u62bd\u8c61\u4e3a\u201cCall\u201d\u3001\u201cPresent\u201d\u3001\u201cCapture\u201d\u4e09\u4e2a\u4e00\u952e\u5f0f\u9884\u8bbe\u3002\u8fd9\u79cd\u505a\u6cd5\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u8ba4\u77e5\u5378\u8f7d\u201d\u2014\u2014\u7528\u6237\u65e0\u9700\u518d\u601d\u8003\u8be5\u9690\u85cf\u4ec0\u4e48\uff0c\u53ea\u9700\u9009\u62e9\u573a\u666f\uff0c\u5c06\u51b3\u7b56\u6743\u8ba9\u6e21\u7ed9\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5c40\u9650\u6027\uff08\u5982\u65e0\u6cd5\u81ea\u52a8\u9690\u85cfFinder\u7a97\u53e3\uff09\u6070\u6070\u66b4\u9732\u4e86\u8fd9\u7c7b\u5de5\u5177\u5728macOS\u7cfb\u7edf\u6743\u9650\u4e0e\u7528\u6237\u4f53\u9a8c\u4e4b\u95f4\u9762\u4e34\u7684\u5178\u578b\u56f0\u5883\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u521b\u53ef\u8d34\u201d\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u7f13\u89e3\u4e86\u8868\u9762\u75c7\u72b6\uff0c\u4f46\u672a\u6839\u6cbb\u201c\u6570\u5b57\u6742\u4e71\u201d\u7684\u75c5\u6839\u3002\u4ea7\u54c1\u7684\u957f\u8fdc\u6311\u6218\u5728\u4e8e\uff1a\u662f\u6301\u7eed\u6df1\u8015\uff0c\u901a\u8fc7\u66f4\u5e95\u5c42\u7684\u6280\u672f\u624b\u6bb5\u5b9e\u73b0\u771f\u6b63\u5f7b\u5e95\u7684\u201c\u9690\u5f62\u201d\uff0c\u8fd8\u662f\u62d3\u5c55\u8fb9\u754c\uff0c\u96c6\u6210\u865a\u62df\u80cc\u666f\u3001\u6a21\u7cca\u7b49\u66f4\u4e30\u5bcc\u7684\u89c6\u89c9\u7ba1\u7406\u529f\u80fd\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u5b83\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u771f\u5b9e\u7684\u9700\u6c42\u7f1d\u9699\uff0c\u907f\u5f00\u4e86\u4e0eOBS\u7b49\u91cd\u578b\u5f55\u64ad\u8f6f\u4ef6\u6216\u865a\u62df\u684c\u9762\u7cfb\u7edf\u7684\u76f4\u63a5\u7ade\u4e89\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u201d\u4e0e\u201c\u591f\u7528\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u5feb\u901f\u8fed\u4ee3\uff0c\u89e3\u51b3\u9996\u6279\u7528\u6237\u53cd\u9988\u7684\u6838\u5fc3\u6280\u672f\u77ed\u677f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4ec5\u4ec5\u662f\u4e00\u4e2a\u201c\u5c1d\u9c9c\u5373\u5f03\u201d\u7684\u5c0f\u5de5\u5177\uff0c\u96be\u4ee5\u5f62\u6210\u6301\u4e45\u7684\u7528\u6237\u7c98\u6027\u3002\u5f00\u53d1\u8005\u7684\u65e9\u671f\u53d1\u5e03\u4e0e\u79ef\u6781\u4e92\u52a8\u7b56\u7565\u662f\u6b63\u786e\u7684\uff0c\u4e0b\u4e00\u6b65\u9700\u5c06\u53cd\u9988\u8f6c\u5316\u4e3a\u5bf9\u6838\u5fc3\u529f\u80fd\u53ef\u9760\u6027\u7684\u5b9e\u8d28\u6027\u63d0\u5347\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\">DemoVeil<\/span>\n <\/div>\n<div class=\"comment-content\">DemoVeil is a focused macOS menu bar utility that helps you prepare your screen fast before calls, live demos, screenshots, and recordings. It includes 3 presets: \u2022 Call \u2022 Present \u2022 Capture You can quickly hide desktop clutter, hide selected apps, and show a neutral clean screen depending on the situation. Current limitations: Finder windows are not hidden automatically, and some Dock items can remain visible.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cheers 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\/@emma_watson21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emma_watson21<\/a> <\/p>\n<p>Thank you Emma, I really appreciate it \ud83d\ude4c<\/p>\n<p>It means a lot \u2014 especially on the first launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Perfect timing \u2014 I’m prepping my own Mac app for a PH launch on April 14th and screen cleanup is always the last thing I remember. Downloading this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyberseeds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyberseeds<\/a> <\/p>\n<p>Thank you \u2014 that\u2019s exactly the kind of moment I built DemoVeil for.<\/p>\n<p>The goal was to make screen cleanup something you can do in seconds instead of remembering it at the last minute before a launch, demo, or recording.<\/p>\n<p>If you try it for your April 14 Product Hunt launch, I\u2019d really love to hear what feels useful and what still feels missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 always struggle with a messy desktop every time i record a demo video for my app. \ud83d\ude05 It takes so much time to hide everything manually! I think the ‘Capture’ preset will be a real lifesver for me. the positioning is 100% clear. thanks for building this, exactly what I needed!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@linapok <\/p>\n<p>Thank you Lina \u2014 this is exactly the kind of use case I built DemoVeil for.<\/p>\n<p>I wanted the Capture preset to remove that repetitive pre-recording cleanup and make demo recording much faster.<\/p>\n<p>Really glad the positioning feels clear to you. If you try it, I\u2019d love to hear what feels most useful and what still feels missing.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone \u2014 I made DemoVeil because I wanted a very simple way to prepare my Mac screen before calls, demos, screenshots, and recordings.<\/p>\n<p>A lot of tools try to do too much. I wanted something faster and more focused: open from the menu bar, choose a preset, adjust a couple of toggles, and clean up the screen in seconds.<\/p>\n<p>DemoVeil currently focuses on three use cases:<br \/>\n\u2022 Call<br \/>\n\u2022 Present<br \/>\n\u2022 Capture<\/p>\n<p>It is intentionally simple in v1, and I\u2019m launching it early to learn what people actually need most.<\/p>\n<p>Known limitations in the current version:<br \/>\n\u2022 Finder windows are not hidden automatically<br \/>\n\u2022 Minimized Dock items remain visible<br \/>\n\u2022 Some hidden apps may still require one Dock click after Restore<\/p>\n<p>I\u2019d love feedback on two things:<br \/>\n1. Is the positioning clear?<br \/>\n2. Which preset is the most useful to you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/3FNNWWGKS3US7S\" class=\"app-title\">Atomic<\/a><\/p>\n<div class=\"one-liner\">Turn scattered notes into a connected knowledge graph<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u81ea\u6258\u7ba1\u3001AI\u539f\u751f\u7684\u77e5\u8bc6\u5e93\u5e94\u7528\uff0c\u901a\u8fc7\u8bed\u4e49\u56fe\u8c31\u8fde\u63a5\u96f6\u6563\u7b14\u8bb0\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u5e26\u5f15\u7528\u7684\u7ef4\u57fa\u6587\u7ae0\uff0c\u89e3\u51b3\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u4fe1\u606f\u788e\u7247\u5316\u3001\u96be\u4ee5\u5173\u8054\u548c\u68c0\u7d22\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feaa8280-ebba-4f73-8519-b5c2d44e40e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05d0b185-72e0-464c-a160-43985b986f09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3dd7a13-70d3-4598-9c0a-152954fb53b1.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\/12be53f4-1252-4b57-a3b2-538c1ddbe2f7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=KIxp2M0Xes4\"><source src=\"https:\/\/www.youtube.com\/watch?v=KIxp2M0Xes4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6458\u8981<\/span><br \/>\n <span class=\"tag\">Rust\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u672c\u5730\u4f18\u5148\u3001\u9690\u79c1\u4fdd\u62a4\u53ca\u5f00\u6e90\u6a21\u5f0f\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4ea7\u54c1\u5b9a\u4f4d\uff08\u77e5\u8bc6OS vs. \u7b14\u8bb0\u5de5\u5177\uff09\u3001\u4e0eAI\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\u7684\u201c\u957f\u65f6\u8bb0\u5fc6\u5c42\u201d\u613f\u666f\u3001\u7ef4\u57fa\u5408\u6210\u529f\u80fd\u7684\u5b9e\u9645\u6548\u679c\u3001\u6d77\u91cf\u6570\u636e\u4e0b\u7684\u6027\u80fd\u8868\u73b0\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u6210\u4e3a\u201c\u667a\u80fd\u5783\u573e\u62bd\u5c49\u201d\u3002\u540c\u65f6\u671f\u5f85\u96c6\u6210\u66f4\u591a\u6570\u636e\u6e90\uff08\u5982Slack\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Atomic\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2a\u7b14\u8bb0\u5de5\u5177\uff0c\u800c\u662f\u6784\u5efa\u4e00\u4e2a\u201c\u4eba\u673a\u534f\u540c\u7684\u77e5\u8bc6\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u77e5\u8bc6\u7ed3\u6784\u5c42\uff0c\u800c\u975e\u4f5c\u4e3a\u5916\u6302\u529f\u80fd\u3002\u901a\u8fc7\u5185\u7f6eMCP\u670d\u52a1\u5668\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u4eba\u7c7b\u4e0eAI\u667a\u80fd\u4f53\u5171\u4eab\u7684\u201c\u957f\u65f6\u8bb0\u5fc6\u5c42\u201d\uff0c\u8ba9AI\u7684\u4e34\u65f6\u6027\u4ea7\u51fa\u5f97\u4ee5\u6c89\u6dc0\u548c\u5173\u8054\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u5e94\u7528\u4fe1\u606f\u6d41\u201c\u7528\u8fc7\u5373\u5f03\u201d\u7684\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5c16\u9510\u3002\u4e00\u65b9\u9762\uff0c\u201c\u7ef4\u57fa\u81ea\u52a8\u5408\u6210\u201d\u529f\u80fd\u9887\u5177\u98a0\u8986\u6027\uff0c\u5b83\u8bd5\u56fe\u8ba9\u77e5\u8bc6\u4ece\u9759\u6001\u5f52\u6863\u8d70\u5411\u52a8\u6001\u751f\u957f\uff0c\u4f46AI\u751f\u6210\u7684\u201c\u7efc\u8ff0\u201d\u5728\u590d\u6742\u4e13\u4e1a\u9886\u57df\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u5b58\u7591\uff0c\u53ef\u80fd\u6d41\u4e8e\u8868\u9762\u5173\u8054\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5176\u201c\u77e5\u8bc6OS\u201d\u7684\u5b9a\u4f4d\u610f\u5473\u7740\u5b83\u5fc5\u987b\u5904\u7406\u597d\u4fe1\u606f\u8fc7\u8f7d\u95ee\u9898\u3002\u6b63\u5982\u7528\u6237\u7280\u5229\u6307\u51fa\u7684\uff0c\u5f53\u4eba\u7c7b\u7b14\u8bb0\u3001RSS\u8ba2\u9605\u3001AI\u4ee3\u7406\u8f93\u51fa\u5168\u90e8\u6d8c\u5165\u65f6\uff0c\u4ea7\u54c1\u662f\u4fdd\u6301\u201c\u53ef\u7528\u201d\u8fd8\u662f\u6ca6\u4e3a\u201c\u667a\u80fd\u5783\u573e\u62bd\u5c49\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u4fe1\u606f\u8fc7\u6ee4\u3001\u4f18\u5148\u7ea7\u6392\u5e8f\u548c\u77e5\u8bc6\u8870\u51cf\u673a\u5236\u7684\u667a\u80fd\u5316\u7a0b\u5ea6\uff0c\u8fd9\u8fdc\u975e\u4e00\u4e2a\u8bed\u4e49\u56fe\u8c31\u754c\u9762\u6240\u80fd\u89e3\u51b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u9009\u578b\uff08Rust + SQLite\u5355\u6587\u4ef6\uff09\u662f\u53cc\u5203\u5251\uff0c\u5728\u5f70\u663e\u6781\u5ba2\u7cbe\u795e\u3001\u786e\u4fdd\u9690\u79c1\u4e0e\u4fbf\u643a\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u666e\u901a\u7528\u6237\u6321\u5728\u81ea\u6258\u7ba1\u7684\u9ad8\u5899\u4e4b\u5916\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u5ba2\u73a9\u5177\u201d\u4e0e\u201c\u666e\u9002\u5de5\u5177\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5e76\u8bc1\u660e\u5176\u81ea\u52a8\u5173\u8054\u4e0e\u5408\u6210\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u80fd\u771f\u6b63\u4ea7\u751f\u8d85\u8d8a\u4f20\u7edf\u6587\u4ef6\u5939\u7ba1\u7406\u7684\u8ba4\u77e5\u6536\u76ca\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\">Atomic<\/span>\n <\/div>\n<div class=\"comment-content\">Atomic is a self-hosted, AI-native knowledge base. Write notes, get a semantic graph. Ask questions, get cited answers from your own content. Auto-generates wiki articles as your knowledge grows. MCP server built-in for Claude\/Cursor. Local-first. Open source. Everything you know, connected.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coolest launch of the day fs! Btw do you see atomic as a note taking tool, a personal knowledge OS or something closer to a local-first AI assistant? Also are you using this yourself, if so is it creating an impact in your daily tasks??<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> <\/p>\n<\/p>\n<p>Thanks! and great question \u2014 it’s closer to a knowledge OS the way I use it.<\/p>\n<\/p>\n<p>I have RSS feeds (such as Hacker News front page) piped directly into Atomic, so interesting articles get ingested and tagged automatically as they come in. And via MCP, my AI agents can read and write to the KB mid-task, so research they do during a session gets persisted and searchable later.<\/p>\n<\/p>\n<p>The mental model I’ve landed on: it’s the long-term memory layer for both me and my agents. Notes, feeds, and agent outputs all flow in; semantic search and wiki synthesis make it queryable.<\/p>\n<\/p>\n<p>Still early but that loop \u2014 ingest \u2192 tag \u2192 synthesize \u2192 query \u2014 is where it gets powerful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Ken, the maker of Atomic \ud83d\udc4b<\/p>\n<p>I built this because every note-taking tool I tried either buried my ideas in folders or gave me AI features that felt bolted on. I wanted something where the AI was baked into the structure itself, not a chatbot sitting on top of my notes.<\/p>\n<p>The feature I’m most proud of is wiki synthesis: Atomic reads all your atoms under a tag and generates a cited wiki article. Every claim links back to the source note. It’s like having your own research assistant.<\/p>\n<p>A few fun facts about Atomic:<br \/>\n– It’s built in Rust + SQLite \u2014 the whole thing, including vector embeddings, lives in a single file<br \/>\n– There’s a built-in MCP server so Claude, Cursor, and other AI tools can query and write to your KB directly<br \/>\n– It runs fully local with Ollama or any other OpenAI-compatible provider (LM Studio, LiteLLM, etc) No data leaves your machine<\/p>\n<p>Still early days but the core loop is solid. Happy to answer anything \u2014 architecture questions, roadmap, weird use cases, all fair game. \ud83d\ude4f<\/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\/@kenforthewin92\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kenforthewin92<\/a> This gets more interesting once agents start writing into the same place as humans. A lot of tools look good while the knowledge base is still clean. Then feeds pile in, agent notes pile in, and the real problem becomes whether the thing stays usable or turns into a smart junk drawer. How are you thinking about that part?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 went self-hosted AND local-first. so many knowledge tools force you into their cloud. the auto-generated wiki articles sound interesting – does it actually synthesize new content from your notes or just organize existing stuff? could see this being huge for technical documentation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 MCP server integration caught my eye immediately – we’ve been building MCP servers for our open source projects and it’s such a game changer for Claude workflows. curious how you handle the semantic graph generation? are you using embeddings for the connections or something more sophisticated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-first + no data leaves your machine angle is underrated. We’re building an AI that reads Google Drive files to organize them, and “who sees my content?” is the first question every user asks. Having the model run locally removes that friction entirely. Curious, does Atomic work well with existing large note collections, or is it better started fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sophiafyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophiafyi<\/a> <\/p>\n<\/p>\n<p>For sure – privacy anxiety is real friction and local-first resonates, especially with technically-minded folk.<\/p>\n<\/p>\n<p>To your question: Atomic is built for existing collections as well as starting a KB from scratch. The ingestion pipeline is batch-optimized, so dropping in a large library is fast even at scale. A few ways to get existing notes in:<\/p>\n<\/p>\n<p>– Folder of markdown files – point it at your vault and it imports in bulk<\/p>\n<p>– RSS feeds – ongoing ingestion, auto-tagged as items come in<\/p>\n<p>– REST API – if you have a custom pipeline or want to push from other tools, it’s fully pluggable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 wiki synthesis feature is the killer differentiator here imo. Every note tool I’ve used just gives you a folder of disconnected stuff. Having AI that actually reads across your notes and generates cited articles from them is something I haven’t seen before.<\/p>\n<pre><code>Built in Rust + SQLite in a single file is also really smart for local-first. No Docker, no Postgres, just works. How big can the graph get before performance starts degrading? Asking because my notes tend to spiral into thousands of entries pretty fast lol.<\/code><\/pre>\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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <\/p>\n<\/p>\n<p>Totally agree on wiki synthesis, that’s the feature that made everything click for me too. The “folder of disconnected stuff” problem is exactly what I was trying to solve.<\/p>\n<\/p>\n<p>On performance: the graph uses Sigma.js under the hood, which renders via WebGL \u2014 so it’s GPU-accelerated and can handle 100k+ nodes without breaking a sweat. I regularly stress test by ingesting thousands of Wikipedia articles in batch, and the graph stays snappy.<\/p>\n<\/p>\n<p>The SQLite + Rust combo does a lot of heavy lifting on the backend side too \u2014 vector search, full-text search, and graph queries all running against a single file with no external dependencies. For your use case (spiraling thousands of notes) it should be very much in its comfort zone.<\/p>\n<\/p>\n<p>Basically: throw everything at it. That’s kind of the point. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one <a href=\"https:\/\/www.producthunt.com\/@kenforthewin92\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kenforthewin92\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kenforthewin92<\/a> , couldn’t resonate with the problem more. Though I’d love my Slack knowledge to be ingested as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Really love the focus on local-first and keeping everything in a single SQLite\/Rust file. How does the performance hold up once the knowledge graph gets significantly large (e.g., thousands of atoms\/notes)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VXR4WSIYEGN4FQ\" class=\"app-title\">Cushion<\/a><\/p>\n<div class=\"one-liner\">Opensource AI note taking app <\/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>\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u96c6\u6210AI\u804a\u5929\u7684\u5f00\u6e90Markdown\u7b14\u8bb0\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728Obsidian\uff08\u7f16\u8f91\u4f53\u9a8c\u4f73\u4f46\u65e0\u539f\u751fAI\uff09\u548cCursor\uff08AI\u5f3a\u5927\u4f46\u975e\u5199\u4f5c\u5de5\u5177\uff09\u4e4b\u95f4\u9891\u7e41\u5207\u6362\u7684\u75db\u70b9\uff0c\u4e3a\u9700\u8981\u6df1\u5ea6\u5199\u4f5c\u4e0eAI\u8f85\u52a9\u601d\u8003\u7684\u7528\u6237\u63d0\u4f9b\u4e00\u4f53\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f7b237f-5004-40e2-803c-f91488741784.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/037f154d-fe12-458d-9373-2f6d2325337f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57770370-271c-4720-8522-cbfc56b9b328.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e10f37cf-b254-4a85-b2ad-42c30a189c87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40ea3cc3-228a-435b-81e3-95846f98b766.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\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u7b14\u8bb0\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">Markdown\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210AI\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\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\u666e\u904d\u8ba4\u540cObsidian\u4e0eCursor\u95f4\u7684\u4f7f\u7528\u5272\u88c2\u611f\u662f\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u4ea7\u54c1\u662f\u5426\u5bf9\u975e\u6280\u672f\u5199\u4f5c\u8005\u53cb\u597d\uff1bAI\u804a\u5929\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u673a\u5236\uff08\u662f\u5426\u4ec5\u9650\u4e8e\u5f53\u524d\u6587\u4ef6\uff09\u662f\u5173\u6ce8\u7126\u70b9\uff0c\u5f00\u53d1\u8005\u56de\u590d\u79f0\u5176\u57fa\u4e8eOpencode\uff0c\u53ef\u8de8\u6587\u4ef6\u68c0\u7d22\uff0c\u5e76\u8ba1\u5212\u5b9e\u73b0\u7c7b\u4f3cObsidian\u7684\u7b14\u8bb0\u56fe\u8c31\u5173\u8054\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 Cushion\u7684\u51fa\u73b0\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u751f\u4ea7\u529b\u5de5\u5177\u5e02\u573a\u7684\u4e00\u4e2a\u9690\u79d8\u88c2\u7f1d\uff1a\u529f\u80fd\u4e13\u4e1a\u5316\u4e0e\u5de5\u4f5c\u6d41\u7edf\u4e00\u6027\u4e4b\u95f4\u7684\u77db\u76fe\u3002Obsidian\u4ee3\u8868\u4e86\u9ad8\u5ea6\u81ea\u7531\u3001\u63d2\u4ef6\u751f\u6001\u7e41\u8363\u4f46AI\u96c6\u6210\u751f\u786c\u7684\u77e5\u8bc6\u7ba1\u7406\u8303\u5f0f\uff1bCursor\u5219\u4ee3\u8868\u4e86AI\u6df1\u5ea6\u5d4c\u5165\u4f46\u573a\u666f\u5c40\u9650\uff08\u7f16\u7801\uff09\u7684\u8303\u5f0f\u3002\u7528\u6237\u88ab\u8feb\u5728\u4e24\u8005\u95f4\u201c\u8d70\u79c1\u201d\u5185\u5bb9\uff0c\u635f\u8017\u5fc3\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n Cushion\u7684\u201c\u4e3a\u81ea\u5df1\u800c\u5efa\u201d\u7684\u5f00\u6e90\u6545\u4e8b\u9887\u5177\u8ff7\u60d1\u6027\uff0c\u770b\u4f3c\u662f\u968f\u6027\u7f1d\u5408\u7684\u529f\u80fd\u5806\u780c\uff08\u8bed\u97f3\u8f6c\u5199\u3001\u7ed8\u56fe\u3001PDF\u3001NotebookLM\uff09\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5185\u6838\u5728\u4e8e\u8bd5\u56fe\u7528\u201c\u672c\u5730\u4f18\u5148\u201d\u67b6\u6784\u548c\u5f00\u6e90\u751f\u6001\uff0c\u91cd\u65b0\u5b9a\u4e49AI\u4e0e\u5199\u4f5c\u73af\u5883\u7684\u5173\u7cfb\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5c06AI\u4f5c\u4e3a\u4e00\u4e2a\u804a\u5929\u7a97\u53e3\u5d4c\u5165\uff0c\u800c\u662f\u901a\u8fc7MCP\u3001\u667a\u80fd\u4f53\u7b49\u8bbe\u8ba1\uff0c\u8ba9AI\u80fd\u4e3b\u52a8\u7406\u89e3\u5e76\u904d\u5386\u7528\u6237\u7684\u6574\u4e2a\u77e5\u8bc6\u56fe\u8c31\u3002\u8fd9\u6307\u5411\u4e86\u4e00\u4e2a\u66f4\u6df1\u523b\u7684\u672a\u6765\uff1aAI\u4e0d\u518d\u662f\u201c\u5e94\u7b54\u673a\u201d\uff0c\u800c\u662f\u9a7b\u7559\u5728\u672c\u5730\u7684\u3001\u5bf9\u7528\u6237\u79c1\u6709\u77e5\u8bc6\u5e93\u5177\u5907\u6df1\u5ea6\u611f\u77e5\u548c\u81ea\u4e3b\u64cd\u4f5c\u80fd\u529b\u7684\u201c\u6570\u5b57\u4f19\u4f34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u529f\u80fd\u52a0\u6cd5\u6613\uff0c\u4f53\u9a8c\u4e58\u6cd5\u96be\u3002\u4ece\u8bc4\u8bba\u4e2d\u7ade\u54c1\u5f00\u53d1\u8005\u7684\u53cd\u9988\u5373\u53ef\u89c1\uff0c\u53e6\u4e00\u79cd\u601d\u8def\u662f\u201c\u505a\u51cf\u6cd5\u201d\uff0c\u8ffd\u6c42\u6781\u81f4\u7684\u5fc3\u6d41\u3002Cushion\u7684\u8def\u5f84\u53ef\u80fd\u6ed1\u5411\u53e6\u4e00\u4e2a\u63d2\u4ef6\u5730\u72f1\u7684\u5f00\u7aef\u3002\u5176\u6b21\uff0c\u201c\u5f00\u6e90\u201d\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\u3002\u5b83\u5438\u5f15\u4e86\u5f00\u53d1\u8005\u7fa4\u4f53\uff0c\u4f46\u5982\u4f55\u8ba9\u201c\u975e\u6280\u672f\u5199\u4f5c\u8005\u201d\u65e0\u969c\u788d\u4f7f\u7528\uff0c\u5c06\u662f\u5176\u80fd\u5426\u7a81\u7834\u5c0f\u4f17\u5708\u5c42\u7684\u8bd5\u91d1\u77f3\u3002\u6700\u540e\uff0c\u5176AI\u80fd\u529b\u4e25\u91cd\u4f9d\u8d56\u96c6\u6210\u65b9\u6848\uff08\u5982Opencode\uff09\uff0c\u5728\u6027\u80fd\u3001\u6210\u672c\u63a7\u5236\u548c\u529f\u80fd\u72ec\u7279\u6027\u4e0a\u80fd\u5426\u6301\u7eed\u4f18\u5316\uff0c\u5b58\u6709\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCushion\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u662f\u5728\u5b9e\u9a8c\u4e00\u4e2a\u540eChatGPT\u65f6\u4ee3\u7684\u65b0\u5de5\u4f5c\u73af\u5883\u539f\u578b\uff1a\u4e00\u4e2a\u4ee5\u5199\u4f5c\u8005\u7684\u601d\u7ef4\u6d41\u4e3a\u4e2d\u5fc3\uff0cAI\u80fd\u529b\u5982\u6c34\u7535\u822c\u65e0\u7f1d\u704c\u6ce8\u3001\u4e14\u6570\u636e\u4e3b\u6743\u5b8c\u5168\u5f52\u5c5e\u4e8e\u4e2a\u4eba\u7684\u6570\u5b57\u5de5\u4f5c\u7ad9\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u68c0\u9a8c\u201c\u5f00\u6e90+AI+\u672c\u5730\u201d\u8fd9\u4e00\u6280\u672f\u7406\u60f3\u4e3b\u4e49\u7ec4\u5408\uff0c\u5728\u5b9e\u7528\u4e3b\u4e49\u6d88\u8d39\u5e02\u573a\u7684\u751f\u5b58\u7a7a\u95f4\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\">Cushion<\/span>\n <\/div>\n<div class=\"comment-content\">A local-first markdown workspace with integrated AI chat. Write, organize, and think. All in one place.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I liked Obsidian. I liked Cursor. But I kept switching between the two and never fully settled in either. Obsidian’s markdown editing felt great, but it had no AI chat that felt native to me, and honestly I spent way too much time finding the best theme and best plugins. Cursor, on the other hand, had the AI sidebar I wanted, but it’s a code editor and writing long-form text in it was exhausting.<br \/>\nI wanted one app that did both. And I didn’t want to pay for another subscription just to get AI in my notes.<br \/>\nSo I started building Cushion. Not as some grand plan, just to solve my own problem. When I needed dictation, I added local speech-to-text. When I wanted to chat with AI while writing, I integrated OpenCode (with MCP, skills, agents, the whole thing). Diagrams? Excalidraw. PDFs? Built a viewer. NotebookLM? Plugged it in. It kept growing from there.<br \/>\nIt was only for me at first. But at some point I figured, why not open source it. So here it is. Use it, fork it, break it apart, whatever you want. Would love feedback to keep growing Cushion !!<\/div>\n<div class=\"comment-actions\">\n<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\/@aleexc12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleexc12<\/a> This hits close to home. We have been building something pretty similar for a while now and the frustration you described, jumping between Obsidian for writing and Cursor for AI, is exactly what pushed us to start too. The difference in what we are building is that ours leans heavily into focus, less features, more intentional flow, the kind of environment where you actually finish what you started. But seeing Cushion come together this way, especially the way you just kept adding things as you personally needed them, is the most honest way to build. Congrats on open sourcing it. Would love to exchange notes sometime.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 ‘built it for myself first’ origin story is always the most honest. The Obsidian + Cursor gap is real. Does it work well for non-technical writers too, or is it still pretty dev-oriented?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is good, even i use both and have to jump between them.<\/p>\n<p>One question though: How does AI chat handle context, is it only for currently open file?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Heyy !! <\/p>\n<p>Context isn’t limited to the open file. It runs on opencode under the hood, so the agent can grep or read across your codebase as needed. For the open file specifically: the agent always knows which file you’re focused on, but only pulls its content if relevant. That way it keeps the context window lean.<br \/>We’re also planning to give the agent a tool to fetch backlinks for any markdown file, since LSP doesn’t work on .md. The idea is for the agent to traverse the link graph autonomously, finding and pulling in related notes as context on demand, similar to how Obsidian maps connections between 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() 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{"id":180,"date":"2026-04-03T11:34:36","date_gmt":"2026-04-03T03:34:36","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/03\/2026-04-02\/"},"modified":"2026-04-03T11:34:36","modified_gmt":"2026-04-03T03:34:36","slug":"2026-04-02","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/03\/2026-04-02\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-02"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-02<\/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: 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}<\/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 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@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 | 2026-04-02<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BTVIUSEAXGLMYP\" class=\"app-title\">Claude Code Voice Mode<\/a><\/p>\n<div class=\"one-liner\">Speak your prompts into Claude Code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">299<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Code\u7684\u8bed\u97f3\u6a21\u5f0f\u652f\u6301\u514d\u63d0\u5bf9\u8bdd\u4e0e\u5b9e\u65f6\u8bed\u97f3\u56de\u590d\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u624b\u5fd9\u6216\u79fb\u52a8\u573a\u666f\u4e0b\u65e0\u6cd5\u9ad8\u6548\u8fdb\u884c\u4ee3\u7801\u6784\u601d\u3001\u5ba1\u67e5\u548c\u5934\u8111\u98ce\u66b4\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbb58e1d-cac9-49fe-80f7-fbc8c0034ae5.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\/68fef4d6-c7ac-4213-9c27-96d423904d09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe6f669f-14cf-4ec2-bc12-62fbad1af64a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/968865ac-cdc3-4f3c-9925-f3e8a6a8745b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9ca5254-c640-4747-ae72-24789e5d35bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8dd7b43-afe8-4ec9-af67-8281199543f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u514d\u63d0\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u8f93\u5165\u6a21\u5f0f<\/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\u8bed\u97f3\u4ea4\u4e92\u662f\u7f16\u7801\u5de5\u5177\u7684\u5fc5\u7136\u65b9\u5411\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u8bed\u97f3\/\u6587\u672c\u65e0\u7f1d\u5207\u6362\u7684\u6df7\u5408\u5de5\u4f5c\u6d41\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u529f\u80fd\u7a33\u5b9a\u6027\uff08\u5982\u6309\u952e\u5f55\u97f3\u5931\u8d25\uff09\u3001\u8bed\u97f3\u5408\u6210\u5bf9\u4ee3\u7801\u8f93\u51fa\u7684\u53ef\u542c\u6027\u3001\u8fdc\u7a0b\u5f00\u53d1\u73af\u5883\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u4e0e\u7ade\u54c1\uff08\u5982Wispr Flow\uff09\u7684\u529f\u80fd\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\u8bed\u97f3\u6a21\u5f0f\u6240\u6807\u699c\u7684\u201c\u89e3\u653e\u53cc\u624b\u201d\u573a\u666f\uff0c\u770b\u4f3c\u76f4\u51fb\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u7269\u7406\u75db\u70b9\uff0c\u5b9e\u5219\u8bd5\u56fe\u64ac\u52a8\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u8303\u5f0f\u8f6c\u53d8\uff1a\u5c06\u7f16\u7a0b\u4ece\u7eaf\u7cb9\u89c6\u89c9\u4e0e\u952e\u76d8\u6572\u51fb\u7684\u5c01\u95ed\u56de\u8def\uff0c\u62d3\u5c55\u4e3a\u4e00\u4e2a\u53ef\u8fdb\u884c\u53e3\u8bed\u5316\u601d\u8003\u4e0e\u5b9e\u65f6\u542c\u89c9\u53cd\u9988\u7684\u5f00\u653e\u7cfb\u7edf\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8bed\u97f3\u8f93\u5165\u4ee3\u7801\u201d\u8fd9\u4e00\u7565\u663e\u5671\u5934\u7684\u8868\u8c61\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u6784\u601d-\u8ba8\u8bba-\u4fee\u6b63\u201d\u7684\u8bed\u97f3\u4f18\u5148\u7684\u4f34\u968f\u73af\u5883\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u67b6\u6784\u8bbe\u8ba1\u3001\u4ee3\u7801\u5ba1\u67e5\u548c\u7075\u611f\u6355\u6349\u7b49\u9700\u8981\u9ad8\u8ba4\u77e5\u8d1f\u8377\u800c\u975e\u7cbe\u786e\u6253\u5b57\u7684\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7528\u6237\u53cd\u9988\u66b4\u9732\u4e86\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u65ad\u5c42\u3002\u7a33\u5b9a\u6027\u95ee\u9898\u662f\u6700\u57fa\u7840\u7684\u4fe1\u4efb\u6740\u624b\uff0c\u5c24\u5176\u5728\u9700\u8981\u53ef\u9760\u6027\u7684\u5de5\u4f5c\u573a\u666f\u4e2d\u3002\u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\uff0c\u8bed\u97f3\u4f5c\u4e3a\u4fe1\u606f\u8f7d\u4f53\u4e0e\u7f16\u7a0b\u6240\u9700\u7684\u7cbe\u786e\u6027\u3001\u7ed3\u6784\u6027\u5b58\u5728\u672c\u8d28\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u6717\u8bfb200\u884cdiff\u201d\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u4ea7\u54c1\u6838\u5fc3\u77db\u76fe\uff1a\u5f53AI\u9700\u8981\u5c06\u9ad8\u5ea6\u7b26\u53f7\u5316\u7684\u4ee3\u7801\u8bed\u8a00\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u97f3\u6d41\u65f6\uff0c\u662f\u673a\u68b0\u590d\u8bfb\u5bfc\u81f4\u4fe1\u606f\u8fc7\u8f7d\uff0c\u8fd8\u662f\u667a\u80fd\u6458\u8981\u635f\u5931\u5173\u952e\u7ec6\u8282\uff1f\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u4f18\u5316\uff0c\u800c\u662f\u4ea7\u54c1\u5b9a\u4f4d\u7684\u6839\u672c\u6289\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8be5\u529f\u80fd\u76ee\u524d\u66f4\u50cf\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u201c\u6a21\u5f0f\u201d\uff0c\u800c\u975e\u6df1\u5ea6\u91cd\u6784\u7684\u5de5\u4f5c\u6d41\u3002\u5b83\u5c1a\u672a\u56de\u7b54\u5982\u4f55\u4e0e\u73b0\u6709\u547d\u4ee4\u884c\u3001IDE\u3001\u8fdc\u7a0b\u5f00\u53d1\u73af\u5883\u6df1\u5ea6\u96c6\u6210\u3002\u5982\u679c\u5176\u4ef7\u503c\u4ec5\u5c40\u9650\u4e8e\u4e0eClaude\u7684\u72ec\u7acb\u5bf9\u8bdd\u8231\u5185\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u53ea\u4f1a\u6210\u4e3a\u5c11\u6570\u573a\u666f\u7684\u5907\u7528\u5de5\u5177\uff0c\u800c\u975e\u53d8\u9769\u6027\u7684\u201c\u4e0b\u4e00\u4ea4\u4e92\u8303\u5f0f\u201d\u3002\u771f\u6b63\u7684\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u80fd\u8bed\u97f3\u804a\u5929\u7684\u7f16\u7a0bAI\u201d\uff0c\u8fdb\u5316\u6210\u201c\u4e00\u4e2a\u4ee5\u8bed\u97f3\u4e3a\u81ea\u7136\u63a5\u53e3\u7684\u667a\u80fd\u7f16\u7a0b\u73af\u5883\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\">Claude Code Voice Mode<\/span>\n <\/div>\n<div class=\"comment-content\">Voice mode enables natural, hands-free conversations with Claude \u2014 speak prompts and hear responses instantly. Switch between voice and text, use hands-free or push-to-talk, and productive while multitasking, learning, or brainstorming on the go.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude\u2019s voice mode has been around for a few weeks, but I wasn’t using it enough. I was surprised how much time I could save by enabling it. Hence I am showcasing it today!<\/p>\n<\/p>\n<p>It is a full two-way spoken interface that lets you talk to Claude and hear natural voice replies on web and mobile, while still being able to switch back to text in the same chat when you need to type something precise.<\/p>\n<\/p>\n<p>It solves the \u201chands are busy, mind is free\u201d problem by enabling complete spoken conversations for planning, learning, creative thinking, prep, and quick idea capture when typing would slow you down.<\/p>\n<\/p>\n<p>What\u2019s different here is the combination of continuous hands-free listening for natural pauses, an optional push-to-talk mode for noisy environments, seamless text\u2013voice switching with preserved context, and built-in safety measures like limited preset voices and strict policy enforcement.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Hands-free listening that reacts to natural pauses.<\/p>\n<\/li>\n<li>\n<p>Push-to-talk for noisy environments and precise control.<\/p>\n<\/li>\n<li>\n<p>Preset voices with adjustable speaking pace.<\/p>\n<\/li>\n<li>\n<p>Voice chats auto-saved as text transcripts in history.<\/p>\n<\/li>\n<li>\n<p>Counts against your regular plan usage limits.<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s ideal for busy knowledge workers, builders, and learners who want to plan their day, learn on the go, brainstorm creatively, rehearse interviews or tough conversations, and capture ideas the moment they appear, all through natural speech.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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> I was super looking forward to CC’s voice mode, but it has been buggy ever since I tried it. The most often error is that upon holding the Space key to talk, it just doesn’t record anything:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd366706-bf08-40f5-9311-07240b09c259.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>When it worked, it was pretty hit or miss in terms of output. Did they improve anything in the past week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Yeah I\u2019ve seen similar issues with real-time voice systems \u2014 stability tends to be the hardest part, especially with streaming. Curious if they\u2019ve improved reliability recently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 using Claude Code since it first launched over a year ago. A few months after I first started using CC, I found<a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a> and it was a game changer. I especially like the fact that I can use snippets for shorthand and save recent messages in case i need to get back to those later. Interested to try CC’s native \/voice and see how that’s different.<\/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>Voice as an input layer for coding tools feels like an obvious next step, but surprisingly few products actually make it usable in practice.<\/p>\n<p>The switch between voice and text is key here.<br \/>How do you see people balancing the two in real workflows rather than just demos?<\/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<blockquote>\n<p>Yeah I think the hybrid workflow is the key \u2014 voice for ideation\/planning, text for precision. Curious how well it holds up in real daily usage vs short sessions.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Wispr flow today and it works great across all clients. Specifically for claude code, it would be helpful if we are able to embed other language words. We work with remote teams that don’t speak English fluently and would find that feature very useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Claude Code daily to build a macOS app (Rust + SwiftUI).<\/p>\n<p>Voice mode while reviewing diffs or planning architecture would be a game-changer \u2014 hands on keyboard, thinking out loud. Trying this today.<\/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>My setup is Claude Code on a remote server, I SSH into it for all my dev work \u2014 shipped a whole product this way. Genuinely curious about voice mode though. Does it need a local machine with a mic, or can it somehow work through an SSH session? I’ve been dealing with garbage system dictation for months, would switch in a heartbeat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “hear responses instantly” part \u2014 what’s the TTS quality actually like for code-heavy output? When Claude’s response is 80% a code block with variable names and syntax, does it read that aloud verbatim or does it summarize? Because “hearing” a 200-line diff spoken back to you sounds like a nightmare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5BLNSLSG2AWHQ7\" class=\"app-title\">Lightning V3<\/a><\/p>\n<div class=\"one-liner\">Text-to-Speech built for Voice Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">281<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lightning V3\u662f\u4e00\u6b3e\u4e13\u4e3a\u8bed\u97f3\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u8d85\u4f4e\u5ef6\u8fdf\u6587\u672c\u8f6c\u8bed\u97f3\u6a21\u578b\uff0c\u901a\u8fc7\u5728100\u6beb\u79d2\u5185\u751f\u6210\u9ad8\u81ea\u7136\u5ea6\u8bed\u97f3\uff0c\u89e3\u51b3\u4e86\u5b9e\u65f6\u5bf9\u8bddAI\u5e94\u7528\u4e2d\u54cd\u5e94\u8fdf\u6ede\u3001\u8bed\u97f3\u673a\u68b0\u7684\u75db\u70b9\uff0c\u4f7f\u8bed\u97f3\u52a9\u624b\u3001\u5ba2\u670d\u7cfb\u7edf\u7b49\u4ea4\u4e92\u4f53\u9a8c\u66f4\u63a5\u8fd1\u771f\u4eba\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07445223-5220-47bd-b827-c149d6a26dbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae47dad3-7319-4e0a-bc66-74c5d62a522f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c280d61c-b71d-4388-b68e-60b0ecf82830.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\/fdaa09ff-0c2a-46cc-a81f-865108d52139.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/sydTajjXRw0\"><source src=\"https:\/\/youtu.be\/sydTajjXRw0\" 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\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6AI<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7API<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176100ms\u4f4e\u5ef6\u8fdf\u5bf9\u8bed\u97f3\u667a\u80fd\u4f53\u7684\u5173\u952e\u4ef7\u503c\uff0c\u5e76\u8be2\u95ee\u9ad8\u5e76\u53d1\u4e0b\u7684\u5b9e\u9645\u8868\u73b0\u4e0e\u5c3e\u90e8\u5ef6\u8fdf\u6570\u636e\u3002\u540c\u65f6\u5173\u6ce8\u5176\u4e0e\u7ade\u54c1\uff08\u5982ElevenLabs\uff09\u7684\u5bf9\u6bd4\u3001\u4ef7\u683c\u3001\u60c5\u611f\u63a7\u5236\u3001\u8bed\u7801\u8f6c\u6362\uff08\u5982\u5370\u82f1\u6df7\u5408\uff09\u3001\u533a\u57df\u53e3\u97f3\u652f\u6301\uff0c\u4ee5\u53ca\u8bed\u97f3\u514b\u9686\u6ee5\u7528\u7684\u9632\u8303\u63aa\u65bd\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 Lightning V3\u7684\u53d1\u5e03\uff0c\u76f4\u6307\u5f53\u524dTTS\u8d5b\u9053\u4e00\u4e2a\u88ab\u534e\u4e3d\u201c\u81ea\u7136\u5ea6\u201d\u6307\u6807\u6240\u63a9\u76d6\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u5b9e\u65f6\u4ea4\u4e92\u573a\u666f\u4e2d\uff0c\u5ef6\u8fdf\u4e0e\u97f3\u8d28\u540c\u7b49\u91cd\u8981\uff0c\u751a\u81f3\u66f4\u4e3a\u81f4\u547d\u3002\u4ea7\u54c1\u5c06\u201c100ms\u5ef6\u8fdf\u201d\u4e0e\u201c3.89 WVMOS\u201d\u5e76\u5217\u4e3a\u6838\u5fc3\u6307\u6807\uff0c\u5e76\u5ba3\u79f0\u5728\u76f2\u6d4b\u4e2d\u80dc\u8fc7OpenAI\u540c\u7c7b\u4ea7\u54c1\uff0c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5361\u4f4d\u3002\u5b83\u4e0d\u518d\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u901a\u7528\u7684\u5185\u5bb9\u521b\u4f5c\u5de5\u5177\uff0c\u800c\u662f\u660e\u786e\u670d\u52a1\u4e8e\u201c\u8bed\u97f3\u667a\u80fd\u4f53\u201d\uff0c\u8fd9\u610f\u5473\u5176\u6280\u672f\u4f18\u5316\u8def\u5f84\u5fc5\u7136\u56f4\u7ed5\u201c\u5b9e\u65f6\u6d41\u5f0f\u54cd\u5e94\u201d\u3001\u201c\u9ad8\u5e76\u53d1\u7a33\u5b9a\u6027\u201d\u548c\u201c\u5bf9\u8bdd\u5f0f\u97f5\u5f8b\u201d\u5c55\u5f00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u533a\u7684\u7126\u70b9\u8bc1\u5b9e\u4e86\u8fd9\u4e00\u5224\u65ad\uff1a\u8d44\u6df1\u5f00\u53d1\u8005\u4eec\u4e0d\u4e3a\u201c\u62df\u4eba\u5ea6\u201d\u7684\u7ec6\u5fae\u63d0\u5347\u6b22\u547c\uff0c\u800c\u662f\u7280\u5229\u8ffd\u95ee\u5176\u5728\u7a81\u53d1\u6d41\u91cf\u4e0b\u7684p95\/p99\u5ef6\u8fdf\u3001\u5728\u5b8c\u6574\u5bf9\u8bdd\u7ba1\u9053\u4e2d\u7684\u8868\u73b0\u4ee5\u53ca\u8bed\u97f3\u514b\u9686\u7684\u6ee5\u7528\u9632\u62a4\u3002\u8fd9\u66b4\u9732\u51fa\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u771f\u5b9e\u5173\u5207\uff1a\u6027\u80fd\u6307\u6807\u5fc5\u987b\u5728\u590d\u6742\u7684\u751f\u4ea7\u73af\u5883\u4e2d\u575a\u633a\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5b9e\u9a8c\u5ba4\u7406\u60f3\u6570\u636e\u3002\u4ea7\u54c1\u5728\u201c\u8868\u8fbe\u529b\u201d\u5b50\u9879\u4e0a\uff08\u8bed\u8c033.33\/5\uff0c\u97f5\u5f8b3.07\/5\uff09\u7684\u8bc4\u5206\u4e5f\u5766\u8bda\u63ed\u793a\u4e86\u5176\u4e0e\u9876\u5c16\u62df\u4eba\u5316\u8bed\u97f3\u4ecd\u5b58\u5dee\u8ddd\uff0c\u4f46\u7528\u201c\u8db3\u591f\u81ea\u7136\u201d\u6362\u53d6\u4e86\u201c\u6781\u81f4\u5b9e\u65f6\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u52a1\u5b9e\u7684\u5de5\u7a0b\u6743\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u8bd5\u56fe\u4e3a\u6b63\u5728\u7206\u53d1\u7684AI\u667a\u80fd\u4f53\u5e94\u7528\u63d0\u4f9b\u4e00\u5757\u201c\u6c34\u7535\u7164\u201d\u5f0f\u7684\u57fa\u7840\u8bbe\u65bd\uff1a\u8ba9\u8bed\u97f3\u8f93\u51fa\u4e0d\u518d\u6210\u4e3a\u62d6\u6162\u6574\u4e2a\u4ea4\u4e92\u94fe\u6761\u7684\u74f6\u9888\u3002\u5982\u679c\u5176\u5ba3\u79f0\u7684\u201c20\u5e76\u53d1\u8bf7\u6c42\u4e0b100ms\u5ef6\u8fdf\u201d\u80fd\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5f97\u5230\u9a8c\u8bc1\uff0c\u5b83\u5c06\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2aTTS\u5de5\u5177\uff0c\u800c\u662f\u6210\u4e3a\u6784\u5efa\u65e0\u7f1d\u3001\u9ad8\u54cd\u5e94\u5ea6\u8bed\u97f3\u4ea4\u4e92\u4f53\u9a8c\u7684\u5173\u952e\u8d4b\u80fd\u5c42\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u6e05\u6670\u53ef\u89c1\uff1a\u5728\u5de8\u5934\u73af\u4f3a\u7684TTS\u5e02\u573a\uff0c\u9700\u5728\u6301\u7eed\u7684\u6280\u672f\u8fed\u4ee3\u3001\u6e05\u6670\u7684\u7ade\u54c1\u5dee\u5f02\u5316\u3001\u5408\u7406\u7684\u5b9a\u4ef7\u4ee5\u53ca\u4e25\u683c\u7684\u5b89\u5168\u5408\u89c4\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u65b9\u80fd\u5c06\u8fd9\u6b21\u4eae\u773c\u7684\u53d1\u5e03\u8f6c\u5316\u4e3a\u6301\u4e45\u7684\u5e02\u573a\u4f18\u52bf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lightning V3<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing Lightning V3 \u2014 Smallest AI’s most advanced text-to-speech model. With 100ms latency, a 3.89 WVMOS score, and support for English, Hindi, Spanish, Tamil and 15+ languages, V3 was preferred over OpenAI’s GPT-4o-mini-TTS by listeners 76.2% of the time. Get audio output in 44.1 kHz and powers voice assistants, IVR systems, content creation and conversational AI with human-like speech. Instant voice cloning from just 10 seconds of audio. Real-time. Expressive. Enterprise-ready.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <\/p>\n<p>Lightning V3 delivers 100ms latency at 20 concurrent requests. That’s real-time voice AI that actually scales. In blind listening tests, listeners preferred it over OpenAI’s GPT-4o-mini-TTS 76.2% of the time, with a WVMOS score of 3.98.<\/p>\n<p>But speed means nothing if it sounds robotic. Lightning V3 scores 3.33\/5 on intonation and 3.07\/5 on prosody; meaning it doesn’t just read text, it speaks with natural rhythm, pauses, and expression. The kind of voice your users won’t realize is AI.<\/p>\n<p>It supports 15+ languages with more being added regularly (Indic & European languages included). It handles voice cloning from just 5-15 seconds of audio, and gives you flexible streaming via HTTP, SSE, or WebSocket. Whatever fits your stack.<\/p>\n<p>We built this for developers shipping voice assistants, conversational AI, IVR systems, customer support bots, and anything that needs immediate, human-sounding voice feedback. Whether you’re a solo builder or an enterprise team, the API is simple and the docs are solid.<\/p>\n<p>We’ve been heads down on this for a while and we’re genuinely proud of where V3 lands. Would love for you to try it and tell us what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ronitsoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronitsoin<\/a> Cool Product today! Love the 15+ language support and I hope to see even more nuanced voice options or custom voice cloning down the line. Still, fantastic work! \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ronitsoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronitsoin<\/a> 100ms latency is the number that actually matters for voice agents. You can have perfect prosody but if there’s a half-second gap before the agent responds, users feel it immediately.<\/p>\n<p>Congrats on shipping V3. Curious how the latency holds under bursty traffic – 20 concurrent is clean in tests, but real production tends to spike in weird ways. Do you have data on tail latency (p95\/p99)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/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\/@ronitsoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronitsoin<\/a> Excited to hunt this! Many congratulations on shipping this! The 100ms latency at scale is honestly impressive, that’s the kind of performance that actually makes voice agents feel responsive instead of clunky. Well done! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Preety cool… How you guys are balancing low latency vs prosody quality, since expressive speech usually needs more context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> This is exactly where most TTS systems struggle. My guess is some kind of chunked or streaming inference, but would love to hear how they preserve prosody without sacrificing response time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>TTS for voice agents has a different bar than TTS for content – it’s not just naturalness, it’s latency under real conditions. An agent that pauses 800ms before responding feels broken even if the audio quality is great. Curious how Lightning V3 handles the tradeoff between quality and time-to-first-audio in streaming mode.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/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 positioning. A lot of TTS products talk about sounding natural, but for voice agents the latency piece is just as important as the voice quality itself.<\/p>\n<p>100ms is the part that really caught my attention here.<br \/>How much of that performance holds up in real production settings once people add full conversational pipelines around it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luca_ardito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_ardito<\/a> Yeah this stood out to me too \u2014 low latency is great, but if it doesn\u2019t hold up in real conversational pipelines it falls apart quickly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yo, been following the TTS space closely while building voice agents, and Lightning V3 genuinely surprised me. Getting real-time performance and natural prosody in the same model has always felt like a trade-off, this is the first time it hasn’t. The multilingual support is a big deal for me as well. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool. Any plans for regional accents within languages (like Indian English vs US English)? I can use it for my SaaS tutorials. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it handle code-switching? Like mixing Hindi + English in the same sentence?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support emotion control via API? Like being able to dial up\/down expressiveness depending on use case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you handling voice cloning misuse? Any safeguards in place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Guys, do you have a published comparison vs eleven for conversational use-cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats team!! \ud83d\ude80<br \/>voice AI that actually <em>sounds<\/em> human is still rare tbh<br \/>gonna test this later today, been looking for smth like this for a side project<\/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\">Looks great! How does it compare in pricing?<\/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>I used the voice clone feature! I am able to use the realistic voices in videos that I create loving the experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is it different from ElevenLabs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>76.2% preference over GPT-4o-mini-TTS is impressive. Would love to know how big the test group was and what kind of prompts were used??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually very cool. 100ms latency coupled with decent prosody is kinda the holy grail for voice agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AYHVPEC5Z76U6S\" class=\"app-title\">Denovo<\/a><\/p>\n<div class=\"one-liner\">Build and run your business while you sleep.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">264<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Denovo\u662f\u4e00\u6b3eAI\u521b\u4e1a\u64cd\u4f5c\u7cfb\u7edf\uff0c\u80fd\u5c06\u4e00\u4e2a\u60f3\u6cd5\u5728\u51e0\u5206\u949f\u5185\u8f6c\u5316\u4e3a\u54c1\u724c\u3001\u5546\u4e1a\u8ba1\u5212\u3001\u5ba3\u4f20\u6750\u6599\u3001\u5168\u6808\u7f51\u7ad9\u5e76\u81ea\u52a8\u6267\u884c\u5e02\u573a\u63a8\u5e7f\u4e0e\u8fd0\u8425\uff0c\u65e8\u5728\u8ba9\u521b\u4e1a\u8005\u6446\u8131\u7e41\u7410\u7684\u7b79\u5907\u4e0e\u6267\u884c\u5de5\u4f5c\uff0c\u4e13\u6ce8\u4e8e\u6838\u5fc3\u51b3\u7b56\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ee734a6-a24d-47d1-8c60-d0c902267499.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77792b1c-678e-414a-a35d-b39ffddfd27d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02fa7949-bdeb-472c-b18d-f7eccd4c7684.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d6a1136-e816-4211-889e-9bdc775d44cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68093a19-2065-4dbe-abc5-52dd1630beea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30e824fc-48db-4048-b8ba-eceef5ab6b9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da834ad7-1933-4954-922c-d5f2841df953.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4eddb87d-9dd7-4d47-b662-63f83bb5c5ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f5b229a-016b-4571-bcd8-e74d2d183478.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e287322e-196b-46bf-b0b7-b6cd4099707e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fc48628-48dc-4033-b16d-e675546239af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c25aa224-77e2-4374-941b-3d4c5c8c15b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02ef1128-ab47-4a76-afd8-65731abadb5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5984e429-5eae-402d-9b86-919fe7bee7d1.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\/bc227708-880a-4644-bf35-90b1954369d0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xV_qi_x10hM?si=w0-tzP6mTib0gN8L\"><source src=\"https:\/\/youtu.be\/xV_qi_x10hM?si=w0-tzP6mTib0gN8L\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4e1a\u52a1<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4eba\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8ba1\u5212\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8054\u5408\u521b\u59cb\u4eba<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">GTM\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u613f\u666f\u4e0e\u6548\u7387\uff0c\u5c24\u5176\u8d5e\u8d4f\u81ea\u52a8\u5316\u5904\u7406\u7e41\u7410\u4e8b\u52a1\u7684\u80fd\u529b\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\uff1aAI\u5982\u4f55\u5904\u7406\u610f\u5916\u4e0e\u9ad8\u98ce\u9669\u7684\u201c\u8fb9\u7f18\u60c5\u51b5\u201d\uff1b\u751f\u6210\u5185\u5bb9\u662f\u5426\u4f1a\u5bfc\u81f4\u4e1a\u52a1\u540c\u8d28\u5316\uff1b\u5b9e\u9645\u6267\u884c\u7684\u6df1\u5ea6\u4e0e\u53ef\u9760\u6027\uff08\u5982\u652f\u4ed8\u3001\u6cd5\u52a1\uff09\uff1b\u4ee5\u53ca\u6b27\u76dfAI\u6cd5\u6848\u7b49\u5408\u89c4\u95ee\u9898\u3002\u56e2\u961f\u56de\u590d\u5f3a\u8c03\u201c80\/20\u539f\u5219\u201d\u4e0e\u4eba\u5de5\u5ba1\u6279\u5173\u5361\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 Denovo\u63cf\u7ed8\u7684\u201c\u7761\u7720\u4e2d\u8fd0\u8425\u516c\u53f8\u201d\u7684\u56fe\u666f\u6781\u5177\u51b2\u51fb\u529b\uff0c\u5b83\u672c\u8d28\u4e0a\u5728\u552e\u5356\u4e00\u79cd\u786e\u5b9a\u6027\uff1a\u5c06\u521b\u4e1a\u4e2d\u53ef\u6807\u51c6\u5316\u3001\u53ef\u9884\u6d4b\u7684\u201c\u82e6\u529b\u6d3b\u201d\u4ea7\u54c1\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u521b\u59cb\u4eba\uff0c\u800c\u662f\u901a\u8fc7\u63a5\u7ba180%\u7684\u91cd\u590d\u6027\u5de5\u4f5c\uff08\u5982\u751f\u6210\u6587\u6863\u3001\u57fa\u7840\u5185\u5bb9\u3001\u7ebf\u7d22\u8ddf\u8fdb\uff09\uff0c\u6781\u5927\u964d\u4f4e\u521b\u4e1a\u7684\u542f\u52a8\u6469\u64e6\u4e0e\u65e5\u5e38\u8fd0\u7ef4\u7684\u8ba4\u77e5\u8d1f\u8377\uff0c\u8ba9\u521b\u59cb\u4eba\u80fd\u805a\u7126\u4e8e\u90a320%\u9700\u8981\u4eba\u7c7b\u5224\u65ad\u7684\u3001\u6df7\u4e71\u7684\u3001\u9ad8\u4ef7\u503c\u7684\u51b3\u7b56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u6808\u201d\u4e0e\u201c\u81ea\u4e3b\u201d\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u9996\u5148\uff0c\u6280\u672f\u8fb9\u754c\u6a21\u7cca\u3002\u751f\u6210\u5408\u89c4\u6cd5\u5f8b\u6587\u4ef6\u3001\u90e8\u7f72\u529f\u80fd\u5b8c\u6574\u7684\u5168\u6808\u5e94\u7528\uff0c\u5176\u8f93\u51fa\u8d28\u91cf\u4e0e\u53ef\u9760\u6027\u5728\u590d\u6742\u73b0\u5b9e\u573a\u666f\u4e2d\u5b58\u7591\uff0c\u5f53\u524d\u6f14\u793a\u66f4\u504f\u5411\u4e8eMVP\u6216\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u7535\u5546\uff09\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u6096\u8bba\u3002\u82e5\u5176\u80fd\u529b\u771f\u5982\u63cf\u8ff0\u822c\u5f3a\u5927\uff0c\u5c06\u50ac\u751f\u5927\u91cf\u9ad8\u5ea6\u540c\u8d28\u5316\u3001\u7531\u540c\u4e00AI\u67b6\u6784\u9a71\u52a8\u7684\u201c\u901f\u6210\u201d\u4e1a\u52a1\uff0c\u5bfc\u81f4\u5e02\u573a\u7ade\u4e89\u52a0\u5267\u4e0e\u5dee\u5f02\u5316\u56f0\u5883\uff0c\u8fd9\u53cd\u800c\u62ac\u9ad8\u4e86\u90a320%\u201c\u4eba\u7c7b\u51b3\u7b56\u201d\u90e8\u5206\u7684\u95e8\u69db\u3002\u6700\u540e\uff0c\u8d23\u4efb\u4e0e\u4fe1\u4efb\u9e3f\u6c9f\u3002\u5c06\u5ba2\u6237\u6c9f\u901a\u3001\u8d22\u52a1\u7b49\u9ad8\u98ce\u9669\u52a8\u4f5c\u4ea4\u7531AI\u4ee3\u7406\uff0c\u5373\u4fbf\u8bbe\u6709\u5ba1\u6279\u673a\u5236\uff0c\u4e5f\u5c06\u521b\u59cb\u4eba\u7f6e\u4e8e\u201c\u5fae\u7ba1\u7406\u201dAI\u7684\u6f5c\u5728\u98ce\u9669\u4e2d\uff0c\u5176\u9519\u8bef\u6210\u672c\u53ef\u80fd\u66f4\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4eae\u70b9\u5728\u4e8e\u5176\u7cfb\u7edf\u5316\u6574\u5408\u80fd\u529b\u4e0e\u201cAI\u8054\u5408\u521b\u59cb\u4eba\u201d\u7684\u4ea4\u4e92\u5b9a\u4f4d\uff0c\u800c\u975e\u5355\u9879\u6280\u672f\u7684\u7a81\u7834\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u201c\u521b\u4e1a\u5373\u670d\u52a1\u201d\u7684\u6f5c\u5728\u9700\u6c42\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u81ea\u52a8\u5316\u7a0b\u5ea6\u7684\u9ad8\u4f4e\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6807\u51c6\u5316\u8f93\u51fa\u201d\u4e0e\u201c\u4e2a\u6027\u5316\u8d4b\u80fd\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u6784\u5efa\u8d77\u5904\u7406\u5546\u4e1a\u590d\u6742\u6027\u7684\u771f\u6b63\u667a\u80fd\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u521b\u4e1a\u52a0\u901f\u5668\u201d\u800c\u975e\u201c\u65e0\u4eba\u9a7e\u9a76\u8231\u201d\uff0c\u5176\u5ba3\u79f0\u7684\u81ea\u4e3b\u6027\u4ecd\u9700\u5728\u66f4\u590d\u6742\u7684\u5546\u4e1a\u73af\u5883\u4e2d\u63a5\u53d7\u6b8b\u9177\u7684\u8bd5\u70bc\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\">Denovo<\/span>\n <\/div>\n<div class=\"comment-content\">Got a business idea? Let’s Denovo it! Denovo turns any idea into a fully operational startup that runs autonomously. Give your idea and go to bed. Denovo evaluates your idea, builds your pitch deck, business plan, promotional videos, and your full-stack web application, and it runs your startup engineering, business development, and social media while you sleep.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">With AI replacing more and more human jobs, more people will inevitably need to create their own future, and for the first time, starting a business is no longer a process; it\u2019s a product.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Love this direction. What type of businesses is <a href=\"https:\/\/www.producthunt.com\/products\/denovo\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"denovo\" target=\"_blank\" rel=\"noopener\">@Denovo<\/a> best for from your POV? What are your first users building?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saverio_pulizzi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saverio_pulizzi3<\/a> Recently, vibe code is trend. But important thing is which problem to solve. I think Denovo AI can help this issue efficiently. I was shocked that this software provides almost everything (revenue potential, pitch deck, promo vide, even webapp). But maybe quality of these result is important. I will use this service in 1 month free trial~!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saverio_pulizzi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saverio_pulizzi3<\/a> Change is the only constant thing, isn’t 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>As a founder, you know the drill – Loads of paperwork to incorporate, to raise funds, to actually get started and keep running.<\/p>\n<\/p>\n<p>There’s now an AI for that, a mission control for running a business, from idea to $$$.<\/p>\n<\/p>\n<p>S\/O to Saverio and the <a href=\"https:\/\/www.producthunt.com\/products\/denovo\" target=\"_blank\" rel=\"noopener\">@Denovo<\/a> team \ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <strong>This means a lot \u2014 thank you! \ud83d\ude4f<\/strong><\/p>\n<p>You nailed the pain. Every founder starts with fire in their belly and then immediately gets buried in paperwork, legal setup, pitch decks, branding, financial models, lead gen… the list never ends. By the time you’re done setting up, half your energy is gone.<\/p>\n<p>That’s exactly why we built Denovo \u2014 so founders can skip straight to the part that matters: <strong>building something people want and getting it to market.<\/strong> The AI handles the rest, 24\/7.<\/p>\n<p>Appreciate the shoutout! \ud83e\udde1 <\/p>\n<p>What’s the one startup task you wish you could just hand off completely and never think about again? \ud83d\udc40<\/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>Hello <a href=\"https:\/\/www.producthunt.com\/products\/denovo\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"denovo\" target=\"_blank\" rel=\"noopener\">@Denovo<\/a> team! Congrats to launch and i will try it today! <3<br \/>Can i ask, what was the biggest challenge in your Launch? <br \/>Thank you and wish you best! <br \/>Solo dev newbie – Vojt\u011bch \ud83d\ude42<\/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\/@hustlerv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hustlerv<\/a> <strong>Thank you so much Vojt\u011bch! Welcome aboard \ud83e\udde1<\/strong><\/p>\n<p>Great question \u2014 honestly, the biggest challenge was <strong>building trust that an AI can actually run your business, not just generate a doc.<\/strong><\/p>\n<p>Everyone’s seen AI tools that spit out a business plan or a logo. But Denovo goes way beyond that \u2014 it autonomously runs your go-to-market, sends outreach, posts content, tracks leads, and iterates. Convincing people that this isn’t “just another AI generator” but an <strong>actual autonomous co-founder<\/strong> was the hardest part.<\/p>\n<p>We had to let the product speak for itself. When early users saw their first leads come in <em>while they were sleeping<\/em> \u2014 that’s when it clicked. <\/p>\n<p>The “zero-employees” positioning came from that exact moment.<\/p>\n<p>The second challenge? <strong>Scope.<\/strong> We’re not building one tool \u2014 we’re building an entire startup operating system (business plan + branding + pitch deck + MVP + GTM + lead gen + social media). Keeping all of that coherent and high-quality simultaneously was a serious engineering puzzle \ud83d\ude05<\/p>\n<p>As a solo dev yourself, my advice: <strong>ship the smallest version that delivers the “magic moment.”<\/strong> For us, that moment was a founder typing an idea and seeing a full startup materialize in minutes. Everything else came after.<\/p>\n<p>Can’t wait to hear what you build! Drop me a message if you need any help \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hustlerv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hustlerv<\/a> How are you planning to use Denovo? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saverio_pulizzi3 I wanna try few ideas because i have really great ideas sometines but im newbie in this world So Its hard for me to make something “solo” with just my vibecoding skills And with my little empty pocket \ud83d\ude01\ud83c\udf40<br \/>\nAlso im So jealous that you made something that big And wonderful \ud83d\ude4f im SEO SPECIALIST And E-commerce administrator for local E-commerce stores And also made my first lauch on Product Hunt for people WHO want to try run some E-commerce or already have some but they dont have time And knowledge for good SEO or after they fail with paid ads. So i made easy AI SEO toolkit for them with my data and with knowledge i learned after years of working with SEO And stores. Really just wanted to help small businesses or blogs to get better results with really low cost budget for start. But my Launch was catastrophy And i know i Done it Wrong without some promoting before launching and as i said im solo vibecode dev with not much money So i wasnt able to afford some promo. I Hope i can somehow revive my Tool maybe with updated launch with more features… \ud83e\udd79<br \/>\nBut with your beautiful Tool i Will try to bring ALIVE projects i have in my notebooks but didnt have time And skills to make them happen \ud83c\udf40\ud83e\udd0d<br \/>\nmy launched project Is <a href=\"https:\/\/www.producthunt.com\/products\/seokrates\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/prod…<\/a> but like i said, i totally messed the launch And didnt get any feedbacks Or users who will appreciate my app. \ud83d\ude1e\ud83c\udf40 In any case, I\u2019m not giving up, and I\u2019ll keep working to get this project to the people it can help, and I\u2019ll keep working on it. \ud83e\udd0d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The tagline is bold. I’m curious about where the actual failure surface is – running a business autonomously means handling exceptions constantly. A customer disputes an invoice, a supplier changes terms, a hire doesn’t work out. How does Denovo handle the stuff that falls outside the expected playbook?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> <strong>Really sharp question \u2014 this is exactly the right thing to stress-test.<\/strong><\/p>\n<p>Honest answer: Denovo doesn’t pretend to replace human judgment on high-stakes exceptions. That would be reckless. Here’s how we actually think about it:<\/p>\n<p><strong>The 80\/20 split.<\/strong> ~80% of early-stage startup work is predictable and repeatable \u2014 generate the brand, build the deck, write outreach emails, post content, enrich leads, follow up. That’s the work that buries solo founders. Denovo owns that entire layer autonomously.<\/p>\n<p><strong>The other 20% \u2014 the exceptions you’re describing \u2014 stays with the founder.<\/strong> But here’s the difference: instead of drowning in the 80% <em>and<\/em> handling exceptions, you’re <em>only<\/em> handling exceptions. Your cognitive load drops dramatically.<\/p>\n<p><strong>In practice, the agent surfaces decisions rather than making them silently.<\/strong> Invoice dispute? The agent flags it and drafts a response \u2014 you approve or edit before it sends. Supplier changes terms? It pulls the new terms, highlights what changed, and asks you how to proceed. It’s not autopilot with no steering wheel \u2014 it’s autopilot with the founder as the pilot who only gets called to the cockpit when it matters.<\/p>\n<p><strong>We also built approval gates<\/strong> for anything that touches money, external communications, or irreversible actions. The agent literally pauses and asks “should I do this?” before executing. So the failure surface you’re worried about has a human checkpoint on every high-risk path.<\/p>\n<p>The real unlock isn’t “AI runs everything perfectly.” It’s <strong>“AI handles the grind so the founder has the bandwidth to handle the exceptions well.”<\/strong><\/p>\n<p>What’s the gnarliest edge case you’ve seen kill an early-stage startup \u2014 the one you’d want to throw at us first? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian let\u2019s go! Let\u2019s spread the world on LinkedIn!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch of Denovo! This is very interesting!!<\/p>\n<p>How does the platform ensure that these startups don’t end up looking ‘templated’? Can a founder inject a unique ‘human’ edge into an autonomous system to ensure they stand out in a crowded market?<\/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\/@gayatri_sachdeva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gayatri_sachdeva<\/a> <\/p>\n<p><strong>Great question \u2014 and honestly, this is one of the things we obsessed over. <\/strong><\/p>\n<p>Denovo isn’t a template engine that spits out the same output for everyone. It’s an <strong>AI co-founder you actually talk to. <\/strong>During the first build, it assumes the style and direction for your business based on the idea you provide. <\/p>\n<p>Afterwards, you can edit every asset – your brand kit, pitch deck, business plan, website, and financials \u2014 can be edited through a <strong>live conversation with your AI agent.<\/strong> You give it direction, and it builds. You push back, it iterates. <\/p>\n<p>Just like working with a real co-founder.<\/p>\n<p>Same with the Autonomous OS – <strong>The founder gives direction and a focus area, and it works for you!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saverio_pulizzi3 Anyway i Will be home in 1 Hour So im So happy to go try the DENOVO \ud83e\udd0d let you know my feedback after that \ud83c\udf40<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The promise of truly automated business operations is something many founders have been chasing for a while, and it looks like Denovo is making a serious run at it. Curious how it handles edge cases and human-in-the-loop moments when things go off-script; that’s usually where these systems get tested. Excited to see how early users are finding it in the wild. – Jason<\/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\/@jasonhowie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasonhowie<\/a> <strong>Appreciate the thoughtful take, Jason \u2014 and you’re right, that’s exactly where the real test is.<\/strong><\/p>\n<p>Here’s how we handle it: Denovo splits the world into two lanes.<\/p>\n<p><strong>Lane 1 \u2014 Autonomous.<\/strong> The predictable, high-volume work that buries founders: generating the brand, building the deck, writing outreach, posting content, enriching leads, following up. This runs 24\/7 without intervention. It’s where 80% of early-stage time gets wasted, and it’s rock solid.<\/p>\n<p><strong>Lane 2 \u2014 Human-in-the-loop.<\/strong> Anything high-stakes hits an approval gate before it executes. The agent drafts the response, surfaces the context, and asks “should I do this?” \u2014 the founder approves, edits, or redirects. <\/p>\n<p>The key design choice: <strong>the agent doesn’t fail silently.<\/strong> When something goes off-script, it doesn’t guess or hallucinate a decision. It escalates with context \u2014 “here’s what happened, here’s what I recommend, here’s the tradeoff.” <\/p>\n<p>The founder makes the call with full information instead of discovering a mess after the fact.<\/p>\n<\/p>\n<p>What’s a specific off-script scenario you’d want to throw at it? Always looking for edge cases to stress-test \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<blockquote>\n<p>The promise of truly automated business operations is something many founders have been chasing for a while, and it looks like Denovo is making a serious run at it.<\/p>\n<\/blockquote>\n<p>frame this, ?makers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Launch. <a href=\"https:\/\/www.producthunt.com\/@saverio_pulizzi3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saverio_pulizzi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saverio_pulizzi3<\/a> can I get free trial ?<\/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\/@george_foreman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_foreman1<\/a> Thank you! There we go -> GIVUHWAD – discount code to apply at checkout for one month free trial! <\/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\">Congratulations on the launch! How does Denovo fair in European market in terms of EU AI act? Do the end users know that the information, communication etc is generated by AI?<\/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\/@valeriavg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriavg<\/a> <strong>Thank you! Really important question \u2014 and one we take seriously.<\/strong><\/p>\n<p><strong>On the EU AI Act:<\/strong> Denovo falls under the category of general-purpose AI systems. We’re actively tracking the Act’s phased rollout and building compliance into the product. Specifically:<\/p>\n<ul>\n<li>\n<p><strong>Transparency obligations<\/strong> \u2014 The AI Act requires that AI-generated content is disclosed. Every asset Denovo produces (business plans, pitch decks, legal docs, emails, social posts) is clearly generated within an AI platform and has an AI label when downloaded, Powered and Generated with Denovo AI. The founder knows, and we make it easy for them to disclose downstream.<\/p>\n<\/li>\n<li>\n<p><strong>No high-risk classification<\/strong> \u2014 Denovo doesn’t operate in the Act’s high-risk categories (no biometric data, no credit scoring, no hiring decisions). We’re a business productivity tool, which keeps us in the limited\/minimal risk tier.<\/p>\n<\/li>\n<\/ul>\n<p><strong>On the transparency question specifically:<\/strong> Yes, the founder always knows everything is AI-generated \u2014 that’s the entire premise. For <em>their<\/em> customers and contacts, the founder controls how they present it. <\/p>\n<p>Are you building in the EU market? Would love to hear what compliance concerns are top of mind for you \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saverio_pulizzi3 Great yeah disclosure is all that I possibly need in the near future and yes, Sweden here \ud83c\uddf8\ud83c\uddea<br \/>\nDenovo sounds too good to be true, but hey, I\u2019ll absolutely give it a try just in case it is!<\/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\">Congrats @saverio_pulizzi3 for your launch. How reliable is denovo in actually running a startup end-to-end without human oversight, especially when real-world decisions get messy?<\/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\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> <strong>Thanks for the great question! Honest answer: very reliable on the 80% that’s predictable. Intentionally not autonomous on the 20% that’s messy.<\/strong><\/p>\n<p>Here’s what I mean. Most early-stage startup work is repeatable \u2014 build the brand, write the pitch deck, generate financial models, send outreach, post content, follow up with leads. Denovo handles all of that end-to-end, 24\/7, without you lifting a finger. That layer is rock solid.<\/p>\n<p>But when real-world decisions get messy \u2014 a customer pushes back on pricing, a partnership deal needs a judgment call, a market signal requires a strategic pivot \u2014 <strong>the agent doesn’t go rogue.<\/strong> It surfaces the decision to you with context, drafts a recommended response, and waits for your green light.<\/p>\n<p>We built <strong>approval gates<\/strong> on every high-stakes action: anything involving money, external comms, or irreversible moves gets paused with a “should I do this?” before executing.<\/p>\n<p>The design philosophy is simple: <strong>automate the grind, escalate the judgment calls.<\/strong> The founder isn’t removed from the loop \u2014 they’re just only called into the cockpit when it actually matters. Instead of drowning in 50 hours of busywork <em>and<\/em> trying to make good decisions, you’re fresh, focused, and only handling the stuff that genuinely needs a human brain.<\/p>\n<p>10,000+ projects in, the biggest unlock isn’t “AI does everything perfectly” \u2014 it’s that founders finally have the bandwidth to handle the messy stuff <em>well<\/em> because they’re not exhausted from the routine stuff. <\/p>\n<p>What’s one messy decision you’d want to stress-test us with? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>let’s go <a href=\"https:\/\/www.linkedin.com\/posts\/saverio-pulizzi_denovo-build-and-run-your-business-while-activity-7445384473971576832-bt6-?utm_source=share&utm_medium=member_desktop&rcm=ACoAAALQDgEBrpjglW8mruaXr5qcL8EsHVPcPk8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">spread the word on LinkedIn!<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian let\u2019s goooooo!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “business as a product” framing is interesting. I’ve been thinking about this a lot since building my own SaaS. The hardest part isn’t the code or the idea, it’s all the boring stuff around it like incorporation, billing setup, landing pages, email flows etc.<\/p>\n<p>Curious how deep the automation goes though. Like does it actually handle things like payment processing setup and legal docs or is it more of a project management layer that guides you through steps? Big difference between the two imo.<\/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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <strong>100% agree \u2014 that distinction matters a lot. So let me be specific.<\/strong><\/p>\n<p>Denovo is not a project management layer. It doesn’t give you a checklist and say, “go do these 47 things.” It actually <em>does<\/em> them.<\/p>\n<p>Here’s what it generates and executes directly:<\/p>\n<p>\ud83d\udcca <strong>Business plan & financials<\/strong> \u2014 full P&L, unit economics, cap table, investor memo. Not templates \u2014 real models built from your inputs.<\/p>\n<p>\ud83c\udfa8 <strong>Brand identity<\/strong> \u2014 logo, icon, color palette, typography. Done.<\/p>\n<p>\ud83d\udcd1 <strong>Pitch deck<\/strong> \u2014 investor-ready, 9-15 slides, with real market data and competitive analysis pulled in.<\/p>\n<p>\ud83c\udf10 <strong>Full-stack web application<\/strong> \u2014 functional application with database, CRM, backend functions. Not a wireframe \u2014 a deployed site.<\/p>\n<p>\ud83d\udcdd <strong>Legal docs<\/strong> \u2014 NDAs, terms of service, privacy policies, employment agreements, SAFE notes, IP assignments. Generated with real statutory references, not generic boilerplate.<\/p>\n<p>\ud83d\udcc8 <strong>Autonomous GTM<\/strong> \u2014 this is where it gets real. The agent <em>actually sends<\/em> outreach emails, <em>actually posts<\/em> to your social channels, and <em>actually finds and enriches<\/em> leads. Not “here’s a plan” \u2014 it executes.<\/p>\n<p><strong>What it doesn’t do (yet):<\/strong> Incorporation filing, or bank account creation. Those require identity verification and legal signatures that need a human in the loop. We’re exploring partnerships to close that gap, but we won’t automate it until we can do it responsibly.<\/p>\n<p>So to answer your question directly: it’s about 80% execution, 20% guided steps \u2014 and we’re pushing that ratio every week.<\/p>\n<p>What’s the one integration that would make it a no-brainer for your SaaS workflow? \ud83d\udc40<\/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\">Looks awesome! Can you give me a real world example of something I\u2019d use this for?<\/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\">@billchirico most of our users are using to build their e-commerce business! All you need is an idea \ud83d\udca1 What are you trying to build?<\/div>\n<div class=\"comment-actions\">\n<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\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> <strong>Absolutely! Here’s a real one from our users:<\/strong><\/p>\n<p>Say you’re a pastry chef with a killer brownie recipe. People keep telling you to sell online. But you don’t know where to start \u2014 you’re a chef, not a marketer or a web developer.<\/p>\n<p>You tell Denovo: <em>“I want to sell artisan brownies online, direct to consumer.”<\/em><\/p>\n<p><strong>In the next few minutes, you have:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udcca A business plan with revenue projections, pricing strategy, and market analysis for the DTC baked goods space<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfa8 A full brand identity \u2014 logo, colors, packaging-ready typography<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf10 A live storefront with product pages and checkout<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcd1 A pitch deck in case you want to approach investors or a co-packer<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcdd Terms of service and privacy policy \u2014 done<\/p>\n<\/li>\n<\/ul>\n<p><strong>Then the autonomous part kicks in:<\/strong><\/p>\n<ul>\n<li>\n<p>The agent finds 200+ potential customers who follow artisan food accounts and match your ICP<\/p>\n<\/li>\n<li>\n<p>It sends personalized outreach emails on your behalf<\/p>\n<\/li>\n<li>\n<p>It posts content to your Instagram and LinkedIn \u2014 recipe teasers, behind-the-scenes, launch announcements<\/p>\n<\/li>\n<li>\n<p>It tracks what’s working in Google Analytics and adjusts<\/p>\n<\/li>\n<\/ul>\n<p><strong>You wake up the next morning<\/strong> to 14 new email subscribers, 3 DMs asking about shipping, and a content calendar already scheduled for the week. You didn’t hire anyone.<\/p>\n<p>That’s not hypothetical \u2014 <strong>e-commerce is our #1 category<\/strong> with ~180 active projects right now. Solo founders launching DTC brands, niche products, and digital goods without a team.<\/p>\n<p>What’s an idea you’ve been sitting on? I bet it’s a good one \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">pls how to create on denovo.dev platform???<\/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\">@princess_ama that\u2019s a great idea! Go and Denovo It! \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<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>1. go to <a href=\"https:\/\/denovo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">denovo.dev<\/a> 2. add your prompt 3. that’s it \u270c\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@fmerian well said!<\/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>Cool tool, do you guys integrate with any website traffic analysis tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chintant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chintant<\/a> Thanks for this question! You can integrate Google Analytics and ask Denovo to improve your product based on traffic usage! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian actually Plausible Analytics is integrated. I just asked Denovo and you can connect it to it too!<\/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\">@saverio_pulizzi3 @fmerian Hi again! So i tried to pull my SEOKRATES project into Denovo And activated pro plan (thank for free 1 month \ud83d\ude4f\ud83c\udf40)<br \/>\nMy thoughts? Its insane how great your Denovo Is! I can literally upgrade my SEOKRATES in Denovo And try to ship it easily with perfect strategies, advices And i feel So comfortable in your uiux And chatting with Denovo ai assistant \ud83e\udd0d i Will try to “redevelop” my SEOKRATES project with that And already made strategies And everything in few minutes! I told him that i already have webapp live And everything And he started to working with it easily!<\/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\">@hustlerv yesss!!! Let\u2019s use Denovo to make SEOKRATES a billion dollar business! Thanks for trying it out!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the ambition here!! The idea of going from business idea to full-stack product overnight is wild. As someone who has worn every hat at a startup (literally, including making coffee), the pitch deck and business plan generation alone would have saved me weeks. Genuine question: how does Denovo handle the messy, non-obvious stuff that makes a business actually work, like figuring out your ideal customer or nailing your positioning?<\/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\">@ceciliatran thanks for this question! Denovo runs deep research to find and contact your ICPs based on your industry. Are you planning to use it to run any specific business?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> awesome feedback – help ’em spread the word on LinkedIn, <a href=\"https:\/\/www.linkedin.com\/posts\/saverio-pulizzi_denovo-build-and-run-your-business-while-activity-7445384473971576832-bt6-?utm_source=share&utm_medium=member_desktop&rcm=ACoAAALQDgEBrpjglW8mruaXr5qcL8EsHVPcPk8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">repost this!<\/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>The execution layer here makes sense. The part I want to understand is the strategy layer.<\/p>\n<p>When the system is running your GTM and it hits a decision point, say two customer segments are converting but at different LTVs, does Denovo make the call, or does it surface a choice and wait? Because a system that always waits isn’t really autonomous. And one that always decides needs to have a strong prior on what the founder actually values.<\/p>\n<p>How is that tension handled right now?<\/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\/@ivaylotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylotz<\/a> <strong>This is the best question we’ve gotten today. And you’re right \u2014 that tension is real.<\/strong><\/p>\n<p>Here’s how we handle it with a three-tier decision framework:<\/p>\n<p><strong>Tier 1 \u2014 Act autonomously.<\/strong> Low-stakes, reversible, high-frequency. Sending the next email in a sequence, posting scheduled content, enriching a lead list, pulling analytics. No reason to wait. The system executes and logs.<\/p>\n<p><strong>Tier 2 \u2014 Act, then inform.<\/strong> Medium-stakes, reversible with effort. The agent makes a reasonable default decision based on the founder’s stated goals, executes it, and surfaces a summary: <em>“I shifted 60% of outreach toward Segment A because their reply rate is 3\u00d7 higher. Here’s the data. Want me to adjust?”<\/em> The founder can course-correct, but momentum isn’t lost waiting for a reply.<\/p>\n<p><strong>Tier 3 \u2014 Surface and wait.<\/strong> High-stakes, irreversible, or ambiguous. This is your LTV scenario. The agent would surface: <em>“Two segments are converting. Segment A: lower volume, $1,200 LTV. Segment B: higher volume, $400 LTV. Based on your runway and goal (profitability vs. growth), here’s what I’d recommend and why. Your call.”<\/em> It doesn’t just present data \u2014 it gives a recommendation with reasoning. But it waits.<\/p>\n<p><strong>The “strong prior” problem you’re describing \u2014 we solve it during onboarding.<\/strong> When you set up your GTM, the agent asks what you’re optimizing for: speed to revenue, market share, margin, or fundraise-readiness. That becomes the decision lens for every Tier 2 call. A bootstrapped founder optimizing for cash flow gets different autonomous behavior than a VC-backed founder optimizing for growth.<\/p>\n<p><strong>Is it perfect?<\/strong> No. The boundary between Tier 2 and Tier 3 is the hardest design problem in the product. We’re constantly tuning it based on real founder feedback. The honest answer is: we’d rather err on the side of surfacing too many decisions than making one bad autonomous call that costs a founder real money.<\/p>\n<p>The endgame isn’t a system that never asks. It’s a system that <strong>asks less over time<\/strong> as it learns what the founder actually values \u2014 through their corrections, approvals, and overrides. Every “no, do it this way” makes the next Tier 2 decision smarter.<\/p>\n<p>Where would you draw the line between Tier 2 and Tier 3 for your own business? That’s genuinely the design question we think about every day. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Build and run your business while you sleep\u201d sounds powerful! What kind of workflows can Denovo fully automate right now?<\/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\/@shivani_gupta03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivani_gupta03<\/a> <strong>Great question \u2014 here’s the full breakdown of what runs autonomously today:<\/strong><\/p>\n<p>\ud83c\udfd7\ufe0f <strong>Build Phase<\/strong> (idea \u2192 operational startup in minutes):<\/p>\n<ul>\n<li>\n<p>Business plan with real market data, financials & competitive analysis<\/p>\n<\/li>\n<li>\n<p>Full brand identity \u2014 logo, icon, colors, typography<\/p>\n<\/li>\n<li>\n<p>Investor-ready pitch deck (9-15 slides)<\/p>\n<\/li>\n<li>\n<p>MVP website \u2014 deployed, not wireframed<\/p>\n<\/li>\n<li>\n<p>Legal docs \u2014 NDAs, terms of service, privacy policies, SAFE notes<\/p>\n<\/li>\n<li>\n<p>Promo video with AI narration<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\udcc8 <strong>Run Phase<\/strong> (this is where “while you sleep” kicks in):<\/p>\n<ul>\n<li>\n<p><strong>Lead generation<\/strong> \u2014 finds and enriches 200-5,000 targeted leads\/month based on your ICP<\/p>\n<\/li>\n<li>\n<p><strong>Email outreach<\/strong> \u2014 cold sequences, follow-ups, nurture campaigns. Sends, tracks, iterates<\/p>\n<\/li>\n<li>\n<p><strong>Social media<\/strong> \u2014 creates and posts content to LinkedIn, X, and Instagram on a schedule<\/p>\n<\/li>\n<li>\n<p><strong>Analytics<\/strong> \u2014 monitors your Google Analytics, flags what’s working and what’s not<\/p>\n<\/li>\n<li>\n<p><strong>Competitive intel<\/strong> \u2014 daily reports on what your competitors are shipping and saying<\/p>\n<\/li>\n<li>\n<p><strong>Inbox monitoring<\/strong> \u2014 checks for replies, flags hot leads, drafts responses for your approval<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\udd12 <strong>What it doesn’t do without you:<\/strong> Anything high-stakes hits an <strong>approval gate<\/strong>. The agent drafts, surfaces context, and asks “should I send this?” before touching money, external comms, or irreversible actions. You approve in one click.<\/p>\n<p><strong>The way to think about it:<\/strong> Denovo doesn’t automate <em>tasks<\/em> \u2014 it automates the <em>business<\/em>. You wake up to new leads in your inbox, fresh content posted, analytics summarized, and competitors tracked. Your only job is the decisions that actually need a human brain.<\/p>\n<p>What kind of business would you want to put on autopilot? \ud83d\udc40<\/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>Hi, congrats on your launch. <\/p>\n<\/p>\n<p>Could you please share more details on how Denovo helps validating the idea?<\/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\/@rustam_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rustam_khasanov<\/a> <strong>Thanks! Happy to break this down \u2014 validation is actually where every Denovo project starts.<\/strong><\/p>\n<p>When you type in your idea, the AI doesn’t just start building. It <strong>evaluates first:<\/strong><\/p>\n<p>\ud83d\udd0d <strong>Idea Scoring<\/strong> \u2014 Your concept gets rated on a 10-dimension VC-style rubric: market urgency, innovation level, monetization potential, competitive moat, time to revenue, regulatory risk, and more. You get an honest score out of 100 \u2014 not hype, real signal.<\/p>\n<p>\ud83d\udcca <strong>Market Sizing<\/strong> \u2014 TAM, SAM, SOM pulled from real data. You see immediately whether you’re chasing a $50M niche or a $5B opportunity.<\/p>\n<p>\u2694\ufe0f <strong>Competitor Analysis<\/strong> \u2014 Automated SWOT against existing players. You see who’s already in the space, how similar they are, and where the gaps are.<\/p>\n<p>\ud83d\udcb0 <strong>Revenue Projections<\/strong> \u2014 Year 1-3 modeled with assumptions you can stress-test. Too conservative? Too aggressive? Adjust and the model recalculates instantly.<\/p>\n<p>\ud83d\udd27 <strong>Improvement Suggestions<\/strong> \u2014 This is the part most founders love. The AI doesn’t just score your idea \u2014 it suggests <strong>specific pivots<\/strong> that could raise your score. “Narrow to this vertical,” “shift to enterprise,” “try this monetization model.” Each suggestion comes with a projected new score and reasoning.<\/p>\n<p><strong>The key:<\/strong> all of this happens <em>before<\/em> a single asset gets built. So you’re not wasting time branding and pitching an idea that has fundamental problems. You validate first, refine through conversation, and only build once the foundation is solid.<\/p>\n<p>And if the score is low? That’s not failure \u2014 that’s the system saving you 6 months of building the wrong thing. What idea are you thinking of putting through it? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ecommerce angle makes sense. Getting to a storefront is not the hard part anymore. The real test is whether the system keeps the work moving without creating more cleanup for the founder. How much are your ecommerce users letting Denovo run on its own?<\/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\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> <strong>You’re asking the right question \u2014 because that’s exactly the line we had to get right.<\/strong><\/p>\n<p>The honest answer: it depends on the founder’s comfort level, and we see a clear progression.<\/p>\n<p><strong>Week 1 \u2014 supervised.<\/strong> Most e-commerce founders start hands-on. They generate the brand, tweak the storefront, edit the copy. They approve every outreach email before it sends. They’re testing trust. That’s expected and healthy.<\/p>\n<p><strong>Week 2-3 \u2014 selective autonomy.<\/strong> This is where it shifts. They stop editing every social post. They let the email sequences run without reviewing each one. They check the analytics summary in the morning instead of logging into GA themselves. The grunt work starts running in the background.<\/p>\n<p><strong>Month 2+ \u2014 operational autopilot.<\/strong> The founders who stick are the ones who wake up, check their Denovo dashboard like a CEO checking a morning brief, handle the 2-3 decisions that need a human, and move on with their day. Lead gen is running. Content is posting. Follow-ups are sending. They’re focused on product and supplier relationships \u2014 the stuff that actually needs them.<\/p>\n<p><strong>The key insight from our e-commerce users specifically:<\/strong> the cleanup problem you’re describing usually comes from tools that <em>guess<\/em> what the founder wants. Denovo doesn’t guess \u2014 it builds from the founder’s stated ICP, brand voice, and GTM preferences. When the system sends an outreach email, it sounds like <em>them<\/em> because they shaped the playbook. So there’s less “what did the AI do while I was gone” and more “the AI did exactly what I would’ve done, 50 times faster.”<\/p>\n<p><strong>Where cleanup still happens:<\/strong> product descriptions for niche or technical items, and responses to edge-case customer questions. Those still get flagged for human input. We’d rather surface a decision than ship something wrong.<\/p>\n<p>The metric we track internally: <strong>founder override rate.<\/strong> How often does a founder change what the agent did? For our best e-commerce users, it’s under 10% by month two. That’s the signal that the system is actually reducing work, not creating it.<\/p>\n<p>What’s the specific e-commerce workflow you’d stress-test first? \ud83d\udc40<\/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>Is this managed by denovo itself?<\/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\/@bibin765\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bibin765<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/denovo?comment=5262010\" target=\"_blank\" rel=\"noopener\">yes<\/a>. #dogfooding<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bibin765\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bibin765<\/a> Yes! <\/p>\n<p><strong>Denovo knows your business.<\/strong> It has the context and memory around what you build every day, so I am using it to answer any question without having to provide additional context. I use it every day to run Denovo itself! <\/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>eels like dev infra mixed with ai workflows but not 100% sure. what\u2019s the primary use case people land on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shaumik_kanvinde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaumik_kanvinde<\/a> <strong>Totally fair read \u2014 let me sharpen it for you.<\/strong><\/p>\n<p>Denovo automatically creates your full-stack web application, deploying containers or managing CI\/CD. And it has more than 1000 AI workflows integrated. <\/p>\n<p>However, we are not dev infra or another AI workflow builder. <\/p>\n<p><strong>The simplest way to think about it:<\/strong> You have a business idea. You tell Denovo. It builds the entire startup around it \u2014 and then runs it.<\/p>\n<p>Here’s what that actually means, based on what our <strong>10,000+ projects<\/strong> are doing:<\/p>\n<p><strong>The primary use case is: “I have an idea, I have no team, I want to launch.”<\/strong><\/p>\n<p>The #1 thing people land on is the <strong>idea \u2192 operational business<\/strong> pipeline. You describe your concept and the AI co-founder builds your:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcca Business plan & financial projections<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfa8 Full brand identity (logo, colors, typography)<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcd1 Investor-ready pitch deck<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf10 Full stack web application<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc8 Then it <em>autonomously<\/em> runs your go-to-market \u2014 posts content, sends outreach, generates leads, follows up<\/p>\n<\/li>\n<\/ul>\n<p><strong>What our users are actually building:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>E-commerce<\/strong> \u2014 biggest category. Solo founders launching DTC brands without hiring a designer, marketer, or developer.<\/p>\n<\/li>\n<li>\n<p><strong>SaaS<\/strong> \u2014 founders validating and launching software products, using the pitch deck + financials to raise.<\/p>\n<\/li>\n<li>\n<p><strong>Marketplaces<\/strong> \u2014 two-sided platforms getting validated fast before committing to a full build.<\/p>\n<\/li>\n<\/ul>\n<p><strong>But founders are using Denovo even to build and run a restaurant! <\/strong><\/p>\n<p><strong>The “aha moment” for most users:<\/strong> it’s not the generation \u2014 it’s waking up to new leads in their inbox that the agent captured overnight. That’s when it stops feeling like “another AI tool” and starts feeling like having a co-founder who never sleeps.<\/p>\n<p>So less dev infra, more <strong>“business-in-a-box that actually operates.”<\/strong> Does that land clearer? What kind of project would you throw at it? \ud83d\udc40<\/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\">Tried it out. Love the vauluation number at top as it grasps the magnitude of the idea. Any points how to get the revenue? I noticed an annoying issue on mobile. I can\u2019t get back to the main menu. I only see workspace of the idea or chat.<\/div>\n<div class=\"comment-actions\">\n<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\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> Thank you, Bart! You can click on the Financial Model and see the Revenue Projections for the next 3 years! Also, we just shipped a fix, so you should be able to see the menu from mobile. Thank you so much for this 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<\/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\/6KERPELGMR26RQ\" class=\"app-title\">GLM-5V-Turbo<\/a><\/p>\n<div class=\"one-liner\">Vision-to-code foundation model for real GUI automation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">191<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GLM-5V-Turbo\u662f\u4e00\u6b3e\u89c6\u89c9\u5230\u4ee3\u7801\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u7406\u89e3\u622a\u56fe\u3001\u8bbe\u8ba1\u7a3f\u3001\u89c6\u9891\u7b49\u89c6\u89c9\u4fe1\u606f\uff0c\u76f4\u63a5\u751f\u6210\u53ef\u8fd0\u884c\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5c06\u89c6\u89c9\u8bbe\u8ba1\u8f6c\u5316\u4e3a\u529f\u80fd\u4ee3\u7801\u3001\u754c\u9762\u81ea\u52a8\u5316\u4ee5\u53ca\u57fa\u4e8e\u89c6\u89c9\u53cd\u9988\u8fdb\u884c\u8c03\u8bd5\u65f6\u7684\u7e41\u7410\u548c\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/057f6725-4794-45f9-8e40-3e3392fbbac8.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\/59b34c96-0c12-41ba-9178-5b774a918708.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\/300889b1-f1bf-40b0-b1e9-0af0b7f9cefd.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\/05697cab-9418-42ae-88f4-51ef9b35968e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=cY0CG07p3Y8\"><source src=\"https:\/\/www.youtube.com\/watch?v=cY0CG07p3Y8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">GUI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u770b\u5c4f\u5199\u7801\u201d\u7684\u7cbe\u51c6\u5b9a\u4f4d\u53ca\u4e0eClaude Code\u7b49\u4ee3\u7406\u7684\u6df1\u5ea6\u96c6\u6210\u6f5c\u529b\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u89c6\u9891\u8f6c\u4ee3\u7801\u7684\u5177\u4f53\u80fd\u529b\u8fb9\u754c\u3001\u5904\u7406\u590d\u6742\u771f\u5b9e\u7d20\u6750\uff08\u5982Figma\u5bfc\u51fa\uff09\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u4e0e\u7ade\u54c1\u7684\u6027\u80fd\u901f\u5ea6\u5bf9\u6bd4\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5176\u662f\u5426\u652f\u6301\u4ece\u8349\u56fe\u751f\u6210SVG\u7b49\u5b9e\u7528\u573a\u666f\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 GLM-5V-Turbo\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u63a8\u51fa\u4e86\u4e00\u6b3e\u65b0\u6a21\u578b\uff0c\u4e0d\u5982\u8bf4\u662fZ.ai\u5728\u62e5\u6324\u7684AI\u7f16\u7a0b\u8d5b\u9053\u4e2d\uff0c\u5c1d\u8bd5\u8fdb\u884c\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u573a\u666f\u5b9a\u4e49\u201d\u7a81\u56f4\u3002\u5b83\u907f\u5f00\u4e86\u4e0e\u901a\u7528\u4ee3\u7801\u5927\u6a21\u578b\u5728\u7eaf\u6587\u672c\u751f\u6210\u4e0a\u7684\u6b63\u9762\u8f83\u91cf\uff0c\u8f6c\u800c\u62bc\u6ce8\u201c\u89c6\u89c9\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u5c1a\u672a\u88ab\u5145\u5206\u7ed3\u6784\u5316\u7684\u5173\u952e\u9886\u57df\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u591a\u6a21\u6001\u201d\u7684\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5c06GUI\u754c\u9762\u3001\u8bbe\u8ba1\u7a3f\u3001\u751a\u81f3\u7528\u6237\u64cd\u4f5c\u89c6\u9891\u8fd9\u4e9b\u9ad8\u5ea6\u60c5\u5883\u5316\u3001\u975e\u7ed3\u6784\u5316\u7684\u89c6\u89c9\u4fe1\u606f\uff0c\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u5b9a\u4f4d\u4e3a\u53ef\u88ab\u76f4\u63a5\u7f16\u8bd1\u7684\u201c\u6e90\u4ee3\u7801\u201d\u3002\u8fd9\u76f4\u6307\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u4ece\u60f3\u6cd5\u5230\u4ea7\u54c1\uff0c\u6700\u8017\u65f6\u7684\u5f80\u5f80\u4e0d\u662f\u7f16\u5199\u4e1a\u52a1\u903b\u8f91\uff0c\u800c\u662f\u5c06\u89c6\u89c9\u4e0e\u4ea4\u4e92\u8bbe\u8ba1\u53cd\u590d\u201c\u7ffb\u8bd1\u201d\u6210\u4ee3\u7801\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u5176\u4e00\uff0c\u80fd\u529b\u53ef\u4fe1\u5ea6\uff1a\u201c\u89c6\u9891\u8f6c\u4ee3\u7801\u201d\u662f\u9769\u547d\u6027\u627f\u8bfa\u8fd8\u662f\u8425\u9500\u8bdd\u672f\uff1f\u662f\u52a8\u6001\u7406\u89e3\u5de5\u4f5c\u6d41\uff0c\u8fd8\u662f\u9759\u6001\u5e27\u5206\u6790\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u81ea\u52a8\u5316\u5de5\u5177\u8fd8\u662f\u9ad8\u7ea7\u622a\u56fe\u5de5\u5177\u3002\u5176\u4e8c\uff0c\u6027\u80fd\u4e0e\u5b9e\u7528\u6027\uff1a\u5728\u96c6\u6210\u81f3OpenClaw\u7b49\u5f3a\u8c03\u5feb\u901f\u54cd\u5e94\u7684\u4ee3\u7406\u5faa\u73af\u4e2d\uff0c\u901f\u5ea6\u77ed\u677f\u53ef\u80fd\u76f4\u63a5\u62b5\u6d88\u5176\u7406\u89e3\u4f18\u52bf\u3002\u5176\u4e09\uff0c\u751f\u6001\u4f4d\uff1a\u5b83\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u89c6\u89c9\u4e16\u754c\u4e0e\u4ee3\u7801\u4e16\u754c\u7684\u201c\u6865\u6881\u578b\u201d\u57fa\u7840\u6a21\u578b\uff0c\u4f46\u4e0a\u6e38\u9700\u5e94\u5bf9\u8bbe\u8ba1\u5de5\u5177\u7684\u6df7\u4e71\u5bfc\u51fa\uff0c\u4e0b\u6e38\u9700\u65e0\u7f1d\u5bf9\u63a5\u5404\u7c7b\u4ee3\u7801\u5e93\u4e0e\u4ee3\u7406\u6846\u67b6\uff0c\u8fd9\u8981\u6c42\u6781\u5f3a\u7684\u5de5\u7a0b\u5316\u4e0e\u751f\u6001\u9002\u914d\u80fd\u529b\uff0c\u8fdc\u975e\u6a21\u578b\u7cbe\u5ea6\u5355\u4e00\u7ef4\u5ea6\u53ef\u4ee5\u89e3\u51b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cGLM-5V-Turbo\u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u7684\u65b9\u5411\u2014\u2014\u5c06\u89c6\u89c9\u754c\u9762\u672c\u8eab\u7f16\u7a0b\u5316\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u9879\u201c\u6709\u8da3\u7684\u80fd\u529b\u6f14\u793a\u201d\uff0c\u6210\u957f\u4e3a\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5c06\u7280\u5229\u7684\u573a\u666f\u5b9a\u4f4d\uff0c\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u9ad8\u6548\u4e14\u6df1\u5ea6\u878d\u5165\u5f00\u53d1\u95ed\u73af\u7684\u5177\u4f53\u89e3\u51b3\u65b9\u6848\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662fAI\u7f16\u7801\u519b\u5907\u7ade\u8d5b\u4e2d\uff0c\u53c8\u4e00\u4e2a\u4eae\u70b9\u7a81\u51fa\u4f46\u96be\u4ee5\u624e\u6839\u7684\u201c\u6280\u672f\u5947\u89c2\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\">GLM-5V-Turbo<\/span>\n <\/div>\n<div class=\"comment-content\">GLM-5V-Turbo is Z.AI’s first multimodal coding model. It understands images, video, files, and UI layouts, then turns that visual context into runnable code, debugging help, and stronger agent workflows with Claude Code and OpenClaw.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>GLM-5V-Turbo is one of the more interesting coding model releases lately because it is not just “vision added onto a code model.” <a href=\"https:\/\/www.producthunt.com\/products\/z-ai\" target=\"_blank\" rel=\"noopener\">@Z.ai<\/a> is clearly positioning it as a <strong><em>native multimodal coding model<\/em><\/strong> that can understand screenshots, design drafts, videos, document layouts, and real interfaces, then <strong><em>turn that into code, debugging, and action.<\/em><\/strong><\/p>\n<p>“Seeing the screen and writing the code” is a very real workflow, and GLM-5V is built exactly for that. <\/p>\n<p>It is also deeply adapted for <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> style loops, which makes it feel much more relevant than a generic VLM with some coding demos on top.<\/p>\n<p>Try it on <a href=\"https:\/\/chat.z.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">chat.z.ai<\/a> or plug in the <a href=\"https:\/\/docs.z.ai\/guides\/vlm\/glm-5v-turbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">official API<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Congratulations on the launch. Have you seen it handle messy real-world Figma exports or video demos yet, and how does it compare to Claude Code loops on accuracy for those?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>few months ago, <a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a> announced Opus 4.5 and <a href=\"https:\/\/www.producthunt.com\/p\/claude\/poll-did-anthropic-win-the-ai-coding-race\" target=\"_blank\" rel=\"noopener\">we thought they won the AI coding race<\/a>. then <a href=\"https:\/\/www.producthunt.com\/products\/minimax\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"minimax\" target=\"_blank\" rel=\"noopener\">@MiniMax<\/a> released <a href=\"https:\/\/www.producthunt.com\/p\/minimax\/minimax-m2-7-vs-claude-opus-4-6\" target=\"_blank\" rel=\"noopener\">M2.7<\/a>, and now GLM-5V-Turbo by <a href=\"https:\/\/www.producthunt.com\/products\/z-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"z-ai\" target=\"_blank\" rel=\"noopener\">@Z.ai<\/a>. <\/p>\n<\/p>\n<p>open source is so back.<\/p>\n<\/p>\n<p>pro tip: you can experiment with this new model with <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/kiloclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kiloclaw\" target=\"_blank\" rel=\"noopener\">@KiloClaw<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “video \u2192 runnable code” claim is the one I want to pull on. Are we talking about screen recordings of a UI workflow, where the model watches what a user does and generates automation code from that? Or is video support more like “static frames extracted and analyzed sequentially”? Those are very different capabilities with very different use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I was so executed for this to launch, so I tried it on my OpenClaw and it is still really slow compared to other models. Truly disappointing to say the least.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks exciting! we struggle with creating vector diagrams that we can embed in website. generally they start with a sketch on paper and now we want to put them on our website. right now the process is very cumbersome. can the model help with sketch-in -> .svg-out ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LHHG2E4JCBD47F\" class=\"app-title\">Cosyra<\/a><\/p>\n<div class=\"one-liner\">Run AI coding agents from your phone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosyra\u662f\u4e00\u6b3e\u79fb\u52a8\u4e91\u7ec8\u7aef\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5728\u624b\u673a\u4e0a\u8fd0\u884cClaude Code\u7b49AI\u7f16\u7a0b\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u79bb\u5f00\u684c\u9762\u540eAI\u7f16\u7801\u4ee3\u7406\u8fdb\u7a0b\u4e2d\u65ad\u3001\u65e0\u6cd5\u53ca\u65f6\u4ea4\u4e92\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u968f\u65f6\u968f\u5730\u5bf9AI\u7f16\u7a0b\u4efb\u52a1\u8fdb\u884c\u76d1\u7763\u548c\u6307\u5bfc\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b08fae19-3b75-42ba-9665-ceb63819148b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/075343d5-22e4-46e4-80a8-4b525b7015cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/911539fc-fb61-4895-b0d8-8f00f8f913cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba81ea02-9718-46d3-8ffa-3dc0c799ca5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14a4aad2-592e-4a88-810c-f04b9ccb0224.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5743dd70-33ff-4ce2-a7be-5184486121e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/324c1bd4-825b-4c9b-a708-4aaacae4767f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ac72f43-d851-4975-8002-03a450c414da.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\/867f4835-3b75-49e1-9aa5-7fed4b903670.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1KAjL5z7xTA\"><source src=\"https:\/\/www.youtube.com\/watch?v=1KAjL5z7xTA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79fb\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u624b\u673a\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86AI\u4ee3\u7406\u7b49\u5f85\u8f93\u5165\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u5bf9\u79fb\u52a8\u76d1\u7763\u3001\u5f02\u6b65\u4f1a\u8bdd\u3001\u901a\u77e5\u529f\u80fd\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8de8\u8bbe\u5907\u4f1a\u8bdd\u540c\u6b65\u3001\u534f\u4f5c\u529f\u80fd\u3001\u79fb\u52a8\u7aef\u8f93\u5165\u4f53\u9a8c\u3001\u5b89\u5168\u7ec6\u8282\uff08\u52a0\u5bc6\u3001\u5bc6\u94a5\u7ba1\u7406\uff09\u3001Git\u5de5\u4f5c\u6d41\u652f\u6301\u4ee5\u53ca\u957f\u4efb\u52a1\u5904\u7406\u673a\u5236\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 Cosyra\u5e76\u975e\u4e00\u4e2a\u65e8\u5728\u8ba9\u7528\u6237\u5728\u624b\u673a\u4e0a\u201c\u5199\u4ee3\u7801\u201d\u7684\u4f2a\u9700\u6c42\u4ea7\u54c1\uff0c\u5176\u771f\u6b63\u7684\u6d1e\u5bdf\u5728\u4e8e\u7cbe\u51c6\u6355\u6349\u4e86AI\u539f\u751f\u5f00\u53d1\u8303\u5f0f\u4e0b\u7684\u65b0\u75db\u70b9\u4e0e\u65b0\u573a\u666f\u3002\u968f\u7740Claude Code\u7b49\u4ee3\u7406\u5de5\u5177\u7684\u666e\u53ca\uff0c\u5f00\u53d1\u8005\u7684\u89d2\u8272\u6b63\u4ece\u201c\u7f16\u7801\u8005\u201d\u8f6c\u5411\u201c\u76d1\u7763\u8005\u4e0e\u63d0\u793a\u8005\u201d\uff0c\u6838\u5fc3\u4ea4\u4e92\u4ece\u9ad8\u9891\u952e\u76d8\u6572\u51fb\u53d8\u4e3a\u4f4e\u9891\u3001\u9ad8\u610f\u56fe\u7684\u6307\u4ee4\u8f93\u5165\u3002Cosyra\u5c06\u4ee3\u7406\u8fd0\u884c\u73af\u5883\u79fb\u81f3\u4e91\u7aef\uff0c\u624b\u673a\u7aef\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u4ea4\u4e92\u754c\u9762\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u201cAI\u7f16\u7a0b\u8fdb\u7a0b\u201d\u4e0e\u201c\u7269\u7406\u8bbe\u5907\u201d\u89e3\u8026\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u5f00\u53d1\u8fdb\u7a0b\u7684\u201c\u6301\u4e45\u5316\u201d\u4e0e\u201c\u79fb\u52a8\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u5229\u7528\u79fb\u52a8\u8bbe\u5907\u7684\u5373\u65f6\u6027\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u963b\u585e\u7b49\u5f85\u201d\u95ee\u9898**\uff0c\u901a\u8fc7\u901a\u77e5\u673a\u5236\u5b9e\u73b0\u5f02\u6b65\u54cd\u5e94\uff0c\u91ca\u653e\u4e86\u5f00\u53d1\u8005\u65f6\u95f4\uff1b\u4e8c\u662f**\u5f00\u521b\u4e86\u201c\u79fb\u52a8\u4f18\u5148\u201d\u7684AI\u8f85\u52a9\u5f00\u53d1\u573a\u666f**\uff0c\u5982\u901a\u52e4\u3001\u788e\u7247\u5316\u65f6\u95f4\u5229\u7528\u3001\u7d27\u6025\u7ebf\u4e0a\u95ee\u9898\u5904\u7406\u7b49\uff0c\u8fd9\u5e76\u975e\u8981\u53d6\u4ee3\u684c\u9762\u5f00\u53d1\uff0c\u800c\u662f\u5bf9\u6838\u5fc3\u5de5\u4f5c\u6d41\u7684\u6709\u6548\u5ef6\u4f38\u548c\u8865\u5145\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c\u5176\u4ef7\u503c\u4e0eAI\u4ee3\u7406\u81ea\u8eab\u80fd\u529b\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b58\u5728\u6280\u672f\u4f9d\u8d56\u98ce\u9669\uff1b\u5176\u6b21\uff0c\u4ece\u201c\u79fb\u52a8\u76d1\u7763\u201d\u5230\u201c\u79fb\u52a8\u6df1\u5ea6\u53c2\u4e0e\u201d\u7684\u4f53\u9a8c\u9e3f\u6c9f\u4f9d\u7136\u5b58\u5728\uff0c\u590d\u6742\u8c03\u8bd5\u3001\u4ee3\u7801\u5ba1\u67e5\u7b49\u573a\u666f\u5728\u79fb\u52a8\u7aef\u7684\u53ef\u884c\u6027\u5b58\u7591\uff1b\u6700\u540e\uff0c\u5b89\u5168\u4e0e\u6210\u672c\u662f\u60ac\u4e8e\u5934\u9876\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002\u4f5c\u4e3a\u4e91\u670d\u52a1\uff0c\u5982\u4f55\u957f\u671f\u4fdd\u969c\u4ee3\u7801\u6570\u636e\u5b89\u5168\u3001\u63a7\u5236\u8ba1\u7b97\u6210\u672c\u5e76\u7ef4\u6301\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5c06\u662f\u6bd4\u529f\u80fd\u8fed\u4ee3\u66f4\u4e25\u5cfb\u7684\u8003\u9a8c\u3002Cosyra\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728AI\u4ee3\u7406\u8fdb\u5316\u4e0e\u79fb\u52a8\u5de5\u4f5c\u6d41\u5851\u9020\u7684\u4ea4\u53c9\u70b9\u4e0a\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\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\">Cosyra<\/span>\n <\/div>\n<div class=\"comment-content\">Cosyra is a mobile cloud terminal for AI development. Run Claude Code, Codex CLI, and Gemini CLI directly from your phone. Build with AI agents anywhere – no laptop or remote desktop required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt<\/p>\n<\/p>\n<p>My name is Adam, co-founder of Cosyra. Cosyra lets you code from your phone, no laptop required.<\/p>\n<\/p>\n<p>When terminal coding agents started popping off last year, I found myself prompting, walking away, and then coming back, only to find that Claude Code had been waiting for input for some indeterminable amount of time. Hence the phone solution.<\/p>\n<\/p>\n<p>I figured, why not put my agents on my phone so I can choose when and where I prompt.<\/p>\n<\/p>\n<p>It’s allowed me and 50 other developers to patch, build, audit, and do anything else your terminal agents can do on your home machine. You can switch between terminal sessions, integrate GitHub, and view your localhost server right from the webview, all without needing your home computer running.<\/p>\n<\/p>\n<p>We take security seriously. Your code and credentials are protected by default, with strong isolation and safeguards built into every environment.<\/p>\n<\/p>\n<p>Try it free for 7 days or 10 hours of usage, whichever comes first. We\u2019ve also got a Product Hunt promo for early adopters. We built this to be sustainable from day one.<\/p>\n<p>#CodeOnTheGo<\/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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> How do you handle potential latency or sync hiccups when switching between phone sessions and a full desktop setup, especially for longer audits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> This is seriously cool! Running AI coding agents like Claude Code or Gemini CLI right from my phone, no laptop needed!!That’s insane portability for AI development. I’m curious how comfortable it feels for more complex coding sessions without a proper keyboard. Still, the freedom probably outweighs it for most quick tasks. Definitely intrigued!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> Many congratulations on shipping this. The voice input feature for prompting agents is actually brilliant for mobile workflows. I’m wondering how you manage token refresh when agents are running those longer sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 smart wedge into mobile dev workflows.<br \/><a href=\"https:\/\/www.producthunt.com\/@adamroman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> are you planning collab features? like shared sessions or pair coding?<\/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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> <a href=\"https:\/\/www.producthunt.com\/@yurii_demchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yurii_demchenko<\/a> <\/p>\n<p>Appreciate your comment, Yurii!<\/p>\n<\/p>\n<p>Shared sessions and pair coding are genuinely on our radar. The container architecture actually makes this more tractable than it might seem. Because your environment is a persistent cloud Ubuntu instance, letting someone else connect to that same session is technically closer to tmux shared sessions than it is to building a full real-time collaboration layer from scratch.<\/p>\n<\/p>\n<p>Right now each user has their own isolated container, which is the right default for most people since your code and credentials stay completely private. But we have been seriously considering a “share this session” model, where you explicitly invite someone to join, similar to how you would share a tmux session on a remote server.<\/p>\n<\/p>\n<p>We are currently prioritizing the core solo developer experience, especially now that Android has just launched and iOS is live as well. But collaboration is a feature we want to build, and your question is a genuine signal that there is demand for it.<\/p>\n<\/p>\n<p>If you want to leave your contact in a comment or DM us, we will loop you in when we start testing it. The people who asked first tend to receive early access.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@yurii_demchenko yeah well said Debarshi. Currently just solo dev experience but collab is a great idea. There are so many improvements that we have in the pipeline and this is definitely one of them I\u2019m adding to the list \ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> <a href=\"https:\/\/www.producthunt.com\/@yurii_demchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yurii_demchenko<\/a> A mobile terminal that supports multiple AI coding tools sounds very handy. Especially for quick edits, running scripts, or checking things on the go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Really interesting approach, Adam! Cosyra seems to solve the exact friction point of waiting on desktop agents by making coding sessions mobile-first. I\u2019m curious \u2014 how do you see mobile coding changing developer workflows long-term? Do you think it will become a primary way to build, or more of a companion to traditional setups?<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thanks Odeth! I appreciate the kind words. <\/p>\n<\/p>\n<p>It’s a very real possibility that it becomes the primary way for people to build. I was talking to someone the other day about a home renovation they were planning. The entire project was planned from their phone.. not a single laptop\/desktop was used. It could easily be the same way for developers with agents. The phone is unrivaled when it comes to convenience and portability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Happy launch! How do you handle long-running agent tasks on mobile without interruptions (background limits, disconnects, 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><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Thanks Davit! The agent runs in the cloud. So when you disconnect from the app, your agent will still be running. When you decide to reconnect, we will load the context back onto your phone screen so you can leave off as if nothing happened. We even send you notifications when your agent is waiting for input! Only if you opt-in of course. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 nails a real pain point. I run Claude Code constantly and the “walk away, come back to find it’s been waiting for 20 minutes” loop is so frustrating. Having push notifications for agent input requests is the killer feature here \u2014 that alone justifies going mobile.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@letian_wang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@letian_wang3<\/a> thank you that means a lot! I know it was definitely a pain point for me 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\">\n<p>Definitely trying this ASAP! With how fast everything is moving this would make me able to resume my progress even when I am out. One q: Since Cosyra clones the github repo is there any encryption at rest? If there is a data leakage (hope not, ever) will my codebase be safe?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@syaman thanks man! I\u2019m glad you see the use case. <\/p>\n<p>Yes your persistent data is encrypted at rest. Any secrets you add through our UI are encrypted at rest and in transit. With optional JIT injection to your dev environment.<\/p>\n<p>Additional security features we have in place are network isolation, proxies, container sandboxing and we handle authentication for your localhost preview so no one else can view it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The use case that immediately jumps out to me is kicking off a long-running agent task while away from your desk and then monitoring it from your phone. Not replacing desktop coding, but filling the gap when you’re between meetings and want something running. Does Cosyra handle async agent sessions that you can reconnect to, or is it more real-time only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Yes absolutely. You can pull your repo, start up claude code in the terminal, prompt, and have it run on our infrastructure while you do other things. You get to choose the tools you want to use, which for most people is Claude these days. <\/p>\n<p>For async sessions, you can create multiple terminal sessions in the sidebar each can run their own CLI agent independently. Again, no need to monitor them, we will send you a notification when they are waiting for input.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea, but I\u2019m not 100% sold yet, typing code on phone sounds… painful? \ud83d\ude05<br \/>Or is this more about supervising agents than actual coding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> <br \/>Thank you for your comment, Kate, and the honest answer is that you are right that typing codes character by character on a phone is painful. We agree completely. That is not the use case we are building for.<\/p>\n<\/p>\n<p>The shift that makes Cosyra make sense is AI coding agents. When you are working with Claude Code, you are not writing functions and loops manually. You are describing what you want. ” Refactor the auth middleware to handle token refresh.” The agent reads your codebase, makes the changes, runs the tests, and fixes what breaks. Your actual input is a sentence or two. We even built voice input so you can just speak the prompt out loud.<\/p>\n<\/p>\n<p>So the real workflow is supervision and steering, not typing. You review the agent’s actions, provide the next instruction, and make adjustments as necessary. That interaction is genuinely natural on a phone.<\/p>\n<\/p>\n<p>Currently, the people who benefit most from Cosyra are developers who already use Claude Code on their laptops and often find themselves wanting to continue working when their desks are not available. On-call engineers. People commuting. Someone who had an idea at 11pm and did not want to get up to find their laptop.<\/p>\n<\/p>\n<p>Does that reframe it at all? Happy to walk through a specific workflow if it would help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@kate_ramakaieva hey Kate! Agreed, typing code is less than ideal on the phone. You\u2019re spot on about the supervising agents part. Running Claude code, codex, or Gemini cli makes it a lot less painful and is my main reason for making this. <\/p>\n<p>Also, curious to hear your thoughts about how I can make it even less painful.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support Git workflows fully? Like branching, merging, resolving conflicts, etc. directly from mobile?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Yes, we have a git visualization UI so you can more easily reason about your worktree. I think the actual commands to create, switch, etc are best if prompted to your cli agent of choice. Although if you want to, you can type the commands out just like you would on your computer’s terminal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feature request: push notifications when a task completes or fails. That alone would make this a daily driver. Congrats on launching!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you. That feature is available today! All you have to do is opt in to notifications<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 are you handling secrets\/API keys? Is there a vault or env management system built 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Yes we store your secrets in a secure vault. Encrypted at rest with JIT env variable injection. Env variables are low risk, so those will just get loaded into your environment automatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you run multiple agents in parallel? Like Codex CLI and Gemini CLI at the same time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> For sure! Start codex in one tab and create a new terminal session in the side panel to spin up a parallel agent working on the same machine. Full terminal multiplexing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So when I am back at my desk, can I resume sessions started on my phone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chintant Not at the moment, unfortunately. Something I\u2019m going to add in the near future though<\/div>\n<div class=\"comment-actions\">\n<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\">@chintant thanks yeah you should be able to do that in the next week. It\u2019s #1 in our feature list. Hopefully it serves your use case!<\/div>\n<div class=\"comment-actions\">\n<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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2CGB3SHJUWQ2ZI\" class=\"app-title\">Mngr<\/a><\/p>\n<div class=\"one-liner\">Run 100s of Claude agents in parallel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mngr \u662f\u4e00\u4e2aCLI\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u5927\u89c4\u6a21\u3001\u5e76\u884c\u5730\u542f\u52a8\u548c\u7ba1\u7406AI\u667a\u80fd\u4f53\uff08\u5982Claude Code\uff09\uff0c\u7528\u4e8e\u81ea\u52a8\u5316\u6267\u884c\u5982\u4fee\u590d\u6d4b\u8bd5\u3001\u4e3a\u6bcf\u4e2a\u95ee\u9898\u521b\u5efaPR\u7b49\u91cd\u590d\u6027\u7f16\u7801\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u6216\u4e32\u884c\u64cd\u4f5c\u65e0\u6cd5\u5b9e\u73b0\u7684\u6d77\u91cf\u4efb\u52a1\u5e76\u884c\u5316\u4e0e\u534f\u8c03\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42b0dd4c-a361-4b08-b528-a15909a2e37b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba886ce2-de34-4f0c-87b5-6ceba9b2e3f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cb0c9c1-aa59-4eed-ba92-d9319ba2b540.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7da3d0d5-163e-47f4-927f-645c1a5e7922.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35cd22fc-0187-4cb7-8b4f-f72410606193.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b968fbc-1cec-4589-94ac-25407c705133.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\/0c4b189f-6ada-43af-9ff1-2469503b9b4f.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\/806dc3e0-7ccd-4093-82cf-019093d8e36f.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">CLI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210\u4e0e\u4fee\u590d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u591a\u667a\u80fd\u4f53\u72b6\u6001\u534f\u8c03\u4e0e\u51b2\u7a81\u89e3\u51b3\u3001\u4efb\u52a1\u8fc7\u7a0b\u53ef\u89c1\u6027\u4e0e\u8c03\u8bd5\u3001\u667a\u80fd\u4f53\u95f4\u4e0a\u4e0b\u6587\u5171\u4eab\u673a\u5236\uff0c\u4ee5\u53ca\u6210\u672c\u4e0e\u9650\u989d\u7ba1\u7406\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u4ea7\u54c1\u63d0\u4f9b\u57fa\u7840\u539f\u8bed\u800c\u975e\u56fa\u5316\u5de5\u4f5c\u6d41\uff0c\u901a\u8fc7\u6587\u4ef6\u64cd\u4f5c\u3001\u4e8b\u4ef6\u6d41\u3001\u6d88\u606f\u4f20\u9012\u7b49\u673a\u5236\u8d4b\u4e88\u7528\u6237\u7075\u6d3b\u6784\u5efa\u89e3\u51b3\u65b9\u6848\u7684\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mngr \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u7528\u4e8e\u5e76\u884c\u8fd0\u884c\u6570\u767e\u4e2aClaude\u667a\u80fd\u4f53\u7684CLI\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5176\u8bbe\u8ba1\u54f2\u5b66\uff1a\u5b83\u4e0d\u63d0\u4f9b\u201c\u4e00\u7ad9\u5f0f\u201d\u7684\u667a\u80fd\u4f53\u7f16\u6392\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u4e00\u5957\u6781\u7b80\u3001\u901a\u7528\u7684\u5e95\u5c42\u539f\u8bed\uff08\u5982\u4e8b\u4ef6\u6d41\u3001\u6587\u4ef6\u4f20\u8f93\u3001\u6d88\u606f\u4f20\u9012\uff09\u3002\u8fd9\u770b\u4f3c\u5c06\u590d\u6742\u6027\u95ee\u9898\u629b\u7ed9\u4e86\u7528\u6237\uff0c\u5b9e\u5219\u662f\u5bf9\u5f53\u524d\u5feb\u901f\u6f14\u8fdb\u7684AI\u667a\u80fd\u4f53\u751f\u6001\u7684\u4e00\u79cd\u6df1\u523b\u6d1e\u5bdf\u548c\u201c\u9000\u8ba9\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u80fd\u529b\u6708\u5f02\u65e5\u65b0\u7684\u5f53\u4e0b\uff0c\u4efb\u4f55\u8bd5\u56fe\u56fa\u5316\u4e0a\u5c42\u5de5\u4f5c\u6d41\u6216\u534f\u8c03\u903b\u8f91\u7684\u6846\u67b6\u90fd\u53ef\u80fd\u8fc5\u901f\u8fc7\u65f6\u3002Mngr \u9009\u62e9\u5c06\u7a33\u5b9a\u6027\u5efa\u7acb\u5728\u201c\u667a\u80fd\u4f53\u4f5c\u4e3a\u53ef\u7f16\u7a0b\u8fdb\u7a0b\u201d\u8fd9\u4e00\u5e95\u5c42\u62bd\u8c61\u4e0a\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8f7b\u91cf\u3001\u4e00\u81f4\u7684\u7ba1\u7406\u754c\u9762\uff08\u65e0\u8bba\u672c\u5730\u3001Modal\u6216Docker\uff09\uff0c\u786e\u4fdd\u542f\u52a8\u3001\u76d1\u63a7\u3001\u4ea4\u4e92\u7684\u57fa\u7840\u8bbe\u65bd\u7a33\u5b9a\u53ef\u9760\u3002\u8fd9\u8ba9\u5f00\u53d1\u8005\u80fd\u591f\u81ea\u7531\u5730\u3001\u4ee5\u4ee3\u7801\u7684\u5f62\u5f0f\u5b9a\u4e49\u81ea\u5df1\u7684\u534f\u8c03\u903b\u8f91\uff0c\u4ece\u800c\u6784\u5efa\u51fa\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u3001\u5e76\u80fd\u968f\u6a21\u578b\u80fd\u529b\u8fdb\u5316\u800c\u7075\u6d3b\u8c03\u6574\u7684\u590d\u6742\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u63d0\u4f9b\u539f\u8bed\u201d\u7684\u7b56\u7565\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u9884\u8bbe\u4e86\u4f7f\u7528\u8005\u5177\u5907\u8f83\u9ad8\u7684\u5de5\u7a0b\u67b6\u6784\u80fd\u529b\uff0c\u5c06\u72b6\u6001\u4e00\u81f4\u6027\u3001\u51b2\u7a81\u89e3\u51b3\u3001\u6210\u672c\u63a7\u5236\u7b49\u6838\u5fc3\u6311\u6218\u8f6c\u79fb\u7ed9\u4e86\u7528\u6237\u793e\u533a\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u70ed\u70c8\u8ba8\u8bba\u53ef\u4ee5\u770b\u51fa\uff0c\u8fd9\u65e2\u662f\u5176\u5438\u5f15\u9ad8\u9636\u5f00\u53d1\u8005\u7684\u9b45\u529b\u6240\u5728\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u666e\u53ca\u7684\u4e3b\u8981\u95e8\u69db\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u8d4b\u4e88\u5f00\u53d1\u8005\u5f3a\u5927\u80fd\u529b\u7684\u201c\u5229\u5668\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5f00\u7bb1\u5373\u7528\u7684\u201c\u4ea7\u54c1\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u6781\u5927\u4f9d\u8d56\u4e8e\u5176\u4e0a\u80fd\u5426\u751f\u957f\u51fa\u4e00\u4e2a\u7e41\u8363\u7684\u3001\u5171\u4eab\u6700\u4f73\u5b9e\u8df5\u4e0e\u5de5\u4f5c\u6d41\u6a21\u7248\u7684\u751f\u6001\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\">Mngr<\/span>\n <\/div>\n<div class=\"comment-content\">Mngr is a CLI tool for programmatically spinning up coding agents at any scale. It lets you compose workflows\u2014fix all my tests, open PRs for every issue, validate every use case\u2014and run them repeatedly. Run 1. Run 100s. See all your agents, and if they’re blocked on you. Connect to any agent mid-task to ask a question or debug it. Agents start in under 2 seconds and shut down when idle. The same commands work with any agent harness, running locally, on Modal, or in Docker. Free and open-source.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kanjun here, one of the founders of <a href=\"https:\/\/www.producthunt.com\/products\/imbue-7\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"imbue-7\" target=\"_blank\" rel=\"noopener\">@Imbue<\/a> (the team behind mngr). <\/p>\n<\/p>\n<p>Internally, we run 100s of parallel Claude Code sessions all doing useful work. It’s been wild \u2014 we just say “for each flaky test in the past week, fix it” or “for each Linear ticket, create a PR”. <\/p>\n<\/p>\n<p><strong>mngr<\/strong> is the CLI tool that makes it possible, and we’re open sourcing it today because we believe that open agents must win over closed platforms for humans to live freely in our AI future.<\/p>\n<\/p>\n<p>Hope you give it a spin, find it useful, and star it on Github if you like it!<\/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>Running agents at scale is the easy part to imagine. The harder problem is state coherence across the swarm \u2014 what happens when agent 47 and agent 12 reach conflicting conclusions about the same codebase and neither is obviously wrong.<\/p>\n<\/p>\n<p>Does Mngr expose any shared state or consensus layer, or is resolution left entirely to the orchestrating workflow?<\/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\/@ivaylotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylotz<\/a> I actually ran into exactly this problem and it’s easy to use mngr primitives to resolve those:<\/p>\n<ul>\n<li>\n<p>You can pull the Git branches of multiple agents onto one place with `mngr pull`. (If you’re running agents locally, you can skip this entirely because mngr uses Git worktrees by default for local agents)<\/p>\n<\/li>\n<li>\n<p>Then just `mngr create` another agent, asking it to resolve conflicts from these two branches<\/p>\n<\/li>\n<\/ul>\n<p>The interesting property about `mngr` is that it’s kind of agnostic of what you’re doing with your agents – they don’t have to be coding agents at all – but it gives you enough primitives to just trivially build your multi-agent workflow. I believe having general primitives is better than having specialized workflows – the latter will be obsolete when the next model comes out, but the former will not!<\/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 parallel agents at this scale is genuinely interesting. The hard part I keep running into isn’t starting agents – it’s knowing when they’re done, stuck, or drifted from intent. How does Mngr handle that? Is there any visibility into what’s actually happening across the swarm, or is it more fire-and-forget?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Yes that is a very good point, I also wonder about that. Also, does Mngr handle agent-specific logging so I can debug which agent is driven off-track?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Mngr has builtin tracking for the basic lifecycle of an agent – running, waiting for your input, stopped, etc.. If that suffices for you, there’s nothing more you need to do. But the nice thing about `mngr` is that it’s very flexible and scriptable, so you are free to build your domain-specific tracking mechanism however you like! Some approaches I’m aware of are:<\/p>\n<ul>\n<li>\n<p>You can let the agents report their own state to a central place by e.g. making some HTTP requests – it’s easy to control what credentials each agent has access to, just do something like `mngr create foo –env KEY=value`<\/p>\n<\/li>\n<li>\n<p>You can let the agents write their outcome to a file, and then download the file using `mngr file` or `mngr pull`.<\/p>\n<\/li>\n<li>\n<p>You can let them write to mngr’s event stream and watch for those events using `mngr event`.<\/p>\n<\/li>\n<li>\n<p>You can also just tell the agent itself to message another agent using `mngr message`. This is trivially easy for local agents, although I haven’t tried it for remote agents.<\/p>\n<\/li>\n<\/ul>\n<p>Mngr gives you primitives, not pre-packaged workflows. Just build whatever workflow you want!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just ran 6 parallel Claude agents today for a launch strategy analysis.<\/p>\n<p>The bottleneck is always orchestration, not the model. Curious how you handle context sharing between agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cyberseeds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyberseeds<\/a> It’s up to you how you want to solve it! Mngr is not “one orchestration framework for everything”, but it gives you simple but powerful primitives that make this really easy:<\/p>\n<ul>\n<li>\n<p>There’s an event stream mechanism, so you can let an agent put stuff on the event stream and let another agent monitor it.<\/p>\n<\/li>\n<li>\n<p>You can transfer files with `mngr pull`, `mngr push` and `mngr file`.<\/p>\n<\/li>\n<li>\n<p>You can message an agent with `mngr message`. You can even let one agent message another (it’s a lot of fun watching them talk to each other)<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Does it have any limit managemnt – ie maximizing AI subscription limits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@k_piotr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k_piotr<\/a> it currently doesn’t have anything built-in right now, but it’s on the roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is useful! can I set token \/ dollar \/ time budgets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NSQXA3FJSHM7WS\" class=\"app-title\">tama96<\/a><\/p>\n<div class=\"one-liner\">A Tamagotchi for your desktop, terminal, and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">126<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u53ef\u8fd0\u884c\u4e8e\u684c\u9762\u3001\u7ec8\u7aef\uff0c\u5e76\u80fd\u88abAI\u667a\u80fd\u4f53\u7f16\u7a0b\u5582\u517b\u7684\u7535\u5b50\u5ba0\u7269\uff0c\u4e3a\u5f00\u53d1\u8005\u4e0eAI\u5b9e\u9a8c\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6000\u65e7\u4e0e\u79d1\u6280\u878d\u5408\u7684\u6570\u5b57\u966a\u4f34\u4e0e\u81ea\u52a8\u5316\u6d4b\u8bd5\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b634915-00f8-4f5a-b562-a902285b92ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f78ff97c-3771-4c8b-aff9-2be71247470c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef9e710b-356e-426c-a2e0-e1f78a5b05f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c70dbc6f-672b-4cd2-b177-d52dd1e597f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f86254c2-5ea3-4a89-8c9b-ac9a3c3a32af.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\/9c4c1f32-f89a-49dc-9ad8-ac6b3a8d2860.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/ZpUGw1TVFyY\"><source src=\"https:\/\/youtube.com\/shorts\/ZpUGw1TVFyY\" 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\">Free Games<\/span><br \/>\n <span class=\"tag\">Retro Games<\/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\">\u7535\u5b50\u5ba0\u7269<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Rust\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u5de7\u5999\u878d\u5408\u6000\u65e7\u4e0e\u524d\u6cbf\u6280\u672f\uff08MCP\u96c6\u6210\uff09\uff0c\u8ba4\u4e3a\u5176\u6743\u9650\u8bbe\u8ba1\u8003\u8651\u5468\u5168\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\u5ba0\u7269\u662f\u5426\u4f1a\u6b7b\u4ea1\uff08\u5f00\u53d1\u8005\u786e\u8ba4\u6709\u591a\u79cd\u6b7b\u4ea1\u673a\u5236\uff09\uff0c\u5e76\u63a2\u8ba8\u5176\u4f5c\u4e3a\u201c\u6784\u5efa\u539f\u751f\u201d\u5de5\u5177\u4e0e\u81ea\u52a8\u5316\u5b9e\u9a8c\u5e73\u53f0\u7684\u6f5c\u529b\uff0c\u597d\u5947AI\u4ee3\u7406\u957f\u671f\u7167\u987e\u5ba0\u7269\u7684\u8868\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n tama96\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u54111996\u5e74\u62d3\u9ebb\u6b4c\u5b50\u81f4\u656c\u7684\u684c\u9762\u5ba0\u7269\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u6b21\u5bf9\u201c\u4eba\u673a\u4ea4\u4e92\u754c\u9762\u201d\u4e0e\u201cAI\u4ee3\u7406\u884c\u52a8\u8fb9\u754c\u201d\u7684\u5de7\u5999\u5b9e\u9a8c\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u50cf\u7d20\u98ce\u60c5\u6000\uff0c\u800c\u5728\u4e8e\u5176\u6784\u5efa\u7684\u4e09\u5c42\u67b6\u6784\uff1a\u684c\u9762GUI\u63d0\u4f9b\u60c5\u611f\u5316\u5165\u53e3\uff0c\u7ec8\u7aefTUI\u8fce\u5408\u6781\u5ba2\u7684\u201c\u6784\u5efa\u539f\u751f\u201d\u4e60\u60ef\uff0c\u800cMCP\u670d\u52a1\u5668\u63a5\u53e3\u5219\u5c06\u5176\u4ece\u4e00\u4e2a\u5c01\u95ed\u73a9\u5177\uff0c\u964d\u7ef4\u6210\u4e86\u4e00\u4e2a\u53ef\u88abAI\u667a\u80fd\u4f53\u89c2\u6d4b\u4e0e\u64cd\u4f5c\u7684\u6807\u51c6\u5316\u73af\u5883\u2014\u2014\u4e00\u4e2a\u5b89\u5168\u7684\u201c\u6570\u5b57\u6c99\u76d2\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u89e3\u51b3\u4e86\u51e0\u4e2a\u6df1\u5c42\u75db\u70b9\uff1a\u5bf9\u4e8eAI\u5f00\u53d1\u8005\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f4e\u6210\u672c\u3001\u9ad8\u8da3\u5473\u6027\u7684\u667a\u80fd\u4f53\u6301\u7eed\u884c\u52a8\u4e0e\u51b3\u7b56\u6d4b\u8bd5\u5e73\u53f0\uff08\u5982\u201c\u80fd\u5426\u5728\u957f\u671f\u7f16\u8bd1\u4e2d\u4fdd\u4f4f\u5ba0\u7269\u6027\u547d\u201d\uff09\uff1b\u5bf9\u4e8e\u5de5\u5177\u751f\u6001\uff0c\u5b83\u793a\u8303\u4e86\u5982\u4f55\u901a\u8fc7\u6743\u9650\u4e0e\u901f\u7387\u9650\u5236\uff0c\u4e3a\u4e0d\u53d7\u63a7\u7684AI\u4ee3\u7406\u884c\u4e3a\u5b89\u88c5\u201c\u5239\u8f66\u7247\u201d\u3002\u4ea7\u54c1\u770b\u4f3c playful\uff0c\u5b9e\u5219\u4e25\u8083\u5730\u89e6\u78b0\u4e86AI\u65f6\u4ee3\u7684\u5173\u952e\u8bae\u9898\uff1a\u5f53\u667a\u80fd\u4f53\u5f00\u59cb\u4ecb\u5165\u6211\u4eec\u7684\u6570\u5b57\u73af\u5883\uff0c\u5982\u4f55\u8bbe\u8ba1\u51fa\u8ba9\u4eba\u7c7b\u653e\u5fc3\u3001\u53ef\u63a7\u7684\u4ea4\u4e92\u534f\u8bae\uff1ftama96\u7528\u5582\u517b\u7535\u5b50\u5ba0\u7269\u8fd9\u4e2a\u65e0\u98ce\u9669\u573a\u666f\uff0c\u5bf9\u4e0a\u8ff0\u95ee\u9898\u8fdb\u884c\u4e86\u4e86\u4e00\u6b21\u8f7b\u91cf\u800c\u6df1\u523b\u7684\u63a8\u6f14\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u6216\u8bb8\u4e0d\u53d6\u51b3\u4e8e\u5ba0\u7269\u9500\u91cf\uff0c\u800c\u5728\u4e8e\u5176\u201c\u684c\u9762-TUI-MCP\u201d\u6a21\u5f0f\u80fd\u5426\u6210\u4e3a\u8fde\u63a5\u4eba\u7c7b\u60c5\u611f\u3001\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e0eAI\u80fd\u529b\u7684\u65b0\u8303\u5f0f\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\">tama96<\/span>\n <\/div>\n<div class=\"comment-content\">Inspired by the 1996 Tamagotchi, now programmable by AI agents. Care for your pet via desktop, terminal, or MCP. Desktop: pixel LCD UI with clickable icons, system tray, background ticks, notifications, always on top so your pet stays visible. Terminal: standalone or connected client, single binary, zero dependencies. AI Agent: MCP server lets agents feed, play, and care for your pet with per action permissions and rate limits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">OMG. Congrats\u2026<br \/>\nI remember the day my Tamagotchi had died. Heard a bleep in the middle of the night, grabbed it and saw that X-X on it. Just because it pooped it\u2019s pants?? I cried so hard that i barely woke up and got prepared for the school. <\/p>\n<p>This time it can\u2019t die. Right? \ud83e\udd79<\/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\/@dumango\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dumango<\/a> \ud83d\ude41 Your pet can die from old age, neglect (hunger AND happiness at 0 for 12+ hours), untreated sickness, or baby snack overfeeding (5+).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@siegerts \ud83e\udee0\ud83e\udee1<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt Community!<\/p>\n<p>I rebuilt Tamagotchi\u2026but made it programmable by AI agents.<\/p>\n<p>Inspired by the 1996 original Tamagotchi. Your care choices shape who your pet becomes! A virtual pet for your desktop, terminal, or AI agents. <\/p>\n<p>You can monitor and care for your pet using the desktop app, terminal app, or MCP.<\/p>\n<p><strong>Desktop app<\/strong> – Pixel LCD display with clickable icons. System tray, background ticks, desktop notifications. Always-on-top so your pet stays visible.<\/p>\n<p><strong>Terminal app<\/strong> – Runs standalone or connects to the desktop app as a client. Single binary, zero dependencies.<\/p>\n<p><strong>AI Agent (like OpenClaw) <\/strong>– The bundled MCP server lets AI tools feed, play with, and care for your pet. Per-action permissions and rate limits keep things under control.<\/p>\n<p>Created with <a href=\"https:\/\/kiro.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kiro<\/a>, Rust, and Tauri. Download or clone and run your own. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP server integration is what makes this more than a nostalgia project. Everything in the terminal is about output and productivity, so building something in that space that’s deliberately playful is a cool design decision. I’d actually want to see what happens when an agent tries to keep the pet alive during a long 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\/@juelz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juelz<\/a> Only one way to find out \ud83d\ude42 Thanks for the comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that this works as both a nostalgic desktop toy AND a serious dev tool. we’ve been building MCP servers for healthcare data, but using one for pet care is genuinely clever. the permission system for agent actions is a nice touch – shows you’ve thought through the chaos agents can cause.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> That’s one of my favorite pieces actually! Gives the agent some guardrails without making the experience feel too complex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how this lives across desktop, terminal, and agents without forcing one interface.<\/p>\n<p>The terminal version in particular feels very \u201cbuilder-native.\u201d<br \/>Do you see most people using this as a fun side companion, or are you noticing more experimental\/automation-driven use cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luca_ardito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_ardito<\/a> Too soon to tell still. If anything, I think the desktop, TUI, and MCP pattern can be reused for other usecases and ideas 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>Interesting to see 2 similar launches (Tamagotchi concept) in one day. Love 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<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> which other?? virtual pets are in!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FW6JSW3QBODAFM\" class=\"app-title\">Nitro by Rocketlane<\/a><\/p>\n<div class=\"one-liner\">AI agents for modern service delivery<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nitro\u662f\u4e00\u6b3e\u5d4c\u5165Rocketlane\u5e73\u53f0\u7684AI\u667a\u80fd\u4f53\u5f15\u64ce\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u540e\u53f0\u8d44\u6e90\u7ba1\u7406\u3001\u4ea4\u4ed8\u6cbb\u7406\u4e0e\u9879\u76ee\u6587\u6863\u7b49\u5de5\u4f5c\uff0c\u4e3aSaaS\u3001IT\u3001\u54a8\u8be2\u548c\u6cd5\u5f8b\u7b49\u4e13\u4e1a\u670d\u52a1\u56e2\u961f\u89e3\u51b3\u4f9d\u8d56\u4eba\u5de5\u6551\u706b\u3001\u6548\u7387\u4f4e\u4e0b\u53ca\u6536\u5165\u6f0f\u635f\u7b49\u7ed3\u6784\u6027\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a74625c-0eaf-4171-ae43-0f3837927bc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/630c4fc0-4264-485e-8ee0-00c6fe2eb183.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\/ea36bcba-6e1f-445e-b5f5-825bcf4fa12a.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\/908c4b14-d95b-47c7-ba19-68bdcf6ff831.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\/f509917f-b75c-4aaf-b27e-aeaf27eff022.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\/9267bb0d-6216-402d-8faf-7792ff0f1f17.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\/e773a95a-62b1-48cd-a9c4-4f2b18509677.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/murT2SGYjUU\"><source src=\"https:\/\/youtu.be\/murT2SGYjUU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">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\">\u670d\u52a1\u4ea4\u4ed8\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u56de\u6536<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u670d\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\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\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u201c\u8ffd\u67e5\u7f3a\u5931\u5de5\u65f6\u5355\u548c\u672a\u5f00\u7968\u5de5\u65f6\u201d\u529f\u80fd\u4ed8\u8d39\u610f\u613f\u5f3a\u70c8\uff0c\u8be2\u95ee\u5177\u4f53\u5b9e\u73b0\u673a\u5236\uff1b2. \u5173\u5fc3\u667a\u80fd\u4f53\u81ea\u4e3b\u6027\u7a0b\u5ea6\u80fd\u5426\u8c03\u8282\u81f3\u5b8c\u5168\u81ea\u52a8\u5316\uff1b3. \u8d28\u7591\u667a\u80fd\u4f53\u5904\u7406\u6d41\u7a0b\u5916\u5f02\u5e38\u60c5\u51b5\u7684\u80fd\u529b\uff0c\u5b98\u65b9\u56de\u590d\u79f0\u8bbe\u6709\u4eba\u5de5\u5e72\u9884\u73af\u8282\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 Nitro\u6240\u6807\u699c\u7684\u201c\u73b0\u4ee3\u670d\u52a1\u4ea4\u4ed8AI\u667a\u80fd\u4f53\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u4e13\u4e1a\u670d\u52a1\uff08PS\uff09\u884c\u4e1a\u5e95\u5c42\u5de5\u4f5c\u7ed3\u6784\u7684\u6fc0\u8fdb\u91cd\u6784\u5c1d\u8bd5\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u53c8\u4e00\u6b3e\u201cAI\u526f\u9a7e\u9a76\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528\u667a\u80fd\u4f53\u53d6\u4ee3\u800c\u975e\u8f85\u52a9\u4eba\u7c7b\u6267\u884c\u90a3\u4e9b\u672c\u4e0d\u8be5\u7531\u9ad8\u6210\u672c\u4eba\u529b\u5b8c\u6210\u7684\u673a\u68b0\u6027\u5de5\u4f5c\u2014\u2014\u5982\u8ffd\u67e5\u5de5\u65f6\u3001\u914d\u7f6e\u73af\u5883\u3001\u8fc1\u79fb\u6570\u636e\u3002\u8fd9\u76f4\u6307\u4e13\u4e1a\u670d\u52a1\u884c\u4e1a\u957f\u671f\u5b58\u5728\u7684\u7ed3\u6784\u6027\u77db\u76fe\uff1a\u9876\u5c16\u4eba\u624d\u7684\u65f6\u95f4\u88ab\u5927\u91cf\u4f4e\u4ef7\u503c\u884c\u653f\u4efb\u52a1\u4fb5\u8680\uff0c\u800c\u7ba1\u7406\u5c42\u7684\u7cbe\u529b\u5219\u6d88\u8017\u5728\u8ffd\u6f0f\u548c\u6551\u706b\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u4e0e\u5176\u613f\u666f\u4e00\u6837\u9c9c\u660e\u3002\u9996\u5148\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u9884\u8bbe\u6d41\u7a0b\u7684\u5b8c\u5907\u6027\u3002\u6b63\u5982\u7528\u6237\u8d28\u7591\uff0c\u670d\u52a1\u4ea4\u4ed8\u4e2d\u5145\u6ee1\u201c\u672a\u8bb0\u5f55\u7684\u4f8b\u5916\u201d\uff0c\u667a\u80fd\u4f53\u4e00\u65e6\u9047\u963b\uff0c\u662f\u505c\u6ede\u8fd8\u662f\u80fd\u6709\u6548\u5347\u7ea7\u5904\u7406\uff1f\u5b98\u65b9\u201c\u4eba\u5de5\u4ecb\u5165\u201d\u7684\u56de\u590d\uff0c\u63ed\u793a\u4e86\u5f53\u524d\u9636\u6bb5\u4eba\u673a\u534f\u540c\u7684\u5fc5\u7136\u6027\uff0c\u4e5f\u6697\u793a\u4e86\u5b8c\u5168\u81ea\u52a8\u5316\u627f\u8bfa\u7684\u5c40\u9650\u6027\u3002\u5176\u6b21\uff0c\u4ece\u201c\u8f85\u52a9\u201d\u5230\u201c\u4ee3\u7406\u201d\u7684\u8f6c\u53d8\uff0c\u610f\u5473\u7740\u8d23\u4efb\u4e3b\u4f53\u7684\u6a21\u7cca\u5316\u3002\u5f53\u667a\u80fd\u4f53\u81ea\u52a8\u6267\u884c\u5982\u98ce\u9669\u9884\u8b66\u751a\u81f3\u53d1\u7968\u8d77\u8349\u65f6\uff0c\u5176\u51b3\u7b56\u7684\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\u5c06\u6210\u4e3a\u4f01\u4e1a\u5ba2\u6237\u7684\u6838\u5fc3\u5173\u5207\u3002\n <\/p>\n<p class=\"ai-content\">\n Nitro\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u670d\u52a1\u56e2\u961f\u7684\u201c\u4e0d\u516c\u5e73\u4f18\u52bf\u201d\uff0c\u4f46\u5176\u80fd\u5426\u89c4\u6a21\u5316\u5151\u73b0\uff0c\u5173\u952e\u5728\u4e8e\u667a\u80fd\u4f53\u5728\u590d\u6742\u3001\u975e\u6807\u51c6\u5316\u670d\u52a1\u573a\u666f\u4e2d\u7684\u9c81\u68d2\u6027\uff0c\u4ee5\u53ca\u5176\u4e0e\u73b0\u6709\u4f01\u4e1a\u6cbb\u7406\u3001\u5408\u89c4\u6846\u67b6\u7684\u878d\u5408\u6df1\u5ea6\u3002\u5b83\u5f00\u542f\u7684\u662f\u4e00\u573a\u5173\u4e8e\u201c\u4e13\u4e1a\u670d\u52a1\u4e2d\u4eba\u7c7b\u4ef7\u503c\u7a76\u7adf\u4f55\u5728\u201d\u7684\u8ba8\u8bba\uff0c\u4f46\u5176\u81ea\u8eab\u4ecd\u9700\u5728\u5b9e\u6218\u4e2d\u8bc1\u660e\uff0c\u5b83\u63d0\u4f9b\u7684\u662f\u771f\u6b63\u89e3\u653e\u751f\u4ea7\u529b\u7684\u201c\u667a\u80fd\u9aa8\u5e72\u201d\uff0c\u8fd8\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u4eba\u7c7b\u4e0d\u65ad\u201c\u6551\u706b\u201d\u7684\u590d\u6742\u7cfb\u7edf\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\">Nitro by Rocketlane<\/span>\n <\/div>\n<div class=\"comment-content\">Services delivery across SaaS, IT, agencies, and legal runs on heroics and firefighting. Nitro changes that. Embedded in Rocketlane, it deploys agents that automate: * Backoffice \u2014 resourcing, hunting missing timesheets and uninvoiced hours * Delivery \u2014 enforcing governance, surfacing real-time risks and opportunities * Work \u2014 documentation, migrations and configuration Nitro becomes your team’s unfair advantage \u2014 infinite eyes, hands, and memory \u2014 driving radical efficiency at scale.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re launching Nitro today on Product Hunt.<\/p>\n<p>I want to share a bit about why we built it, because the “what” is easier to explain than the “why.”<\/p>\n<\/p>\n<p>Over the last few years, I’ve seen hundreds of delivery teams at work. Across SaaS companies, consulting firms, agencies, legal shops.<\/p>\n<\/p>\n<p>And almost universally, the story is the same.<\/p>\n<p>Smart, capable teams. Buried in work that no longer requires humans. <\/p>\n<\/p>\n<p>Top product consultants filling timesheets, configuring environments, transforming data, creating hand-offs and design documents. <\/p>\n<p>Leaders spending energy chasing and verifying timesheets, dealing with escalations they didn\u2019t anticipate. <\/p>\n<\/p>\n<p>It’s not a people problem. It’s a structural one.<\/p>\n<p>AI was supposed to change this. And in some ways it has. But most of what’s been purpose-built for delivery teams is AI copilots that assist, suggest, summarize. <\/p>\n<p>That’s not enough.<\/p>\n<\/p>\n<p>PS teams are about to work very differently. Not incrementally differently. Fundamentally differently. <\/p>\n<\/p>\n<p>The real opportunity isn’t making your team faster at the same work. It’s changing what your team has to do in the first place.<\/p>\n<p>PS teams need their \u201cCursor\u201d moment. That’s what Nitro delivers.<\/p>\n<\/p>\n<p>Nitro is Rocketlane’s agentic engine. It automates project documentation, data migration, configuration work. It also manages resourcing, hunts missing timesheets and uninvoiced hours, enforces governance, creates and updates project plans, and surfaces risks and opportunities in real time. Not as a layer bolted on top. As part of how delivery actually runs.<\/p>\n<\/p>\n<p>The future PS team has humans and agents working side by side. Agents handle the heavy lifting. Humans focus on customers, alignment, and outcomes.<\/p>\n<\/p>\n<p>We’re just getting started. Nitro is live today and I’d genuinely love to hear from anyone building or leading a services team. What would change for you if the execution work just got done?<\/p>\n<\/p>\n<p>Sri <\/p>\n<p>Co-founder & CEO, <br \/>Rocketlane<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 “hunting missing timesheets and uninvoiced hours” use case is the one I’d actually pay for immediately. That’s pure revenue leakage that every services org has but nobody tracks systematically. How does the agent surface these \u2014 is it proactively pinging people, flagging in a dashboard, or actually drafting the invoices and waiting for human approval before sending?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool. Once you have an agent that pretty much works well almost all the time, can I switch the autonomy-level to make it completely autonomous?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 ‘modern service delivery’ framing is interesting – in my experience, client onboarding is one of those places where process debt hides really well. Until you try to hand it to an agent. Then every undocumented exception becomes a blocker. How are you handling cases where the agent hits something outside the expected flow – does it escalate or just stall?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> there is a human in the loop element to this. It will ask questions to get more inputs as needed. Also depends on each agent\u2019s designed experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DXSUKYNVYSOUZH\" class=\"app-title\">Wan 2.7-Image<\/a><\/p>\n<div class=\"one-liner\">Interactive pixel-level editing and consistent storyboards<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wan 2.7-Image\u901a\u8fc7\u4ea4\u4e92\u5f0f\u50cf\u7d20\u7ea7\u7f16\u8f91\u548c\u4e00\u6b21\u6027\u751f\u621012\u5f20\u9ad8\u5ea6\u4e00\u81f4\u7684\u5e8f\u5217\u56fe\u50cf\uff0c\u4e3a\u8bbe\u8ba1\u5e08\u3001\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u6784\u5efa\u6545\u4e8b\u677f\u3001\u7cfb\u5217\u89c6\u89c9\u8d44\u4ea7\u65f6\uff0c\u89e3\u51b3\u4e86AI\u751f\u56fe\u96be\u4ee5\u7cbe\u786e\u63a7\u5236\u548c\u4fdd\u6301\u98ce\u683c\u8fde\u8d2f\u6027\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/530fd34f-1086-4314-ad7f-a02fe6cd9df0.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\/0c52918d-cb77-47d5-a1dc-f42aa492abf0.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\/75766ec9-0fce-43fd-96a3-4d418fd053e7.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\/7ce0c048-8a3c-4c35-b2d1-f730da7f1abf.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\/a5ef4ad6-60cb-4585-8d53-7db687571153.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\/b463f6f8-3e7e-4fd0-a97e-3d7ceb4ccaf9.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\/4d4bf15f-59fb-4762-a01f-12fa5552caa0.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\/7da36799-c750-41eb-b336-cd6c7dd0dc25.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\/1a7129a8-1394-4bdc-8b49-443285a19c7b.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\/99aa98df-f7b7-4976-8ec2-a21c3a5d590b.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\/d06c0e75-31da-4b86-a642-83d56e675507.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\/7e97dcaf-08a7-4c44-bd20-86f811f07d66.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\/f8eeeaed-ca25-4e8b-906e-b5b79389ffb6.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\/349576a1-f3da-41d4-b7d6-95e33186d2b8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo editing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u6545\u4e8b\u677f\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e8f\u5217\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6587\u672c\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u963f\u91cc\u5df4\u5df4<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Web\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/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\u63a7\u5236\u529b\u4e0e\u4e00\u81f4\u6027\u751f\u6210\u80fd\u529b\uff0c\u4f46\u63d0\u51fa\u5177\u4f53\u7591\u95ee\uff1a\u4ea4\u4e92\u7f16\u8f91\u5904\u7406\u590d\u6742\u573a\u666f\uff08\u5982\u591a\u4eba\u80cc\u666f\u66ff\u6362\uff09\u7684\u6548\u679c\u5982\u4f55\uff1b12\u5f20\u56fe\u7684\u201c\u4e00\u81f4\u6027\u201d\u5177\u4f53\u6307\u9501\u5b9a\u54ea\u4e9b\u7ef4\u5ea6\uff08\u89d2\u8272\u3001\u5149\u5f71\u3001\u98ce\u683c\uff09\uff0c\u80fd\u5426\u907f\u514d\u89d2\u8272\u201c\u6f02\u79fb\u201d\uff1b\u50cf\u7d20\u7ea7\u7f16\u8f91\u5728\u590d\u6742\u573a\u666f\u4e2d\u7684\u5b9e\u9645\u7cbe\u7ec6\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Wan 2.7-Image\u770b\u4f3c\u5728\u201c\u53ef\u63a7\u6027\u201d\u4e0e\u201c\u4e00\u81f4\u6027\u201d\u4e24\u4e2aAI\u751f\u56fe\u7684\u987d\u75be\u4e0a\u540c\u65f6\u4e0b\u5200\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u524d\u6240\u672a\u6709\u201d\u7684\u63a7\u5236\u529b\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u9700\u6c42\u4e2d\u63a5\u53d7\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6838\u5fc3\u662f\u4e24\u5927\u529f\u80fd\uff1a\u4ea4\u4e92\u5f0f\u50cf\u7d20\u7ea7\u7f16\u8f91\u548c\u4e00\u6b21\u6027\u751f\u621012\u5f20\u8fde\u8d2f\u56fe\u50cf\u3002\u524d\u8005\u8bd5\u56fe\u5c06\u4f20\u7edf\u7684\u201c\u9009\u533a-\u4fee\u6539\u201dPS\u903b\u8f91\u5f15\u5165AI\u751f\u6210\uff0c\u8ba9\u7528\u6237\u80fd\u79fb\u52a8\u7269\u4f53\u3001\u4fee\u6539\u6587\u5b57\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u201c\u6587\u751f\u56fe\u201d\u6a21\u5f0f\u201c\u5f00\u76f2\u76d2\u201d\u3001\u5fae\u8c03\u6210\u672c\u9ad8\u7684\u75db\u70b9\u3002\u540e\u8005\u7784\u51c6\u4e86\u6545\u4e8b\u677f\u3001\u6f2b\u753b\u3001\u7cfb\u5217\u7d20\u6750\u7b49\u9700\u8981\u9ad8\u5ea6\u98ce\u683c\u7edf\u4e00\u7684\u4e13\u4e1a\u573a\u666f\uff0c\u8bd5\u56fe\u7528\u5355\u6b21\u63d0\u793a\u8bcd\u89e3\u51b3\u8fde\u8d2f\u6027\u95ee\u9898\uff0c\u8fd9\u6bd4\u624b\u52a8\u53cd\u590d\u8c03\u8bd5\u63d0\u793a\u8bcd\u6216\u501f\u52a9\u89d2\u8272LoRA\u66f4\u7b26\u5408\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u63d0\u95ee\u6070\u6070\u70b9\u51fa\u4e86\u5176\u53ef\u80fd\u9762\u4e34\u7684\u6311\u6218\u3002\u50cf\u7d20\u7ea7\u7f16\u8f91\u5728\u7b80\u5355\u7269\u4f53\u4e0a\u6216\u8bb8\u6e38\u5203\u6709\u4f59\uff0c\u4f46\u5728\u6d89\u53ca\u590d\u6742\u5149\u5f71\u878d\u5408\u3001\u900f\u89c6\u5339\u914d\u7684\u591a\u5143\u7d20\u573a\u666f\u4e2d\uff0c\u80fd\u5426\u5b9e\u73b0\u201c\u65e0\u75d5\u4fee\u6539\u201d\uff0c\u6280\u672f\u96be\u5ea6\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u800c\u201c\u4e00\u81f4\u6027\u201d\u66f4\u662f\u4e00\u4e2a\u591a\u7ef4\u5ea6\u7684\u6a21\u7cca\u6982\u5ff5\u2014\u2014\u662f\u89d2\u8272\u5916\u89c2\u3001\u670d\u88c5\u7ec6\u8282\u3001\u573a\u666f\u5e03\u5149\u3001\u7ed8\u753b\u98ce\u683c\u7684\u5168\u5c40\u9501\u5b9a\uff0c\u8fd8\u662f\u4ec5\u4fdd\u8bc1\u5176\u4e2d\u51e0\u9879\uff1f\u7528\u6237\u62c5\u5fc3\u201c\u89d2\u8272\u9762\u90e8\u57283\u52309\u683c\u95f4\u6f02\u79fb\u201d\uff0c\u8fd9\u6b63\u662f\u73b0\u6709\u6280\u672f\uff08\u5982\u89d2\u8272\u4e00\u81f4\u6027\u6a21\u578b\uff09\u5c1a\u672a\u5b8c\u7f8e\u89e3\u51b3\u7684\u96be\u9898\u3002\u82e5Wan 2.7\u672a\u80fd\u660e\u786e\u5b9a\u4e49\u5e76\u5b9e\u73b0\u5176\u201c\u4e00\u81f4\u6027\u201d\u7684\u7ef4\u5ea6\u4e0e\u8fb9\u754c\uff0c\u8be5\u529f\u80fd\u5728\u4e25\u8083\u521b\u4f5c\u4e2d\u53ef\u80fd\u6ca6\u4e3a\u9e21\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u4ee3\u8868\u4e86AI\u56fe\u50cf\u5de5\u5177\u4ece\u201c\u968f\u673a\u7075\u611f\u751f\u6210\u5668\u201d\u5411\u201c\u786e\u5b9a\u6027\u751f\u4ea7\u5de5\u5177\u201d\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\u901a\u8fc7\u63d0\u4f9bAPI\uff0c\u5b83\u66f4\u53ef\u80fd\u88ab\u96c6\u6210\u5230\u4e13\u4e1a\u5de5\u4f5c\u7ba1\u7ebf\u4e2d\uff0c\u800c\u975e\u4ec5\u9762\u5411\u4e2a\u4eba\u73a9\u5bb6\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u963f\u91cc\u5df4\u5df4\u80fd\u5426\u5c06\u7535\u5546\u573a\u666f\u4e2d\u79ef\u7d2f\u7684\u6d77\u91cf\u56fe\u50cf\u4e0e\u9700\u6c42\u6570\u636e\uff0c\u8f6c\u5316\u4e3a\u5bf9\u590d\u6742\u7f16\u8f91\u6307\u4ee4\u548c\u957f\u5e8f\u5217\u4e00\u81f4\u6027\u66f4\u6df1\u5c42\u6b21\u7684\u7406\u89e3\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u662f\u4e00\u4e2a\u5145\u6ee1\u91ce\u5fc3\u7684\u5de5\u7a0b\u5316\u4ea7\u54c1\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u597d\u7528\u201d\u53d8\u4e3a\u201c\u53ef\u9760\u201d\uff0c\u6210\u4e3a\u4e13\u4e1a\u9886\u57df\u7684\u6807\u914d\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u7ec6\u8282\u5728\u590d\u6742\u7528\u4f8b\u4e2d\u7684\u9c81\u68d2\u6027\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u529f\u80fd\u7684\u70ab\u9177\u6f14\u793a\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\">Wan 2.7-Image<\/span>\n <\/div>\n<div class=\"comment-content\">Wan 2.7-Image by Alibaba brings unprecedented control to AI generation. It features interactive pixel-level editing (move, resize, edit text) and generates up to 12 highly consistent sequential images from a single prompt. Available via Web and API.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Wan 2.7 is very control-focused.<\/p>\n<p>The new interactive editing lets you point, select, and modify specific regions\u2014like moving an object or fixing a typo\u2014without breaking the rest of the image.<\/p>\n<p>Plus, generating up to 12 consistent images in one go is a huge unlock if you ever need to build storyboards or sequential assets. It even handles long-form text rendering across 12 languages natively.<\/p>\n<p>It is available now via the <a href=\"https:\/\/wan.video\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">web app<\/a> and <a href=\"https:\/\/modelstudio.console.alibabacloud.com\/ap-southeast-1?tab=api#\/api\/?type=model&url=3026980\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">API<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How well does the interactive editing handle complex moves, like swapping backgrounds in a multi-person scene while keeping lighting and shadows realistic across languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 12 consistent sequential images from a single prompt is the interesting part. How does “consistency” actually hold across all 12 \u2014 does it lock character appearance, lighting, and style simultaneously, or is consistency more about one of those dimensions at a time? Because storyboarding breaks down fast if a character’s face drifts between panels 3 and 9. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pixel-level editing is what really stands out here.<\/p>\n<p>A lot of image tools still feel like \u201cprompt and hope,\u201d so having direct control over elements could change how people iterate.<br \/>How granular does the editing actually get when working on complex scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/HYBCKAYBCVN2JP\" class=\"app-title\">Mac Pet<\/a><\/p>\n<div class=\"one-liner\">A pixel pet for your menu bar or MacBook notch w\/ Pomodoro <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u756a\u8304\u5de5\u4f5c\u6cd5\u4e0e\u50cf\u7d20\u684c\u9762\u5ba0\u7269\u7ed3\u5408\u7684Mac\u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u6e38\u620f\u5316\u966a\u4f34\u4e0e\u89c6\u89c9\u53cd\u9988\uff0c\u89e3\u51b3\u7528\u6237\u5728\u4e13\u6ce8\u5de5\u4f5c\u65f6\u96be\u4ee5\u575a\u6301\u8ba1\u65f6\u3001\u7f3a\u4e4f\u6b63\u5411\u6fc0\u52b1\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f0742db-1948-411f-aba2-4f4b83cd9637.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef38961c-9d4a-4ca8-84f5-7ef233940927.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\/207de76e-727a-41cd-a1ab-3b5ce3c1c06f.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\/e97169a7-b5a6-4274-9517-11201cd8cfa2.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Pets<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u756a\u8304\u65f6\u949f<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5ba0\u7269<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u98ce<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u521b\u610f\u4e0e\u8da3\u5473\u6027\uff0c\u5c24\u5176\u8d5e\u8d4f\u201c\u5218\u6d77\u5c4f\u201d\u6a21\u5f0f\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u6d3b\u52a8\u8ffd\u8e2a\u673a\u5236\u7684\u5177\u4f53\u5b9e\u73b0\u548c\u957f\u671f\u7559\u5b58\u6548\u679c\u3002\u6709\u7528\u6237\u8ba4\u4e3a9.99\u7f8e\u5143\u5b9a\u4ef7\u504f\u9ad8\uff0c\u5e76\u63d0\u51fa\u4e86\u589e\u52a0\u5ba0\u7269\u81ea\u5b9a\u4e49\u52a8\u753b\u7684\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 Mac Pet \u7684\u672c\u8d28\uff0c\u662f\u4e00\u6b21\u5bf9\u201c\u5de5\u5177\u7406\u6027\u201d\u7684\u5de7\u5999\u53cd\u53db\u3002\u5b83\u6ca1\u6709\u5728\u756a\u8304\u949f\u7684\u529f\u80fd\u5197\u4f59\u5ea6\u4e0a\u5185\u5377\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u60c5\u611f\u5c42\u75db\u70b9\uff1a\u8ba1\u65f6\u5668\u672c\u8eab\u65e0\u6cd5\u63d0\u4f9b\u575a\u6301\u7684\u52a8\u529b\u3002\u4ea7\u54c1\u5c06\u201c\u575a\u6301\u4e13\u6ce8\u201d\u8fd9\u4e00\u53cd\u4eba\u6027\u7684\u884c\u4e3a\uff0c\u5305\u88c5\u6210\u4e00\u79cd\u4f4e\u8d1f\u62c5\u7684\u6570\u5b57\u5316\u966a\u4f34\uff0c\u5229\u7528\u4eba\u7c7b\u5bf9\u865a\u62df\u751f\u547d\u7684\u6295\u5c04\u5fc3\u7406\uff0c\u5b8c\u6210\u884c\u4e3a\u6fc0\u52b1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5f62\u6001\u9009\u62e9\uff1a\u5bc4\u751f\u5728\u83dc\u5355\u680f\u6216\u5218\u6d77\u5c4f\uff0c\u800c\u975e\u72ec\u7acb\u7684Dock\u7a97\u53e3\u3002\u8fd9\u786e\u4fdd\u4e86\u4ea7\u54c1\u7684\u201c\u88ab\u52a8\u5b58\u5728\u6027\u201d\u2014\u2014\u5b83\u4e0d\u4fb5\u5360\u6838\u5fc3\u5c4f\u5e55\u7a7a\u95f4\uff0c\u5374\u901a\u8fc7\u50cf\u7d20\u52a8\u753b\u6301\u7eed\u63d0\u4f9b\u5fae\u5999\u7684\u89c6\u89c9\u5b58\u5728\u611f\uff0c\u5728\u201c\u4e0d\u6253\u6270\u201d\u548c\u201c\u88ab\u770b\u89c1\u201d\u4e4b\u95f4\u53d6\u5f97\u4e86\u7cbe\u5999\u7684\u5e73\u8861\u3002\u8fd9\u79cd\u8bbe\u8ba1\u54f2\u5b66\uff0c\u8fdc\u6bd4\u5ba0\u7269\u672c\u8eab\u7684\u50cf\u7d20\u52a8\u753b\u66f4\u503c\u5f97\u73a9\u5473\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u662f\u201c novelty effect \u201d\uff08\u65b0\u5947\u6548\u5e94\uff09\u892a\u53bb\u540e\u7684\u7559\u5b58\u95ee\u9898\u3002\u5f53\u5ba0\u7269\u7684\u65b0\u9c9c\u611f\u6d88\u5931\uff0c\u5b83\u662f\u5426\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u88ab\u5ffd\u7565\u7684\u83dc\u5355\u680f\u56fe\u6807\uff1f\u5176\u6b21\uff0c\u5176\u6d3b\u52a8\u8ffd\u8e2a\u82e5\u4ec5\u57fa\u4e8e\u7b80\u5355\u7684\u5c4f\u5e55\u65f6\u95f4\uff0c\u800c\u975e\u771f\u5b9e\u7684\u8f93\u5165\u6d3b\u52a8\uff0c\u5219\u53ef\u80fd\u524a\u5f31\u201c\u4e13\u6ce8\u201d\u4e0e\u201c\u5956\u52b1\u201d\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u8054\uff0c\u5bfc\u81f4\u6fc0\u52b1\u7cfb\u7edf\u5931\u6548\u3002\u6700\u540e\uff0c\u4e00\u6b21\u6027\u4e70\u65ad\u5236\u4e0e\u6301\u7eed\u7684\u5185\u5bb9\u66f4\u65b0\uff08\u5982\u65b0\u5ba0\u7269\u3001\u65b0\u4e92\u52a8\uff09\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u77db\u76fe\uff0c\u8fd9\u5c06\u662f\u5176\u957f\u671f\u8fd0\u8425\u7684\u4e00\u4e2a\u5173\u952e\u8282\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMac Pet \u662f\u4e00\u6b21\u51fa\u8272\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u5b83\u8bc1\u660e\u4e86\u5728\u9ad8\u5ea6\u6210\u719f\u7684\u751f\u4ea7\u529b\u5de5\u5177\u5e02\u573a\uff0c\u60c5\u611f\u5316\u8bbe\u8ba1\u4e0e\u573a\u666f\u5316\u5fae\u521b\u65b0\u4f9d\u7136\u80fd\u5f00\u8f9f\u51fa\u7f1d\u9699\u5e02\u573a\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u806a\u660e\u7684\u201c\u73a9\u5177\u201d\uff0c\u8fdb\u5316\u6210\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u201c\u4e60\u60ef\u5851\u9020\u5e73\u53f0\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u5728\u6570\u636e\u7b97\u6cd5\u5c42\u9762\uff08\u66f4\u7cbe\u51c6\u7684\u4e13\u6ce8\u5224\u5b9a\uff09\u548c\u5185\u5bb9\u751f\u6001\u5c42\u9762\uff08\u66f4\u6df1\u5ea6\u7684\u4e92\u52a8\u4e0e\u81ea\u5b9a\u4e49\uff09\u7684\u8fdb\u5316\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mac Pet<\/span>\n <\/div>\n<div class=\"comment-content\">A pixel pet for your macOS menu bar or MacBook notch: Tamagotchi-style companion with a built-in Pomodoro timer, focus sessions, activity streaks, and lightweight virtual-pet charm. Seamless notch mode on newer MacBooks \u2014 not another cluttered dock window.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We just shipped notch mode! If you’ve got a newer MacBook, your pet now lives right below your notch; the black background blends in so it looks like the notch just extends down a bit to house your little guy. You can switch between menu bar and notch mode whenever you want. Been wanting to do this one for a while, felt like a natural fit. Let us know what you think!<\/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\/@lordtoby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lordtoby<\/a> This is great, and congrats on the launch. Any plans to add customizable animations for the pet icon, like a subtle wag or blink?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Pomodoro timer disguised as a desktop pet is honestly such a smart move. I’m building a focus timer myself and the one thing I keep learning is that the hard part isn’t the timer, it’s making people actually want to use it. Gamifying it with a pet that reacts to your focus sessions? That solves it. Curious how the activity tracking works though, is it just screen time or does it monitor input activity too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@lordtoby\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lordtoby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lordtoby<\/a> on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cute! but I think $9.99 is a little expensive<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My home macbook is older but this is the first PH product I actually wanted to install immediately. Great 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Apple spent millions on this notch design and u just turn it into a cat bed, thats hillarious\ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Re activity tracking \u2013 what kind of activity can it track? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great. Feels like a small thing but having something visual like this can actually make work a bit more enjoyable. The Pomodoro angle is clever as well. Do people actually 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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7HI37KDSAVZI5T\" class=\"app-title\">Syncly Social<\/a><\/p>\n<div class=\"one-liner\">Find creators by what’s actually in their content<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Syncly Social \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u521b\u4f5c\u8005\u53d1\u73b0\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u5206\u6790\u89c6\u9891\u5185\u5bb9\u4e2d\u7684\u89c6\u89c9\u3001\u8bed\u97f3\u548c\u54c1\u724c\u63d0\u53ca\uff0c\u8ba9\u54c1\u724c\u548c\u4ee3\u7406\u5546\u80fd\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7406\u60f3\u521b\u4f5c\u8005\uff0c\u4ece\u800c\u9ad8\u6548\u3001\u7cbe\u51c6\u5730\u5339\u914d\u5230\u5185\u5bb9\u5951\u5408\u7684\u63a8\u5e7f\u8005\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u4f9d\u8d56\u7c89\u4e1d\u6570\u548c\u7c7b\u76ee\u7b5b\u9009\u7684\u76f2\u76ee\u4e0e\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15bfa1cc-d61a-42d4-9c2b-62146a303261.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dc45764-35be-412d-bc61-cc8acde4a869.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/417a47c2-2062-4bb1-8fcc-4be6af2b75c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eda1035f-0bff-476a-91f1-c3ff57cf91a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5428c81d-6f00-49aa-91e3-78b90b266daf.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\/3f14bd02-69c8-4c72-96d0-dea2803fbc7b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7d10K1GN3S8?si=Oyb3cKVln2etPi6K\"><source src=\"https:\/\/youtu.be\/7d10K1GN3S8?si=Oyb3cKVln2etPi6K\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Influencer marketing<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5185\u5bb9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ea2\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u542c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u667a\u80fd\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u63d0\u53ca\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6280\u672f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5e73\u53f0\u9002\u7528\u6027\uff08YouTube\u652f\u6301\u8ba1\u5212\uff09\u3001\u641c\u7d22\u901f\u5ea6\uff08\u7ea6\u4e00\u5206\u949f\u5185\uff09\u4ee5\u53caAI\u8bc6\u522b\u6709\u673a\u54c1\u724c\u63d0\u53ca\u4e0e\u4ed8\u8d39\u63a8\u5e7f\u7684\u51c6\u786e\u6027\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u76ee\u524d\u4f9d\u8d56\u5e73\u53f0\u6807\u7b7e\u7b49\u591a\u4fe1\u53f7\u63a8\u65ad\uff0c\u800c\u975e\u76f4\u63a5AI\u5224\u5b9a\u3002\u53e6\u6709\u7528\u6237\u76f4\u63a5\u8868\u8fbe\u4e86\u5bf9\u6b64\u7c7b\u5de5\u5177\u7684\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Syncly Social \u8bd5\u56fe\u7528\u201c\u5185\u5bb9\u4f18\u5148\u201d\u7684AI\u5206\u6790\uff0c\u523a\u7834\u7f51\u7ea2\u8425\u9500\u4e2d\u201c\u6570\u636e\u6ce1\u6cab\u201d\u7684\u865a\u706b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u89c6\u9891\u6807\u7b7e\u8bc6\u522b\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4eba\u627e\u5185\u5bb9\u201d\u7684\u641c\u7d22\u903b\u8f91\uff0c\u91cd\u6784\u4e3a\u201c\u5185\u5bb9\u627e\u4eba\u201d\u7684\u5339\u914d\u903b\u8f91\u3002\u8fd9\u76f4\u51fb\u4e86\u884c\u4e1a\u6838\u5fc3\u75db\u70b9\uff1a\u7c89\u4e1d\u6570\u3001\u4e92\u52a8\u7387\u7b49\u8868\u5c42\u6307\u6807\u4e0e\u5546\u4e1a\u8f6c\u5316\u6548\u679c\u65e5\u76ca\u8131\u94a9\uff0c\u54c1\u724c\u82e6\u4e8e\u65e0\u6cd5\u7504\u522b\u521b\u4f5c\u8005\u5185\u5bb9\u7684\u771f\u5b9e\u8c03\u6027\u3001\u89c6\u89c9\u98ce\u683c\u548c\u662f\u5426\u5177\u5907\u201c\u6709\u673a\u63d0\u53ca\u201d\u7684\u6f5c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u58c1\u5792\u4e0e\u51c6\u786e\u6027\u5b58\u7591\u3002\u4ece\u8bc4\u8bba\u4e2d\u5373\u53ef\u770b\u51fa\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u201c\u6709\u673a vs. \u4ed8\u8d39\u201d\u5224\u5b9a\uff0c\u56e2\u961f\u76ee\u524d\u4ecd\u4f9d\u8d56\u5e73\u53f0\u6807\u7b7e\u7b49\u5916\u90e8\u4fe1\u53f7\uff0c\u8fd9\u66b4\u9732\u4e86\u5176AI\u6a21\u578b\u5728\u610f\u56fe\u7406\u89e3\u548c\u8bed\u5883\u6df1\u5ea6\u5206\u6790\u4e0a\u7684\u5c40\u9650\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u6a21\u5f0f\u8bc6\u522b\u201d\u5de5\u5177\uff0c\u800c\u975e\u201c\u610f\u56fe\u7406\u89e3\u201d\u5f15\u64ce\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\u9762\u4e34\u8003\u9a8c\u3002\u5f53\u5927\u91cf\u54c1\u724c\u5229\u7528\u6b64\u5de5\u5177\u201c\u7cbe\u51c6\u72e9\u730e\u201d\u90a3\u4e9b\u8fdb\u884c\u6709\u673a\u63d0\u53ca\u7684\u521b\u4f5c\u8005\u65f6\uff0c\u4f1a\u8fc5\u901f\u5c06\u539f\u672c\u771f\u5b9e\u7684\u5206\u4eab\u201c\u6c61\u67d3\u201d\u4e3a\u5546\u4e1a\u79cd\u8349\uff0c\u4ece\u800c\u6467\u6bc1\u5176\u8d56\u4ee5\u751f\u5b58\u7684\u6570\u636e\u571f\u58e4\u2014\u2014\u771f\u6b63\u7684\u201c\u6709\u673a\u201d\u5c06\u66f4\u96be\u5bfb\u89c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u9887\u5177\u542f\u53d1\u6027\uff0c\u5b83\u6807\u5fd7\u7740\u7f51\u7ea2\u8425\u9500\u4ece\u201c\u6d41\u91cf\u65f6\u4ee3\u201d\u8fc8\u5411\u201c\u5185\u5bb9\u57fa\u56e0\u5339\u914d\u65f6\u4ee3\u201d\u7684\u5c1d\u8bd5\u3002\u4f46\u82e5\u4e0d\u80fd\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u3001\u6297\u6c61\u67d3\u7684\u8bc4\u4f30\u7ef4\u5ea6\uff08\u5982\u521b\u4f5c\u8005\u793e\u533a\u58f0\u8a89\u3001\u5386\u53f2\u5408\u4f5c\u8bda\u4fe1\u5ea6\u7b49\uff09\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u8ba9\u8425\u9500\u7ade\u8d5b\u4ece\u201c\u6570\u636e\u5185\u5377\u201d\u5347\u7ea7\u4e3a\u66f4\u9ad8\u6548\u7684\u201c\u5185\u5bb9\u69a8\u53d6\u201d\uff0c\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u884c\u4e1a\u7684\u4fe1\u4efb\u4e0e\u5065\u5eb7\u5ea6\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6548\u7387\u5de5\u5177\u201d\u4e0e\u201c\u751f\u6001\u5b88\u62a4\u8005\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Syncly Social<\/span>\n <\/div>\n<div class=\"comment-content\">Syncly Social lets you find creators by what’s actually in their videos, not just profile metrics. Describe your ideal creator in plain English (“clean minimal aesthetic, morning routine content, mentions skincare brands organically”) and our AI searches inside video content to find matches. Unlike traditional tools that filter by follower count and categories, Syncly analyzes visuals, speech, tone, and brand mentions across every frame.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <\/p>\n<p>I’m Joseph, co-founder of Syncly. We’ve been working on AI-powered social listening, and today we’re excited to launch Creator Discovery.<\/p>\n<p>The problem we kept hearing from brands and agencies: finding the right influencer still means scrolling through endless profiles, guessing from follower counts, and manually watching content to check if someone’s actually a good fit.<\/p>\n<p>What we built: describe your ideal creator in plain English, and Syncly searches inside the actual video content to find them. Visual aesthetic, spoken brand mentions, storytelling style, content format – all searchable without a single filter dropdown.<\/p>\n<p>A few things that make this different:<\/p>\n<ul>\n<li>\n<p>Content-first, not profile-first. We analyze what creators show, say, and feel in their videos – not just their bio and follower count.<\/p>\n<\/li>\n<li>\n<p>Natural language search. Type “clean minimal apartment, morning skincare routine, conversational tone” and get results. No complex filter setup needed.<\/p>\n<\/li>\n<li>\n<p>Find real advocates. Syncly detects organic brand mentions from actual speech in videos – no hashtag or tag required. Find people who already love your brand without knowing it.<\/p>\n<\/li>\n<\/ul>\n<p>We’d love for you to try it and share feedback – what search would you run first for your brand?<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/social.syncly.app?utm_source=producthunt&utm_medium=comment&utm_campaign=influencer-discovery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Free trial<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/syncly.app\/demo?utm_source=producthunt&utm_medium=comment&utm_campaign=influencer-discovery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Demo<\/a><\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, can I use the platform to hire influencers who work in the domain of our product? We’d like to reach out to influencers on youtube that work with products in our space, but there is no tool today that does this easily, we just go by searching on youtube with text<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chintant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chintant<\/a> Right now, we support influencer discovery on TikTok, but YouTube is coming soon, so stay tuned. In the meantime, for YouTube, you can still surface relevant influencers through social listening by identifying creators already talking about topics in your space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! How fast does the search run across large volumes of video 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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Hi Sergey, thanks for the question. It depends on the scale, but most searches are complete within about a minute.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful! But how will you detect organic brand mentions vs paid promotions or scripted content? Like can that really be modeled by ai or will it always need human judgement??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hi Lakshay, Great question! We\u2019re not using AI to directly classify organic vs. paid yet.<\/p>\n<p>Instead, we combine signals like platform labels to infer whether something is sponsored.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JBEE23YZIUHCEZ\" class=\"app-title\">Roger AI<\/a><\/p>\n<div class=\"one-liner\">Your friendly screen guide for any task!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Roger AI\u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6\u5c4f\u5e55\u5171\u4eab\u4e0eAI\u5f15\u5bfc\uff0c\u5728\u7528\u6237\u64cd\u4f5c\u65f6\u63d0\u4f9b\u6b65\u9aa4\u6307\u5f15\u7684\u684c\u9762\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6559\u7a0b\u6216\u5168\u81ea\u52a8\u4ee3\u7406\u5de5\u5177\u5728\u590d\u6742\u8f6f\u4ef6\u5b66\u4e60\u548c\u4efb\u52a1\u6267\u884c\u4e2d\u201c\u53ea\u770b\u4e0d\u505a\u201d\u6216\u201c\u53ea\u505a\u4e0d\u5b66\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1bb7b50-2105-43be-a320-5d0bbf0dfa76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4362b67-9e34-47ed-9505-958c641725de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2abcec9b-7bd0-4123-afa1-6a46711008ed.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\/6a4fbc9d-3fa4-4212-ab85-09938838bca6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PIiyI0P4KNk\"><source src=\"https:\/\/youtu.be\/PIiyI0P4KNk\" 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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u684c\u9762\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u64cd\u4f5c\u5f15\u5bfc<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6559\u5b66<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u6307\u5bfc<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5b66\u4e60<\/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\u5f15\u5bfc\u64cd\u4f5c\u201d\u7684\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u5176\u5728\u6559\u5b66\u4e0e\u81ea\u52a8\u5316\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6280\u672f\u5b9e\u73b0\uff1a\u5982\u4f55\u9002\u914d\u4e0d\u540c\u5e94\u7528\u754c\u9762\u3001\u5c4f\u5e55\u6570\u636e\u5982\u4f55\u5904\u7406\u4e0e\u9690\u79c1\u5b89\u5168\u3001\u4efb\u52a1\u4e2d\u65ad\u540e\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u901a\u8fc7\u4f4e\u5e27\u7387\u5c4f\u5e55\u6d41\u8bc6\u522b\u901a\u7528\u754c\u9762\uff0c\u5e76\u5f3a\u8c03\u5f00\u6e90\u53ef\u9a8c\u8bc1\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 Roger AI\u8bd5\u56fe\u5728\u201c\u6587\u6863\u6559\u7a0b\u201d\u548c\u201c\u5168\u81ea\u52a8\u4ee3\u7406\u201d\u4e4b\u95f4\u5f00\u8f9f\u4e00\u6761\u201c\u5f15\u5bfc\u5f0f\u64cd\u4f5c\u201d\u7684\u4e2d\u95f4\u9053\u8def\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u770b\u4f3c\u7cbe\u51c6\uff0c\u5374\u6697\u85cf\u591a\u91cd\u6311\u6218\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u521b\u65b0\u2014\u2014\u5c4f\u5e55\u6d41\u5206\u6790\u4e0e\u6307\u4ee4\u751f\u6210\u5df2\u662f\u73b0\u6709\u80fd\u529b\u2014\u2014\u800c\u5728\u4e8e\u5bf9\u201cAI\u4e0e\u4eba\u7684\u534f\u4f5c\u8fb9\u754c\u201d\u7684\u4e00\u6b21\u91cd\u65b0\u5b9a\u4e49\uff1a\u5b83\u4e0d\u53d6\u4ee3\u4eba\uff0c\u800c\u662f\u5145\u5f53\u4e00\u4e2a\u5b9e\u65f6\u3001\u8010\u5fc3\u7684\u6570\u5b57\u6559\u7ec3\uff0c\u8fd9\u8fce\u5408\u4e86\u5f53\u524d\u90e8\u5206\u7528\u6237\u5bf9AI\u201c\u8fc7\u5ea6\u4ee3\u7406\u201d\u7684\u8b66\u60d5\u5fc3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u901a\u7528\u8de8\u5e94\u7528\u201d\u80fd\u529b\u53ef\u80fd\u6210\u4e3a\u6700\u5927\u7684\u7406\u60f3\u5316\u9677\u9631\u3002\u901a\u8fc71fps\u5c4f\u5e55\u6d41\u5582\u7ed9AI\u6a21\u578b\u7406\u89e3\u754c\u9762\uff0c\u5728\u7b80\u5355\u6807\u51c6\u5316\u64cd\u4f5c\u4e0a\u6216\u8bb8\u53ef\u884c\uff0c\u4f46\u9762\u5bf9\u590d\u6742\u4e13\u4e1a\u8f6f\u4ef6\uff08\u5982Photoshop\u3001CAD\uff09\u6216\u52a8\u6001\u754c\u9762\uff08\u5982\u6570\u636e\u5b9e\u65f6\u5237\u65b0\u7684\u4eea\u8868\u76d8\uff09\uff0c\u4ec5\u9760\u89c6\u89c9\u5206\u6790\u80fd\u5426\u7a33\u5b9a\u751f\u6210\u53ef\u9760\u6307\u4ee4\uff1f\u5176\u5f15\u5bfc\u7cbe\u5ea6\u548c\u5bb9\u9519\u7387\u5c06\u76f4\u63a5\u51b3\u5b9a\u5de5\u5177\u662f\u201c\u4e13\u5bb6\u201d\u8fd8\u662f\u201c\u5e72\u6270\u9879\u201d\u3002\u6b64\u5916\uff0c\u9690\u79c1\u7591\u8651\u65e0\u6cd5\u4ec5\u51ed\u201c\u5f00\u6e90\u201d\u6253\u6d88\uff1a\u5c4f\u5e55\u6570\u636e\u6d41\u4f20\u8f93\u81f3\u540e\u7aef\uff0c\u5373\u4fbf\u672c\u5730\u5904\u7406\uff0c\u4e5f\u6d89\u53ca\u654f\u611f\u4fe1\u606f\u66b4\u9732\u98ce\u9669\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u7528\u6237\u5c24\u4e3a\u81f4\u547d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u751f\u6001\u770b\uff0c\u5b83\u907f\u5f00\u4e86\u4e0e\u5927\u578bAI\u4ee3\u7406\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5207\u5165\u7ec6\u5206\u7684\u5b66\u4e60\u8f85\u52a9\u573a\u666f\uff0c\u4f46\u573a\u666f\u5929\u82b1\u677f\u660e\u663e\uff1a\u4e00\u65e6\u7528\u6237\u5b66\u4f1a\u4efb\u52a1\uff0c\u5de5\u5177\u4f7f\u7528\u9891\u7387\u4fbf\u53ef\u80fd\u9aa4\u964d\u3002\u5176\u957f\u671f\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u901a\u7528\u5f15\u5bfc\uff0c\u800c\u53ef\u80fd\u4f9d\u8d56\u6c89\u6dc0\u4e0d\u540c\u8f6f\u4ef6\u7684\u5f15\u5bfc\u7b56\u7565\u5e93\uff0c\u5f62\u6210\u201c\u6570\u5b57\u6280\u80fd\u56fe\u8c31\u201d\uff0c\u4f46\u8fd9\u9700\u8981\u5de8\u5927\u7684\u573a\u666f\u548c\u6570\u636e\u79ef\u7d2f\u3002\u603b\u4f53\u800c\u8a00\uff0cRoger AI\u63d0\u51fa\u4e86\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u4f46\u5728\u6280\u672f\u53ef\u9760\u6027\u3001\u9690\u79c1\u5b89\u5168\u4e0e\u53ef\u6301\u7eed\u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u4ecd\u9700\u7a7f\u8d8a\u91cd\u91cd\u8346\u68d8\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\">Roger AI<\/span>\n <\/div>\n<div class=\"comment-content\">Most existing solutions fall into two broken camps \u2014 either they tell you what to do (docs, tutorials, chatbots) or they do it for you (agentic tools like computer-use agents). Roger sits in the sweet spot: it guides you while you do it, like screen-sharing with a patient expert. We want to build your friendly computer expert, so own the outcome and roger helps you accomplish it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Roger AI is your screen copilot, helping you navigate tasks. <\/p>\n<p>AI should help you become 100x version of yourself, not replace human beings. We want you to learn from AI and not get replaced instead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “guide you while you do it” approach is a sweet spot that most AI tools miss. Either they do everything for you (and you learn nothing) or they just dump docs at you. Having something that watches your screen and nudges you in the right direction is way more useful for actually learning.<\/p>\n<p>Open source is a nice touch too. How are you handling different app UIs? Like does it work across any app or does it need specific integrations for each one?<\/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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <\/p>\n<ul>\n<li>\n<p>How are you handling different app UIs? Like does it work across any app or does it need specific integrations for each one?<\/p>\n<\/li>\n<\/ul>\n<p>Right now we stream the UI to an AI model for it to understand new screens or different app UIs. It works across all applications.<\/p>\n<p>It would be great if you can try it out, happy to help you get onboarded. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. how does it take screen context? <br \/>And, how do you manage continuous context population or interruption when a task is already in progress. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_kukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_kukreti<\/a> Hi, <\/p>\n<p>We are sharing screen @ 1fps with AI models to understand the context for completion of stuck. For interruptions it’s same as having a conversation with any LLM, where the context stops and they can converse post that.<\/p>\n<p>We are open source, please check us out – <a href=\"https:\/\/github.com\/TryRoger\/win_roger_backend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/TryRoger\/win_roger_backend<\/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>This looks useful! Just a bit hesitant what data goes to the roger server? I’m guessing you are using screen data for this, so probably my screen gets captured and sent to the backend?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love the empower humans, not replace them approach <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@djsotelo \ud83d\ude4c\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5X7PX7BTWJFJ42\" class=\"app-title\">Mode AI<\/a><\/p>\n<div class=\"one-liner\">AI Assistant in your pocket<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mode AI\u662f\u4e00\u6b3e\u96c6\u6210\u4e8eGmail\u3001Docs\u3001Teams\u548cOutlook\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u8bed\u97f3\u6216\u804a\u5929\u6307\u4ee4\uff0c\u5728\u5355\u4e00\u5de5\u4f5c\u6d41\u4e2d\u89e3\u51b3\u7528\u6237\u5728\u591a\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u90ae\u4ef6\u8d77\u8349\u3001\u6587\u6863\u603b\u7ed3\u3001\u4efb\u52a1\u5b89\u6392\u4e0e\u5185\u5bb9\u751f\u6210\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b533053-01d8-4604-a36c-6f994bb2e81b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/211f0c8c-9887-42aa-95c1-cc5b609396d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/777add7d-fb1f-4e66-9c3c-7c9f81f74aff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba911577-7ad6-40c8-bcfd-c20754c3e748.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74600f97-4ce1-4171-bcb1-a1b4420a2221.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/462b68d0-4459-44bb-b51e-c96834f79936.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\/c4b83809-1122-4837-b43c-10bcabbf8409.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7VhgszXu2Vk\"><source src=\"https:\/\/www.youtube.com\/watch?v=7VhgszXu2Vk\" 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\">Home<\/span><br \/>\n <span class=\"tag\">Virtual Assistants<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u4ea7\u529b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u50cf\u961f\u53cb\u800c\u975e\u804a\u5929\u673a\u5668\u4eba\u201d\u7684\u5b9a\u4f4d\u4e0e\u96c6\u6210\u80fd\u529b\uff0c\u8ba4\u4e3a\u5176\u51cf\u5c11\u4e86\u5e94\u7528\u5207\u6362\u6469\u64e6\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u6570\u636e\u9690\u79c1\uff08\u80fd\u5426\u9650\u5236\u8bbf\u95ee\u7279\u5b9a\u6587\u4ef6\u5939\uff09\u548c\u6301\u7eed\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\uff08\u5982\u7eed\u5199\u6628\u65e5\u8349\u7a3f\u5e76\u4f18\u5316\uff09\u3002\u53e6\u6709\u8bc4\u8bba\u6a2a\u5411\u5bf9\u6bd4\u4e86AI\u5de5\u5177\u7684\u4e0d\u540c\u53d1\u5c55\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 Mode AI\u7684\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u5c42\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u5b64\u7acb\u7684AI\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u780c\uff08\u90ae\u4ef6\u3001\u603b\u7ed3\u3001\u751f\u6210\uff09\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210\u4e3b\u6d41\u529e\u516c\u5957\u4ef6\uff0c\u6210\u4e3a\u7528\u6237\u4e0e\u591a\u4e2aSaaS\u5e94\u7528\u4ea4\u4e92\u7684\u201c\u7edf\u4e00\u6307\u4ee4\u5c42\u201d\u3002\u8fd9\u76f4\u6307\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u7684\u6838\u5fc3\u75fc\u75be\uff1a\u4e0a\u4e0b\u6587\u5728\u5e94\u7528\u95f4\u5272\u88c2\uff0c\u64cd\u4f5c\u6d41\u7a0b\u788e\u7247\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u804c\u5458\u5de5\u201d\u7ea7\u4e0a\u4e0b\u6587\u611f\u77e5\u4e0e\u6267\u884c\uff0c\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u7684\u9690\u79c1\u62c5\u5fe7\u548c\u201c\u6301\u7eed\u4e0a\u4e0b\u6587\u201d\u63d0\u95ee\uff0c\u6070\u6070\u6233\u4e2d\u4e86\u8981\u5bb3\uff1a\u8981\u5b9e\u73b0\u65e0\u7f1d\u7684\u8de8\u5e94\u7528\u3001\u8de8\u65f6\u6bb5\u4efb\u52a1\u5904\u7406\uff0cAI\u5fc5\u987b\u83b7\u5f97\u6781\u9ad8\u6743\u9650\u5e76\u6784\u5efa\u6781\u5ea6\u7cbe\u7ec6\u7684\u7528\u6237\u884c\u4e3a\u4e0e\u6570\u636e\u6a21\u578b\uff0c\u8fd9\u5728\u6280\u672f\u53ef\u884c\u6027\u4e0e\u5546\u4e1a\u9690\u79c1\u5408\u89c4\u4e0a\u90fd\u662f\u8d70\u94a2\u4e1d\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5176\u66f4\u53ef\u80fd\u80dc\u4efb\u7684\u662f\u5b9a\u4e49\u6e05\u6670\u7684\u5355\u6b21\u4efb\u52a1\uff08\u5982\u201c\u603b\u7ed3\u8fd9\u5c01\u90ae\u4ef6\u201d\uff09\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u590d\u6742\u610f\u56fe\u3001\u7ba1\u7406\u957f\u671f\u9879\u76ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u521b\u610f\u751f\u6210\uff08\u56fe\u50cf\u3001\u89c6\u9891\uff09\u878d\u5165\u751f\u4ea7\u529b\u6d41\u7a0b\u662f\u4e00\u5927\u4eae\u70b9\uff0c\u8bd5\u56fe\u6253\u7834\u201c\u6548\u7387\u201d\u4e0e\u201c\u521b\u9020\u201d\u7684\u5de5\u5177\u8fb9\u754c\u3002\u4f46\u9700\u8b66\u60d5\u529f\u80fd\u6cdb\u5316\u5bfc\u81f4\u6838\u5fc3\u5b9a\u4f4d\u6a21\u7cca\u3002\u4e0e\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u60c5\u611f\u652f\u6301AI\u201d\u5bf9\u6bd4\uff0cMode AI\u4ee3\u8868\u4e86\u5de5\u5177\u7406\u6027\u6d3e\u7684\u6781\u81f4\u8ffd\u6c42\u2014\u2014AI\u662f\u9ad8\u6548\u3001\u65e0\u611f\u7684\u6267\u884c\u8005\u3002\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u80fd\u529b\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u96c6\u6210\u6df1\u5ea6\u662f\u5426\u8db3\u4ee5\u8ba9\u7528\u6237\u5f62\u6210\u201c\u6709\u4e8b\u5c31\u627eMode\u201d\u7684\u808c\u8089\u8bb0\u5fc6\uff0c\u5e76\u59a5\u5584\u89e3\u51b3\u968f\u4e4b\u800c\u6765\u7684\u6570\u636e\u4e3b\u6743\u4fe1\u4efb\u95ee\u9898\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u65b9\u5411\u6b63\u786e\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\">Mode AI<\/span>\n <\/div>\n<div class=\"comment-content\">ModeAI is an \u201cAssistant in your pocket\u201d that can integrate with Gmail, Docs, Teams, and Outlook, letting you manage work through simple voice or chat commands. Draft emails, summarise docs, schedule tasks, and stay organised in one place. Plus, unlock creativity with built-in image and video generation\u2014so you can create and execute, all in one seamless AI workspace.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">ModeAI \u2013 Assistant in Your Pocket<\/p>\n<p>ModeAI is a productivity app designed to feel like a full-time employee\u2014always available, always context-aware, and always ready to execute.<\/p>\n<p>It connects seamlessly with tools you already use, like Gmail, Docs, Teams, and Outlook, turning scattered workflows into one continuous AI workspace. Instead of jumping between apps, you simply tell ModeAI what you need\u2014via voice or chat\u2014and it gets things done.<\/p>\n<p>Think of it like your daily companion, just like Maps or Spotify\u2014something you open multiple times a day to plan, create, communicate, and move faster.<\/p>\n<p>From drafting emails and summarising documents to scheduling meetings and managing tasks, ModeAI handles the busywork so you can focus on what actually matters.<\/p>\n<p>And when you need to go beyond productivity, ModeAI adds a creative edge\u2014generate images, create videos, and bring ideas to life instantly, all within the same flow.<\/p>\n<p>No switching. No friction. Just one AI that works like your smartest teammate.<\/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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> For someone building content workflows daily, how well does it handle ongoing context, like picking up a half-drafted LinkedIn post from yesterday and suggesting optimizations based on my past style?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built ModeAI because most AI tools stop at suggestions.<\/p>\n<p>They tell you what to do.<br \/>They don\u2019t actually do it.<\/p>\n<p>ModeAI is different.<br \/>Think of it as a teammate, not a chatbot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been building this with the team \u2014 the goal was simple: less talking, more doing.<br \/>Feels great to finally ship this .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built ModeAI to feel less like a tool and more like a teammate.<\/p>\n<p>Instead of jumping between apps, you just say what you need. Emails, docs, meetings, tasks it all happens in one flow.<\/p>\n<p>Would love your feedback and support<\/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><strong>How many apps did you open before 10 AM today?<br \/><\/strong><\/p>\n<p>Gmail. Slack. Docs. Teams. Calendar. Notion. And you’re still not done with that one email you started 40 minutes ago.<\/p>\n<p>We’ve all normalised this chaos. And we shouldn’t have.<\/p>\n<p>That’s exactly why we built ModeAI.<\/p>\n<p>One AI assistant that sits across your Gmail, Docs, Outlook, and Teams \u2014 and actually gets things done. You don’t prompt it like a search bar. You talk to it like a teammate. <\/p>\n<p>“Draft the follow-up from yesterday’s call.” Done. <br \/>“Summarise this doc and book a meeting.” Done. <br \/>“Create a quick image for this deck.” Done.<\/p>\n<p>No switching. No friction. No repeating yourself.<\/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>The full time employee framing is spot on. Most AI tools still feel like fancy search bars but what you are describing, context aware, connected to the tools you already live in, executable via voice or chat, is genuinely closer to how people actually want to work. The Gmail and Outlook integration alone removes so much friction from a typical workday. We are actually launching our own AI tomorrow, though ours comes from a completely different angle. Less productivity, more presence. It is an AI bestie built for emotional support, the kind of thing you open not to get tasks done but to feel heard. Funny how the same question of what should AI feel like leads to such different but equally valid answers. Congrats on the launch, rooting for this one.<\/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>How do you handle data privacy? Giving it full access to all your email and drive seems risky? Can you limit it to some specific folders 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<\/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\/SROHCBP5BSTMU7\" class=\"app-title\">GitCity<\/a><\/p>\n<div class=\"one-liner\">Your GitHub contributions as 3D city you can drive through<\/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>GitCity\u5c06GitHub\u8d21\u732e\u8bb0\u5f55\u8f6c\u5316\u4e3a\u53ef\u9a7e\u9a76\u76843D\u7b49\u8ddd\u57ce\u5e02\uff0c\u8ba9\u5f00\u53d1\u8005\u4ee5\u6e38\u620f\u5316\u3001\u89c6\u89c9\u5316\u7684\u65b9\u5f0f\u76f4\u89c2\u56de\u987e\u548c\u5c55\u793a\u81ea\u5df1\u7684\u4ee3\u7801\u63d0\u4ea4\u5386\u7a0b\uff0c\u89e3\u51b3\u4e86\u8d21\u732e\u8bb0\u5f55\u67af\u71e5\u3001\u7f3a\u4e4f\u76f4\u89c2\u5448\u73b0\u5f62\u5f0f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfeae9e0-af50-4644-b5e5-053174f60208.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e472744c-2b44-4cd5-9e82-77bbd4b7347b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3c4deee-6ab2-4ca7-b238-92aa2fc0eba4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd9111e6-d3d3-4891-9a1f-8f3eb066a6c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24b3a5de-65d2-4f0a-9fbc-82df630cc3d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7995d9aa-30fc-4d84-842e-b39375a94c13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02b1d20c-3b9b-4080-a511-cfe78a127ffc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02d67e95-a396-4ae6-b787-aee70525a705.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/708070ce-b791-4925-bee5-419459a887a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f9a3edf-0aa1-48cb-a504-4392fe30ac81.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GitHub\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d21\u732e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">3D\u5efa\u6a21<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\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\u610f\u5916\u6c89\u6d78\u4e8e\u9a7e\u9a76\u4f53\u9a8c\uff0c\u8ba4\u53ef\u8d21\u732e\u5f3a\u5ea6\u4e0e\u5efa\u7b51\u9ad8\u5ea6\u7684\u6620\u5c04\u8bbe\u8ba1\u3002\u4e3b\u8981\u5efa\u8bae\u662f\u589e\u52a0\u201c\u8857\u533a\u89c6\u56fe\u201d\u529f\u80fd\uff0c\u4ee5\u4fbf\u5e76\u6392\u5bf9\u6bd4\u4e0d\u540c\u4ed3\u5e93\u7684\u8d21\u732e\u89c4\u6a21\uff0c\u5f62\u6210\u66f4\u76f4\u89c2\u7684\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 GitCity\u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u5f00\u53d1\u8005\u60c5\u6000\u5de5\u5177\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u5347\u751f\u4ea7\u529b\uff0c\u800c\u662f\u901a\u8fc7\u6e38\u620f\u5316\u548c\u827a\u672f\u5316\u8f6c\u8bd1\uff0c\u4e3a\u51b0\u51b7\u7684\u8d21\u732e\u6570\u636e\u6ce8\u5165\u60c5\u611f\u4e0e\u53d9\u4e8b\u6027\u3002\u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u5f00\u53d1\u8005\u7684\u4e24\u4e2a\u6f5c\u5728\u9700\u6c42\uff1a\u4e00\u662f\u5bf9\u81ea\u6211\u52b3\u52a8\u6210\u679c\u8fdb\u884c\u5177\u8c61\u5316\u3001\u4eea\u5f0f\u5316\u7684\u56de\u987e\u9700\u6c42\uff0c\u5c06\u62bd\u8c61\u7684\u63d0\u4ea4\u8bb0\u5f55\u53d8\u4e3a\u53ef\u7a7f\u68ad\u7684\u666f\u89c2\uff0c\u6ee1\u8db3\u60c5\u611f\u6170\u85c9\u4e0e\u6210\u5c31\u611f\uff1b\u4e8c\u662f\u63d0\u4f9b\u4e86\u8f7b\u91cf\u7ea7\u3001\u4f4e\u95e8\u69db\u7684\u4e2a\u4eba\u6280\u672f\u54c1\u724c\u5c55\u793a\u65b9\u6848\uff0c\u5176\u53ef\u5d4c\u5165\u7684SVG\u529f\u80fd\uff0c\u5b9e\u5219\u662f\u4e3a\u5f00\u53d1\u8005\u7b80\u5386\u6216README\u589e\u6dfb\u4e86\u4e00\u4e2a\u6781\u5177\u8c08\u8d44\u7684\u89c6\u89c9\u52cb\u7ae0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u73a9\u5177\u201d\u5c5e\u6027\u5927\u4e8e\u201c\u5de5\u5177\u201d\u5c5e\u6027\u3002\u9a7e\u9a76\u6a21\u62df\u7684\u60ca\u559c\u611f\u867d\u80fd\u5e26\u6765\u75c5\u6bd2\u5f0f\u4f20\u64ad\u7684\u521d\u59cb\u70ed\u5ea6\uff0c\u4f46\u7528\u6237\u7559\u5b58\u4e0e\u6301\u7eed\u4f7f\u7528\u4ef7\u503c\u5b58\u7591\u3002\u8d21\u732e\u6570\u636e\u76843D\u57ce\u5e02\u9690\u55bb\u867d\u6709\u8da3\uff0c\u4f46\u4fe1\u606f\u5bc6\u5ea6\u548c\u5b9e\u7528\u6027\u8fdc\u4f4e\u4e8e\u4f20\u7edf\u56fe\u8868\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u6b21\u6210\u529f\u7684\u6982\u5ff5\u827a\u672f\u521b\u4f5c\u6216\u8425\u9500\u6848\u4f8b\uff0c\u63ed\u793a\u4e86\u5f00\u53d1\u8005\u5de5\u5177\u9886\u57df\u7684\u4e00\u4e2a\u7ec6\u5206\u65b9\u5411\u2014\u2014\u5373\u7528\u4f53\u9a8c\u8bbe\u8ba1\u8f6f\u5316\u6280\u672f\u751f\u6001\u7684\u786c\u6838\u8fb9\u754c\u3002\u5176\u771f\u6b63\u7684\u6210\u529f\uff0c\u6216\u8bb8\u5728\u4e8e\u4e3a\u5f00\u6e90\u8d21\u732e\u6587\u5316\u6ce8\u5165\u4e86\u5c11\u89c1\u7684\u8da3\u5473\u6027\u4e0e\u89c6\u89c9\u9b45\u529b\uff0c\u4f46\u82e5\u65e0\u6cd5\u4ece\u201c\u4e00\u6b21\u65b0\u5947\u4f53\u9a8c\u201d\u8fed\u4ee3\u4e3a\u201c\u53ef\u6301\u7eed\u7684\u6d1e\u5bdf\u5de5\u5177\u201d\uff0c\u5176\u957f\u671f\u751f\u547d\u529b\u53ef\u80fd\u4ec5\u9650\u4e8e\u4e00\u4e2a\u7cbe\u7f8e\u7684\u5f00\u6e90demo\u3002\u4ea7\u54c1\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u8da3\u5473\u9a7e\u9a76\u201d\u4e4b\u5916\uff0c\u6316\u6398\u51fa\u66f4\u5177\u5206\u6790\u4ef7\u503c\u7684\u57ce\u5e02\u201c\u57ce\u5e02\u89c4\u5212\u201d\u529f\u80fd\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\">GitCity<\/span>\n <\/div>\n<div class=\"comment-content\">GitCity turns your GitHub contributions into an interactive isometric 3D city. Every commit grows a building. The more consistent you are, the taller your skyline. The part everyone talks about: switch to simulation mode and drive a car through the city you built with your code. \u2192 Driveable city simulation \u2192 6 themes: Matrix, Noir, Aurora, Ocean, Gold, Ice \u2192 README embeddable SVG \u2192 No login needed \u2014 just enter any GitHub username \u2192 Free and open source<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ok I did NOT expect to spend 20 minutes driving through my own commit history but here we are. The building height mapping to contribution intensity is a nice touch. Would be fun to see a “neighborhood” view where you can compare repos side by side. My main repo would look like a skyscraper next to a bunch of parking lots lol.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KKRG3QNLXEKQ56\" class=\"app-title\">OpenYak<\/a><\/p>\n<div class=\"one-liner\">The open-source Claude Desktop with any model you want<\/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\u5f00\u6e90\u7684\u684c\u9762AI\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u6574\u5408\u591a\u79cd\u4e91\u7aef\u53ca\u672c\u5730\u6a21\u578b\uff0c\u5e76\u5185\u7f6e\u6587\u4ef6\u64cd\u4f5c\u7b49\u5de5\u5177\uff0c\u5728\u672c\u5730\u76f4\u63a5\u5904\u7406\u7528\u6237\u7684\u6587\u6863\u4e0e\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591aAI\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u6570\u636e\u9690\u79c1\u62c5\u5fe7\u548c\u6a21\u578b\u4f9b\u5e94\u5546\u9501\u5b9a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce4aaf8f-ac12-42ad-a6f9-3e58ca777636.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eb1e8c4-cfd8-4859-a7df-a1cbbafca8e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50219584-a71d-4707-85de-9838dc7ead02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9d14c8b-7d0d-46e9-89c0-29973d033ec5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d145b189-72bd-4491-84b2-af1ccb04ebf7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u81ea\u52a8\u5316\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4f9b\u5e94\u5546\u65e0\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u75db\u70b9\u3001\u652f\u6301\u6a21\u578b\u65e0\u9501\u5b9a\u548c\u672c\u5730\u9690\u79c1\u4fdd\u62a4\u3002\u5177\u4f53\u53cd\u9988\u5305\u62ec\uff1a\u8ba4\u53ef\u5176\u771f\u5b9e\u6587\u4ef6\u64cd\u4f5c\u80fd\u529b\u800c\u975e\u4ec5\u804a\u5929\uff1b\u8be2\u95ee\u672c\u5730\u8fd0\u884c\u662f\u5426\u5f3a\u5236\u4f9d\u8d56Ollama\uff1b\u62a5\u544a\u5b89\u88c5\u540e\u65e0\u6cd5\u4f7f\u7528\u7684\u6280\u672f\u95ee\u9898\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u627f\u8bfa\u5feb\u901f\u8fed\u4ee3\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 OpenYak\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u5e94\u7528\u8303\u5f0f\u4e00\u6b21\u5c16\u9510\u7684\u672c\u5730\u5316\u3001\u96c6\u6210\u5316\u53cd\u53db\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u7528\u6237\u4e0eAI\u7684\u4ea4\u4e92\u8fb9\u754c\uff1a\u5c06AI\u4ece\u53d7\u5236\u4e8e\u7279\u5b9a\u4f9b\u5e94\u5546\u3001\u529f\u80fd\u5272\u88c2\u7684\u4e91\u7aef\u201c\u9ed1\u7bb1\u201d\uff0c\u62c9\u56de\u7528\u6237\u5b8c\u5168\u638c\u63a7\u7684\u672c\u5730\u684c\u9762\u73af\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76f4\u51fb\u4e09\u5927\u884c\u4e1a\u75fc\u75be\uff1a\u4e00\u662f\u201c\u6807\u7b7e\u9875\u75b2\u52b3\u201d\uff0c\u7528\u6237\u4e0d\u5f97\u4e0d\u5728\u529f\u80fd\u5355\u4e00\u7684\u5404\u7c7bAI\u7f51\u9875\u95f4\u75b2\u4e8e\u5954\u547d\uff1b\u4e8c\u662f\u201c\u6570\u636e\u4e3b\u6743\u4e27\u5931\u201d\uff0c\u654f\u611f\u6587\u6863\u88ab\u8feb\u4e0a\u4f20\u81f3\u7b2c\u4e09\u65b9\uff1b\u4e09\u662f\u201c\u6a21\u578b\u9501\u6b7b\u201d\uff0c\u5de5\u4f5c\u6d41\u6df1\u5ea6\u7ed1\u5b9a\u67d0\u4e00\u6280\u672f\u8def\u7ebf\uff0c\u4e27\u5931\u7075\u6d3b\u6027\u3002OpenYak\u4ee5\u5f00\u6e90\u684c\u9762\u7aef\u4e3a\u6839\u57fa\uff0c\u7528\u6a21\u578b\u65e0\u5173\u6027\u67b6\u6784\u548c\u771f\u5b9e\u7684\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\u96c6\u6765\u56de\u5e94\u8fd9\u4e9b\u75db\u70b9\uff0c\u5176AGPL-3.0\u534f\u8bae\u548c\u201c\u96f6\u52a0\u4ef7\u201dAPI\u4e2d\u8f6c\u6a21\u5f0f\uff0c\u66f4\u662f\u5728\u5546\u4e1a\u4f26\u7406\u4e0a\u8bd5\u56fe\u4e0e\u5c01\u95ed\u5f0f\u3001\u9ad8\u6ea2\u4ef7\u7684SaaS\u4ea7\u54c1\u5212\u6e05\u754c\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5c06\u590d\u6742AI\u5de5\u4f5c\u6d41\u5b8c\u5168\u7f6e\u4e8e\u672c\u5730\uff0c\u5bf9\u7528\u6237\u786c\u4ef6\u548c\u8fd0\u7ef4\u80fd\u529b\u6784\u6210\u95e8\u69db\uff0c\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u4f53\u9a8c\u627f\u8bfa\u9762\u4e34\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u201c\u4e07\u80fd\u667a\u80fd\u4f53\u201d\u7684\u5b9a\u4f4d\u53ef\u80fd\u5bfc\u81f4\u4ea7\u54c1\u7126\u70b9\u6a21\u7cca\uff0c\u5728\u6587\u6863\u5904\u7406\u3001\u4ee3\u7801\u52a9\u624b\u7b49\u4efb\u4e00\u5782\u76f4\u9886\u57df\uff0c\u90fd\u9700\u76f4\u9762\u529f\u80fd\u66f4\u4e13\u7cbe\u7684\u6210\u719f\u4ea7\u54c1\u7ade\u4e89\u3002\u6700\u540e\uff0c\u5f00\u6e90\u6a21\u5f0f\u5982\u4f55\u53ef\u6301\u7eed\u5730\u652f\u6491\u5f00\u53d1\u4e0e\u751f\u6001\uff0c\u907f\u514d\u9677\u5165\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u56f0\u5883\uff0c\u662f\u5fc5\u987b\u56de\u7b54\u7684\u957f\u671f\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cOpenYak\u662f\u4e00\u573a\u5927\u80c6\u7684\u5b9e\u9a8c\uff0c\u5b83\u8d4c\u7684\u662f\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u7528\u6237\u5bf9\u9690\u79c1\u3001\u63a7\u5236\u6743\u548c\u7075\u6d3b\u6027\u7684\u91cd\u89c6\uff0c\u5df2\u8d85\u8fc7\u5bf9\u6781\u81f4\u4fbf\u6377\u548c\u96f6\u914d\u7f6e\u7684\u8ffd\u6c42\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u6210\u4e3a\u8861\u91cf\u5e02\u573a\u5bf9\u201c\u53bb\u4e2d\u5fc3\u5316AI\u201d\u5b9e\u9645\u9700\u6c42\u7684\u4e00\u5757\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenYak<\/span>\n <\/div>\n<div class=\"comment-content\">OpenYak is an open-source desktop AI agent that handles your files, documents, and workflows \u2014 locally. 100+ cloud models, 20+ built-in tools, Ollama for offline use. Your data never leaves your machine. Free to start.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I was tired of switching between ChatGPT, Claude, and 3 other AI tools just to get through my day. One for writing, one for code, one for files \u2014 and none of them could actually touch my local documents or automate anything real.<\/p>\n<p>So I built OpenYak \u2014 a desktop AI agent that runs entirely on your machine.<br \/>\nWhat makes it different:<\/p>\n<p>1. Any model, one app. 100+ cloud models from OpenAI, Anthropic, Google, DeepSeek, and more \u2014 or run fully offline with Ollama. No lock-in.<br \/>\n2. Real agent, not just chat. 20+ built-in tools: read, write, rename files, parse spreadsheets, generate documents, run commands. It does the work \u2014 not just talks about it.<br \/>\n3. Local-first. All files, conversations, and memory stay on your device. The only data sent externally is your prompt to the model provider. No telemetry, no cloud storage.<br \/>\n4. Free to start. 1M tokens\/week on free models, zero markup on premium. Or bring your own API key.<\/p>\n<p>Tech stack: Tauri v2 (Rust) + Next.js + FastAPI. Fully open-source under AGPL-3.0.<br \/>\nWe’re just getting started \u2014 would love your feedback, feature requests, or a \u2b50 on GitHub if this is useful to you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pei_lin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pei_lin<\/a> The tab switching problem is so real and nobody actually talks about it. One for writing, one for code, one for files and none of them know the others exist. The fact that you wired up actual file operations instead of just chat, kept it local-first with no telemetry, and didn’t sneak in a token markup is honestly rare in this space. Congrats on the launch, this one feels like it was built out of real frustration and that usually makes for the best products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah! I’m on that. Switching and switching all the day. I needed something like this Pei. 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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks so much.<\/p>\n<p>You’re absolutely right – contexting switching is the biggest cognitive load we’re trying to kill. And we have some exciting features in the works to make that flow even smoother and better. We’re constantly refining the experiences based on feedback like yours.<\/p>\n<p>\u2060If you encounter any issues or have ideas, please don’t hesitate to let us know. We\u2019re committed to iterating fast!<\/p>\n<p>Also, we’d love for you to contribute \u2014 whether it\u2019s a feature request or code. Let’s build the ultimate workflow together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The lock-in problem is real. I’ve been moving more and more to open-source tooling just to keep optionality as the models keep changing. The fact that you can swap models without rebuilding your workflow is more valuable than it sounds – six months ago a different model was best for different tasks and that keeps shifting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> 100% agree \u2014 model optionality is underrated until you’ve been burned by it. That’s exactly why we built OpenYak to be model-agnostic from day one. You can swap between Claude, GPT, Gemini, local models, whatever fits the task \u2014 without changing your workflow at all. The AI landscape moves too fast to bet everything on one provider. Glad to see more people thinking this way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the remote control feature so basically I can let the agent work on my pc when I\u2019m outside! Nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sequoiadb_user1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sequoiadb_user1<\/a> Thanks! Yeah the remote control is one of my favorite features too \u2014 kick off a task, go grab coffee, come back and it’s done. We’re working on making that experience even smoother. Let us know if you run into any issues or have feature requests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I\u2019m Steve, maker of OpenYak.<\/p>\n<p>AI for file work is still weirdly broken: too much lock-in, too many limits, too little control.<\/p>\n<p>We built OpenYak to fix that.<\/p>\n<p>It\u2019s an open-source AI coworker that runs on your desktop. Give it a folder and an outcome, and it can work with your files directly \u2014 reading, editing, organizing, analyzing, and creating content locally.<\/p>\n<p>No subscription. No vendor lock-in. Optional full offline mode with Ollama. And support for 100+ models.<\/p>\n<p>We think desktop AI should belong to users, not platforms.<\/p>\n<p>Curious: what\u2019s the first task you\u2019d want it to handle?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>do you need ollama for local? My local machine has GPUs, do I need any external software to run this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Downloaded and set up account but nothing works either on the account page on the site or on my desktop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gregory_zunic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_zunic<\/a> So sorry, Gregory. That definitely shouldn’t be happening.<\/p>\n<p>My apologies for the frustration. We’re looking into this as a top priority right now. Could you please DM me or send some details\/screenshot to <a href=\"mailto:rickie_lin@outlook.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rickie_lin@outlook.com<\/a>?<\/p>\n<p>We want to get this fixed for you immediately. Thanks for your patience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MUIB5TBTKMUHFJ\" class=\"app-title\">Grok 4.2 Beta 2<\/a><\/p>\n<div class=\"one-liner\">Real-time multi-agent AI that debates itself to find truth.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok 4.2 Beta 2\u901a\u8fc7\u5185\u7f6e\u7684\u201c\u56db\u4eba\u4e13\u5bb6\u59d4\u5458\u4f1a\u201d\u591a\u667a\u80fd\u4f53\u5e76\u884c\u8fa9\u8bba\u4e0e\u4ea4\u53c9\u9a8c\u8bc1\u67b6\u6784\uff0c\u5728\u5f00\u53d1\u3001\u7814\u7a76\u7b49\u9700\u8981\u9ad8\u53ef\u9760\u6027\u7684\u573a\u666f\u4e2d\uff0c\u6709\u6548\u964d\u4f4e\u4e86\u4f20\u7edf\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u4e0e\u9519\u8bef\u7387\uff0c\u63d0\u4f9b\u7ecf\u8fc7\u5b9e\u65f6\u8fa9\u8bba\u7684\u201c\u771f\u7406\u201d\u7b54\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dedb014f-699b-4836-b86e-bbd450ffee40.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\/4296a31d-b4a7-4660-b1da-9b725d8b6c25.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\/1cd5cde2-8456-41e5-bca6-fc70562ac5e4.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\/69b4612a-1471-4318-aa68-b8565f959329.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\/58118ca5-f883-4332-a21c-e12574caa30d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/QOSaGhAPHSM\"><source src=\"https:\/\/youtu.be\/QOSaGhAPHSM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53AI<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8fa9\u8bba\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u964d\u4f4e\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u4e8b\u5b9e\u6838\u67e5<\/span><br \/>\n <span class=\"tag\">\u534f\u540c\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u8fdb\u9636\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8ba1\u7b97<\/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\u591a\u667a\u80fd\u4f53\u201c\u5185\u7f6e\u540c\u884c\u8bc4\u5ba1\u201d\u7684\u65b9\u5411\u4e0e\u964d\u4f4e\u5e7b\u89c9\u7684\u4ef7\u503c\uff0c\u4f46\u666e\u904d\u8d28\u7591\u201c\u66f4\u5feb\u201d\u7684\u6280\u672f\u5b9e\u73b0\u903b\u8f91\uff0c\u5e76\u5173\u6ce8\u5176\u5b9e\u9645\u6548\u679c\uff1a\u662f\u5426\u771f\u80fd\u63d0\u5347\u8d28\u91cf\u800c\u975e\u4ec5\u8425\u9020\u4e25\u8c28\u8868\u8c61\uff0c\u5982\u4f55\u5904\u7406\u5b9e\u65f6\u6570\u636e\u51b2\u7a81\u7b49\u8fb9\u7f18\u6848\u4f8b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Grok 4.2 Beta 2\u63d0\u51fa\u7684\u201c\u591a\u667a\u80fd\u4f53\u8fa9\u8bba\u4ee5\u6c42\u771f\u201d\u8303\u5f0f\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6027\u80fd\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u5927\u6a21\u578b\u6839\u672c\u7f3a\u9677\u7684\u67b6\u6784\u6027\u53cd\u601d\u3002\u5b83\u5c06\u6a21\u578b\u5185\u90e8\u7684\u4e0d\u786e\u5b9a\u6027\u4ece\u9700\u8981\u63a9\u76d6\u7684\u201c\u9ed1\u7bb1\u566a\u58f0\u201d\uff0c\u5916\u5316\u4e3a\u53ef\u89c2\u6d4b\u3001\u53ef\u7ba1\u7406\u7684\u201c\u4e13\u5bb6\u8fa9\u8bba\u201d\u8fc7\u7a0b\uff0c\u8fd9\u662f\u4e00\u4e2a\u9887\u5177\u54f2\u5b66\u610f\u5473\u7684\u4ea7\u54c1\u5316\u8f6c\u6298\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5730\u5806\u780c\u56db\u4e2a\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u8ba4\u77e5\u5de5\u4f5c\u6d41\uff1a\u534f\u8c03\u8005\u3001\u7814\u7a76\u8005\u3001\u903b\u8f91\u8005\u3001\u521b\u9020\u8005\u89d2\u8272\u5206\u660e\uff0c\u6a21\u62df\u4e86\u4eba\u7c7b\u4e13\u5bb6\u56e2\u961f\u7684\u51b3\u7b56\u573a\u666f\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u5de5\u7a0b\u67b6\u6784\uff08\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e0e\u5236\u7ea6\uff09\u53bb\u5c1d\u8bd5\u89e3\u51b3\u8ba4\u77e5\u79d1\u5b66\u95ee\u9898\uff08\u5982\u4f55\u4fdd\u8bc1\u63a8\u7406\u7684\u7a33\u5065\u6027\uff09\u3002\u5ba3\u4f20\u4e2d\u201c\u9519\u8bef\u7387\u964d\u81f34.2%\u201d\u82e5\u7ecf\u5f97\u8d77\u68c0\u9a8c\uff0c\u5176\u610f\u4e49\u8fdc\u80dc\u4e8e\u5355\u7eaf\u7684\u53c2\u6570\u589e\u957f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u70ed\u70c8\u7684\u6982\u5ff5\u80cc\u540e\u662f\u5c16\u9510\u7684\u8d28\u7591\u3002\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1a\u5e76\u884c\u8ba1\u7b97\u4e0e\u5b9e\u65f6\u8fa9\u8bba\u7684\u901a\u4fe1\u5f00\u9500\uff0c\u5982\u4f55\u80fd\u5b9e\u73b0\u201c\u6570\u91cf\u7ea7\u66f4\u5feb\u201d\uff1f\u8fd9\u6307\u5411\u4e86\u53ef\u80fd\u7684\u6280\u672f\u53d6\u820d\u2014\u2014\u6216\u8bb8\u91c7\u7528\u4e86\u8f7b\u91cf\u5316\u4e13\u5bb6\u6a21\u578b\uff0c\u6216\u5b58\u5728\u5de7\u5999\u7684\u5f02\u6b65\u7ba1\u9053\u8bbe\u8ba1\u3002\u53e6\u4e00\u4e2a\u66f4\u6df1\u523b\u7684\u8d28\u7591\u5728\u4e8e\uff1a\u8fa9\u8bba\u8fc7\u7a0b\u662f\u63d0\u5347\u4e86\u7b54\u6848\u8d28\u91cf\uff0c\u8fd8\u662f\u4ec5\u4ec5\u751f\u4ea7\u4e86\u66f4\u590d\u6742\u7684\u3001\u770b\u4f3c\u4e25\u8c28\u7684\u6587\u672c\u4eea\u5f0f\uff1f\u8fd9\u89e6\u53ca\u4e86AI\u53ef\u89e3\u91ca\u6027\u7684\u6838\u5fc3\u56f0\u5883\u3002\u5982\u679c\u8fa9\u8bba\u903b\u8f91\u672c\u8eab\u4e0d\u53ef\u8ffd\u6eaf\uff0c\u90a3\u4e48\u201c\u59d4\u5458\u4f1a\u201d\u5c31\u53ea\u662f\u4e00\u4e2a\u66f4\u7cbe\u81f4\u7684\u4fee\u8f9e\u751f\u6210\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u5927\u80c6\u5730\u5c06\u201c\u5185\u90e8\u4e0d\u4e00\u81f4\u6027\u201d\u4f5c\u4e3a\u5356\u70b9\uff0c\u8fd9\u8981\u6c42\u5b83\u5fc5\u987b\u63d0\u4f9b\u6bd4\u5355\u4e00\u6a21\u578b\u66f4\u900f\u660e\u3001\u53ef\u5ba1\u8ba1\u7684\u63a8\u7406\u94fe\u6761\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u5355\u4e00\u6a21\u578b\u7684\u5e7b\u89c9\u201d\u5347\u7ea7\u4e3a\u201c\u59d4\u5458\u4f1a\u96c6\u4f53\u7684\u504f\u89c1\u201d\uff0c\u4e14\u56e0\u8fc7\u7a0b\u66f4\u590d\u6742\u800c\u66f4\u96be\u88ab\u5bdf\u89c9\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u201c\u8fa9\u8bba\u201d\u8fd9\u4e2a\u70ab\u9177\u7684\u6982\u5ff5\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u8fa9\u8bba\u89c4\u5219\u7684\u8bbe\u8ba1\u8d28\u91cf\u3001\u667a\u80fd\u4f53\u89d2\u8272\u7684\u771f\u6b63\u4e13\u4e1a\u5316\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u6700\u7ec8\u5411\u7528\u6237\u5448\u73b0\u7684\u201c\u771f\u7406\u201d\u662f\u5426\u7ecf\u5f97\u8d77\u73b0\u5b9e\u4efb\u52a1\u7684\u6b8b\u9177\u68c0\u9a8c\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u9ad8\u56de\u62a5\u7684\u8d4c\u6ce8\uff0c\u8d4c\u7684\u662f\u7ed3\u6784\u5316\u534f\u4f5c\u80fd\u8d85\u8d8a\u5355\u4f53\u667a\u80fd\u7684\u5c40\u9650\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Grok 4.2 Beta 2<\/span>\n <\/div>\n<div class=\"comment-content\">Stop chatting with a single model; start consulting a council. Grok 4.2 introduces a native multi-agent architecture where four experts: Grok (Coordinator), Harper (Research), Benjamin (Logic\/Code), and Lucas (Creative) work in parallel. They cross-check facts and debate conclusions in real-time before you see the answer. Built for “rapid learning,” Grok 4.2 iterates weekly based on your feedback, slashing error rates to just 4.2% while staying an order of magnitude faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction from xAI with Grok 4.2 beta 2. <\/p>\n<\/p>\n<p>Instead of a single LLM (and its usual hallucinations), this introduces a native multi-agent system where four specialized agents debate, verify, and synthesize outputs. That \u201cCouncil of Four\u201d approach… logic, research, creativity, and orchestration\u2014feels like a built-in peer review layer. <\/p>\n<\/p>\n<p><strong>Key highlights<\/strong>:<\/p>\n<ul>\n<li>\n<p>Reduced hallucinations and error rates<\/p>\n<\/li>\n<li>\n<p>Stronger instruction following<\/p>\n<\/li>\n<li>\n<p>Better reasoning for math, coding, and research<\/p>\n<\/li>\n<li>\n<p>High-quality LaTeX + improved image handling<\/p>\n<\/li>\n<li>\n<p>Rapid weekly learning updates<\/p>\n<\/li>\n<\/ul>\n<p>This seems especially valuable for developers, researchers, and power users who need reliable, self-verifying outputs, not just \u201cvibe-based\u201d answers.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How’s the Council of Four handling real-world edge cases like conflicting real-time data from X; does Harper’s research agent ever override the others, and what’s a quick example you’ve seen in beta testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>every grok update i see i\u2019m like ok but what\u2019s the actual win here \ud83d\ude05 speed? reasoning?<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>“An order of magnitude faster” while running four agents in parallel is a bold claim. Four models cross-checking and debating in real-time should be slower by default \u2014 more compute, more coordination overhead. How is that actually working? Are the agents running on stripped-down versions, or is there something architectural happening that genuinely offsets the latency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \u201ccouncil instead of a single model\u201d framing is interesting because it turns internal disagreement into part of the product rather than something hidden.<\/p>\n<p>That could be genuinely useful if the debate surfaces better reasoning instead of just more text.<br \/>The real question is how to be sure the extra agents improve answer quality rather than just create the appearance of rigor<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MPF6VDZ53WLVTZ\" class=\"app-title\">Flowith Canvas<\/a><\/p>\n<div class=\"one-liner\">A new way to interact with AI beyond traditional chats<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flowith Canvas \u662f\u4e00\u6b3e\u5c06\u89c6\u89c9\u5316\u6784\u601d\u3001\u667a\u80fd\u4f53\u4efb\u52a1\u6267\u884c\u4e0e\u77e5\u8bc6\u5e93\u7ba1\u7406\u878d\u4e3a\u4e00\u4f53\u7684AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u65e0\u9650\u753b\u5e03\u548c\u81ea\u4e3b\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u5728\u521b\u610f\u3001\u7814\u7a76\u548c\u6267\u884c\u4e2d\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u9677\u5165\u7ebf\u6027\u5bf9\u8bdd\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/259082fd-25ab-46a9-9dee-a769005a7b40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d24630b0-eb38-4edb-a5c8-ec88470b0d12.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99e86da6-8d20-42f0-bfae-e232d31a0722.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bff0fb5c-5ad8-4b9d-9ea4-0477d53a7aad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cc3031a-425e-4116-b924-9e0551fd2e7e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39e25d60-38f7-4135-98ff-92ef2b94b023.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cec01e54-1b2c-4a8b-a9fb-b773055feb5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/480481db-98d9-4bbd-a82c-2d195324ac0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30010e1b-0133-4670-a743-a57c3bcc7697.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f98defe1-5c77-4331-9931-128b0ab7d7f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/317564ad-5798-4e9c-9159-bd7d8f4951d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd652826-1bf7-4df3-bc20-8a494e3a7762.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/796ef2dc-7823-42d6-b921-dbc7455f1b26.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\/ef2f5820-a05b-45a7-8228-556c61b17555.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=JauqHr6KnzU\"><source src=\"https:\/\/www.youtube.com\/watch?v=JauqHr6KnzU\" 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\">Task Management<\/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\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u9650\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\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\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u4e00\u4f53\u5316\u8bbe\u8ba1\u7406\u5ff5\u4e0e\u54c1\u724c\u53d9\u4e8b\uff1b\u5bf9\u201c\u77e5\u8bc6\u82b1\u56ed\u201d\u5982\u4f55\u6784\u5efa\u4e0a\u4e0b\u6587\uff08\u81ea\u52a8\u5b66\u4e60 vs. \u624b\u52a8\u7b56\u5c55\uff09\u63d0\u51fa\u5177\u4f53\u7591\u95ee\uff0c\u5173\u4e4e\u4fe1\u4efb\u5ea6\uff1b\u6709\u7528\u6237\u597d\u5947\u5176\u5ba3\u4f20\u89c6\u9891\u662f\u5426\u7531\u4ea7\u54c1\u81ea\u8eab\u5236\u4f5c\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 Flowith Canvas \u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u804a\u5929\u754c\u9762\u201d\u3002\u5b83\u8bd5\u56fe\u4ece\u6839\u672c\u4e0a\u89e3\u6784\u5f53\u524d\u4e3b\u6d41AI\u4ea4\u4e92\u7684\u8303\u5f0f\u2014\u2014\u7528\u65e0\u9650\u753b\u5e03\u53d6\u4ee3\u7ebf\u6027\u804a\u5929\uff0c\u7528\u81ea\u4e3b\u667a\u80fd\u4f53\u53d6\u4ee3\u6307\u4ee4\u5f0f\u526f\u9a7e\uff0c\u7528\u52a8\u6001\u751f\u957f\u7684\u77e5\u8bc6\u5e93\u53d6\u4ee3\u9759\u6001\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u3002\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53AI\u5de5\u4f5c\u7a7a\u95f4\u201d\u5b9a\u4f4d\uff0c\u76f4\u6307\u5f53\u524dAI\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u529f\u80fd\u788e\u7247\u5316\u4e0e\u5de5\u4f5c\u6d41\u65ad\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u5176\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u95ed\u73af\u667a\u80fd\u201d\u3002\u753b\u5e03\u8d1f\u8d23\u53d1\u6563\u4e0e\u8fde\u63a5\uff0c\u667a\u80fd\u4f53\u8d1f\u8d23\u6536\u655b\u4e0e\u6267\u884c\uff0c\u77e5\u8bc6\u5e93\u5219\u5728\u5e95\u5c42\u63d0\u4f9b\u6301\u7eed\u4f18\u5316\u7684\u71c3\u6599\u3002\u8fd9\u7406\u8bba\u4e0a\u80fd\u663e\u8457\u964d\u4f4e\u590d\u6742\u3001\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\u7684\u8ba4\u77e5\u8d1f\u8377\u4e0e\u7ba1\u7406\u6210\u672c\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u77e5\u8bc6\u82b1\u56ed\u201d\u7684\u667a\u80fd\u5316\u63cf\u8ff0\u7565\u663e\u6a21\u7cca\uff0c\u5176\u201c\u8ba9\u4e0a\u4e0b\u6587\u66f4\u806a\u660e\u201d\u7684\u673a\u5236\u662f\u9ed1\u7bb1\uff0c\u8fd9\u5f15\u53d1\u4e86\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4fe1\u4efb\u4e0e\u53ef\u63a7\u6027\u7684\u5408\u7406\u62c5\u5fe7\u2014\u2014\u5bf9\u4e8e\u4e25\u8083\u7684\u77e5\u8bc6\u5de5\u4f5c\uff0c\u88ab\u52a8\u6444\u5165\u4fe1\u606f\u7684\u566a\u97f3\u4e0e\u504f\u89c1\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\u3002\u5176\u6b21\uff0c\u5c06\u9ad8\u5ea6\u81ea\u4e3b\u7684\u201c\u667a\u80fd\u4f53\u201d\u4e0e\u5f00\u653e\u7684\u201c\u753b\u5e03\u201d\u7ed3\u5408\uff0c\u53ef\u80fd\u5e26\u6765\u754c\u9762\u4e0e\u5fc3\u667a\u6a21\u578b\u7684\u590d\u6742\u6027\uff0c\u7528\u6237\u53ef\u80fd\u9700\u8981\u65f6\u95f4\u5b66\u4e60\u5982\u4f55\u201c\u9a7e\u9a76\u201d\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u547d\u4ee4\u201dAI\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cFlowith \u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u5373\u4eba\u7c7b\u4e0eAI\u7684\u534f\u4f5c\u6a21\u5f0f\u5c06\u4ece\u201c\u95ee\u7b54\u5f0f\u201d\u8f6c\u5411\u201c\u5171\u6816\u5f0f\u201d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u5145\u5f53\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u56de\u7b54\u5f15\u64ce\uff0c\u800c\u662f\u60f3\u6210\u4e3a\u6574\u4e2a\u601d\u8003\u4e0e\u521b\u9020\u8fc7\u7a0b\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u63d0\u4f9b\u5f3a\u5927\u81ea\u52a8\u5316\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u7528\u6237\u5bf9\u8fc7\u7a0b\u7684\u5145\u5206\u611f\u77e5\u4e0e\u63a7\u5236\uff0c\u5e76\u771f\u6b63\u8bc1\u660e\u5176\u4e00\u4f53\u5316\u6d41\u7a0b\u7684\u6548\u7387\u589e\u76ca\u80fd\u8d85\u8d8a\u90a3\u4e9b\u5df2\u88ab\u7528\u6237\u719f\u7ec3\u4f7f\u7528\u7684\u3001\u79bb\u6563\u7684\u6700\u4f73\u5de5\u5177\u7ec4\u5408\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\">Flowith Canvas<\/span>\n <\/div>\n<div class=\"comment-content\">Flowith is an agentic AI workspace where you think, create, and execute in one flow. Canvas for visual ideation, Agent Neo for unlimited task execution, and a Knowledge Garden that makes your context smarter over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Flowith is an agentic AI workspace that connects your thinking, knowledge, and execution, all in one place.<\/p>\n<p><strong>The Problem<\/strong>: Most AI tools trap you in linear chat, forcing you to context-switch between ideation, research, and creation.<\/p>\n<p><strong>The Solution<\/strong>: Flowith brings everything onto an infinite canvas where you and AI work together without limits.<\/p>\n<p><strong>What’s inside<\/strong>:<\/p>\n<ul>\n<li>\n<p>\ud83c\udfa8 Canvas \u2014 visualize and explore ideas freely with AI in a 2D workspace<\/p>\n<\/li>\n<li>\n<p>\ud83e\udd16 Agent Neo \u2014 non-stop, million-context agent that executes complex tasks without limits<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 Knowledge Garden \u2014 unified context system that connects and retrieves your knowledge automatically<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcbb FlowithOS \u2014 AI agent OS built for self-improvement, memory, and speed<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd17 Real-time collaboration \u2014 share flows, comment, and co-create with teammates<\/p>\n<\/li>\n<\/ul>\n<p>Different because it’s not a chatbot or a copilot, it’s a full agentic workspace. Canvas replaces linear chat. Knowledge Garden replaces manual context. Agent Neo replaces manual execution. One million creators already use it.<\/p>\n<\/p>\n<p>Perfect for researchers, writers, product teams, and anyone doing complex, multi-step creative or knowledge work.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Knowledge Garden piece is the most interesting thing here. “Makes your context smarter over time” \u2014 how does it actually build that context? Is it ingesting your previous sessions automatically, or do you manually curate what goes in? The difference between passive learning and active curation is huge for how much you’d actually trust it on important work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, such good branding and story telling, I just upvoted for the UX on this and the how well the video tells the story, was your branding video created with flowith?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TC27G7QXMBPIZV\" class=\"app-title\">DemoVeil<\/a><\/p>\n<div class=\"one-liner\">Prepare your Mac screen for calls, demos, and captures<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u6ce8\u4e8emacOS\u7684\u83dc\u5355\u680f\u5de5\u5177\uff0c\u901a\u8fc7\u9884\u8bbe\u6a21\u5f0f\u5feb\u901f\u9690\u85cf\u684c\u9762\u6742\u4e71\u548c\u5e94\u7528\u7a97\u53e3\uff0c\u5728\u89c6\u9891\u4f1a\u8bae\u3001\u6f14\u793a\u548c\u5f55\u5c4f\u524d\u4e3a\u7528\u6237\u63d0\u4f9b\u6e05\u723d\u7684\u5c4f\u5e55\u754c\u9762\uff0c\u89e3\u51b3\u4e34\u573a\u624b\u5fd9\u811a\u4e71\u6574\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6f14606-6c67-42f9-8982-a1d7a847433f.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\/98e363d9-6c28-4fb7-ab97-6814420673f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c482955f-c881-4e4e-9f27-fad0f7494531.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abddd7fb-7db9-4caa-be8d-5751f92ae3d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b67e819-567c-4cf1-8660-bc0d646e3229.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5f55\u5c4f\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u201c\u6700\u540e\u4e00\u523b\u6e05\u7406\u5c4f\u5e55\u201d\u75db\u70b9\u7684\u7cbe\u51c6\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u9884\u8bbe\u573a\u666f\u6e05\u6670\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u6536\u96c6\u53cd\u9988\u3002\u5f53\u524d\u7248\u672c\u5b58\u5728Finder\u7a97\u53e3\u65e0\u6cd5\u81ea\u52a8\u9690\u85cf\u3001Dock\u9879\u76ee\u53ef\u80fd\u53ef\u89c1\u7b49\u6280\u672f\u5c40\u9650\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 DemoVeil\u7684\u672c\u8d28\uff0c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u4e00\u79cd\u666e\u904d\u5b58\u5728\u7684\u201c\u6570\u5b57\u4eea\u5bb9\u201d\u7126\u8651\u8fdb\u884c\u573a\u666f\u5316\u5c01\u88c5\u3002\u5b83\u5c06\u7528\u6237\u5728\u4e0d\u540c\u793e\u4ea4\u6280\u672f\u573a\u5408\uff08\u5982\u4f1a\u8bae\u3001\u6f14\u793a\uff09\u524d\uff0c\u624b\u52a8\u6574\u7406\u6570\u5b57\u684c\u9762\u7684\u7e41\u7410\u64cd\u4f5c\uff0c\u62bd\u8c61\u4e3a\u201cCall\u201d\u3001\u201cPresent\u201d\u3001\u201cCapture\u201d\u4e09\u4e2a\u4e00\u952e\u5f0f\u9884\u8bbe\u3002\u8fd9\u79cd\u505a\u6cd5\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u8ba4\u77e5\u5378\u8f7d\u201d\u2014\u2014\u7528\u6237\u65e0\u9700\u518d\u601d\u8003\u8be5\u9690\u85cf\u4ec0\u4e48\uff0c\u53ea\u9700\u9009\u62e9\u573a\u666f\uff0c\u5c06\u51b3\u7b56\u6743\u8ba9\u6e21\u7ed9\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5c40\u9650\u6027\uff08\u5982\u65e0\u6cd5\u81ea\u52a8\u9690\u85cfFinder\u7a97\u53e3\uff09\u6070\u6070\u66b4\u9732\u4e86\u8fd9\u7c7b\u5de5\u5177\u5728macOS\u7cfb\u7edf\u6743\u9650\u4e0e\u7528\u6237\u4f53\u9a8c\u4e4b\u95f4\u9762\u4e34\u7684\u5178\u578b\u56f0\u5883\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u521b\u53ef\u8d34\u201d\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u7f13\u89e3\u4e86\u8868\u9762\u75c7\u72b6\uff0c\u4f46\u672a\u6839\u6cbb\u201c\u6570\u5b57\u6742\u4e71\u201d\u7684\u75c5\u6839\u3002\u4ea7\u54c1\u7684\u957f\u8fdc\u6311\u6218\u5728\u4e8e\uff1a\u662f\u6301\u7eed\u6df1\u8015\uff0c\u901a\u8fc7\u66f4\u5e95\u5c42\u7684\u6280\u672f\u624b\u6bb5\u5b9e\u73b0\u771f\u6b63\u5f7b\u5e95\u7684\u201c\u9690\u5f62\u201d\uff0c\u8fd8\u662f\u62d3\u5c55\u8fb9\u754c\uff0c\u96c6\u6210\u865a\u62df\u80cc\u666f\u3001\u6a21\u7cca\u7b49\u66f4\u4e30\u5bcc\u7684\u89c6\u89c9\u7ba1\u7406\u529f\u80fd\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u5b83\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u771f\u5b9e\u7684\u9700\u6c42\u7f1d\u9699\uff0c\u907f\u5f00\u4e86\u4e0eOBS\u7b49\u91cd\u578b\u5f55\u64ad\u8f6f\u4ef6\u6216\u865a\u62df\u684c\u9762\u7cfb\u7edf\u7684\u76f4\u63a5\u7ade\u4e89\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u201d\u4e0e\u201c\u591f\u7528\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u5feb\u901f\u8fed\u4ee3\uff0c\u89e3\u51b3\u9996\u6279\u7528\u6237\u53cd\u9988\u7684\u6838\u5fc3\u6280\u672f\u77ed\u677f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4ec5\u4ec5\u662f\u4e00\u4e2a\u201c\u5c1d\u9c9c\u5373\u5f03\u201d\u7684\u5c0f\u5de5\u5177\uff0c\u96be\u4ee5\u5f62\u6210\u6301\u4e45\u7684\u7528\u6237\u7c98\u6027\u3002\u5f00\u53d1\u8005\u7684\u65e9\u671f\u53d1\u5e03\u4e0e\u79ef\u6781\u4e92\u52a8\u7b56\u7565\u662f\u6b63\u786e\u7684\uff0c\u4e0b\u4e00\u6b65\u9700\u5c06\u53cd\u9988\u8f6c\u5316\u4e3a\u5bf9\u6838\u5fc3\u529f\u80fd\u53ef\u9760\u6027\u7684\u5b9e\u8d28\u6027\u63d0\u5347\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\">DemoVeil<\/span>\n <\/div>\n<div class=\"comment-content\">DemoVeil is a focused macOS menu bar utility that helps you prepare your screen fast before calls, live demos, screenshots, and recordings. It includes 3 presets: \u2022 Call \u2022 Present \u2022 Capture You can quickly hide desktop clutter, hide selected apps, and show a neutral clean screen depending on the situation. Current limitations: Finder windows are not hidden automatically, and some Dock items can remain visible.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cheers 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\/@emma_watson21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emma_watson21<\/a> <\/p>\n<p>Thank you Emma, I really appreciate it \ud83d\ude4c<\/p>\n<p>It means a lot \u2014 especially on the first launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Perfect timing \u2014 I’m prepping my own Mac app for a PH launch on April 14th and screen cleanup is always the last thing I remember. Downloading this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyberseeds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyberseeds<\/a> <\/p>\n<p>Thank you \u2014 that\u2019s exactly the kind of moment I built DemoVeil for.<\/p>\n<p>The goal was to make screen cleanup something you can do in seconds instead of remembering it at the last minute before a launch, demo, or recording.<\/p>\n<p>If you try it for your April 14 Product Hunt launch, I\u2019d really love to hear what feels useful and what still feels missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 always struggle with a messy desktop every time i record a demo video for my app. \ud83d\ude05 It takes so much time to hide everything manually! I think the ‘Capture’ preset will be a real lifesver for me. the positioning is 100% clear. thanks for building this, exactly what I needed!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@linapok <\/p>\n<p>Thank you Lina \u2014 this is exactly the kind of use case I built DemoVeil for.<\/p>\n<p>I wanted the Capture preset to remove that repetitive pre-recording cleanup and make demo recording much faster.<\/p>\n<p>Really glad the positioning feels clear to you. If you try it, I\u2019d love to hear what feels most useful and what still feels missing.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone \u2014 I made DemoVeil because I wanted a very simple way to prepare my Mac screen before calls, demos, screenshots, and recordings.<\/p>\n<p>A lot of tools try to do too much. I wanted something faster and more focused: open from the menu bar, choose a preset, adjust a couple of toggles, and clean up the screen in seconds.<\/p>\n<p>DemoVeil currently focuses on three use cases:<br \/>\n\u2022 Call<br \/>\n\u2022 Present<br \/>\n\u2022 Capture<\/p>\n<p>It is intentionally simple in v1, and I\u2019m launching it early to learn what people actually need most.<\/p>\n<p>Known limitations in the current version:<br \/>\n\u2022 Finder windows are not hidden automatically<br \/>\n\u2022 Minimized Dock items remain visible<br \/>\n\u2022 Some hidden apps may still require one Dock click after Restore<\/p>\n<p>I\u2019d love feedback on two things:<br \/>\n1. Is the positioning clear?<br \/>\n2. Which preset is the most useful to you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/3FNNWWGKS3US7S\" class=\"app-title\">Atomic<\/a><\/p>\n<div class=\"one-liner\">Turn scattered notes into a connected knowledge graph<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u81ea\u6258\u7ba1\u3001AI\u539f\u751f\u7684\u77e5\u8bc6\u5e93\u5e94\u7528\uff0c\u901a\u8fc7\u8bed\u4e49\u56fe\u8c31\u8fde\u63a5\u96f6\u6563\u7b14\u8bb0\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u5e26\u5f15\u7528\u7684\u7ef4\u57fa\u6587\u7ae0\uff0c\u89e3\u51b3\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u4fe1\u606f\u788e\u7247\u5316\u3001\u96be\u4ee5\u5173\u8054\u548c\u68c0\u7d22\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feaa8280-ebba-4f73-8519-b5c2d44e40e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05d0b185-72e0-464c-a160-43985b986f09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3dd7a13-70d3-4598-9c0a-152954fb53b1.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\/12be53f4-1252-4b57-a3b2-538c1ddbe2f7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=KIxp2M0Xes4\"><source src=\"https:\/\/www.youtube.com\/watch?v=KIxp2M0Xes4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6458\u8981<\/span><br \/>\n <span class=\"tag\">Rust\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u672c\u5730\u4f18\u5148\u3001\u9690\u79c1\u4fdd\u62a4\u53ca\u5f00\u6e90\u6a21\u5f0f\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4ea7\u54c1\u5b9a\u4f4d\uff08\u77e5\u8bc6OS vs. \u7b14\u8bb0\u5de5\u5177\uff09\u3001\u4e0eAI\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\u7684\u201c\u957f\u65f6\u8bb0\u5fc6\u5c42\u201d\u613f\u666f\u3001\u7ef4\u57fa\u5408\u6210\u529f\u80fd\u7684\u5b9e\u9645\u6548\u679c\u3001\u6d77\u91cf\u6570\u636e\u4e0b\u7684\u6027\u80fd\u8868\u73b0\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u6210\u4e3a\u201c\u667a\u80fd\u5783\u573e\u62bd\u5c49\u201d\u3002\u540c\u65f6\u671f\u5f85\u96c6\u6210\u66f4\u591a\u6570\u636e\u6e90\uff08\u5982Slack\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Atomic\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2a\u7b14\u8bb0\u5de5\u5177\uff0c\u800c\u662f\u6784\u5efa\u4e00\u4e2a\u201c\u4eba\u673a\u534f\u540c\u7684\u77e5\u8bc6\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u77e5\u8bc6\u7ed3\u6784\u5c42\uff0c\u800c\u975e\u4f5c\u4e3a\u5916\u6302\u529f\u80fd\u3002\u901a\u8fc7\u5185\u7f6eMCP\u670d\u52a1\u5668\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u4eba\u7c7b\u4e0eAI\u667a\u80fd\u4f53\u5171\u4eab\u7684\u201c\u957f\u65f6\u8bb0\u5fc6\u5c42\u201d\uff0c\u8ba9AI\u7684\u4e34\u65f6\u6027\u4ea7\u51fa\u5f97\u4ee5\u6c89\u6dc0\u548c\u5173\u8054\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u5e94\u7528\u4fe1\u606f\u6d41\u201c\u7528\u8fc7\u5373\u5f03\u201d\u7684\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5c16\u9510\u3002\u4e00\u65b9\u9762\uff0c\u201c\u7ef4\u57fa\u81ea\u52a8\u5408\u6210\u201d\u529f\u80fd\u9887\u5177\u98a0\u8986\u6027\uff0c\u5b83\u8bd5\u56fe\u8ba9\u77e5\u8bc6\u4ece\u9759\u6001\u5f52\u6863\u8d70\u5411\u52a8\u6001\u751f\u957f\uff0c\u4f46AI\u751f\u6210\u7684\u201c\u7efc\u8ff0\u201d\u5728\u590d\u6742\u4e13\u4e1a\u9886\u57df\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u5b58\u7591\uff0c\u53ef\u80fd\u6d41\u4e8e\u8868\u9762\u5173\u8054\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5176\u201c\u77e5\u8bc6OS\u201d\u7684\u5b9a\u4f4d\u610f\u5473\u7740\u5b83\u5fc5\u987b\u5904\u7406\u597d\u4fe1\u606f\u8fc7\u8f7d\u95ee\u9898\u3002\u6b63\u5982\u7528\u6237\u7280\u5229\u6307\u51fa\u7684\uff0c\u5f53\u4eba\u7c7b\u7b14\u8bb0\u3001RSS\u8ba2\u9605\u3001AI\u4ee3\u7406\u8f93\u51fa\u5168\u90e8\u6d8c\u5165\u65f6\uff0c\u4ea7\u54c1\u662f\u4fdd\u6301\u201c\u53ef\u7528\u201d\u8fd8\u662f\u6ca6\u4e3a\u201c\u667a\u80fd\u5783\u573e\u62bd\u5c49\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u4fe1\u606f\u8fc7\u6ee4\u3001\u4f18\u5148\u7ea7\u6392\u5e8f\u548c\u77e5\u8bc6\u8870\u51cf\u673a\u5236\u7684\u667a\u80fd\u5316\u7a0b\u5ea6\uff0c\u8fd9\u8fdc\u975e\u4e00\u4e2a\u8bed\u4e49\u56fe\u8c31\u754c\u9762\u6240\u80fd\u89e3\u51b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u9009\u578b\uff08Rust + SQLite\u5355\u6587\u4ef6\uff09\u662f\u53cc\u5203\u5251\uff0c\u5728\u5f70\u663e\u6781\u5ba2\u7cbe\u795e\u3001\u786e\u4fdd\u9690\u79c1\u4e0e\u4fbf\u643a\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u666e\u901a\u7528\u6237\u6321\u5728\u81ea\u6258\u7ba1\u7684\u9ad8\u5899\u4e4b\u5916\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u5ba2\u73a9\u5177\u201d\u4e0e\u201c\u666e\u9002\u5de5\u5177\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5e76\u8bc1\u660e\u5176\u81ea\u52a8\u5173\u8054\u4e0e\u5408\u6210\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u80fd\u771f\u6b63\u4ea7\u751f\u8d85\u8d8a\u4f20\u7edf\u6587\u4ef6\u5939\u7ba1\u7406\u7684\u8ba4\u77e5\u6536\u76ca\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\">Atomic<\/span>\n <\/div>\n<div class=\"comment-content\">Atomic is a self-hosted, AI-native knowledge base. Write notes, get a semantic graph. Ask questions, get cited answers from your own content. Auto-generates wiki articles as your knowledge grows. MCP server built-in for Claude\/Cursor. Local-first. Open source. Everything you know, connected.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coolest launch of the day fs! Btw do you see atomic as a note taking tool, a personal knowledge OS or something closer to a local-first AI assistant? Also are you using this yourself, if so is it creating an impact in your daily tasks??<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> <\/p>\n<\/p>\n<p>Thanks! and great question \u2014 it’s closer to a knowledge OS the way I use it.<\/p>\n<\/p>\n<p>I have RSS feeds (such as Hacker News front page) piped directly into Atomic, so interesting articles get ingested and tagged automatically as they come in. And via MCP, my AI agents can read and write to the KB mid-task, so research they do during a session gets persisted and searchable later.<\/p>\n<\/p>\n<p>The mental model I’ve landed on: it’s the long-term memory layer for both me and my agents. Notes, feeds, and agent outputs all flow in; semantic search and wiki synthesis make it queryable.<\/p>\n<\/p>\n<p>Still early but that loop \u2014 ingest \u2192 tag \u2192 synthesize \u2192 query \u2014 is where it gets powerful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Ken, the maker of Atomic \ud83d\udc4b<\/p>\n<p>I built this because every note-taking tool I tried either buried my ideas in folders or gave me AI features that felt bolted on. I wanted something where the AI was baked into the structure itself, not a chatbot sitting on top of my notes.<\/p>\n<p>The feature I’m most proud of is wiki synthesis: Atomic reads all your atoms under a tag and generates a cited wiki article. Every claim links back to the source note. It’s like having your own research assistant.<\/p>\n<p>A few fun facts about Atomic:<br \/>\n– It’s built in Rust + SQLite \u2014 the whole thing, including vector embeddings, lives in a single file<br \/>\n– There’s a built-in MCP server so Claude, Cursor, and other AI tools can query and write to your KB directly<br \/>\n– It runs fully local with Ollama or any other OpenAI-compatible provider (LM Studio, LiteLLM, etc) No data leaves your machine<\/p>\n<p>Still early days but the core loop is solid. Happy to answer anything \u2014 architecture questions, roadmap, weird use cases, all fair game. \ud83d\ude4f<\/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\/@kenforthewin92\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kenforthewin92<\/a> This gets more interesting once agents start writing into the same place as humans. A lot of tools look good while the knowledge base is still clean. Then feeds pile in, agent notes pile in, and the real problem becomes whether the thing stays usable or turns into a smart junk drawer. How are you thinking about that part?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 went self-hosted AND local-first. so many knowledge tools force you into their cloud. the auto-generated wiki articles sound interesting – does it actually synthesize new content from your notes or just organize existing stuff? could see this being huge for technical documentation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 MCP server integration caught my eye immediately – we’ve been building MCP servers for our open source projects and it’s such a game changer for Claude workflows. curious how you handle the semantic graph generation? are you using embeddings for the connections or something more sophisticated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-first + no data leaves your machine angle is underrated. We’re building an AI that reads Google Drive files to organize them, and “who sees my content?” is the first question every user asks. Having the model run locally removes that friction entirely. Curious, does Atomic work well with existing large note collections, or is it better started fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sophiafyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophiafyi<\/a> <\/p>\n<\/p>\n<p>For sure – privacy anxiety is real friction and local-first resonates, especially with technically-minded folk.<\/p>\n<\/p>\n<p>To your question: Atomic is built for existing collections as well as starting a KB from scratch. The ingestion pipeline is batch-optimized, so dropping in a large library is fast even at scale. A few ways to get existing notes in:<\/p>\n<\/p>\n<p>– Folder of markdown files – point it at your vault and it imports in bulk<\/p>\n<p>– RSS feeds – ongoing ingestion, auto-tagged as items come in<\/p>\n<p>– REST API – if you have a custom pipeline or want to push from other tools, it’s fully pluggable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 wiki synthesis feature is the killer differentiator here imo. Every note tool I’ve used just gives you a folder of disconnected stuff. Having AI that actually reads across your notes and generates cited articles from them is something I haven’t seen before.<\/p>\n<pre><code>Built in Rust + SQLite in a single file is also really smart for local-first. No Docker, no Postgres, just works. How big can the graph get before performance starts degrading? Asking because my notes tend to spiral into thousands of entries pretty fast lol.<\/code><\/pre>\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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <\/p>\n<\/p>\n<p>Totally agree on wiki synthesis, that’s the feature that made everything click for me too. The “folder of disconnected stuff” problem is exactly what I was trying to solve.<\/p>\n<\/p>\n<p>On performance: the graph uses Sigma.js under the hood, which renders via WebGL \u2014 so it’s GPU-accelerated and can handle 100k+ nodes without breaking a sweat. I regularly stress test by ingesting thousands of Wikipedia articles in batch, and the graph stays snappy.<\/p>\n<\/p>\n<p>The SQLite + Rust combo does a lot of heavy lifting on the backend side too \u2014 vector search, full-text search, and graph queries all running against a single file with no external dependencies. For your use case (spiraling thousands of notes) it should be very much in its comfort zone.<\/p>\n<\/p>\n<p>Basically: throw everything at it. That’s kind of the point. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one <a href=\"https:\/\/www.producthunt.com\/@kenforthewin92\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kenforthewin92\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kenforthewin92<\/a> , couldn’t resonate with the problem more. Though I’d love my Slack knowledge to be ingested as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Really love the focus on local-first and keeping everything in a single SQLite\/Rust file. How does the performance hold up once the knowledge graph gets significantly large (e.g., thousands of atoms\/notes)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VXR4WSIYEGN4FQ\" class=\"app-title\">Cushion<\/a><\/p>\n<div class=\"one-liner\">Opensource AI note taking app <\/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>\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u96c6\u6210AI\u804a\u5929\u7684\u5f00\u6e90Markdown\u7b14\u8bb0\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728Obsidian\uff08\u7f16\u8f91\u4f53\u9a8c\u4f73\u4f46\u65e0\u539f\u751fAI\uff09\u548cCursor\uff08AI\u5f3a\u5927\u4f46\u975e\u5199\u4f5c\u5de5\u5177\uff09\u4e4b\u95f4\u9891\u7e41\u5207\u6362\u7684\u75db\u70b9\uff0c\u4e3a\u9700\u8981\u6df1\u5ea6\u5199\u4f5c\u4e0eAI\u8f85\u52a9\u601d\u8003\u7684\u7528\u6237\u63d0\u4f9b\u4e00\u4f53\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f7b237f-5004-40e2-803c-f91488741784.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/037f154d-fe12-458d-9373-2f6d2325337f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57770370-271c-4720-8522-cbfc56b9b328.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e10f37cf-b254-4a85-b2ad-42c30a189c87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40ea3cc3-228a-435b-81e3-95846f98b766.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\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u7b14\u8bb0\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">Markdown\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210AI\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\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\u666e\u904d\u8ba4\u540cObsidian\u4e0eCursor\u95f4\u7684\u4f7f\u7528\u5272\u88c2\u611f\u662f\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u4ea7\u54c1\u662f\u5426\u5bf9\u975e\u6280\u672f\u5199\u4f5c\u8005\u53cb\u597d\uff1bAI\u804a\u5929\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u673a\u5236\uff08\u662f\u5426\u4ec5\u9650\u4e8e\u5f53\u524d\u6587\u4ef6\uff09\u662f\u5173\u6ce8\u7126\u70b9\uff0c\u5f00\u53d1\u8005\u56de\u590d\u79f0\u5176\u57fa\u4e8eOpencode\uff0c\u53ef\u8de8\u6587\u4ef6\u68c0\u7d22\uff0c\u5e76\u8ba1\u5212\u5b9e\u73b0\u7c7b\u4f3cObsidian\u7684\u7b14\u8bb0\u56fe\u8c31\u5173\u8054\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 Cushion\u7684\u51fa\u73b0\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u751f\u4ea7\u529b\u5de5\u5177\u5e02\u573a\u7684\u4e00\u4e2a\u9690\u79d8\u88c2\u7f1d\uff1a\u529f\u80fd\u4e13\u4e1a\u5316\u4e0e\u5de5\u4f5c\u6d41\u7edf\u4e00\u6027\u4e4b\u95f4\u7684\u77db\u76fe\u3002Obsidian\u4ee3\u8868\u4e86\u9ad8\u5ea6\u81ea\u7531\u3001\u63d2\u4ef6\u751f\u6001\u7e41\u8363\u4f46AI\u96c6\u6210\u751f\u786c\u7684\u77e5\u8bc6\u7ba1\u7406\u8303\u5f0f\uff1bCursor\u5219\u4ee3\u8868\u4e86AI\u6df1\u5ea6\u5d4c\u5165\u4f46\u573a\u666f\u5c40\u9650\uff08\u7f16\u7801\uff09\u7684\u8303\u5f0f\u3002\u7528\u6237\u88ab\u8feb\u5728\u4e24\u8005\u95f4\u201c\u8d70\u79c1\u201d\u5185\u5bb9\uff0c\u635f\u8017\u5fc3\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n Cushion\u7684\u201c\u4e3a\u81ea\u5df1\u800c\u5efa\u201d\u7684\u5f00\u6e90\u6545\u4e8b\u9887\u5177\u8ff7\u60d1\u6027\uff0c\u770b\u4f3c\u662f\u968f\u6027\u7f1d\u5408\u7684\u529f\u80fd\u5806\u780c\uff08\u8bed\u97f3\u8f6c\u5199\u3001\u7ed8\u56fe\u3001PDF\u3001NotebookLM\uff09\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5185\u6838\u5728\u4e8e\u8bd5\u56fe\u7528\u201c\u672c\u5730\u4f18\u5148\u201d\u67b6\u6784\u548c\u5f00\u6e90\u751f\u6001\uff0c\u91cd\u65b0\u5b9a\u4e49AI\u4e0e\u5199\u4f5c\u73af\u5883\u7684\u5173\u7cfb\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5c06AI\u4f5c\u4e3a\u4e00\u4e2a\u804a\u5929\u7a97\u53e3\u5d4c\u5165\uff0c\u800c\u662f\u901a\u8fc7MCP\u3001\u667a\u80fd\u4f53\u7b49\u8bbe\u8ba1\uff0c\u8ba9AI\u80fd\u4e3b\u52a8\u7406\u89e3\u5e76\u904d\u5386\u7528\u6237\u7684\u6574\u4e2a\u77e5\u8bc6\u56fe\u8c31\u3002\u8fd9\u6307\u5411\u4e86\u4e00\u4e2a\u66f4\u6df1\u523b\u7684\u672a\u6765\uff1aAI\u4e0d\u518d\u662f\u201c\u5e94\u7b54\u673a\u201d\uff0c\u800c\u662f\u9a7b\u7559\u5728\u672c\u5730\u7684\u3001\u5bf9\u7528\u6237\u79c1\u6709\u77e5\u8bc6\u5e93\u5177\u5907\u6df1\u5ea6\u611f\u77e5\u548c\u81ea\u4e3b\u64cd\u4f5c\u80fd\u529b\u7684\u201c\u6570\u5b57\u4f19\u4f34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u529f\u80fd\u52a0\u6cd5\u6613\uff0c\u4f53\u9a8c\u4e58\u6cd5\u96be\u3002\u4ece\u8bc4\u8bba\u4e2d\u7ade\u54c1\u5f00\u53d1\u8005\u7684\u53cd\u9988\u5373\u53ef\u89c1\uff0c\u53e6\u4e00\u79cd\u601d\u8def\u662f\u201c\u505a\u51cf\u6cd5\u201d\uff0c\u8ffd\u6c42\u6781\u81f4\u7684\u5fc3\u6d41\u3002Cushion\u7684\u8def\u5f84\u53ef\u80fd\u6ed1\u5411\u53e6\u4e00\u4e2a\u63d2\u4ef6\u5730\u72f1\u7684\u5f00\u7aef\u3002\u5176\u6b21\uff0c\u201c\u5f00\u6e90\u201d\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\u3002\u5b83\u5438\u5f15\u4e86\u5f00\u53d1\u8005\u7fa4\u4f53\uff0c\u4f46\u5982\u4f55\u8ba9\u201c\u975e\u6280\u672f\u5199\u4f5c\u8005\u201d\u65e0\u969c\u788d\u4f7f\u7528\uff0c\u5c06\u662f\u5176\u80fd\u5426\u7a81\u7834\u5c0f\u4f17\u5708\u5c42\u7684\u8bd5\u91d1\u77f3\u3002\u6700\u540e\uff0c\u5176AI\u80fd\u529b\u4e25\u91cd\u4f9d\u8d56\u96c6\u6210\u65b9\u6848\uff08\u5982Opencode\uff09\uff0c\u5728\u6027\u80fd\u3001\u6210\u672c\u63a7\u5236\u548c\u529f\u80fd\u72ec\u7279\u6027\u4e0a\u80fd\u5426\u6301\u7eed\u4f18\u5316\uff0c\u5b58\u6709\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCushion\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u662f\u5728\u5b9e\u9a8c\u4e00\u4e2a\u540eChatGPT\u65f6\u4ee3\u7684\u65b0\u5de5\u4f5c\u73af\u5883\u539f\u578b\uff1a\u4e00\u4e2a\u4ee5\u5199\u4f5c\u8005\u7684\u601d\u7ef4\u6d41\u4e3a\u4e2d\u5fc3\uff0cAI\u80fd\u529b\u5982\u6c34\u7535\u822c\u65e0\u7f1d\u704c\u6ce8\u3001\u4e14\u6570\u636e\u4e3b\u6743\u5b8c\u5168\u5f52\u5c5e\u4e8e\u4e2a\u4eba\u7684\u6570\u5b57\u5de5\u4f5c\u7ad9\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u68c0\u9a8c\u201c\u5f00\u6e90+AI+\u672c\u5730\u201d\u8fd9\u4e00\u6280\u672f\u7406\u60f3\u4e3b\u4e49\u7ec4\u5408\uff0c\u5728\u5b9e\u7528\u4e3b\u4e49\u6d88\u8d39\u5e02\u573a\u7684\u751f\u5b58\u7a7a\u95f4\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\">Cushion<\/span>\n <\/div>\n<div class=\"comment-content\">A local-first markdown workspace with integrated AI chat. Write, organize, and think. All in one place.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I liked Obsidian. I liked Cursor. But I kept switching between the two and never fully settled in either. Obsidian’s markdown editing felt great, but it had no AI chat that felt native to me, and honestly I spent way too much time finding the best theme and best plugins. Cursor, on the other hand, had the AI sidebar I wanted, but it’s a code editor and writing long-form text in it was exhausting.<br \/>\nI wanted one app that did both. And I didn’t want to pay for another subscription just to get AI in my notes.<br \/>\nSo I started building Cushion. Not as some grand plan, just to solve my own problem. When I needed dictation, I added local speech-to-text. When I wanted to chat with AI while writing, I integrated OpenCode (with MCP, skills, agents, the whole thing). Diagrams? Excalidraw. PDFs? Built a viewer. NotebookLM? Plugged it in. It kept growing from there.<br \/>\nIt was only for me at first. But at some point I figured, why not open source it. So here it is. Use it, fork it, break it apart, whatever you want. Would love feedback to keep growing Cushion !!<\/div>\n<div class=\"comment-actions\">\n<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\/@aleexc12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleexc12<\/a> This hits close to home. We have been building something pretty similar for a while now and the frustration you described, jumping between Obsidian for writing and Cursor for AI, is exactly what pushed us to start too. The difference in what we are building is that ours leans heavily into focus, less features, more intentional flow, the kind of environment where you actually finish what you started. But seeing Cushion come together this way, especially the way you just kept adding things as you personally needed them, is the most honest way to build. Congrats on open sourcing it. Would love to exchange notes sometime.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 ‘built it for myself first’ origin story is always the most honest. The Obsidian + Cursor gap is real. Does it work well for non-technical writers too, or is it still pretty dev-oriented?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is good, even i use both and have to jump between them.<\/p>\n<p>One question though: How does AI chat handle context, is it only for currently open file?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Heyy !! <\/p>\n<p>Context isn’t limited to the open file. It runs on opencode under the hood, so the agent can grep or read across your codebase as needed. For the open file specifically: the agent always knows which file you’re focused on, but only pulls its content if relevant. That way it keeps the context window lean.<br \/>We’re also planning to give the agent a tool to fetch backlinks for any markdown file, since LSP doesn’t work on .md. The idea is for the agent to traverse the link graph autonomously, finding and pulling in related notes as context on demand, similar to how Obsidian maps connections between 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() 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