{"id":67,"date":"2025-12-11T10:32:34","date_gmt":"2025-12-11T02:32:34","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/11\/2025-12-10\/"},"modified":"2025-12-11T10:32:34","modified_gmt":"2025-12-11T02:32:34","slug":"2025-12-10","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/11\/2025-12-10\/","title":{"rendered":"PH\u70ed\u699c | 2025-12-10"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-10<\/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 | 2025-12-10<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JARJDBQBPXJZB6\" class=\"app-title\">SnapTodo<\/a><\/p>\n<div class=\"one-liner\">A weekly planner that automatically schedules your todos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">452<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SnapTodo\u662f\u4e00\u6b3e\u878d\u5408\u5468\u89c6\u56fe\u3001\u5f85\u529e\u6e05\u5355\u4e0eAI\u81ea\u52a8\u6574\u7406\u529f\u80fd\u7684\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u901a\u8fc7\u89c6\u89c9\u5316\u89c4\u5212\u548c\u667a\u80fd\u8c03\u5ea6\uff0c\u89e3\u51b3\u4e2a\u4eba\u53ca\u8f7b\u534f\u4f5c\u573a\u666f\u4e0b\u4efb\u52a1\u89c4\u5212\u6df7\u4e71\u3001\u96be\u4ee5\u575a\u6301\u6267\u884c\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cb3a71c-44e6-443a-ad2e-7064dd8ed399.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c379cdf9-f5c8-44c4-89bf-2de57144273c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7dc7f13-0c8e-4f1b-8048-bb0bbb138010.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed407ba4-9f7b-4912-8011-b7d198eed0eb.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\/482b257b-9714-4797-916e-2235a3b3046c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/f0kGN2lGuiw\"><source src=\"https:\/\/youtu.be\/f0kGN2lGuiw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5316\u5468\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u8f7b\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u65e5\u7a0b\u6574\u7406<\/span><br \/>\n <span class=\"tag\">Google\u65e5\u5386\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u9884\u7ea6\u9875\u9762<\/span><br \/>\n <span class=\"tag\">\u5f85\u529e\u6e05\u5355<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\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\u8d5e\u8d4f\u5176\u7b80\u6d01\u6709\u8da3\u7684\u8bbe\u8ba1\u3001\u72ec\u7acb\u4ea7\u54c1\u6c14\u8d28\u53ca\u6838\u5fc3AI\u6982\u5ff5\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u5305\u62ec\uff1a\u5f3a\u70c8\u671f\u5f85\u79fb\u52a8\u7aef\uff08iOS\uff09\u5e94\u7528\uff1b\u8be2\u95eeAI\u667a\u80fd\u6574\u7406\u4e0e\u4f18\u5148\u7ea7\u903b\u8f91\u7684\u6df1\u5ea6\uff1b\u5e0c\u671b\u589e\u52a0\u989c\u8272\u4e3b\u9898\u81ea\u5b9a\u4e49\uff1b\u5efa\u8bae\u4e3a\u7e41\u5fd9\u65e5\u4f18\u5316\u5468\u89c6\u56fe\u5e03\u5c40\uff1b\u5173\u6ce8\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u4e0e\u5916\u90e8\u65e5\u5386\u51b2\u7a81\u5904\u7406\u903b\u8f91\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 SnapTodo\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u201cAI+\u751f\u4ea7\u529b\u201d\u73b0\u72b6\u7684\u7cbe\u51c6\u4fa7\u5199\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eNotion\u3001Asana\u7b49\u5de8\u5934\u7684\u6b63\u9762\u529f\u80fd\u5806\u780c\u7ade\u8d5b\uff0c\u8f6c\u800c\u6293\u4f4f\u4e86\u4e00\u4e2a\u7ec6\u5fae\u4f46\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u8ba1\u5212\u4e0e\u6267\u884c\u4e4b\u95f4\u90a3\u9053\u7531\u4eba\u7c7b\u60f0\u6027\u4e0e\u8ba4\u77e5\u8d1f\u8377\u6784\u6210\u7684\u9e3f\u6c9f\u3002\u5176\u5ba3\u79f0\u7684\u201cAI chaos\u201d\u5185\u6838\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7406\u89e3\u3001\u5f52\u7eb3\u548c\u7ed3\u6784\u5316\u6587\u672c\u65b9\u9762\u7684\u80fd\u529b\uff0c\u8f6c\u5316\u4e3a\u4e00\u79cd\u201c\u89c4\u5212\u526f\u9a7e\u9a76\u201d\uff0c\u65e8\u5728\u5c06\u7528\u6237\u96f6\u6563\u3001\u968f\u610f\u7684\u8f93\u5165\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u3001\u53ef\u89c6\u56fe\u5316\u7684\u65e5\u7a0b\u5757\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8003\u9a8c\u4e5f\u5728\u4e8e\u6b64\u3002\u4ece\u8bc4\u8bba\u4e2d\u53ef\u7aa5\u89c1\uff0c\u7528\u6237\u5bf9AI\u7684\u671f\u5f85\u5df2\u8d85\u8d8a\u201c\u82b1\u54e8\u7684\u91cd\u65b0\u6392\u5e8f\u201d\uff0c\u6df1\u5165\u5230\u51b2\u7a81\u89e3\u51b3\u3001\u8bed\u4e49\u7406\u89e3\uff08\u5982\u5904\u7406\u4e13\u4e1a\u7f29\u5199\uff09\u53ca\u771f\u6b63\u7684\u667a\u80fd\u4f18\u5148\u7ea7\u5224\u65ad\u3002\u76ee\u524d\u4ea7\u54c1\u7684\u56de\u7b54\u663e\u5f97\u8c28\u614e\u800c\u4fdd\u5b88\uff0c\u5f3a\u8c03\u201c\u5e2e\u52a9\u5927\u8111\u547c\u5438\u201d\u800c\u975e\u201c\u53d1\u53f7\u65bd\u4ee4\u201d\uff0c\u8fd9\u56fa\u7136\u662f\u907f\u514d\u8fc7\u5ea6\u627f\u8bfa\u7684\u52a1\u5b9e\u4e4b\u4e3e\uff0c\u4f46\u4e5f\u66b4\u9732\u51fa\u5176AI\u5904\u4e8e\u8f85\u52a9\u6027\u201c\u6574\u7406\u201d\u9636\u6bb5\uff0c\u800c\u975e\u6df1\u5ea6\u201c\u51b3\u7b56\u201d\u9636\u6bb5\u3002\u5b83\u7684\u4ef7\u503c\u5e76\u975e\u9769\u547d\u6027\u7684\u667a\u80fd\u7a81\u7834\uff0c\u800c\u662f\u5728\u4e8e\u5c06\u73b0\u6709AI\u80fd\u529b\u4ee5\u6781\u4f4e\u7684\u8ba4\u77e5\u95e8\u69db\u548c\u6781\u9ad8\u7684\u89c6\u89c9\u53cb\u597d\u5ea6\uff0c\u5d4c\u5165\u4e00\u4e2a\u6700\u7ecf\u5178\u7684\u751f\u4ea7\u529b\u573a\u666f\uff08\u5468\u8ba1\u5212\uff09\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u503c\u5f97\u73a9\u5473\u7684\u70b9\u662f\u5176\u201c\u8f7b\u534f\u4f5c\u201d\u5b9a\u4f4d\u3002\u5728\u96c6\u6210Google\u65e5\u5386\u5e76\u63d0\u4f9b\u5206\u4eab\u3001\u9884\u7ea6\u9875\u9762\u7684\u540c\u65f6\uff0c\u5b83\u523b\u610f\u4fdd\u6301\u4e86\u5de5\u5177\u7684\u201c\u4e2a\u4eba\u5316\u201d\u6c14\u8d28\u3002\u8fd9\u6216\u8bb8\u662f\u4e00\u6761\u5dee\u5f02\u5316\u7684\u751f\u5b58\u8def\u5f84\uff1a\u670d\u52a1\u4e8e\u5c0f\u56e2\u961f\u3001\u81ea\u7531\u804c\u4e1a\u8005\u6216\u670b\u53cb\u95f4\u7684\u975e\u6b63\u5f0f\u9879\u76ee\u534f\u540c\uff0c\u800c\u975e\u4f01\u4e1a\u7ea7\u590d\u6742\u5de5\u4f5c\u6d41\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u4fdd\u6301\u4e2a\u6027\u4e0e\u7b80\u6d01\u201d\u4e0e\u201c\u63d0\u4f9b\u8db3\u591f\u5b9e\u7528\u7684\u534f\u4f5c\u529f\u80fd\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u3002\u603b\u4f53\u800c\u8a00\uff0cSnapTodo\u662f\u4e00\u6b3e\u7406\u5ff5\u6e05\u6670\u3001\u6267\u884c\u5230\u4f4d\u7684\u201c\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\u201d\uff0c\u5b83\u7cbe\u51c6\u5730\u547d\u4e2d\u4e86\u4e00\u4e2a\u7ec6\u5206\u5e02\u573a\u7684\u60c5\u611f\u8bc9\u6c42\uff08\u559c\u7231\u72ec\u7acb\u3001\u6709\u6027\u683c\u7684\u5de5\u5177\uff09\u548c\u529f\u80fd\u75d2\u70b9\uff08\u89c6\u89c9\u5316\u3001\u51cf\u8d1f\u5f0f\u89c4\u5212\uff09\u3002\u4f46\u5176\u957f\u671f\u751f\u547d\u529b\uff0c\u5c06\u53d6\u51b3\u4e8eAI\u529f\u80fd\u4ece\u201c\u6709\u8da3\u6574\u7406\u201d\u5230\u201c\u53ef\u9760\u89c4\u5212\u201d\u7684\u8fdb\u5316\u6df1\u5ea6\uff0c\u4ee5\u53ca\u79fb\u52a8\u7aef\u4f53\u9a8c\u7684\u5b8c\u6574\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SnapTodo<\/span>\n <\/div>\n<div class=\"comment-content\">SnapTodo is what happens when a weekly calendar, a todo list, and a bit of AI chaos collide. Drag tasks around, throw things into Someday, and let AI tidy up whatever your brain didn\u2019t. You get friend-only sharing, a booking page that turns requests into tasks, and Google Calendar sync that (surprisingly) behaves. If you like visual planning, light collaboration, and indie-made tools with personality \u2014 hope you enjoy this one.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<br \/>\nSnapTodo started as a simple question: \u201cWhat if a todo app actually had AI built into the core, not bolted on the side?\u201d<br \/>\nSo I built this solo as a proof-of-concept \u2014 a weekly calendar + todo system where AI helps rewrite, sort, and clean up the mess we call planning.<\/p>\n<p>It\u2019s still small, still evolving, and very much an experiment\u2026 but I\u2019d love your thoughts.<br \/>\nDoes this direction make sense? What should AI do next?<br \/>\nAny feedback you share will shape where this goes. Thanks for checking it out! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bigmacfive I adore your logo and the app itself!! congrats on your launch!!<\/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\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a> So it can rewrite tasks for me\u2026 like making my chaotic notes sound sane? Genius.<\/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<p><a href=\"https:\/\/www.producthunt.com\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a> What is your conflict resolution logic when an ai scheduled block overlaps with a newly accepted external meeting that hasn’t been resynced yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have you considered launching for mobile app? like iOS, if I could carry it around in my pocket, that whould be absolutely perfect for me.<\/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\/@joeyzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeyzhang<\/a> Great question, Joey!<br \/>A mobile app is definitely on the roadmap \u2014 I totally agree that having SnapTodo in your pocket would make the whole flow even more useful. I\u2019m exploring the best way to bring the drag-and-drop weekly view and the AI features to iOS without losing the feel of the web app.<br \/>Would love to keep you updated as it gets closer!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>A friend was literally searching for something visual but simple for managing their week. this fits their style perfectly, so I\u2019m definitely sending it their way.<\/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\/@delaney_white1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@delaney_white1<\/a> Delaney, that means so much \u2014 thank you!<br \/>SnapTodo was really built for people who think visually but still want something lightweight, so hearing that it fits your friend\u2019s style is amazing.<br \/>Really appreciate you sharing it their 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>This UI is so clean but still fun! Can users customize colors\/themes? Would love to match it to my workspace aesthetic \ud83c\udf08<\/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\/@gabi_korablyova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabi_korablyova<\/a> Gabi, I <em>love<\/em> this comment \u2014 it made my day \ud83c\udf08<br \/>And yes, I\u2019m absolutely going to add theme customization. I want you to be able to match SnapTodo to whatever aesthetic your workspace has.<br \/>I\u2019m starting on the theme system right away, so you\u2019ll be able to tweak or add new color themes soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it just suggest reordering tasks, or it also help you prioritize?<\/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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> Great question, Siful!<br \/>It\u2019s less about suggesting fancy reordering and more about helping you <em>finish what\u2019s doable today<\/em> and <em>move the things you won\u2019t get to<\/em> into the right future spot.<br \/>So instead of telling you what to prioritize, it helps you split your workload in a realistic way \u2014 what gets done now vs. what should shift to another day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Ok this actually looks cool. I\u2019ve tried like 50 todo apps lol<\/p>\n<p>what makes your AI \u201ctidy up\u201d smarter than other tools? Is it just moving tasks or deeper logic?<\/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\/@mikhail_prasolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_prasolov<\/a> Thanks, Mikhail \u2014 trying 50+ todo apps is basically a badge of honor at this point \ud83d\ude02<br \/>About the AI: it\u2019s less about \u201cmoving tasks around\u201d and more about helping you <em>find, plan, and make sense of the stuff you throw in at random<\/em>.<br \/>It looks at what you wrote, pulls out meaning, suggests timing or grouping, and basically turns chaos into something workable.<br \/>The goal isn\u2019t to boss you around \u2014 just to help your brain breathe a little.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this indie vibe and the personality of the product.<br \/>Does the booking page auto-generate tasks with tags? That could be super helpful for campaigns.<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks so much, Kate \u2014 really glad the indie vibe comes through! \ud83d\ude4c<br \/>About the booking page: it does automatically generate tasks from incoming requests, but it <em>doesn\u2019t<\/em> support auto-tagging just yet. It\u2019s something I\u2019ve been thinking about though, especially for people running campaigns or structured workflows.<br \/>If you have a specific tagging flow in mind, I\u2019d love to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats!!! looks awesoooomee!!!<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you so much, Madalina! \ud83d\ude4c<br \/>Really appreciate the excitement \u2014 it means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looked pretty simple at first glance. AI makes the difference, though. It might be fun using it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oguz_dagli1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oguz_dagli1<\/a> Yep \u2014 the surface is intentionally simple, but the AI is what gives it that little spark. It steps in just enough to make planning feel easier (and honestly, a bit more fun).<br \/>Hope you enjoy playing around with 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>congratulations on the launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just a quick note: the personality of the app stands out in best way, though I wish the week view had a slightly bigger glance section for busy days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mahind_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahind_kumar<\/a> Thanks so much for the note, Mahind \u2014 really appreciate it!<br \/>And I hear you on the week view. For busy days, having a bigger glance section would definitely make things clearer.<br \/>I\u2019m already thinking about a layout option that gives more breathing room on heavy days without losing the simplicity of the weekly board.<br \/>Your feedback is spot on \u2014 thank you for calling it out!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘Cursor for To-do’ hook got me immediately. I practically live in Cursor these days so if the UX vibes match, I am sold.<\/p>\n<p>Quick question on the AI rewriting, does it handle custom shorthand or acronyms well? Most AI tools try to ‘correct’ my dev notes into normal English which drives me crazy. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the combo of Cursor’s smarts with calendar + todo management. The AI planning angle is what’s missing from most task apps.<\/p>\n<p>How does it handle team collaboration? Can you share task planning across teams? Also, does it integrate with existing calendars like Google Calendar?<\/p>\n<p>Very cool concept! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a> Thanks so much, Raju \u2014 really appreciate it! \ud83d\ude80<br \/>Yes, Google Calendar is already integrated, and I\u2019m planning to make that connection even smoother and more powerful.<br \/>For team collaboration, I\u2019m working on features like assigning tasks to multiple people and making shared planning feel more natural.<br \/>The goal is to let teams plan together without losing the lightweight, visual feel of SnapTodo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In there, but, where do I get things done?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Great question, Saul!<br \/>Right now the focus is on planning and organizing, but if you want a dedicated \u201cDone\u201d view, I can definitely add that. Some people love having a clean page just for completed tasks \u2014 happy to build it in if it\u2019d help your workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really useful! How does AI decide which tasks to prioritize first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks so much, Abdul!<br \/>Right now the AI prioritization is based mainly on <strong>dates<\/strong>, whether a task has a <strong>specific time or no time<\/strong>, and the <strong>language inside the task itself<\/strong>.<br \/>It also learns from the pattern of how your tasks pile up over time, so it can make smarter guesses about what should come first.<br \/>It\u2019s still improving, but the goal is to help you focus on what actually matters today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice product, guys<br \/>It\u2019s something that people with ADHD (myself included) really lack<br \/>When even choosing what daily task to do next becomes mentally exhausting \u2013 your tool could be really useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>that’s great. The dashboard is a bit heavy, but I like it.<br \/>The presentation video however is useless.<\/p>\n<p>Going to use some info to make ActorDo better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Love the AI-built-into-core approach vs bolted-on.<\/p>\n<p>How does the AI handle context when tidying up? Does it see the full week <\/p>\n<p>or work task-by-task?<\/p>\n<p>Upvoted <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>SnapTodo looks awesome! Love the AI tidying feature for chaotic weeks. How does the friend-only sharing work with recurring tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have tried using the initial version. I really like the idea, but the UI needs a little bit help from my experience. When dragging to another day on dark theme, the background shows red. Now intuitively red usually means there is a conflict, and I can not schedule it. Also, it would be great if the chat could reschedule or move to different date or time. Right now it is failing to do that. It generates a great overview of tasks for the day. Small things. I like the overall idea. Great job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so good. Exactly what I needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">such a good idea ! is there a voice mode ?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Can it be connected to my current Notion and Google Calendar?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Superb and useful. If i could change the view to 7 days calendar, it would be great! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@iamrajanrk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamrajanrk<\/a> Thanks so much, Rajan \u2014 really glad you find it useful!<br \/>And yes, a full 7-day calendar view is something I want to add. A lot of people plan their week differently, so having multiple view options makes total sense.<br \/>I\u2019ll work on adding a proper 7-day mode so you can switch to it whenever you need!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Congratulations team on the launch! Are you planning to add more calendars? Also, can we integrate\/import past tasks from apps like todoist?<\/div>\n<div class=\"comment-actions\">\n<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\/@ashish_dubey11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashish_dubey11<\/a> Thanks so much, Ashish \u2014 really appreciate it!<br \/>Yes, I\u2019m planning to add more calendar integrations beyond Google Calendar so people can bring their full schedule into SnapTodo.<br \/>As for importing past tasks from tools like Todoist, that\u2019s something I definitely want to support. A clean import flow would make switching way easier, so it\u2019s on my shortlist.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MPJ4LKXZSH3Z42\" class=\"app-title\">Incredible<\/a><\/p>\n<div class=\"one-liner\">Deep Work AI Agents – powered by Agent MAX<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">436<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8eAgent MAX\u5f15\u64ce\u7684\u201c\u6df1\u5ea6\u5de5\u4f5c\u201dAI\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u65e8\u5728\u901a\u8fc7\u8fd1\u4e4e\u96f6\u5e7b\u89c9\u3001100\u500d\u8bb0\u5fc6\u548c\u81ea\u6108\u80fd\u529b\uff0c\u89e3\u51b3AI\u667a\u80fd\u4f53\u5728\u81ea\u52a8\u5316\u590d\u6742\u3001\u957f\u5468\u671f\u4efb\u52a1\u65f6\u4e0d\u53ef\u9760\u3001\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5b9e\u73b07×24\u5c0f\u65f6\u65e0\u4eba\u503c\u5b88\u7684\u81ea\u52a8\u5316\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a637fb5-6167-4da9-bcc5-1bd7fa891a39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a4a7c0c-da5c-47e7-b13a-05ddebef3f36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ee17b43-0f4c-493b-b411-d0bc64e2c625.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f9688a6-89ab-46e5-8cb9-1d84baaf9699.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9da49573-600c-4919-89ba-d7b74fd7a4d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecc9ebaa-4054-4a76-91d2-569f2c92f1b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17ccfc98-aa42-45cd-8f7e-9b872b9beba5.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\/eb0ba617-9853-494c-8c2f-8dc572f0fcce.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/CtB8l5B2yRM\"><source src=\"https:\/\/youtu.be\/CtB8l5B2yRM\" 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\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5e7b\u89c9\u6d88\u9664<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u4e86AI\u667a\u80fd\u4f53\u7684\u53ef\u9760\u6027\uff08\u4e0d\u4e2d\u65ad\u3001\u4e0d\u5e7b\u89c9\uff09\u8fd9\u4e00\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u4f53\u9a8c\u53cb\u597d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\uff1a\u81ea\u6108\u673a\u5236\u539f\u7406\uff08\u89c4\u5219\u9a71\u52a8\u8fd8\u662f\u6a21\u578b\u9a71\u52a8\uff09\u3001\u5982\u4f55\u5904\u7406API\u4e0d\u4e00\u81f4\u54cd\u5e94\u3001\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u4e2d\u5982\u4f55\u907f\u514d\u6570\u636e\u91cd\u590d\u64cd\u4f5c\u4e0e\u5faa\u73af\u68c0\u6d4b\u5c42\u7ea7\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 Incredible\u53ca\u5176\u5e95\u5c42\u5f15\u64ceAgent MAX\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0AI\u5e94\u7528\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u201c\u667a\u80fd\u4f53\u72c2\u70ed\u201d\u7684\u51b7\u9759\u7ea0\u504f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u5947\u7684AI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u76f4\u9762\u5e76\u7cfb\u7edf\u6027\u89e3\u51b3\u4e86\u963b\u788dAI\u667a\u80fd\u4f53\u4ece\u6f14\u793a\u73a9\u5177\u8d70\u5411\u751f\u4ea7\u7ea7\u5de5\u5177\u7684\u56db\u5927\u987d\u75be\uff1a\u5e7b\u89c9\u3001\u5931\u5fc6\u3001\u6b7b\u5faa\u73af\u548c\u6602\u8d35\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u5ba3\u79f0\u7684\u201c14\u6b21\u5931\u8d25\u201d\u7ecf\u5386\u662f\u5176\u6700\u5b9d\u8d35\u7684\u8d44\u4ea7\uff0c\u8fd9\u8ba9\u4ed6\u4eec\u4ece\u201c\u4fee\u8865\u4ea7\u54c1\u201d\u8f6c\u5411\u201c\u6784\u5efa\u57fa\u7840\u5c42\u201d\u3002\u8fd9\u79cd\u601d\u8def\u7684\u8f6c\u53d8\u662f\u5173\u952e\u3002\u4ea7\u54c1\u4ecb\u7ecd\u7684\u201c\u8fd1\u96f6\u5e7b\u89c9\u201d\u3001\u201c100\u500d\u8bb0\u5fc6\u201d\u3001\u201c\u53cd\u5faa\u73af\u201d\u3001\u201c\u81ea\u6108\u201d\u7b49\u529f\u80fd\u70b9\uff0c\u76f4\u6307\u5f53\u524d\u667a\u80fd\u4f53\u5728\u590d\u6742\u3001\u957f\u5468\u671f\u4efb\u52a1\u4e2d\u5fc5\u7136\u5d29\u6e83\u7684\u6839\u6e90\u2014\u2014\u7f3a\u4e4f\u5bf9\u73b0\u5b9e\u4e16\u754c\u6df7\u4e71\u6570\u636e\u3001\u4e0d\u7a33\u5b9aAPI\u548c\u81ea\u8eab\u72b6\u6001\u7684\u6709\u6548\u7ba1\u7406\u4e0e\u5bb9\u9519\u3002\u5176\u5ba3\u79f0\u768490%\u6210\u672c\u964d\u4f4e\uff0c\u5982\u679c\u5c5e\u5b9e\uff0c\u5e76\u975e\u5355\u7eaf\u7684\u4ef7\u683c\u6218\uff0c\u800c\u662f\u901a\u8fc7\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u548c\u66f4\u597d\u7684\u6570\u636e\u8868\u5f81\u5b9e\u73b0\u6548\u7387\u9769\u547d\uff0c\u8fd9\u53ef\u80fd\u662f\u5176\u80fd\u5426\u5927\u89c4\u6a21\u666e\u53ca\u7684\u80dc\u8d1f\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u62f7\u95ee\u3002\u9996\u5148\uff0c\u201c\u8fd1\u4e4e\u96f6\u5e7b\u89c9\u201d\u7684\u627f\u8bfa\u6781\u5177\u5438\u5f15\u529b\uff0c\u4f46\u8fb9\u754c\u5728\u54ea\uff1f\u5176\u4f9d\u8d56\u7684\u201c\u771f\u5b9e\u6570\u636e\u6620\u5c04\u201d\u5728\u5904\u7406\u9ad8\u5ea6\u975e\u7ed3\u6784\u5316\u6216\u5b9e\u65f6\u53d8\u5316\u6570\u636e\u65f6\uff0c\u80fd\u5426\u59cb\u7ec8\u4fdd\u6301\u7a33\u5b9a\uff1f\u5176\u6b21\uff0c\u81ea\u6108\u4e0e\u53cd\u5faa\u73af\u673a\u5236\u662f\u9884\u5b9a\u4e49\u89c4\u5219\u96c6\u8fd8\u662f\u5177\u5907\u771f\u6b63\u52a8\u6001\u51b3\u7b56\u80fd\u529b\u7684\u5143\u8ba4\u77e5\u6a21\u578b\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u5e94\u5bf9\u672a\u77e5\u9519\u8bef\u573a\u666f\u7684\u4e0a\u9650\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u4e00\u4e2a11\u4eba\u56e2\u961f\uff0c\u9762\u5bf9\u201c\u6570\u767e\u4e2a\u96c6\u6210\u201d\u7684\u7ef4\u62a4\u3001\u590d\u6742\u5ba2\u6237\u573a\u666f\u7684\u9002\u914d\u4ee5\u53ca\u5de8\u5934\u73af\u4f3a\u7684\u7ade\u4e89\uff0c\u5176\u5de5\u7a0b\u5316\u6df1\u5ea6\u4e0e\u6301\u7eed\u8fed\u4ee3\u80fd\u529b\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cIncredible\u5c55\u73b0\u4e86\u4e00\u6761\u52a1\u5b9e\u7684\u6280\u672f\u8def\u5f84\uff1a\u5728\u8ffd\u6c42\u667a\u80fd\u4f53\u201c\u66f4\u5f3a\u201d\u4e4b\u524d\uff0c\u5148\u786e\u4fdd\u5176\u201c\u66f4\u53ef\u9760\u3001\u66f4\u7ecf\u6d4e\u201d\u3002\u8fd9\u6233\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u5e94\u7528\u6700\u654f\u611f\u7684\u795e\u7ecf\u2014\u2014\u98ce\u9669\u4e0e\u6210\u672c\u63a7\u5236\u3002\u5982\u679cAgent MAX\u80fd\u5982\u5176\u6240\u8ff0\uff0c\u6210\u4e3a\u667a\u80fd\u4f53\u9886\u57df\u7684\u201c\u53ef\u9760\u6027\u5c42\u201d\uff0c\u90a3\u5b83\u7684\u4ef7\u503c\u5c06\u8fdc\u8d85\u5355\u4e2a\u5e94\u7528\uff0c\u800c\u662f\u4e3a\u6574\u4e2aAI\u667a\u80fd\u4f53\u751f\u6001\u63d0\u4f9b\u4e86\u53ef\u80fd\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8e\u8fd9\u4e9b\u6f02\u4eae\u7684\u6280\u672f\u5ba3\u79f0\u5728\u771f\u5b9e\u3001\u590d\u6742\u3001\u6076\u52a3\u7684\u4e1a\u52a1\u5de5\u4f5c\u6d41\u4e2d\u7684\u5b58\u6d3b\u7387\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\">Incredible<\/span>\n <\/div>\n<div class=\"comment-content\">Create AI agents that work 24\/7, cost 90% less, and don’t hallucinate on data\u2014powered by Agent MAX. Automate daily repetitive tasks with the world’s most advanced AI agent engine built for autonomous work. Hundreds of integrations. 90% cheaper. Near-zero hallucinations. 100x memory.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b Philip here from Incredible, a small (but dedicated) 11-person team from Sweden.<\/p>\n<\/p>\n<p>We’ve spent the last 4 years obsessed with one problem: why don’t AI agents actually work?<\/p>\n<\/p>\n<p>… They hallucinate. They forget what they’re doing halfway through. They loop forever. They fail silently. Everyone building with AI agents hits these walls eventually.<\/p>\n<\/p>\n<p>We hit them 14 times… across 14 different AI products… since 2021…<\/p>\n<\/p>\n<p>Each one taught us something about what breaks. Eventually we stopped patching at the product level and started building the foundational layer that handles all of it.<\/p>\n<p>That became Agent MAX.<\/p>\n<\/p>\n<p>Introducing: Deep Work AI Agents \u2014 powered by Agent MAX<\/p>\n<p>AI agents that can actually run on their own & are purpose built for autonomous tasks. Without breaking.<\/p>\n<p>Here’s what Agent MAX solves:<\/p>\n<ul>\n<li>\n<p>Near-zero hallucinations: Function calls use real data, not made-up parameters (maps in data)<\/p>\n<\/li>\n<li>\n<p>100x memory: Deep context compression so agents don’t forget the goal mid-task<\/p>\n<\/li>\n<li>\n<p>Anti-loop: Stuck detection (no more infinite retries or loops that burn money)<\/p>\n<\/li>\n<li>\n<p>Self-healing: Automatic error recovery without restarts + very cheap<\/p>\n<\/li>\n<li>\n<p>90% cheaper: Context engineering + better representations for model to interact with data & actions<\/p>\n<\/li>\n<\/ul>\n<p>What our early users are doing:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcca Processing entire CRM databases \u2014 deduplication, enrichment, updates across thousands of records<\/p>\n<\/li>\n<li>\n<p>\ud83d\udce7 Running email workflows that used to take 3 hours\/day, now passive<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd04 Syncing complex data across tools without babysitting<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc8 Generating reports from live data pulls across multiple systems<\/p>\n<\/li>\n<\/ul>\n<p>There’s hundreds of integrations built in. Google Workspace, Notion, Salesforce, Slack, Linear, HubSpot… more coming.<\/p>\n<\/p>\n<p>We don’t have billions in funding. We’re just an 11-person team in J\u00f6nk\u00f6ping, Sweden who’ve been grinding in the basement on this for 4 years.<\/p>\n<\/p>\n<p>\ud83d\ude80 Try it:<a href=\"http:\/\/incredible.one\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/incredible.one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">incredible.one<\/a><\/p>\n<p>\ud83c\udf81 Product Hunt exclusive: 90% off Pro for 3 months \u2014 first 100 users only. Code: PRODUCTHUNT90 (expires Friday 12th)<\/p>\n<\/p>\n<p>For developers: Incredible API gives you access to our Agentic AI models, and Agent MAX is in waitlisted early access, will soon be available for all as a research preview. – visit: docs.incredible.one<\/p>\n<p>\u2014<\/p>\n<\/p>\n<p>The entire Incredible team is here today \u2014 ask us anything! We’d love to hear your feedback.<\/p>\n<p>Philip, Emil, David, Manas, Anika, Nikola, Fredric, Yesith, Abhinav, Suvi, Krrish<\/p>\n<\/p>\n<p>What repetitive work would you want agents to handle? Drop your use case! – we’re building starter agents based on what people actually need.<\/p>\n<\/p>\n<p>\ud83d\udcac Join our Discord for direct support & ideas:<a href=\"https:\/\/discord.com\/invite\/pNmdkxgBe2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/discord.com\/invite\/pNmdkxgBe2<\/a><\/p>\n<\/p>\n<p>Tack! \ud83c\uddf8\ud83c\uddea<\/p>\n<\/p>\n<p>Excited to see what you create! Here’s my most recent one:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53b74d94-3f30-44f0-98dd-8c567088af55.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> If anyone is interested in the Technology that is behind this product, check out Agent MAX that is coming soon to our API. It allows you to build powerful agents in just a few lines of code. Don’t worry about tool-loops, context management, or optimization, we handle all of that for you. You as a developer just dump data, tools, goals, and the agent will make sure it happens. Sign up to our waitlist if you want to get access earlier than everyone else.<\/p>\n<p>Learn more: <a href=\"https:\/\/docs.incredible.one\/agent-max\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.incredible.one\/agent-max<\/a><br \/>Waitlist: <a href=\"https:\/\/form.typeform.com\/to\/TiiMHobk?typeform-source=docs.incredible.one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/form.typeform.com\/to\/TiiMHobk?typeform-source=docs.incredible.one<\/a>)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> Curious how Agent MAX prioritizes task recovery during long workflows \u2014 is the self-healing layer rule-based or model-driven?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> Super excited to try this! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulation <a href=\"https:\/\/www.producthunt.com\/@philip_alm_at_incredible\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> This is what every operations team wants: agents that don\u2019t break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@digitalpreetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digitalpreetam<\/a> thank you Preetam! And 100% agree. It’s what every customer we’ve interacted with for the past few years are struggling with + most of AI startups\/scaleups building agentic 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>Amazing work by an Incredible team! \ud83d\udc4c\ud83c\udffb<\/p>\n<p>Congrats on this milestone. Keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mathiaskarlsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathiaskarlsson<\/a> Thank you for the kind words!<\/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>support from your follower on LinkedIn!<\/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\/@gera7799\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gera7799<\/a> haha awesome Mikitia, appreciate it a ton! Hope you enjoy the product. Let us know your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thanks a ton Shubham \ud83d\ude42 Entire team has been heads down working on this for soo soo long. Exciting times. Appreciate the support!<\/p>\n<\/p>\n<p>Did you try creating an Agent yet?<\/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>This IS incredible! made my first AI AGent without a hitch. THE most user-friendly expeince I’ve every seen in an AI Agent tool. (No disclaimer, PH friends; I do not know these people; I’m just genuinely excited about this!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> love it Saul, soo happy to hear!<\/p>\n<\/p>\n<p>Let us know what you end up creating. Entire team would love to hear your feedback \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great product-great team, congrats <\/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\/@cem_ozcelik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cem_ozcelik<\/a> That’s nice of you to say! A lot of time & energy went it to this launch. <\/p>\n<p>We’re trying to keep up with all the outreach we’re getting right now<\/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\">Hey Philip, congrats on the launch! 14 different AI products and eventually deciding to stop patching and build the foundation instead that\u2019s a journey. Was there a specific product (or failure) in that lineup that finally made it click?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> yeaaaah it’s a long story.<\/p>\n<\/p>\n<p>This is the main problem we’re trying to solve:<\/p>\n<p>(1) Given any task or workflow, <br \/>(2) With any amount of steps, <br \/>(3) Written by any person in any format and in any language, <br \/>(4) Across any API integration(s), <br \/>(5) With any mix and amount of structured and unstructured data… <\/p>\n<p>Our models need to:<br \/>(1) Understand what the user wants the outcome to be<br \/>(2) Know what level of quality is actually satisfactory<br \/>(3) One-shot the entire workflow that creates that outcome<\/p>\n<p>While also:<br \/>(1) Costing less than the value the outcome creates<br \/>(2) Not taking forever<br \/>(3) Not hallucinating<br \/>(4) Being able to do it again. And again. And again.<\/p>\n<\/p>\n<p>At one point we had a workflow builder powered by our models. We came to a point where it could 1-shot the workflows – so ended up wrapping that into what we’re showing now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Agent MAX represents a significant move toward compliance-ready automation, its reductions in hallucination, structured task execution, and enhanced traceability push autonomous agents toward the level of reliability and auditability modern legal and operational frameworks demand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mssulthan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mssulthan<\/a> Yes! We’re super excited about getting that out into people’s hands very soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Kudos to this badass team from Sweden. Special shoutout to Fredric and David who\u2019s been answering all my stupid questions while I\u2019ve been playing around with incredible last month. Great work guys!<\/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\/@markus_hogne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markus_hogne<\/a> Haha funny guy!! I heard Bazaar killing it!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Many congratulations on the launch <a href=\"https:\/\/www.producthunt.com\/@philip_alm_at_incredible\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> and the entire <a href=\"https:\/\/www.producthunt.com\/products\/incredible\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"incredible\" target=\"_blank\" rel=\"noopener\">@Incredible<\/a> team! <\/p>\n<p>Impressive approach. Most agent tools avoid the core reliability problems but Agent MAX seems to tackle them head on. One question. How does Agent MAX handle inconsistent or partial API responses during long runs.<\/p>\n<p>Looking forward to trying it.<\/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\/@mausam_limbani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mausam_limbani<\/a> thank you Mausam! Looking forward to hearing your feedback \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How does Incredible differ from other solutions?<\/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\/@danagoston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danagoston<\/a> <\/p>\n<\/p>\n<p>Great question!<\/p>\n<\/p>\n<p><strong>vs ChatGPT \/ Claude:<\/strong> They’re great for chatting, but they don’t really <em>do<\/em> things. Incredible agents run in the background, connect to 200+ tools, and actually finish tasks without you sitting there. ChatGPT also forgets what it’s doing after a few steps. Agent MAX holds 100x more context so it can get through long workflows without breaking.<\/p>\n<\/p>\n<p><strong>vs Zapier \/ Make:<\/strong> Love Zapier but you gotta build everything yourself. Triggers, steps, conditions. (even with their new chat ai versions it’s still hard to get it the full distance) With Incredible you just describe what you want and it builds the automation in like 30 seconds. And the agents can actually think and adapt, not just follow a rigid flow.<\/p>\n<\/p>\n<p><strong>vs other AI agent platforms:<\/strong> Honestly the big ones are that it doesn’t hallucinate (checks actions against real data) and it’s about 90% cheaper to run. So you can actually afford to automate the smaller stuff too.<\/p>\n<\/p>\n<p>Happy to go deeper on any of these!<\/p>\n<\/p>\n<p>PS: Great read here on Agent MAX benefits:<\/p>\n<p><a href=\"https:\/\/docs.incredible.one\/agents\/agent-max\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.incredible.one\/agents\/agent-max<\/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=\"reply-item\">\n<div class=\"reply-content\">@philip_alm_at_incredible great stuff!<\/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>Amazing work, team! Agent MAX feels like a tool that will actually change how people work with AI agents.<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> we’re hoping so! Would love to hear your feedback when you try it! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">One word that made me click the ‘visit website’ is hallucination \ud83d\ude02\ud83d\ude02I tell that to my AI anytime I want content.<\/p>\n<p>Congrats on the launch \ud83d\ude0athe engineering behind this is honestly impressive, especially the anti-loop + self-healing combo. That\u2019s where most agent systems collapse.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> thanks a ton Esther, it’s been a long journey here! If you’re interested in some of the technical details you can find them here: <a href=\"https:\/\/docs.incredible.one\/agents\/agent-max\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.incredible.one\/agents\/agent-max<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Curious how your anti-loop\/self-healing behaves in multi-step workflows (e.g., CRM dedupe >enrich > sync). Do you detect loops per tool call or at the task graph level, and how do you avoid retries that silently mutate data twice?<\/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\/@llm_driven\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llm_driven<\/a> Great question!<\/p>\n<\/p>\n<p>Anti-loop works at the action history level, not per tool call. So it’s looking at patterns across the whole workflow. If the agent keeps trying the same thing or a similar sequence without making progress, it catches that and terminates cleanly instead of burning through credits.<\/p>\n<\/p>\n<p>For the double mutation problem, a few things help here. Every action gets validated before it commits (input validation against context, output verification before executing). And if something fails mid-workflow, self-heal doesn’t just blindly retry the same call. It analyzes what went wrong and tries an alternative approach. The successful steps stay cached so it doesn’t re-run them.<\/p>\n<\/p>\n<p>So in your CRM dedupe > enrich > sync example: if enrich fails, it won’t re-run the dedupe. It picks up from the cached state and retries enrich with adjustments. There’s more technical detail in our docs if you want to dig in: <a href=\"http:\/\/docs.incredible.one\/agent-max\/deep-work-features\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.incredible.one\/agent-max\/deep-work-features<\/a><\/p>\n<\/p>\n<p>Let me know if you have more thoughts! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Self-healing sounds like magic. Does it just retry failed tasks, or can it actually fix the issue on its own?<\/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\/@james_carter36\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james_carter36<\/a> think of it like a fast way to re-try failures with feedback why the failure occurred. Most of the times this cuts down ~90% of the time spent after an error occurs trying to “work around it” + it saves a ton of tokens = waaay cheaper to run. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>for teams dealing with sensitive data. How does Incredible handle data security and permissions across all those integrations?<\/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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> hey! super question \ud83d\ude42<\/p>\n<\/p>\n<p>Few things on this:<\/p>\n<ul>\n<li>\n<p>We don’t train on your data. Ever. Your prompts, documents, and anything from connected apps stays yours.<\/p>\n<\/li>\n<li>\n<p>All task execution happens in isolated, sandboxed environments. Data gets processed for the duration of the task, then auto-deleted. No cross-contamination between users.<\/p>\n<\/li>\n<li>\n<p>Everything’s encrypted in transit and at rest. All integrations connect through secure channels.<\/p>\n<\/li>\n<\/ul>\n<p>We’re GDPR compliant, and currently going through SOC 2 Type II and ISO 27001 audits (should be done early 2026).<\/p>\n<\/p>\n<p>For teams with stricter requirements, we also offer private tenant deployments and custom data residency if you need data stored in specific regions.<\/p>\n<\/p>\n<p>More detail here if you want to dig in: <a href=\"http:\/\/docs.incredible.one\/security-compliance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.incredible.one\/security-compliance<\/a><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks great, congratulations to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> thank you a ton Madalina! \ud83d\ude42<\/p>\n<\/p>\n<p>Let me know your feedback when you try it, would love to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 just tried Incredible and the workflow is surprisingly smooth. Building an agent takes almost no effort. Really nice work from the team \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@themadnexx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@themadnexx<\/a> glad you enjoyed it Ahmad, and thanks for trying it! \ud83d\ude42 Let us know if you have any feedback, would love to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We just added <strong>Community <\/strong>to the platform, so go and share your agents with others \ud83d\ude0a<\/p>\n<p>Here’s the link -> <a href=\"https:\/\/www.incredible.one\/community\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.incredible.one\/community<\/a><\/p>\n<p>Let’s see who can get the most upvotes by the end of the day<\/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 ‘stuck detection’ feature is honestly my favorite part. Nothing hurts more than checking your logs and seeing an agent burned through credits because it kept retrying a failed step all night. Quick question though, when it recovers from a loop, does it keep the full context history or does it summarize to save tokens? We handle massive documents at SquarePact, so I know how tricky that memory management is to get right.<\/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\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> it’s def. a good one! Lots of developers struggle building the system design around the Agent. It’s hard to build with llms, usually takes a few months or years of trial & error. We packed all our learnings into 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\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f92aff75-4efb-44d6-9cf3-38bd394eab0c.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>The top three creators who have published their Agents in the community!<\/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 love that a small 11-person team built this. It makes me hopeful for other scrappy startups solving big problems. <\/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\/@christopher_evans6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christopher_evans6<\/a> haha yeah it’s been a lot of long nights spent in the basement<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 about cost?<\/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\/@duy_vo8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@duy_vo8<\/a> <\/p>\n<\/p>\n<p>Good one! So Agent MAX runs about ~90% cheaper than other agent platforms. Same budget basically gets you 9x more automations (for agents). On large tasks it can be even cheaper.<\/p>\n<\/p>\n<p>Agent platform itself: Pro is $25\/month, but if you use code PRODUCTHUNT90 you get 90% off for three months. So like $2.50\/month to try it properly.<\/p>\n<\/p>\n<p>We wanted to make it stupid cheap so people could actually experiment without worrying about credits.<\/p>\n<\/p>\n<p>There’s quite a lot of tech details here if you want to know more! \ud83d\ude42<\/p>\n<p><a href=\"https:\/\/docs.incredible.one\/agent-max\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.incredible.one\/agent-max<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great user experience and product! Definitely, it makes a huge difference. Great job, Team Incredible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wow, Incredible sounds amazing! Love the promise of near-zero hallucinations, thats a game changer. How do you handle complex integrations with legacy systems given the 100x memory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Killer launch <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <a href=\"https:\/\/www.producthunt.com\/@philip_alm_at_incredible\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> <a href=\"https:\/\/www.producthunt.com\/@yesith_thomas_official\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yesith_thomas_official\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yesith_thomas_official<\/a> <a href=\"https:\/\/www.producthunt.com\/@manas_ojha_incredible\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"manas_ojha_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manas_ojha_incredible<\/a> what does the pricing look like at an API \/ Production level? curious what baseline LLM this is built on (if multiple we’d love to know)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Does Agents sleep? – Never! Just curious – what are most suitable tasks for Incredible where it could perform the best? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits different. Actual autonomous agents that don’t hallucinate could be a game changer for enterprise ops. Most tools just chat, you’re building actual workers.<\/p>\n<p>Key q – how does this handle context for domain-specific tasks like ITSM or customer support? Can you train on proprietary data? Also, how reliable is the task completion rate in production?<\/p>\n<p>Very interesting! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a> hey! super question \ud83d\ude42<\/p>\n<\/p>\n<p>So for domain-specific stuff like ITSM or support, agents connect directly to your apps and work with your actual data during execution. No generic outputs. Deep Memory gives them 10-100x more context so they can handle big datasets and long workflows without losing track.<\/p>\n<\/p>\n<p>On proprietary data, we don’t train on any of it. Ever. Everything runs in isolated sandboxed environments, gets processed for the task, then auto-deleted. For reliability, that’s really the core of what we built. Tasks aren’t marked done until every step is verified, agents self-heal when things break.<\/p>\n<\/p>\n<p>More detail here if you want to dig in: <a href=\"http:\/\/docs.incredible.one\/agents\/agent-max\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.incredible.one\/agents\/agent-max<\/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>Agents that don\u2019t forget, don\u2019t hallucinate, and don\u2019t loop is a game-changer. Excited to try this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shahmeer_baloch1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahmeer_baloch1<\/a> would love to hear your feedback! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UAQ2EOWELNT7J5\" class=\"app-title\">HERO<\/a><\/p>\n<div class=\"one-liner\">Notion-like editor for formal business documents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">314<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HERO\u662f\u4e00\u6b3e\u7c7bNotion\u7684\u6b63\u5f0f\u5546\u4e1a\u6587\u6863\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u5c06\u6587\u672c\u3001\u6570\u636e\u5e93\u548c\u96c6\u6210\u529f\u80fd\u7ed3\u5408\uff0c\u4e3a\u5904\u7406\u6cd5\u5f8b\u5408\u540c\u3001\u6280\u672f\u89c4\u8303\u3001SOP\u7b49\u7ed3\u6784\u5316\u6587\u6863\u7684\u56e2\u961f\u89e3\u51b3\u4e86\u4fe1\u606f\u5b64\u5c9b\u3001\u7248\u672c\u6df7\u4e71\u548c\u68c0\u7d22\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4d1d289-0db9-4a7c-82af-24c996f94fc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7dc407b3-4d12-4005-9171-40f355a47256.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43e44a83-22fd-4da7-aa89-4cc50d6f26e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d71fa390-901f-4472-9c74-7761ee8ee779.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90df928f-6871-4365-a42c-144fa2198013.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c77cf10-160e-4d2c-add7-9ff3af0fc18f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83d2356c-b716-4706-af8f-efe6e906e10c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8d303c7-8b6c-46ad-8249-33eb43d4fc59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5496dbbb-de87-4486-8f51-ac6c610c5d6d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46f78a39-e039-4927-8fac-7ffa8b33d047.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72094e38-0f54-458f-92a0-7dd100a58ab3.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\/e710d6e2-4947-4150-b0c6-e40b0cb36105.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VGbB8qT44aQ\"><source src=\"https:\/\/youtu.be\/VGbB8qT44aQ\" 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\">Text Editors<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u534f\u540c\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u9488\u5bf9\u6b63\u5f0f\u6587\u6863\u75db\u70b9\u7684\u5b9a\u4f4d\uff0c\u7279\u522b\u662f\u52a8\u6001\u5173\u8054\u548c\u5373\u65f6\u641c\u7d22\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0eNotion\u7b49\u5de5\u5177\u7684\u5b9e\u8d28\u5dee\u5f02\u3001\u5904\u7406\u8d85\u5927\u6587\u6863\u7684\u6027\u80fd\u3001\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236\u3001\u7248\u672c\u5386\u53f2\/\u8ffd\u6eaf\u529f\u80fd\uff0c\u4ee5\u53ca\u4e0e\u4f20\u7edf\u5de5\u5177\uff08\u5982Word\uff09\u7684\u4e92\u64cd\u4f5c\u6027\uff08\u5982\u7ea2\u7ebf\u4fee\u8ba2\u3001\u5bfc\u5165\u5bfc\u51fa\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 HERO\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2aNotion\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u201c\u6b63\u5f0f\u5546\u4e1a\u6587\u6863\u201d\u8fd9\u4e2a\u5782\u76f4\u4f46\u9ad8\u4ef7\u503c\u7684\u9886\u57df\uff0c\u6784\u5efa\u4e00\u4e2a\u5177\u5907\u6cd5\u5f8b\u4e0e\u5de5\u7a0b\u601d\u7ef4\u7684\u64cd\u4f5c\u7cfb\u7edf\u3002\u5176\u5ba3\u79f0\u7684\u201cNotion-like\u201d\u66f4\u50cf\u662f\u4e00\u4e2a\u5e02\u573a\u5165\u53e3\uff0c\u5185\u6838\u662f\u89e3\u51b3\u975e\u7ed3\u6784\u5316\u6587\u672c\uff08Word\uff09\u4e0e\u7ed3\u6784\u5316\u6570\u636e\uff08\u6570\u636e\u5e93\uff09\u5728\u4e25\u8083\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u65ad\u88c2\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u52a8\u6001\u4e92\u8054\u201d\u6240\u627f\u8bfa\u7684\u201c\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u201d\u3002\u5bf9\u4e8e\u6cd5\u5f8b\u5408\u540c\u3001\u6280\u672f\u6807\u51c6\u7b49\u6587\u6863\uff0c\u4e00\u4e2a\u6761\u6b3e\u7684\u4fee\u6539\u53ef\u80fd\u7275\u52a8\u6570\u5341\u5904\u5f15\u7528\u548c\u9644\u5c5e\u6587\u4ef6\u3002HERO\u5c06\u6587\u6863\u539f\u5b50\u5316\uff08\u7ae0\u8282\u3001\u6761\u6b3e\u3001\u5b9a\u4e49\u3001\u53d8\u91cf\uff09\u5e76\u5efa\u7acb\u5b9e\u65f6\u94fe\u63a5\uff0c\u65e8\u5728\u6839\u9664\u201cfinal_v3\u201d\u5f0f\u7684\u7248\u672c\u5730\u72f1\u548c\u4eba\u5de5\u6838\u5bf9\u7684\u5b9a\u4e49\u4e0d\u4e00\u81f4\u98ce\u9669\u3002\u8fd9\u76f4\u63a5\u5bf9\u6807\u7684\u662f\u4e13\u4e1a\u670d\u52a1\u4e2d\u9ad8\u6602\u7684\u5408\u89c4\u4e0e\u534f\u4f5c\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u201c\u7075\u6d3b\u6027\u201d\u4e0e\u201c\u7ea6\u675f\u6027\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002Notion\u7684\u56f0\u5883\u5728\u4e8e\uff0c\u8fc7\u5ea6\u81ea\u7531\u7684\u7ed3\u6784\u5728\u6587\u6863\u4f53\u79ef\u548c\u590d\u6742\u5ea6\u6500\u5347\u65f6\u5bfc\u81f4\u6027\u80fd\u4e0e\u7ba1\u7406\u707e\u96be\u3002HERO\u9009\u62e9\u9884\u5148\u5b9a\u4e49\u66f4\u4e25\u8c28\u7684\u7ed3\u6784\uff08\u5982\u7ae0\u8282\u5d4c\u5957\u3001\u6761\u6b3e\u7f16\u53f7\uff09\uff0c\u5b9e\u5219\u662f\u4ee5\u727a\u7272\u90e8\u5206\u81ea\u7531\u5ea6\u6765\u6362\u53d6\u89c4\u6a21\u5316\u4e0b\u7684\u6027\u80fd\u4e0e\u4e00\u81f4\u6027\u4fdd\u969c\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u6027\u80fd\u548c\u5b89\u5168\u6709\u660e\u786e\u610f\u8bc6\uff0c\u8fd9\u662f\u6b63\u786e\u7684\u8d77\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6f5c\u5728\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a1\uff09**\u751f\u6001\u8fc1\u79fb\u6210\u672c**\uff1a\u5982\u4f55\u5e73\u6ed1\u5bfc\u5165\u5e76\u89e3\u6790\u5b58\u91cf\u6d77\u91cfWord\/PDF\uff0c\u5e76\u8ba9\u4e60\u60ef\u7ea2\u7ebf\u4fee\u8ba2\u7684\u5916\u90e8\u5408\u4f5c\u65b9\u65e0\u7f1d\u53c2\u4e0e\uff0c\u662f\u843d\u5730\u6700\u5927\u95e8\u69db\u30022\uff09**\u529f\u80fd\u6df1\u5ea6**\uff1a\u5f53\u524d\u7248\u672c\u5728\u6838\u5fc3\u7684\u7248\u672c\u63a7\u5236\uff08Git-like\uff09\u3001\u5ba1\u6279\u6d41\u7a0b\u4e0a\u4ecd\u9700\u5b8c\u5584\uff0c\u8fd9\u4e9b\u662f\u4f01\u4e1a\u91c7\u8d2d\u7684\u5fc5\u9009\u9879\u30023\uff09**\u5e02\u573a\u6559\u80b2**\uff1a\u9700\u8981\u6e05\u6670\u4f20\u8fbe\u5176\u4e0eConfluence\u3001\u4e13\u4e1aCLM\uff08\u5408\u540c\u751f\u547d\u5468\u671f\u7ba1\u7406\uff09\u5de5\u5177\u7684\u8fb9\u754c\uff0c\u907f\u514d\u6210\u4e3a\u201c\u53c8\u4e00\u4e2a\u534f\u4f5c\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cHERO\u5207\u5165\u4e86\u4e00\u4e2a\u5b58\u5728\u771f\u5b9e\u3001\u6602\u8d35\u75db\u70b9\u7684\u5229\u57fa\u5e02\u573a\u3002\u5b83\u80fd\u5426\u4ece\u201c\u4eae\u773c\u7684\u6982\u5ff5\u201d\u6210\u957f\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5de5\u7a0b\u4e0a\u5b9e\u73b0\u5176\u627f\u8bfa\u7684\u7a33\u5b9a\u4e0e\u6027\u80fd\uff0c\u5e76\u5728\u529f\u80fd\u4e0a\u5b8c\u6210\u4ece\u201c\u4f18\u79c0\u7f16\u8f91\u5668\u201d\u5230\u201c\u7aef\u5230\u7aef\u6587\u6863\u5de5\u4f5c\u6d41\u5e73\u53f0\u201d\u7684\u8fdb\u5316\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\">HERO<\/span>\n <\/div>\n<div class=\"comment-content\">Collaborative workspaces for serious work, combining the flexibility of text, the structure of databases, and the power of integrations. Designed for teams working on formal, structured documents like legal contracts, technical specs, SOPs, and policies, HERO dynamically interconnects files, sections, terms, and data in an integrated environment with lightning-fast search\u2014whether you have 10 or 10,000 project documents.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>\ud83d\udc4b Hey everyone,<\/strong><\/p>\n<p>I\u2019m Kevin, the founder of HERO.<\/p>\n<\/p>\n<p>Thank you so much for checking out our launch today. We built HERO because serious work deserves better tools than paper-based documents built with word processors built in the 90s.<\/p>\n<\/p>\n<p>If your team works on <strong>contracts, policies, SOPs, technical specs, or any structured, formal documents<\/strong>, you know the pain:<\/p>\n<ul>\n<li>\n<p>information buried across multiple files, sections, exhibits, etc.<\/p>\n<\/li>\n<li>\n<p>repeated copy-pasting<\/p>\n<\/li>\n<li>\n<p>outdated definitions<\/p>\n<\/li>\n<li>\n<p>impossible cross-referencing<\/p>\n<\/li>\n<li>\n<p>version chaos<\/p>\n<\/li>\n<li>\n<p>hours wasted searching for the right clause, number, term, or page<\/p>\n<\/li>\n<\/ul>\n<p>HERO solves this by combining <strong>the flexibility of text<\/strong>, <strong>the structure of a database<\/strong>, and <strong>the power of live integrations,<\/strong> all inside one collaborative workspace.<\/p>\n<p>Everything becomes interconnected: sections \u2192 definitions \u2192 clauses \u2192 data variables \u2192 linked documents \u2192 live values .. And the search is instant, whether you have <strong>10 or 10,000 documents<\/strong>.<\/p>\n<p><strong>With HERO, you save ~2 hours per day (every day)<\/strong>:<\/p>\n<ul>\n<li>\n<p>No more digging for past clauses<\/p>\n<\/li>\n<li>\n<p>No more re-entering data in multiple documents<\/p>\n<\/li>\n<li>\n<p>No more checking if a definition was updated in all files<\/p>\n<\/li>\n<li>\n<p>No more manually coordinating versions<\/p>\n<\/li>\n<li>\n<p>No more rewriting work that already exists somewhere else<\/p>\n<\/li>\n<li>\n<p>No more switching between Word, PDFs, spreadsheets, emails, and shared drives just to complete one task<\/p>\n<\/li>\n<\/ul>\n<p>When all your structured documents share the same definitions, data, and references and they update everywhere automatically, the time savings compound fast.<\/p>\n<p>If you work in legal, operations, compliance, engineering, or any document-heavy field, HERO gives your team back <strong>10 hours a week<\/strong> you\u2019re currently losing to admin and document chasing.<\/p>\n<p>We\u2019ve poured a lot of heart, honesty, and hard lessons into building this.<\/p>\n<p>Would love your feedback, questions, or just to hear how your team currently handles this kind of work.<\/p>\n<p>Thanks for being here, it means a lot.<\/p>\n<p>Kevin<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kevin_touati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_touati<\/a> Kevin, we maintain many SOPs and version chaos is VERY real. The idea that definitions update everywhere instantly\u2026 stood out to me. Well done! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kevin_touati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_touati<\/a> Congrats on the launch\uff01HERO looks like a huge upgrade for anyone dealing with complex, structured documents<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kevin_touati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_touati<\/a> Does it support version history or rollbacks in case something gets overwritten?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@kevin_touati\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kevin_touati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_touati<\/a> Finally a workspace built for <strong>formal, structured documents<\/strong> – not just notes and wikis. HERO feels like what legal and ops teams have needed for years.<\/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>Congrats on launching. For teams that already use Confluence + Git for technical documentation. Does HERO integrate or does it replace those entirely?<\/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\">@roopreddy Thank you! HERO fully supports markdown editing so it should be able to do most thing you do with git or Confluence. We\u2019ve also built it API first so it can integrate easily with the tools of your choice. Happy to discuss more your integration use case and see how we can help.<\/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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Very cool product, love the landing page and the big “2 hours” text \ud83d\ude09. <br \/>I’m Arnau from team Tiptap. I see Tiptap was used to build HERO. Please reach out to us if there is anything we can improve in Tiptap to help you build your product.<\/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\/@arnau_gomez_farell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnau_gomez_farell<\/a> <br \/>Thank you! We will do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not to be the downer here, but I\u2019m trying to understand the real differentiation from Notion and internal databases. Is the magic mostly in automated cross-referencing or is there more that I may be missing? <\/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\">@himani_sah1 yes! that is one aspect of it. <\/p>\n<p>Whilst Notion is predominantly built for personal notetaking, HERO handles large, complex, heavily formatted formal business documents with the performance, security and scale this requires. <\/p>\n<p>Here are some other aspects as to how this differs:<\/p>\n<p>– Notion does pages within pages, HERO does sections within sections (sub\/sections, sub\/clauses, sub\/paragraphs, schedules\/appendices, etc.) to reflect the real structure of formal writing.<\/p>\n<p>– Dynamic Variables: Notion has pages and databases (sometimes a database within a page), HERO can embed specific data points within the text for powerful, fine-grained templating and dynamic content reusability.<\/p>\n<p>– Defined Terms & Acronyms: Reference and auto-manage key terms across large documents and projects.<\/p>\n<p>– Project-Based & Context-Aware: HERO can reference, update, and respond to changes across multiple files in real time for consistency, efficiency & accuracy.<\/p>\n<p>– Footnotes & Cross-Referencing: Native support for citations and internal linking, such as \u201cSection 3.1(a)(i)\u201d or \u201cPart A of Schedule 5\u201d which are essential to formal writing (ie. Legal contracts, technical specifications, operating procedures, etc.). <\/p>\n<p>That being said we also look up to Notion a lot and fully admire \ufffcthe incredible system they built. We now also get a sense of hard it is to get there. \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> That’s also what I’m confused about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tested a few technical specs and everything synced smoothly without breaking the structure<\/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\">@anil_yadav38 so glad to hear! Let us know what you\u2019d like us to build next.<\/div>\n<div class=\"comment-actions\">\n<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\/@anil_yadav38\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anil_yadav38<\/a> Thank you for testing it out! \ud83d\udcaa\ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bringing a structured, interconnected workspace to formal business documents is a brilliant step forward. Excited to see how teams leverage this to create faster, clearer, and more efficient workflows. Wishing you an amazing launch day and continued success.<\/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\">@priyankamandal thank you so much for the support! Looking forward to hearing your thoughts on it.<\/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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the concept, but our biggest issue with Notion-style tools has been performance and permissions at scale. How does HERO avoid slowdowns when dealing with really heavy docs (like 200+ page specs)? And do you support granular access controls per section?<\/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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Hi, thanks \ud83d\ude42 <br \/>Yeah performance is key for us, with legal documents often being so large as you mentioned.<br \/>We have optimized matters to ensure loading and typing remains fluid and fast no matter the size<br \/>Permissions can currently be limited down to the per document level with mentioned references.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can we import existing Word\/PDF docs and auto-extract definitions\/sections? <\/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\">@nuseir_yassin1 yes! You can, it should be near perfect on definition\/section extracting. Still some work to do on section formatting depending on your use case but we are getting there. You can even drop multiple files at once for automatic importing\/conversion.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, HERO looks amazing! The interconnected document feature for SOPs especially got my attention. How does the dynamic linking handle version control when sections are updated in different files?<\/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\">@jaydev13 thank you! It syncs in real time. \ud83d\ude4c<\/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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Thanks \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pitch on ‘Notion for formal docs’ is solid. Notion always starts lagging for us once we pass the 50-page mark on technical specs. Curious about the underlying editor engine though, is this built on something like Prosemirror\/TipTap, or did you roll a custom renderer to handle the cross-referencing logic? We deal with massive docs at SquarePact so performance on long-form text is usually the first thing I test. 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\">@govindsajit you are correct! This is built specifically for the 200-page documents that articulate with 100s of other files, sections, terms, exhibits and appendices with the security, scale and performance this requires. <\/p>\n<p>Search and retrieval is also lightning fast no matter how big your document set is.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> Indeed it does, however you won’t find that problem with us! \ud83d\ude42<br \/>Thanks for the support. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Clean product. The structured document + database combo solves real pain for legal\/compliance teams who are stuck in Word or Google Docs.<\/p>\n<p>Q: Does it support AI-powered content generation for sections? Like auto-generating SOPs from templates? Also curious about version control and approval workflows.<\/p>\n<p>Looking solid! \ud83d\ude80<\/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\">@imraju yes! You can generate your content with AI, even interrogate your project docs confidentially and securely.<\/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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a> Thanks! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could save our team so much time! Does it track version history like Git?<\/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\">@abod_rehman track changes is next on our list and will be released soon! It\u2019s definitely inspired by the GIT system.<\/div>\n<div class=\"comment-actions\">\n<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>Loved it, Kevin! Absolutely agree on this, we deserve better tools cause we need to also enjoy the process, no only the goal. Wish you all the best here!<\/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\">@german_merlo1 thank you!<\/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>Feels like the grown-up Notion I wished I had for contracts. My ops brain is tired of ‘final_final_v3’. Linking defs across docs is the bit that stands out. How do you handle redlines with external folks who won’t switch 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\">@alexcloudstar redlining is next on our list but if you want to work the traditional way with colleague, you can export one doc or an entire project in seconds.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> I bet it is.. thanks for checking us 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does HERO handle versioning and collaboration conflicts when multiple people edit the same doc? Best wishes to the team<\/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\">@getsiful you have full cloud collaboration with custom & granular access privileges. You can branch out to separate workspaces to either work collaboratively or privately iterate on your final position. <\/p>\n<p>We are still working on version control & track changes which is next on our list.<\/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>Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>HERO brings together text, databases, and integrations into one powerful workspace for managing structured documents like contracts, specs, and policies. How do you see a tool like this changing the way your team collaborates on complex projects?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WAURIRKMCWULUB\" class=\"app-title\">Anytype Chats<\/a><\/p>\n<div class=\"one-liner\">A privacy focused team workspace<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">302<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Anytype Chats \u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u7aef\u5230\u7aef\u52a0\u5bc6\u7684\u56e2\u961f\u534f\u4f5c\u7a7a\u95f4\uff0c\u96c6\u6210\u4e86\u6587\u6863\u3001\u804a\u5929\u3001\u9879\u76ee\u7ba1\u7406\u4e0e\u77e5\u8bc6\u5e93\u529f\u80fd\uff0c\u4e3a\u6ce8\u91cd\u6570\u636e\u9690\u79c1\u548c\u6570\u5b57\u4e3b\u6743\u7684\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u65e0\u9700\u4f9d\u8d56\u4e91\u7aef\u3001\u53ef\u79bb\u7ebf\u5de5\u4f5c\u7684\u5b89\u5168\u534f\u4f5c\u4e2d\u5fc3\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4264eb97-2a79-4317-9319-04cc590e86fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9617b120-a738-436a-a393-169920ecd170.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdad8252-e40a-4a70-80cf-44f429d5eb76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab42a4ab-0771-450c-9bd5-5fa2e8d9ba1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ff22d35-2c31-4b1f-937c-379f833ebe96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b31e8ba-db8b-4369-bdd2-ddab374f5dbc.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\/8be56b8d-0c42-4e68-8842-cf391ec35349.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/D3pVpycBdfM\"><source src=\"https:\/\/youtu.be\/D3pVpycBdfM\" 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\">Messaging<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9690\u79c1\u4f18\u5148\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4e3b\u6743<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u53ef\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u53ef\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">Notion\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">Slack\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u9690\u79c1\u7406\u5ff5\u4e0e\u4e00\u4f53\u5316\u8bbe\u8ba1\uff0c\u4f46\u6307\u51fa\u534f\u4f5c\u529f\u80fd\u9700\u52a0\u5f3a\uff1a\u5982\u7ec6\u7c92\u5ea6\u7a7a\u95f4\u540c\u6b65\u4e0e\u5206\u4eab\u3001\u7528\u6237\u6743\u9650\u63a7\u5236\u3001\u79bb\u7ebf\u534f\u540c\u7f16\u8f91\u3001\u66f4\u5b8c\u5584\u7684\u4efb\u52a1\u7ba1\u7406\u548c\u8bc4\u8bba\u529f\u80fd\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3a\u5b58\u5728\u5b66\u4e60\u66f2\u7ebf\u548c\u754c\u9762\u7ec6\u8282\u5f85\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Anytype Chats \u7684\u91ce\u5fc3\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u4e3b\u6743\u534f\u4f5c\u7cfb\u7edf\u201d\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5730\u5c06 Notion\u3001Slack \u548c Obsidian \u8fdb\u884c\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u4ee5\u201c\u672c\u5730\u4f18\u5148\u201d\u548c\u201c\u7aef\u5230\u7aef\u52a0\u5bc6\u201d\u4e3a\u57fa\u77f3\uff0c\u91cd\u6784\u534f\u4f5c\u5de5\u5177\u7684\u6743\u529b\u7ed3\u6784\u2014\u2014\u5c06\u6570\u636e\u63a7\u5236\u6743\u4ece\u670d\u52a1\u5546\u5f7b\u5e95\u79fb\u4ea4\u7528\u6237\u3002\u8fd9\u5728AI\u4e0e\u4e91\u8ba1\u7b97\u5be1\u5934\u5784\u65ad\u3001\u6570\u636e\u6cc4\u9732\u9891\u53d1\u7684\u5f53\u4e0b\uff0c\u5177\u6709\u5f3a\u70c8\u7684\u610f\u8bc6\u5f62\u6001\u8272\u5f69\u548c\u73b0\u5b9e\u7d27\u8feb\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5e76\u975e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u4ea7\u54c1\u54f2\u5b66\u4e0e\u5e02\u573a\u73b0\u5b9e\u7684\u78b0\u649e\u3002\u6838\u5fc3\u7528\u6237\u76db\u8d5e\u5176\u7406\u5ff5\uff0c\u4f46\u53cd\u9988\u5374\u66b4\u9732\u4e86\u201c\u4e3b\u6743\u8303\u5f0f\u201d\u7684\u5185\u5728\u77db\u76fe\uff1a\u6781\u81f4\u7684\u9690\u79c1\u4e0e\u63a7\u5236\uff0c\u5fc5\u7136\u727a\u7272\u90e8\u5206\u534f\u4f5c\u7684\u4fbf\u6377\u6027\u4e0e\u7075\u6d3b\u6027\u3002\u7528\u6237\u8bc9\u6c42\u5982\u7ec6\u7c92\u5ea6\u6743\u9650\u3001\u4e91\u540c\u6b65\u9009\u62e9\u6027\u3001\u7f51\u9875\u7aef\u8bc4\u8bba\uff0c\u6070\u6070\u662f\u4e2d\u5fc3\u5316\u4e91\u670d\u52a1\u8d56\u4ee5\u751f\u5b58\u7684\u201c\u6548\u7387\u6da6\u6ed1\u5242\u201d\u3002Anytype \u7ad9\u5728\u4e00\u4e2a\u5341\u5b57\u8def\u53e3\uff1a\u662f\u5411\u534f\u4f5c\u6548\u7387\u59a5\u534f\uff0c\u5f15\u5165\u6709\u9650\u7684\u4e2d\u5fc3\u5316\u7ec4\u4ef6\uff0c\u8fd8\u662f\u575a\u6301\u6781\u7aef\u7684P2P\u67b6\u6784\uff0c\u627f\u53d7\u66f4\u9661\u5ced\u7684\u534f\u4f5c\u6469\u64e6\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u5bf9\u8c61\u5173\u7cfb\u578b\u201d\u6570\u636e\u6a21\u578b\u867d\u5f3a\u5927\uff0c\u4f46\u5e26\u6765\u4e86\u663e\u8457\u7684\u5b66\u4e60\u6210\u672c\uff0c\u8fd9\u53ef\u80fd\u5c06\u5176\u5c40\u9650\u5728\u6280\u672f\u7231\u597d\u8005\u548c\u9690\u79c1\u786c\u6838\u7528\u6237\u5708\u5c42\u3002\u8981\u7834\u5708\u6210\u4e3a\u4e3b\u6d41\uff0c\u5b83\u5fc5\u987b\u5728\u201c\u4e3b\u6743\u201d\u4e0e\u201c\u6613\u7528\u201d\u4e4b\u95f4\u627e\u5230\u66f4\u7cbe\u5999\u7684\u5e73\u8861\u3002\u672a\u6765\u7684\u770b\u70b9\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5c06\u201cMCP\u534f\u8bae\u201d\u3001\u201cAPI\u751f\u6001\u201d\u7b49\u5f00\u53d1\u8005\u7279\u6027\u8f6c\u5316\u4e3a\u62a4\u57ce\u6cb3\uff0c\u6784\u5efa\u4e00\u4e2a\u65e2\u5b89\u5168\u53c8\u53ef\u7075\u6d3b\u6269\u5c55\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u4ece\u800c\u8bc1\u660e\u201c\u6570\u5b57\u72ec\u7acb\u201d\u5e76\u975e\u5c0f\u4f17\u60c5\u6000\uff0c\u800c\u662f\u53ef\u6301\u7eed\u7684\u4e0b\u4e00\u4ee3\u751f\u4ea7\u529b\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\">Anytype Chats<\/span>\n <\/div>\n<div class=\"comment-content\">Anytype is a safe haven for digital collaboration: one private place to chat, craft docs, organise projects, and build shared knowledge \u2014 all without surrendering your data.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b <strong>Hello Product Hunt!<\/strong><\/p>\n<\/p>\n<p>We are thrilled to introduce <strong>Anytype<\/strong>: a safe haven for digital collaboration.<\/p>\n<p>Imagine if Notion, Slack, and Obsidian had a baby\u2026 and that baby immediately declared independence, moved to the woods, and started writing philosophy. <strong>That\u2019s us.<\/strong><\/p>\n<\/p>\n<p>Anytype is a local-first, end-to-end encrypted hub for deep thought, chaotic teamwork, and everything in between.<\/p>\n<\/p>\n<p><strong>\ud83c\udf31 Why we built this<\/strong> <\/p>\n<\/p>\n<p>We believe everyone deserves digital independence:<\/p>\n<ul>\n<li>\n<p><strong>Autonomy:<\/strong> No cloud dependencies. Your data, your rules.<\/p>\n<\/li>\n<li>\n<p><strong>Availability:<\/strong> Works offline (tunnels, planes, and hills with zero signal).<\/p>\n<\/li>\n<li>\n<p><strong>Adaptability:<\/strong> Pages, chats, and lists form an extendable system, not a folder maze.<\/p>\n<\/li>\n<\/ul>\n<p><strong>\ud83e\udded What you can do<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Write & Organize:<\/strong> Pages, tables, kanban, calendars.<\/p>\n<\/li>\n<li>\n<p><strong>Chat in Context:<\/strong> Real-time messaging linked to docs. No more <em>Slack-tab roulette<\/em>.<\/p>\n<\/li>\n<li>\n<p><strong>Run Anywhere:<\/strong> macOS, Windows, Linux, iOS, Android.<\/p>\n<\/li>\n<\/ul>\n<p><strong>\ud83e\uddf1 For Devs & Power Users<\/strong><\/p>\n<ul>\n<li>\n<p><strong>API + Dev Portal:<\/strong> Build extensions, automations and agents.<\/p>\n<\/li>\n<li>\n<p><strong>MCP Protocol:<\/strong> Secure contextual access for background processes.<\/p>\n<\/li>\n<li>\n<p><strong>No Lock-in:<\/strong> Source-available code, portable data, easy export.<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u26a0\ufe0f The Beta Disclaimer<\/strong> <\/p>\n<\/p>\n<p>Let\u2019s keep it real: it\u2019s buggy, quirky, sometimes wild.<\/p>\n<p>But it will never spy on you \u2014 and that already makes it different.<\/p>\n<\/p>\n<p><strong>Tell us:<\/strong> What\u2019s the one feature that would make you switch to Anytype?<\/p>\n<p>We\u2019ll be in the comments all day.<\/p>\n<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>48<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pronkin_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pronkin_<\/a> The one (three) thing: Let me sync spaces differently, share bits of a space (like a collection), and comments. <\/p>\n<p><em>I\u2019m<\/em> already using Anytype, gathering and organizing research for documentaries etc, but getting my colleagues to the app would require a little more collaboration features and flexibility. <\/p>\n<p>For example, in one project we\u2019re collecting 500k+ documents regarding the oil industries in a couple of African countries. Anytype is perfect with the focus on objects and relations, but no way we can sync it to the cloud as it\u2019s already 400Gb of data. A self hosted sync would be perfect, but then I can\u2019t use the cloud or local sync for other spaces. <\/p>\n<p>Another case is sharing documents with a producer. Now I have to copy a manuscript to something like Dropbox Paper if I want comments on them – better would be to share a collection of manuscripts (it\u2019s a series if three programs I\u2019m working on right now). Or share them one by one, but a function for comments would still be needed, and they would have to work on the web\/published as web page. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pronkin_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pronkin_<\/a> Any plans for collaborative editing while offline, like merging changes later?<\/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\/@pronkin_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pronkin_<\/a> I really wish the Anytype team great success. Congrats on being on Product Hunt. I love the product and the vision. Thanks for making a company around end-to-end encryption from the beginning! Your pro tiers are also reasonably priced. <\/p>\n<p>As for the feature requests, the thing that made me almost not switch: User access control. Right now an invited user has access to everything. We’re currently circumventing this with creating a new space every time, but that is not a great UX and not viable for the future. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats to the team on shipping this! \ud83d\ude80<\/p>\n<p>This launch is the result of months of hard work and countless contributions from everyone involved \u2014 engineers, designers, and our amazing community members who’ve been testing and giving feedback along the way.<\/p>\n<p>Don’t miss out: grab a membership with our special 50% off launch discount!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on this launch.<\/p>\n<\/p>\n<p>I have been following the Anytype project for a while and using it on and off, and the app has really improved in the last few months.<\/p>\n<\/p>\n<p>What I am missing today is more robust task management, with rollups and automatic backlinks. I was thinking about this yesterday when I saw the great task update from Capacities.<\/p>\n<\/p>\n<p>Otherwise, it’s more overall quality-of-life features that I would like to see, like a better delete option when we want to remove a page with a lot of embedded content.<\/p>\n<\/p>\n<p>Keep up the good work!<\/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\/@emaresom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emaresom<\/a> Thank you! Grinding days and nights in our bunker \ud83d\ude42<\/p>\n<\/p>\n<p>Really good point about rollups. We plan to address that in the List 2.0 project, starting in January.<\/p>\n<\/p>\n<p>Better deletion (including hierarchy deletion) and copying with hierarchy are already in the works.<\/p>\n<\/p>\n<p>Would love to hear more of your thoughts. You are very welcome to <a href=\"https:\/\/invite.any.coop\/bafybeidgo5lr6ghdjedb6wz24ldznl62eprca3wjm5whdeo63mgp6premq#E6qftUhjpjSuuBDXzJtYhRp3QTBfP5AMHuAt9XzmHCru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">join our community chat inside Anytype.<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Anytype for over 3 years. I believe deeply in digital sovereignty and the huge shift we\u2019ve seen over the last few years towards generative AI has made that even more critical.<\/p>\n<\/p>\n<p>Anytype serves as my journal, my idea dump, my knowledge hub, a wiki for my house renovation, my business notes and product plans. With the addition of chats I\u2019m now able to collaborate knowing that everything discussed remains private and encrypted.<\/p>\n<\/p>\n<p>The project is peerless and invaluable. <\/p>\n<\/p>\n<p>I look forward to the future developments and success of Anytype!<\/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\/@erindale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erindale<\/a> Thank you for being with us on this journey, 3 years is no small thing. We\u2019re glad Anytype could become your all-in-one tool, and even more so now with chats. Digital sovereignty has never felt more urgent, and your support means the world as we keep building toward it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Anytype for over a year, slowly migrating over from other services\/apps wherever it makes sense. The chats are really helping with pulling other people into it. Being able to manage the bulk of the space, then link things into the chat as needed, makes it much easier to get others into using it.<\/p>\n<\/p>\n<p>Anytype has grown and changed quite a bit since I first tried it, and I’m excited to watch more of their plans take shape and get implemented. There are still important features missing, and some rough edges to be smoothed down or redone, but they are aware of that and are working hard and methodically to improve things. I encourage anyone to give it a try. There is a learning curve to be able to make effective use of everything, but they are working on the onboarding and tutorials to help with that.<\/p>\n<\/p>\n<p>To the Anytype team, keep up the good work! As hard as it is, I’ll be patient, just know that I am very eager for some of the features slated for the next few months.<\/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\/@opalmonkey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@opalmonkey<\/a> Thanks a lot for sticking with us and bringing others in. Glad to hear chats are useful \u2014 they\u2019ve been a big focus lately. Still a lot to improve, but we\u2019re getting there step by step. Really appreciate your patience and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cheers to launching!<\/p>\n<\/p>\n<p>I’ve been using Anytype for Android for a while and I like it.<\/p>\n<\/p>\n<p>It’s well organised.<\/p>\n<\/p>\n<p>I just have one feedback; add the ability to remove Object Types not in use. <\/p>\n<p>I only use Pages and Bookmarks. <\/p>\n<\/p>\n<p>I want to be able to hide everything else like I was able to in a previous version of Anytype.<\/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\/@charles_ochei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_ochei<\/a> Thanks a lot for the kind words. Happy to hear you like it. Yes, we plan to add the ability to remove any types and objects you don\u2019t use. Currently working on type deletion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anytype is for me as european entrepreneur one of the biggest hopes for genius european software with values.<br \/>Was using Evernote, MS, Notion and now: Anytype.<\/p>\n<p>I can unse it very easy for things I don’t want to nerd in and can customise what’s important for me. <\/p>\n<p>MCP is nice.<\/p>\n<p>And I use it to structure my workflows such that Anytype guides me throgh links to the pages that I need to work with next.<\/p>\n<p>I share Courses with Clients I built in Anytype pages (which look super nice!).<\/p>\n<p>Hope you make it to the top!<\/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\/@hannes_altmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hannes_altmann<\/a> Thank you so much, it really means a lot, especially coming from a fellow European entrepreneur.<\/p>\n<\/p>\n<p>Digital independence is something we firmly believe in, especially in the era of AI. Just look around Product Hunt \u2014 we might be the only non-AI product launched in the past few months. It\u2019s wild to think where all this is heading if we don\u2019t start regaining control over our digital lives.<\/p>\n<\/p>\n<p>Ideas and values matter, but UX does too. So it\u2019s great to hear you\u2019re using Anytype to guide your workflows and share with clients. We\u2019ll keep working hard to live up to that hope.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love Anytype! Its great place to store notes for classes, and document those things you only do once year and always forget later.<\/p>\n<\/p>\n<p>Not sure if the team is answering question here but, if so, I’d love to know if there is a plan to add more header types? There is 4 already and that’s probably enough for more but I side nav bar and would like more headers to make better use of it.<\/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\/@redrabbit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@redrabbit<\/a> Thanks for being with us! No plans to add more heading levels for now, but we\u2019re planning a full editor rework next year \u2014 collapsible headers and more flexibility might come as part of that.<\/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>Anytype is awesome! It is bit complete and take some time to understand and organize, but once setup, it is works really well. I have been using it for 2+ years. There are still bunch of features missing. But what Anytype provides (Great Security + Blend of Notion+Obsidian+Craft+ Secure Messaging ) no other app is able to provide it. I think it has a lot of potential. I am super excited about it’s future.<\/p>\n<\/p>\n<\/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\/@osho_tolle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osho_tolle<\/a> Thanks a lot for the kind words and for being with us for so long. We know it takes time to set up, but glad it\u2019s working well for you. Still a lot to build \u2014 but we\u2019re excited too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just checked when I created my very first note in my very first Anytype Space\u2026 turns out it was back in October 2021 \ud83d\ude07 What a ride it has been ever since! Huge congratulations to the Anytype team for building such a remarkable piece of software. If Anytype didn\u2019t exist, someone would have to invent it! \ud83d\udc4d\ud83d\udcaa<\/p>\n<p>Over nearly four years of using Anytype, I gradually replaced all my other tools and went all-in with my notes, knowledge, and life management in 2022. I\u2019ve tried almost everything OneNote, Evernote, Notion, Logseq, Trello, Todoist, Things, Roam, Obsidian, Tana, Capacities, but no tool ever stuck with me the way Anytype did. It became my go-to place for everything I need to organize in my life. I use it together with my wife, at work, in my own business, with other family members, and in every area it has proven to be incredibly useful. And having now Chat inside this tool just makes it even more powerful!<\/p>\n<p>What I like most about Anytype:<\/p>\n<ul>\n<li>\n<p>local first –> incredibly fast, offline use<\/p>\n<\/li>\n<li>\n<p>object oriented approach (everything as an object)<\/p>\n<\/li>\n<li>\n<p>no one will ever be able to read my data on any server<\/p>\n<\/li>\n<li>\n<p>Beautiful UI, I love the widgets and that I can fully customize the sidebar<\/p>\n<\/li>\n<li>\n<p>Raycast interface –> as a heavy keyboard user, nearly everything is accessible without ever touching my mouse<\/p>\n<\/li>\n<li>\n<p>shared spaces<\/p>\n<\/li>\n<li>\n<p>local network sync capability –> I use it at work, where I have no internet connection and just a wifi-router, works like a charm<\/p>\n<\/li>\n<li>\n<p>and much more!<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s a joy to see the hard work the Anytype team puts into this product, and it keeps getting better with every update. I’m glad to be part of your journey. So keep on rocking, Anytypers! \ud83d\udc95\ud83e\udd73 Looking forward to every new release \u270c\ufe0f<\/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\/@siousu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siousu<\/a> Wow, thanks for this. Means a lot that you\u2019ve been with us since 2021. Amazing to hear how deeply Anytype fits into your life \u2014 work, family, business, all of it.<\/p>\n<\/p>\n<p>You nailed what we\u2019re building for: local-first speed, full control, and real collaboration. Glad chats made it even better.<\/p>\n<\/p>\n<p>We\u2019ll keep shipping. Grateful to have you with us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<br \/>I\u2019ve been following Anytype since the early beta, and it\u2019s really inspiring to see how you\u2019ve stayed true to the local-first and privacy-first vision. It\u2019s rare to see a tool that treats autonomy and digital independence as a real philosophy, not just a feature.<br \/>The mix of notes, docs, and chats, all encrypted and running peer to peer, really feels like the future of collaboration. Excited to see how the AI Ally idea grows. Keep going strong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denis_vert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denis_vert<\/a> 100% agree! Especially your phrasing:<\/p>\n<p>“[…] it\u2019s really inspiring to see how you\u2019ve stayed true to the local-first and privacy-first vision. It\u2019s rare to see a tool that treats autonomy and digital independence as a real philosophy, not just a feature.”<\/p>\n<\/p>\n<p>resonates with me!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thank you!<\/p>\n<p>We couldn\u2019t be more excited. AI Ally is really a beast<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like your promo video a lot and the intention behind Anytype to be a privacy-friendly information hub.<\/p>\n<p>But to be honest, you don’t explain what your new “Anytype Chats” is. I only have a feeling it’s somehow AI related due to you mentioning MCP, but there’s no explanation. \ud83e\udd14<\/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\/@drdanielbender\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@drdanielbender<\/a> Oh, thank you! Seems we weren\u2019t clear enough on that point \u2014 we hoped the \u201cNotion + Slack\u201d line would hint at it, but let me explain:<\/p>\n<ol>\n<li>\n<p>You can create group chats like in any messenger \u2014 but here, you can also work on docs, lists, and notes right inside the chat.<\/p>\n<\/li>\n<li>\n<p>You can create <em>Spaces<\/em> (simplified version of slack workspaces) with multiple chats \u2014 all in a multi-format environment.<\/p>\n<\/li>\n<\/ol>\n<p>All of this runs on our own protocol, fully p2p and encrypted \u2014 no one can disconnect you or see inside.<\/p>\n<p>Here\u2019s my slightly cringy demo video that shows it better: <a href=\"https:\/\/chats.anytype.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chats.anytype.io<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey team, huge congrats on the launch, and thank you for building Anytype. This is actually the first time I\u2019ve ever left a Product Hunt review, and I wanted it to be for something that genuinely matters to me.<\/p>\n<\/p>\n<p>I originally discovered Anytype by accident while exploring what Notion could do. I honestly didn\u2019t expect that something like this existed: a local-first, privacy-first tool that still looks and feels this good. Your website, your app, the whole UI\/UX are incredibly polished for a product with such a serious core value like encryption and data ownership. I\u2019ve been using Anytype for almost a year now, and it really feels like you\u2019ve found your niche and a healthy way to monetize it without compromising on your principles. I\u2019m glad more people are finally going to hear about you.<\/p>\n<\/p>\n<p>For me, Anytype became an encrypted layer on my Mac where I can keep the things that are truly sensitive or just deeply personal \u2014 not only secret data, but thoughts and notes I don\u2019t want anyone else to see. Recently I was diagnosed with ADHD, and it felt like nothing could really contain or structure how chaotic my brain is. Anytype is the first place that actually works for that. I dump ideas, messy thoughts, private reflections there, and I can fully trust that they\u2019re safe.<\/p>\n<\/p>\n<p>I haven\u2019t used the new chat feature heavily yet because inviting others into a new app always has some friction, but I love the direction you\u2019re going in. Extending the same privacy-first philosophy to communication makes so much sense. I just wanted you to know there are people out here whose lives are genuinely better because you decided to build this. <\/p>\n<p>Thanks for creating something I honestly can\u2019t imagine living without now.<\/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\/@hdhandle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hdhandle<\/a> Wow. Thank you so much for this \u2014 it really moved us.<\/p>\n<\/p>\n<p>Hearing that Anytype has become a safe space for your thoughts and life, especially in such a personal context, means more than we can put into words. It\u2019s exactly why we started building it.<\/p>\n<\/p>\n<p>We\u2019re honored to be your first Product Hunt review. We\u2019ll keep doing our best to make sure Anytype stays true to its values \u2014 private, local, yours.<\/p>\n<\/p>\n<p>Sending gratitude from the whole team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brilliant app! <\/p>\n<\/p>\n<p>My use case is to manage information about team members of my unit, so I wanted it to be private and hosted on my laptop. Two things that I’m missing: <br \/>1. “Hidden data” which might be seen only with a password\/fingerprint lock (currently, I’m using toggle to hide such data). <br \/>2. Ability to switch the view of linked notes (right now the ‘card preview’ just pulls content from a note, showing it as not formatted text, so it looks messy)<\/p>\n<\/p>\n<p>But overall – really great app!<\/p>\n<p>To be honest, I’m using it with a free plan, I just don’t need any of the paid features, but I would rather pay something like $1 instead of a free option.<\/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\/@denis_ryaboshtanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denis_ryaboshtanov<\/a> Thank you!<\/p>\n<ol>\n<li>\n<p>Hidden data is a very interesting request. We will discuss it with the team and think how to do it right.<\/p>\n<\/li>\n<li>\n<p>Good point about card previews. Not a priority right now, but it will be solved for sure.<\/p>\n<\/li>\n<\/ol>\n<p>And thank you for the note about pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a huge fan. fast, offline, private, great UX. just \ud83e\udd0c<\/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>Thomas, your support means a lot. Huge thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">My mind is now thinking how a decentralized baby looks \ud83d\ude05<\/p>\n<p>Love the angle, was just starting off with obsidian and this may be a closer fit for the founder archetype<\/p><\/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\/@jalcantara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jalcantara<\/a> Please let me know how it goes, and if anything is missing \u2014 happy to assist.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Anytype is so gorgeous and fast. I could use it just because of that. Decentralized chats take it to the next level. <\/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>Thank you, Alex! That\u2019s exactly what we\u2019re aiming for \u2014 beauty, speed, and full ownership. Glad the chats hit the mark too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Only started using Anytype in this last week but am really loving it, and especially how it also does P2P sync locally. It also has a generous free tier, and I love the bulk import\/export with Markdown. It did a great job of importing my 1,200 plus notes in from Joplin Notes.<\/p>\n<\/p>\n<p>Hoping though that we will still see:<\/p>\n<ul>\n<li>\n<p>Find and Replace<\/p>\n<\/li>\n<li>\n<p>Linking to blocks in same Page or in other pages<em><br \/><\/em><\/p>\n<\/li>\n<\/ul>\n<p>There is otherwise really nothing else that I miss in Anytype.<\/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>Thank you! Great to hear you\u2019re enjoying Anytype \u2014 and happy the Joplin import went smoothly.<\/p>\n<\/p>\n<p>Find & Replace is on the way.<\/p>\n<p>Block-level linking is planned for next year as part of the Editor 2.0 project.<\/p>\n<\/p>\n<p>If anything else comes up as you settle in, we\u2019re here to help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using your software for around a year now. Initially I experimented with it, but it didn’t quite suit my needs. Now though, I find myself doing a lot of writing and I’m building a personal knowledge database, and the changes you’ve made encouraged me to delve a bit deeper about 4 or 5 months ago. I now use it everyday for a number of functions. Thank you, this is a fantastic piece of software. Good luck for the future.<\/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>Thank you Dennis \u2014 really appreciate this.<\/p>\n<p>It means a lot to hear that the recent changes helped you come back and build your knowledge base with Anytype. We\u2019ve been working hard to make writing and everyday use feel smoother, and messages like yours keep us going.<\/p>\n<\/p>\n<p>If you ever have ideas or things you\u2019d like to see improved, we\u2019re always here to listen.<\/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>Privacy is the most important aspect for me and I loved your concept of local collaboration. 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>Thank you so much! Privacy is at the core of everything we build. Local collaboration is just the beginning \u2014 more to come!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>New to this product this application and setting this up as my command center Brain with support of theBrain (Graph\\MindMap), Obsidian (OBJECTS\\PUGINS+INTERNAL Direct edit of MD files), Zotero (FILES\\Reference CITI). Working through the learning curve and finding the CHAT option a challenge at this time. Would find a FILTER option on the SIDEBAR to help organize first point of the workflow entry point. Main feature I like for what I use this application for is the OBJECTS and URI\/URL support structure. The current URI for cross vault and outside application to bring direct objects up could be expanded further to make my one-point of entry work better.<\/p>\n<\/p>\n<p>Thanks again for the product.<\/p>\n<p>Kerry Dalton<\/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>Thank you, Kerry!<\/p>\n<p>Sounds like you\u2019re building a powerful command-center setup \u2014 love seeing Anytype used alongside tools like TheBrain, Obsidian, and Zotero.<\/p>\n<\/p>\n<p>You\u2019re right: Chats have a learning curve today. We\u2019re working on smoothing that out, and your point about a sidebar filter is spot on. We\u2019re already exploring better ways to organize entry points and surface the right objects faster.<\/p>\n<\/p>\n<p>Regarding URI\/URL support: completely agree. Cross-space and external linking is one of the core strengths of the system, and we plan to expand it so you can use Anytype as a true single point of entry.<\/p>\n<\/p>\n<p>Really appreciate you sharing this \u2014 helps us shape the right priorities. If you have more thoughts, we\u2019d love to hear them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Best candidate for replacing Notion. <a href=\"https:\/\/www.producthunt.com\/@pronkin_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pronkin_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pronkin_<\/a> , how do you see advantages of Anytype over Obsidian ?<\/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\/@kyrylo_karalyus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kyrylo_karalyus<\/a> Thank you for the question! Obsidian is a great product, but it\u2019s focused on personal use with Markdown as the main format.<\/p>\n<\/p>\n<p>Anytype is built for collaboration: with a block-based editor as just one of several formats. With this launch, we\u2019re introducing Chats, making it even more collaborative \u2014 all without compromising on privacy or ownership.<\/p>\n<\/p>\n<p>Unlike Obsidian, syncing in Anytype is free out of the box and fully peer-to-peer: no subscription required. Our mobile apps are fully native and feel smooth.<\/p>\n<\/p>\n<p>And of course \u2014 aesthetics matter to us. We care deeply about visual design and creating a space that feels good to be in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@kyrylo_karalyus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kyrylo_karalyus<\/a> I’ve moved everything from Notion into Anytype last year, didn’t look back. Anytype is blazing fast and very much more private compared to Notion. <\/p>\n<\/p>\n<p>I wouldn’t quite compare Obsidian’s experience with Anytype, but Anytype does do more than Obsidian. Everything is stored end-to-end encrypted and <strong>not <\/strong>plain text on your local device, this means someone cannot read your Anytype notes via an evil maid attack by going into the file storage. Anytype also has free P2P sync built in. Instead of close-source, Anytype’s code is open and anyone can see every changes made to the app. I like how I can easily collaborate with people on Anytype. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 anytype! migrated from notion and never looking back after getting a sudden ban (on notion) and everything deleted without explanation or warning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you \u2014 and wow, sorry you had to go through that. Sudden bans and data loss are exactly the kinds of situations we want to make impossible.<\/p>\n<\/p>\n<p>Really glad you found a home in Anytype. Your data is yours \u2014 full stop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great update from the team! Been using Anytype for a while now. I hope local AI is next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_daniliants\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_daniliants<\/a> Thank you! Glad to have you with us. And yes \u2014 local AI is very much on the way. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Merging chat directly into the docs is actually such a smart move. Context switching between Slack and Notion kills my flow daily. Nice work on this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot! That\u2019s exactly the pain we wanted to solve. Work and conversation belong together \u2014 no more jumping between tabs just to stay in context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the privacy-first angle. End-to-end encryption + local-first is the way forward for sensitive team collaboration.<\/p>\n<p>Q: How do you handle sync conflicts when working offline? Also, what’s your go-to-market – are you focusing on teams that care deeply about privacy (legal, healthcare)?<\/p>\n<p>Excited about this! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a> Thank you! We\u2019ve built our own sync protocol to support local-first, encrypted collaboration \u2014 it handles offline edits using CRDTs, so conflicts are merged automatically in most cases. Here\u2019s the docs if you\u2019re curious: <a href=\"http:\/\/sync.any.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sync.any.org<\/a><\/p>\n<\/p>\n<p>As for go-to-market, we\u2019re starting with individuals and small teams who care deeply about autonomy & privacy, then gradually expanding to larger teams and businesses.<\/p>\n<\/p>\n<p>Excited to have you on board!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really cool! How smooth is offline collaboration when multiple people are editing the same page?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you!<\/p>\n<\/p>\n<p>Offline collaboration is already quite good when people edit the same page. The only tricky part is when two people edit the same block at the same time. In that case we use a simple rule where the last write wins.<\/p>\n<\/p>\n<p>The nice thing is that you always have full history, so you can revert any change if the conflict did not resolve the way you wanted.<\/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>awesome promo video and the intention behind Anytype to be a privacy-friendly information hub. Great job<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you Yousuf! Means a lot. It\u2019s much easier to grind when there\u2019s a real sense of purpose behind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You’ve built something that keeps my game design chaos from spiraling into complete entropy\u2014and trust me, between running a two-year Shadowrun campaign, juggling multiple projects, and trying to explain mechanics to programmers, that’s no small feat. Your tool is the only reason my friends still tolerate my increasingly elaborate session notes and why my documentation doesn’t look like a conspiracy theorist’s cork board. Seriously, thank you for making something that actually gets how creative work <em>actually works<\/em>\u2014messy, interconnected, and never quite fitting into traditional folders. You’re doing the lord’s work, and my players have no idea how much smoother their experience is because of you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that Anytype exists, and I use it lightly. I haven’t yet figured out how it can replace Notion since there’s enough difference between the two apps that it will take some adjustment on my part. Thanks for what you do! We need privacy-focused alternatives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you \u2014 really appreciate this.<\/p>\n<\/p>\n<p>Totally understand the \u201cadjustment\u201d part. Anytype isn\u2019t Notion, so it can take a bit to figure out how it fits into your workflows. We\u2019re working on better templates, guides, and migration paths to make that step easier over time.<\/p>\n<\/p>\n<p>In the meantime, even using it lightly already supports the mission of more private, independent tools \u2014 so thank you for that 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<\/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\/EHISOOIRQEMOLJ\" class=\"app-title\">Vybe<\/a><\/p>\n<div class=\"one-liner\">Lovable for internal apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">227<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vybe\u662f\u4e00\u6b3e\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u5316\u4e3a\u5b89\u5168\u3001\u751f\u4ea7\u5c31\u7eea\u7684\u5185\u90e8\u5e94\u7528\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u5feb\u901f\u589e\u957f\u516c\u53f8\u4e2d\u4e1a\u52a1\u56e2\u961f\u56e0\u5de5\u7a0b\u8d44\u6e90\u7d27\u5f20\u800c\u65e0\u6cd5\u53ca\u65f6\u83b7\u5f97\u5b9a\u5236\u5316\u5185\u90e8\u5de5\u5177\uff0c\u5bfc\u81f4\u6d41\u7a0b\u50f5\u5316\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/933476a3-d831-4bd4-9c70-e34133e0f61e.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\/8c168687-88f6-468a-89a2-d3de29146046.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19dde917-70a0-4e42-bd2d-ca5e50aff0d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fa78574-4faa-4ca2-afc5-fb757f7e20eb.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\/8132bb57-2f6b-4d5d-bef1-bd36c675ab53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a90ca78-4d26-4852-9cd5-cd82c55f7d26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b972f5fc-81d8-4809-8b74-7e5ef61d3c36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c124f9f-42fb-46dd-81b2-044f92a379a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u4e0e\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u80fd\u5feb\u901f\u6784\u5efa\u7a33\u5b9a\u3001\u96c6\u6210\u7684\u5185\u90e8\u5de5\u5177\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u751f\u4ea7\u5c31\u7eea\u6027\u3001\u5185\u7f6e\u5b89\u5168\u6743\u9650\u548c\u771f\u5b9eGit\u96c6\u6210\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u975e\u6280\u672f\u4eba\u5458\u4fee\u6539\u5de5\u4f5c\u6d41\u7684\u6613\u7528\u6027\u3001\u4e0e\u7ade\u54c1\uff08\u5982Lovable\uff09\u7684\u5dee\u5f02\u5316\u4f18\u52bf\uff08\u5b89\u5168\u4e0e\u8bbf\u95ee\u63a7\u5236\uff09\u3001\u6a21\u677f\u53ef\u7528\u6027\u4ee5\u53ca\u5982\u4f55\u5b9e\u73b0\u5de5\u7a0b\u4e0e\u4e1a\u52a1\u56e2\u961f\u7684\u534f\u540c\u6240\u6709\u6743\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 Vybe\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2a\u7b80\u5355\u7684\u65e0\u4ee3\u7801\u73a9\u5177\uff0c\u800c\u662f\u76f4\u51fb\u4f01\u4e1a\u8f6f\u4ef6\u5f00\u53d1\u7684\u6df1\u5c42\u77db\u76fe\uff1a\u4e1a\u52a1\u654f\u6377\u6027\u4e0e\u5de5\u7a0b\u53ef\u63a7\u6027\u4e4b\u95f4\u7684\u6c38\u6052\u5f20\u529b\u3002\u5b83\u63d0\u51fa\u7684\u201c\u5171\u4eab\u6240\u6709\u6743\u201d\u6a21\u578b\u662f\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u2014\u2014\u8ba9\u5de5\u7a0b\u56e2\u961f\u638c\u63a7\u6570\u636e\u3001\u5b89\u5168\u3001\u96c6\u6210\u7b49\u5e95\u5c42\u57fa\u77f3\uff0c\u540c\u65f6\u5141\u8bb8\u4e1a\u52a1\u56e2\u961f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5feb\u901f\u6784\u5efa\u548c\u8fed\u4ee3\u5e94\u7528\u754c\u9762\u4e0e\u903b\u8f91\u3002\u8fd9\u8bd5\u56fe\u5728\u201c\u4e1a\u52a1\u81ea\u5efa\u5bfc\u81f4\u7684\u6df7\u4e71\u201d\u4e0e\u201c\u5de5\u7a0b\u4e3b\u5bfc\u5e26\u6765\u7684\u74f6\u9888\u201d\u4e4b\u95f4\u5f00\u8f9f\u7b2c\u4e09\u6761\u9053\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\u5bf9\u5de5\u7a0b\u56e2\u961f\u5fc3\u7406\u548c\u73b0\u4ee3\u5f00\u53d1\u6d41\u7a0b\u7684\u5c0a\u91cd\u3002\u5f3a\u8c03\u201c\u771f\u5b9e\u4ee3\u7801\u201d\u3001\u201c\u771f\u5b9eGit\u4ed3\u5e93\u201d\u3001\u201c\u5185\u7f6e\u6743\u9650\u201d\uff0c\u5e76\u975e\u4ec5\u662f\u529f\u80fd\u5217\u8868\uff0c\u66f4\u662f\u6d88\u9664\u5de5\u7a0b\u56e2\u961f\u62b5\u89e6\u60c5\u7eea\u7684\u5173\u952e\u8bbe\u8ba1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u53d7\u63a7\u7684\u3001\u9762\u5411\u751f\u4ea7\u7684\u201c\u6c99\u76d2\u201d\uff0c\u5c06\u65e0\u4ee3\u7801\u7684\u654f\u6377\u6027\u951a\u5b9a\u5728\u5de5\u7a0b\u8ba4\u53ef\u7684\u575a\u56fa\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e0a\u3002\u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e24\u4e2a\u524d\u63d0\uff1a\u4e00\u662f\u81ea\u7136\u8bed\u8a00\u5230\u53ef\u9760\u5e94\u7528\u7684\u8f6c\u6362\u80fd\u529b\u662f\u5426\u8db3\u591f\u7cbe\u51c6\u7a33\u5b9a\uff0c\u4ee5\u771f\u6b63\u51cf\u5c11\u800c\u975e\u589e\u52a0\u5de5\u7a0b\u56e2\u961f\u7684\u8c03\u8bd5\u8d1f\u62c5\uff1b\u4e8c\u662f\u5176\u6743\u9650\u4e0e\u6570\u636e\u8bbf\u95ee\u63a7\u5236\u6a21\u578b\u662f\u5426\u7ecf\u5f97\u8d77\u4f01\u4e1a\u7ea7\u590d\u6742\u573a\u666f\u7684\u8003\u9a8c\u3002\u5f53\u524d\u8bc4\u8bba\u591a\u6765\u81ea\u65e9\u671f\u652f\u6301\u8005\u6216\u5408\u4f5c\u4f19\u4f34\uff0c\u5176\u80fd\u5426\u5728\u66f4\u5e7f\u6cdb\u3001\u66f4\u82db\u523b\u7684\u4f01\u4e1a\u73af\u5883\u4e2d\uff0c\u8ba9\u4e1a\u52a1\u65b9\u201c\u81ea\u7531\u521b\u9020\u201d\u800c\u4e0d\u5f15\u53d1\u6570\u636e\u6216\u6d41\u7a0b\u6df7\u4e71\uff0c\u5c06\u662f\u9a8c\u8bc1\u5176\u6a21\u578b\u6210\u8d25\u7684\u5173\u952e\u3002\u5b83\u4e0d\u662f\u5728\u53d6\u4ee3\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u5728\u91cd\u65b0\u5b9a\u4e49\u5de5\u7a0b\u5e08\u4e0e\u4e1a\u52a1\u56e2\u961f\u7684\u534f\u4f5c\u8fb9\u754c\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\">Vybe<\/span>\n <\/div>\n<div class=\"comment-content\">Vybe turns natural language into secure, production-ready internal apps that connect to your real data. No long backlogs, no glue code, no fragile prototypes. Auth, roles and deployments are built in. Plug in Postgres, Salesforce, Jira and 3,000 integrations. Start from scratch or remix templates used by world-class operators and make them your own in seconds. Internal tools that actually ship.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey PH! Today we\u2019re launching Vybe to the world and announcing our $10M Seed round to make vibe-coding actually work inside companies.<\/p>\n<p>We built Vybe because every fast-growing company ends up duct-taping operations together with rigid SaaS, spreadsheets, and manual hacks. Engineers are stretched thin, so internal tools never reach the top of the backlog, leaving teams blocked and processes fragile.<\/p>\n<p>Meanwhile, vibe-coding has exploded in creativity\u2026 but it still falls short when you try to build *secure, data-connected, team-ready* internal apps. We built Vybe to change that -> Build secure, connected internal apps with natural language<\/p>\n<p>How do you empower business teams to move fast without creating chaos, and without turning engineers into bottlenecks?<\/p>\n<p>Every fast-growing company hits the same wall.<br \/>-> Marketing needs dashboards. Ops needs workflows. CS needs internal tools.<br \/>-> Engineering wants to help\u2026 but also needs to ship the actual product.<\/p>\n<p>Historically, teams had two bad options:<\/p>\n<p>1. Business builds their own tools<br \/>\u2192 using spreadsheets, Coda, Notion, or lightweight AI builders.<br \/>Fast at first\u2026 until it becomes unmaintainable, impossible to debug, and impossible for engineering to support.<\/p>\n<p>2. Engineering builds everything<br \/>\u2192 professional, scalable, secure\u2026<br \/>but slow, costly, and instantly becomes a backlog of \u201cCan you change this button?\u201d or \u201cWe need a new field for tomorrow\u2019s launch.\u201d<\/p>\n<p>Both models fail<\/p>\n<p>Our vision: A third model: shared ownership.<\/p>\n<p>A world where:<\/p>\n<p>1. Engineers own the foundation<br \/>– Secure data access<br \/>– Integrations<br \/>– SQL definitions \/ metrics alignment<br \/>– Permissions & access control<br \/>– Git, review, and oversight<br \/>– The initial scaffold of the app<\/p>\n<p>Business teams own the surface area<br \/>– Workflow steps<br \/>– Buttons, fields, logic<br \/>– Iterating on what they need day-to-day<br \/>– Shipping changes without needing an engineer every time<\/p>\n<p>Both groups operate in the same system:<br \/>– Real code under the hood<br \/>– Real GitHub repos<br \/>– Real access controls<br \/>– Real integrations<\/p>\n<p>Vybe lets anyone inside a company describe what they want, and instantly generate real production-grade software!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qhoang09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qhoang09<\/a> I\u2019ve worked for so many places that needed custom internal tools and we limped along with spreadsheets and sticky notes. Finding someone to build what we needed was nearly impossible. I wish we had the tools to build our own custom tools back then. It\u2019s amazing to see it\u2019s now possible! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qhoang09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qhoang09<\/a> Excited about natural language surfaces<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@qhoang09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qhoang09<\/a> This looks super useful for fast-changing teams. How easy is it to tweak workflows without engineering?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on your launch \u2728<\/p>\n<p>I’ve been using the tool for a while now, it’s never been easier to deploy tools!<\/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\/@valentin_salmon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valentin_salmon<\/a> thanks for the shoutout Valentin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m part of the Vybe team, and we\u2019ve been heads-down building this for a while. Today\u2019s launch is our chance to put it in real hands and learn fast. If you try it, tell us what feels smooth, what breaks, and what\u2019s missing \u2014 the rough edges are where we grow the quickest.<\/p>\n<p>Thanks for giving it a spin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy customers since day one! It has been a game changer for us<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@antoine_bouchardy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antoine_bouchardy<\/a> happy to help Antoine!! <\/p>\n<\/p>\n<p>For those who are curious, this is a full CS \/ CRM platform we built with Probo: <a href=\"https:\/\/www.vybe.build\/case-studies\/probo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.vybe.build\/case-studies\/probo<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At co2ai.com, we have built with Vybe a complete internal tool that replaces a big part of our CRM, analytics dashboards, Notion pages, calendar syncing systems, weekly reportings, task managements… Something absolutely incredible and just unthinkable 6 months ago!<br \/>The most exciting part is that the end users themselves can fix\/improve the app when needed, which is a total new game.<\/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\/@florian_jourda1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@florian_jourda1<\/a> Thanks Floriam, was a pleasure to work together with your CS team on this!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Want to try 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damien_henry1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damien_henry1<\/a> Let me know if you need more free credit \ud83d\ude42 We have a generous free plan though! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Wow looks solid. Upvoted <\/p>\n<p>Do you have some templates? For instance if someone built a CRM can I use their CRM as a template?<\/p><\/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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> We do! <\/p>\n<p>even better, they come from the best Operators , like Lenny Rachitsky, CTO 23andMe, VP Engineering Pagerduty etc.! <\/p>\n<\/p>\n<p><a href=\"https:\/\/www.vybe.build\/templates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.vybe.build\/templates<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@qhoang09 wow sounds great! I will try it \ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<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\">Huge launch congrats team!!<\/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\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> Thanks a lot!<br \/>Big week indeed: GA Launch, fundraising announcement and rebranding… pfiou!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been prototyping with Vybe since a few weeks and I must say that the off the shelves integrations are a game changer to build internal apps. Need to prototype more with it! <\/p>\n<p>Great job team!<\/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\/@mickatouillaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mickatouillaud<\/a> Thanks <a href=\"https:\/\/www.producthunt.com\/@mickatouillaud\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mickatouillaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mickatouillaud<\/a> for the kind words. <br \/>Indeed, no internal application lives in its silo. Whether it’s pulling data, updating records or simply notifying, it’s hard to think of a *good* internal app that is not connected to the rest of the organization tool stack in some way. <br \/>We hope we can make that smoother!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 whole experience gives real operator energy. Build, tweak, deploy\u2026 all in one smooth flow<\/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\/@jeremy_ellis1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeremy_ellis1<\/a> JB here, from the Vybe team!<br \/>“Operator energy” love it. But yeah, Vybe is built for operators who deeply care about building the best tools for their teams. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>no prototype vibes at all. Everything feels stable, clean, and ready to use across the team.<\/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\/@saturnina_brigante\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saturnina_brigante<\/a> Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@saturnina_brigante\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saturnina_brigante\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saturnina_brigante<\/a> for the good vibes (pun intended). It’s been a focus for us to build such experience for users. <br \/>We’ve also focused a lot on building a great experience setting up integrations, connecting database, setting up roles etc… <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid! But what makes it better than using Lovable to build my 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>Hi <a href=\"https:\/\/www.producthunt.com\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a>,<br \/>Fabio here from the engineering team at <a href=\"https:\/\/www.producthunt.com\/products\/vybe-4\" target=\"_blank\" rel=\"noopener\">@Vybe<\/a> , thanks for checking us out!<\/p>\n<p>Great question. The biggest difference is our focus on security and access control. With Vybe, those parts are built-in, robust, and secure by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>bim! congrats on the launch \ud83d\udd25<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@enzo_avigo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enzo_avigo<\/a>, I am part of the engineering team at Vybe and we really appreciate your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Boom! Congrats on the launch Vybe team!! I’ve built a few investor tools and been loving the product experience!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@taro_f\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taro_f<\/a> Thanks a Taro!<br \/>and yes, so many great usecases for investors with Vybe such as:<br \/>– deal management<br \/>– LP management<br \/>– data gathering and transformation<br \/>– outreach<br \/>– meeting management<br \/>…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a no-code builder that acknowledges ‘real code’ exists under the hood. The fact that it syncs to a real Git repo makes this actually viable for engineering teams. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> Great minds think alike <a href=\"https:\/\/www.producthunt.com\/@govindsajit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> \ud83d\ude42<br \/>I could not have said it better. <\/p>\n<p>One big learning over the past few months is that engineering, despite not wanting to own those internal products, wants to stay in the loop at all phases: setup (privacy, data connections…), building (setting up foundations, checking the work…), iterations (debugging, data model updates…)<br \/>Instead of fighting this, we want to enable those teams to work together on 1 unified platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 execution. No-code is finally becoming legit for internal tools. The 3000+ integrations + built-in auth\/roles is the right call.<\/p>\n<p>Q: How does performance scale with data volume? Like for ops teams with millions of records? Also curious – can you deploy to private infrastructure?<\/p>\n<p>Looking great! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a> Thanks for the shout!<\/p>\n<p>Some thoughts on your question about performance scale. <br \/>1 – we have been working with customers with such volume for dashboard usecases and it has worked well so far… for their usecases. Which makes me confident that we can handle huge volumes of data today already<br \/>2 – also, one big realization over the past few months working with our customer base is that for many internal applications, you only need a subset of data to work with – ex: if you create processes around salesforce or Jira, you generally only need let’s say “records created in the last 3 months” as working data. <br \/>Our integrations infrastructure and specifically our “Data Queries” feature allows you to define such dataset to avoid bloating all apps with millions of unnecessary rows<br \/>3 – Also let’s face it, we have not yet stress tested our system to humongous volumes but it is definitely a priority of ours to enable those customers over time.<\/p>\n<p>And about the private infrastructure:<br \/>Not available today but it does come up on all our enterprise conversations so definitely on the roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m really thrilled to play a (very small) part in this. Supporter since Day 1! Vybe is a game changer for us at Superdocu.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marwannas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marwannas<\/a>  Thanks! A great milestone today and so much more ahead of us! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wow <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48da29b0-8d49-4456-bdeb-bcb3405c582f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! This could solve so many internal chaos problems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Quite convinced it will! (or at least, that’s what we are working towards \ud83d\ude42 )<br \/>Any particular chaos we could help you have in mind right now? \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch. The \u201cshared ownership\u201d model is compelling. How do you guard against business-side edits breaking data\/permissions? Do engineers set schema\/role guardrails and require Git approvals on changes to limit blast radius?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@llm_driven\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llm_driven<\/a> If you remove permissions and your Vybe app doesn’t have access anymore, it won’t work and that’s by design. We have some monitoring in place and we plan to add more to detect when this happens.<br \/>Engineers can define queries to be used to build apps and they also get git access to make changes or review code. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Vybe looks amazing! The natural language to internal app generation is mind-blowing. How does the role-based access control handle complex hierarchical org structures? Super curious!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing product to let everyone build internal tools. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for the launch!<\/p>\n<p>The Truth SQL feature seems awesome, do you have more examples to share?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@skelz0r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@skelz0r<\/a>  Thanks <a href=\"https:\/\/www.producthunt.com\/@skelz0r\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"skelz0r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@skelz0r<\/a> <br \/>Yeah definitely – this feature allows IT and Eng team to set up query “definitions”.<br \/>A common one is “MAUs” => you could vibe code that and ask the AI to figure out the query yourself but most companies, as they grow to a certain size have very particular definitions of “Active”. <br \/>With our feature, we would allow a data engineer to input the MAU sql query into Vybe once and for all and call it “Monthly Active Users”.<br \/>Then when a PM wants to build app let’s say, they can simply refer to this query using “@Monthly Active Users” (with auto complete) and be sure to have reliable data. <br \/>And if the definition changes, just update the query definition!<\/p>\n<p>Hope this helps <a href=\"https:\/\/www.producthunt.com\/@skelz0r\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"skelz0r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@skelz0r<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/ULQ4Q6PLWHD45W\" class=\"app-title\">Yolk<\/a><\/p>\n<div class=\"one-liner\">From call analysis to roleplay coaching, automated by AI.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Yolk\u662f\u4e00\u6b3eAI\u9500\u552e\u6559\u7ec3\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u5206\u6790\u771f\u5b9e\u9500\u552e\u901a\u8bdd\u3001\u8bc6\u522b\u6280\u80fd\u7f3a\u53e3\u5e76\u751f\u6210\u4e2a\u6027\u5316AI\u89d2\u8272\u626e\u6f14\u7ec3\u4e60\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u56e2\u961f\u901a\u8bdd\u6570\u636e\u5229\u7528\u7387\u4f4e\u3001\u65b0\u624b\u4e0a\u624b\u6162\u3001\u7ecf\u7406\u8f85\u5bfc\u96be\u4ee5\u89c4\u6a21\u5316\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eaca92ae-cfae-4960-acf4-ee346423459a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4abe63f4-acdb-4177-9f4c-7c0b0ba5612c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/775ecd1d-cb71-49f5-9a06-a2ee7357b34a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63e88dbd-2037-4eb2-9ce6-de7bb307501a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04a12f24-a15f-474b-bdce-67c5493d6f64.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\/d391f7c2-ece4-482d-be61-4c533d352a73.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8eFiNL8eEsM\"><source src=\"https:\/\/youtu.be\/8eFiNL8eEsM\" 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\">Sales<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u901a\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u89d2\u8272\u626e\u6f14<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u7ee9\u6548\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8f85\u5bfc<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u65b9\u5411\uff0c\u8ba4\u4e3a\u5176\u4ee3\u8868\u4e86\u9500\u552e\u57f9\u8bad\u7684\u672a\u6765\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u96c6\u6210\u80fd\u529b\uff08\u662f\u5426\u652f\u6301Google Drive\u7b49\u6765\u6e90\uff09\u3001\u76ee\u6807\u5ba2\u6237\uff08\u660e\u786e\u4e3a\u4e2d\u5927\u578bSaaS\u548c\u91d1\u878d\u4f01\u4e1a\uff09\u3001AI\u89d2\u8272\u626e\u6f14\u7684\u9002\u5e94\u6027\u4e0e\u771f\u5b9e\u6027\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u5b9a\u4ef7\u7ec6\u8282\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Yolk\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u201c\u6570\u636e\u575f\u5893\u201d\u56f0\u5883\uff1a\u4f01\u4e1a\u5750\u62e5\u6d77\u91cf\u9500\u552e\u901a\u8bdd\u6570\u636e\uff0c\u5374\u56e0\u5206\u6790\u6210\u672c\u8fc7\u9ad8\u800c\u65e0\u6cd5\u8f6c\u5316\u4e3a\u6709\u6548\u6d1e\u5bdf\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u94fe\u6761\u201c\u5206\u6790-\u8bca\u65ad-\u8bad\u7ec3\u201d\u903b\u8f91\u6e05\u6670\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8eAI\u7684\u201c\u6df1\u5ea6\u201d\u800c\u975e\u201c\u529f\u80fd\u5217\u8868\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5bf9\u8bdd\u8bc4\u4f30\u6a21\u578b\u7684\u7cbe\u51c6\u5ea6\u3002\u5c06BANT\u3001MEDDPICC\u7b49\u9500\u552e\u65b9\u6cd5\u8bba\u62c6\u89e3\u4e3a\u6570\u5343\u4e2a\u53c2\u6570\u8fdb\u884c\u8bc4\u4f30\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9500\u552e\u662f\u9ad8\u5ea6\u60c5\u5883\u5316\u7684\u4eba\u7c7b\u4e92\u52a8\uff0cAI\u80fd\u5426\u51c6\u786e\u8bc6\u522b\u201c\u8f6f\u6280\u80fd\u201d\u77ed\u677f\uff08\u5982\u8bed\u6c14\u3001\u4fe1\u5fc3\uff09\u4ecd\u662f\u95ee\u53f7\uff0c\u8fd9\u4e5f\u662f\u7528\u6237\u8bc4\u8bba\u4e2d\u7684\u6838\u5fc3\u5173\u5207\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0cAI\u89d2\u8272\u626e\u6f14\u7684\u201c\u4eba\u6027\u5316\u201d\u662f\u4ea7\u54c1\u6210\u8d25\u7684\u5173\u952e\u3002\u5e02\u9762\u4e0a\u591a\u6570\u5bf9\u8bdd\u673a\u5668\u4eba\u6613\u4e8e\u201c\u88ab\u6e38\u620f\u89c4\u5219\u7834\u89e3\u201d\u3002Yolk\u521b\u59cb\u4eba\u4ee5\u201c\u6311\u6218\u5b83\uff0c\u8d62\u4e86\u514d\u8d39\u7528\u201d\u7684\u81ea\u4fe1\u56de\u5e94\uff0c\u6697\u793a\u5176\u5728\u5bf9\u8bdd\u8fde\u8d2f\u6027\u3001\u610f\u5916\u5e94\u5bf9\u4e0a\u53ef\u80fd\u6709\u6240\u7a81\u7834\u3002\u4f46\u8fd9\u9700\u8981\u6781\u9ad8\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u82e5\u4ec5\u57fa\u4e8e\u6709\u9650\u901a\u8bdd\u8bb0\u5f55\u8fdb\u884c\u6a21\u5f0f\u5339\u914d\uff0c\u5176\u7ec3\u4e60\u573a\u666f\u7684\u591a\u6837\u6027\u548c\u6311\u6218\u6027\u5c06\u53d7\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\uff08\u4f4e\u81f345\u7f8e\u5143\/\u5e2d\uff09\u7784\u51c6\u4e86\u9884\u7b97\u6709\u9650\u7684\u4e2d\u578b\u56e2\u961f\uff0c\u610f\u56fe\u660e\u663e\u3002\u7136\u800c\uff0c\u9500\u552e\u57f9\u8bad\u6548\u679c\u96be\u4ee5\u91cf\u5316\uff0c\u5ba2\u6237\u9700\u8981\u770b\u5230\u7684\u4e0d\u662f\u4eea\u8868\u76d8\u4e0a\u7684\u5206\u6570\uff0c\u800c\u662f\u5207\u5b9e\u63d0\u5347\u7684\u6210\u4ea4\u7387\u3002Yolk\u80fd\u5426\u5c06\u201cAI\u8bad\u7ec3\u201d\u4e0e\u201c\u4e1a\u7ee9\u63d0\u5347\u201d\u4e4b\u95f4\u7684\u56e0\u679c\u94fe\u6761\u8bc1\u660e\u7ed9\u5ba2\u6237\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u5fc5\u5907\u7cfb\u7edf\u201d\u7684\u751f\u6b7b\u7ebf\u3002\u5b83\u4e0d\u662f\u5728\u66ff\u4ee3\u4eba\u7c7b\u6559\u7ec3\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u5c06\u9876\u7ea7\u6559\u7ec3\u7684\u6d1e\u5bdf\u529b\u4ea7\u54c1\u5316\u3001\u89c4\u6a21\u5316\uff0c\u8fd9\u4e2a\u613f\u666f\u5b8f\u5927\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9700\u624e\u5b9e\u7684\u6570\u636e\u9a8c\u8bc1\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\">Yolk<\/span>\n <\/div>\n<div class=\"comment-content\">Sales leaders lose hours manually reviewing transcripts and guessing where reps need help. Yolk fixes that. It analyzes real calls, pinpoints gaps, and builds tailored AI roleplays that feel like real buyers. Reps practice in realistic scenarios with instant feedback, while managers get clear insights without reading transcripts. Faster ramp, higher win rates, and coaching that scales effortlessly.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Your sales team records thousands of calls, but you get almost zero actionable insight from them.<\/p>\n<p>That\u2019s why we built Yolk, your AI sales coaching platform.<\/p>\n<p>1\ufe0f\u20e3 Analyze calls automatically. Yolk connects to your recording platform, evaluates conversations, and scores reps on skills like discovery, objections, rapport, and more.<\/p>\n<p>2\ufe0f\u20e3 Instant visibility for managers. Clear dashboards show exactly where each rep needs improvement. No more manual transcript reviews.<\/p>\n<p>3\ufe0f\u20e3 Personalized AI roleplays. Yolk creates lifelike practice scenarios tailored to each rep\u2019s gaps. They talk to human-like AI buyers that react and challenge them.<\/p>\n<p>4\ufe0f\u20e3 Actionable feedback every time. Each roleplay ends with clear guidance so reps know exactly how to improve before their next real call.<\/p>\n<p>No wasted data. No guesswork. Just sharper reps, shorter ramps, stronger deals.<\/p>\n<p>Try now at yolk.coach for free and let us know what you think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@ekulianova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekulianova<\/a> <strong>Congrats! Curious how Yolk handles softer skills like tone or confidence during roleplays.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, Sergei here founder of Yolk \ud83d\udc4b<\/p>\n<p>We started Yolk because I know the pain of sales. I know the burnout, the churn, and the anxiety of those early prospect meetings. We wanted to build something that doesn’t just help enterprises hit revenue targets, but <strong>helps<\/strong> <strong>real people<\/strong> feel confident and “anxiety-free” in their jobs. We wanted to create something that helps you achieve your maximum potential<\/p>\n<p><strong>We wanted to build a confidence engine. <\/strong><\/p>\n<p>We are launching today after a year of intense work, revisions, and sticking to a vision even when things got chaotic.<\/p>\n<p>Yolk is your secret weapon to eliminate knowledge gaps and make you feel like a ninja in every sales interaction.<\/p>\n<p>This was a labor of love (and a lot of grunt work). We are incredibly excited to share it with you.<\/p>\n<p>Let me know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@sergei2020\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergei2020<\/a> Love the personal story behind this<\/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>Congratulation This feels like the future of sales coaching-real conversations, real practice, zero guesswork.<\/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\/@digitalpreetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digitalpreetam<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 everyone, Sergei here founder of Yolk \ud83d\udc4b<\/p>\n<\/p>\n<p>We started Yolk because I know the pain of sales. I know the burnout, the churn, and the anxiety of those early prospect meetings. <\/p>\n<\/p>\n<p>We wanted to build something that doesn’t just help enterprises hit revenue targets, but <strong>helps<\/strong> <strong>real people<\/strong> feel confident and “anxiety-free” in their jobs. We wanted to create something that helps you achieve your maximum potential<\/p>\n<p><strong>We wanted to build a confidence engine.<\/strong><\/p>\n<p>We are launching today after a year of intense work, revisions, and sticking to a vision even when things got chaotic.<\/p>\n<p>Yolk is your secret weapon to eliminate knowledge gaps and make you feel like a ninja in every sales interaction.<\/p>\n<\/p>\n<p>This was a labor of love (and a lot of grunt work). We are incredibly excited to share it with you.<\/p>\n<\/p>\n<p>Let me know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>YES! I review calls with my sales team for insights all the time. Interested to try the product. How can I connect my recordings to this? I’ve them stored on Google Drive, or notetakers like Fireflies. <\/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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> We have integration with Fireflies and Gong. If you use Fireflies, just go on our website yolk.coach, log in and the first thing to do will be to connect your fireflies API. If you are not using Fireflies or Gong, unfortunately, currently we don’t support other methods to sync your calls. However, we are working on a feature to easier sync the transcripts so it doesn’t depend on the transcriber the client uses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 !<\/p>\n<p>The energy in the video and the landing page design are amazing. <\/p>\n<p>What kind of companies are you targeting? Do you have a video demo of an actual call?<\/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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> thank you very much! We are mostly targeting mid-market SaaS companies (10+ sales reps) and enterprise financial institutions.<br \/>We don’t have a video demo of an actual call that we can share but thank you for this idea. We should certainly add one to our marketing materials.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Glad you like our visual approach! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like solutions that capture human behaviour and psychology. Do you have any significant companies on board using this? \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you very much for your comment. Our current clients are B2B SaaS companies:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow… looks great. Is the training currently only available in English?<\/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\/@indiemiguel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiemiguel<\/a> Thanks Michael! We are sure in the quality of roleplays in English, but support for additional languages isn\u2019t at the same level yet, as we haven\u2019t focused on them. However, improving multilingual roleplays is definitely on our roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Yolk looks amazing! The AI roleplay coaching is genius. How finely can you tune the buyer personas to mirror specific customer industries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great stuff!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitryulyanovml\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitryulyanovml<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks great! How do you build context for AI roleplays? Does it learn from existing calls or the team internally has to give context\/questions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@krishna_gupta51\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krishna_gupta51<\/a> thanks! The AI roleplays are built based on REAL call recordings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Especially in sales, practice makes perfect. I love the idea that sales reps can have personalized AI roleplays. This might be very useful for job interview prep. Are you thinking about having that on the platform, too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nisa_meray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nisa_meray<\/a>that\u2019s powerful. You see the bigger picture! The core tech, replicating high-pressure human interaction based on real-world dat is absolutely transferable. While our immediate focus is helping sales teams crush their quotas, the idea of an <strong>‘Interview Prep’ module<\/strong> is a no-brainer! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Roleplay bots are usually super robotic and easy to game once you figure out the prompt. How adaptive is the AI here? If I go off-script or throw a weird objection, does it actually pivot or just hallucinate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> Govind, I built Yolk because I was sick of the robotic bots that are easier to game than a slot machine. You\u2019re asking the right question. Our AI does not hallucinate; it <strong>pivots and escalates. <\/strong>It will challenge your rep’s tone, their energy, and their ability to stay on message. I challenge you: Try to break it. If you succeed, DM me and you get 3 months for free!:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sales teams sitting on call data goldmines but getting no insights is such a gap. Yolk looks like it’s solving that.<\/p>\n<p>Q: How does the AI handle different sales methodologies or call types? Also, what’s your pricing – per rep or per call volume?<\/p>\n<p>Excited about this direction! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a> We have calibrated all different sales methodologies from more traiditonal like to BANT to more advanced like <strong>MEDDPICC, <\/strong>and broke each into thousands of parameters in the call evalations. But we can ingest any sales meth based on the call tryp<\/p>\n<p>On pricing: We built this for the underdogs. We have a free tier for for small startupswith $0 budget. Pricing is set as low as 45$ per seat with unlimited coaching included, with 7 days trial<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching Yolk! Love the approach of creating roleplays based on the actual calls and identified gaps.<\/p>\n<\/p>\n<p>What\u2019s the next big feature you\u2019re planning to add?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Alexander, thanks for the belief! \ud83d\ude4f You\u2019ve been with us on this journey. The next big unlocks are more <strong>Hyper-Personalization<\/strong> and deeper mobile integration. I need you to test this version and tell me what\u2019s missing! \ud83d\udc4a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The AI roleplay coaching approach is smart.<\/p>\n<p> How do you handle the “feedback loop” problem? When a rep practices <\/p>\n<p>with AI roleplays, do you track which scenarios actually improve their real <\/p>\n<p>call performance, or is it more about practice volume?<\/p>\n<p>Also curious about the evaluation metrics, are you using sentiment analysis, <\/p>\n<p>conversation structure, or something more domain-specific for scoring discovery <\/p>\n<p>and objections?<\/p>\n<p>Upvoted <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6QNEC5CNMAEM7E\" class=\"app-title\">Devstral 2<\/a><\/p>\n<div class=\"one-liner\">SOTA open-source agentic coding models and CLI agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">167<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Devstral 2\u662f\u4e00\u6b3e\u9876\u5c16\u5f00\u6e90\u7f16\u7801\u6a21\u578b\uff0c\u914d\u5408Mistral Vibe CLI\u4ee3\u7406\uff0c\u5728\u7ec8\u7aef\u5185\u5b9e\u73b0\u7aef\u5230\u7aef\u4ee3\u7801\u81ea\u52a8\u5316\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u4e14\u81ea\u4e3b\u53ef\u63a7\u7684AI\u7f16\u7a0b\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/974de938-192c-4746-9cb8-f40af2da6282.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8646f9a-2ae3-4161-ba50-8f6b4630e6de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b97e0b4e-c1df-4122-af24-a7bda2eb48fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/250ab8ef-7820-430e-91ec-6d988b190b90.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\/329c4a13-db0b-4609-88bf-752acdda7f19.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=j2pYO5pRN-0\"><source src=\"https:\/\/www.youtube.com\/watch?v=j2pYO5pRN-0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u7f16\u7801\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">SOTA\u6027\u80fd<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b\u57fa\u51c6<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39API<\/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\u60ca\u53f9\u5176SOTA\u6027\u80fd\u4e0e\u5f00\u6e90\u5c5e\u6027\uff0c\u8ba4\u4e3a\u5176\u5bf9\u5f00\u53d1\u8005\u81ea\u4e3b\u6027\u610f\u4e49\u91cd\u5927\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aMistral Vibe\u4e0eCI\/CD\u7684\u96c6\u6210\u3001\u672c\u5730\u90e8\u7f72\u7684\u786c\u4ef6\u8981\u6c42\u4e0e\u5ef6\u8fdf\u3001\u5b89\u5168\u9632\u62a4\u673a\u5236\u3001\u4e0eClaude\u7b49\u95ed\u6e90\u4ea7\u54c1\u7684\u5b9e\u9645\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u5bfb\u6c42\u66f4\u6210\u719f\u7684\u672c\u5730IDE\u96c6\u6210\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Devstral 2\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662fMistral AI\u5728\u201c\u5f00\u6e90\u4ee3\u7406\u4eba\u6218\u4e89\u201d\u4e2d\u6295\u4e0b\u7684\u4e00\u9897\u6218\u7565\u68cb\u5b50\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u5728\u4e8eSWE-bench\u4e0a72.2%\u7684\u6f02\u4eae\u6570\u5b57\u2014\u2014\u8fd9\u4e2a\u6570\u5b57\u672c\u8eab\u5c31\u5728\u5feb\u901f\u8d2c\u503c\u7684\u7ade\u8d5b\u4e2d\u2014\u2014\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u7528\u201c\u5f00\u6e90\u6743\u91cd+\u514d\u8d39API+\u539f\u751fCLI\u4ee3\u7406\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u91cd\u65b0\u5b9a\u4e49AI\u7f16\u7a0b\u5de5\u5177\u7684\u7ade\u4e89\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u5e02\u573a\u7684\u4e24\u5927\u75db\u70b9\uff1a\u4e00\u662f\u5f00\u53d1\u8005\u5bf9\u95ed\u6e90\u6a21\u578b\uff08\u5982Claude Code\uff09\u5728\u6210\u672c\u3001\u6570\u636e\u9690\u79c1\u548c\u4f9b\u5e94\u5546\u9501\u5b9a\u4e0a\u7684\u6df1\u5c42\u7126\u8651\uff1b\u4e8c\u662f\u73b0\u6709AI\u7f16\u7801\u52a9\u624b\uff08\u5982Cursor\uff09\u5728\u6df1\u5ea6\u5de5\u4f5c\u6d41\u96c6\u6210\u4e0e\u672c\u5730\u63a7\u5236\u529b\u4e0a\u7684\u4e0d\u8db3\u3002Mistral Vibe\u4f5c\u4e3a\u539f\u751fCLI\u4ee3\u7406\uff0c\u5c06AI\u80fd\u529b\u76f4\u63a5\u6ce8\u5165\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u6218\u573a\u2014\u2014\u7ec8\u7aef\uff0c\u8fd9\u6b65\u68cb\u9887\u5177\u91ce\u5fc3\uff0c\u65e8\u5728\u7ed5\u8fc7IDE\u63d2\u4ef6\u7684\u201c\u5e94\u7528\u5c42\u201d\uff0c\u76f4\u63a5\u638c\u63a7\u201c\u7ba1\u9053\u5c42\u201d\uff0c\u4e3a\u66f4\u6df1\u5ea6\u7684\u81ea\u52a8\u5316\u94fa\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\uff0c\u9690\u5fe7\u6d6e\u73b0\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u62a4\u680f\u3001\u96c6\u6210\u6210\u719f\u5ea6\u4e0e\u771f\u5b9e\u4e16\u754c\u5ef6\u8fdf\u7684\u8d28\u7591\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ece\u201c\u57fa\u51c6\u6d4b\u8bd5\u51a0\u519b\u201d\u5230\u201c\u53ef\u9760\u751f\u4ea7\u7ea7\u5de5\u5177\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u5f00\u6e90\u6a21\u578b\u5728\u590d\u6742\u3001\u591a\u6b65\u7684\u4ee3\u7406\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u7a33\u5b9a\u6027\uff0c\u4ee5\u53caCLI\u5de5\u5177\u5728\u7834\u574f\u6027\u64cd\u4f5c\u4e2d\u7684\u98ce\u9669\u63a7\u5236\uff0c\u90fd\u662f\u5c1a\u672a\u7ecf\u8fc7\u4e25\u9177\u8003\u9a8c\u7684\u672a\u77e5\u6570\u3002Mistral\u7684\u7b56\u7565\u5f88\u6e05\u6670\uff1a\u7528\u9876\u7ea7\u7684\u5f00\u6e90\u6a21\u578b\u5efa\u7acb\u6280\u672f\u4fe1\u8a89\u548c\u793e\u533a\u53f7\u53ec\u529b\uff0c\u518d\u7528Vibe\u8fd9\u6837\u7684\u5de5\u5177\u5c1d\u8bd5\u6784\u5efa\u65b0\u7684\u751f\u6001\u5165\u53e3\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5cf0\u503c\u6027\u80fd\uff0c\u800c\u53d6\u51b3\u4e8e\u5de5\u7a0b\u5316\u7ec6\u8282\u3001\u751f\u6001\u6784\u5efa\u80fd\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u514d\u8d39\u201d\u4e4b\u540e\uff0c\u627e\u5230\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u8fd9\u573a\u7ade\u8d5b\uff0c\u624d\u521a\u521a\u8fdb\u5165\u4e0b\u534a\u573a\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\">Devstral 2<\/span>\n <\/div>\n<div class=\"comment-content\">Devstral 2 is the new SOTA open-weight coding family, achieving 72.2% on SWE-bench Verified. It ships with Mistral Vibe, an open-source CLI agent for end-to-end code automation. Currently free via API.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Mistral just raised the bar for open-weight coding models. <a href=\"https:\/\/huggingface.co\/mistralai\/Devstral-2-123B-Instruct-2512\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Devstral 2 (123B)<\/a> hits 72.2% on SWE-bench Verified, effectively making it the new SOTA in the open-source space.<\/p>\n<p>It rivals larger open models like DeepSeek V3.2 and gets surprisingly close to closed models like Claude Sonnet 4.5, but at a fraction of the inference cost. <a href=\"https:\/\/huggingface.co\/mistralai\/Devstral-Small-2-24B-Instruct-2512\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">The smaller 24B version<\/a> runs locally on consumer hardware but still punches above its weight.<\/p>\n<p>They also released <a href=\"https:\/\/github.com\/mistralai\/mistral-vibe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Mistral Vibe<\/a>, a native CLI agent that handles end-to-end code automation right in your terminal.<\/p>\n<p>The <a href=\"http:\/\/console.mistral.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">API<\/a> is currently free to use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wow, Mistral AI looks amazing! The Devstral 2 SWE-bench score is incredible. How easily does Mistral Vibe integrate with existing CI\/CD pipelines for automated 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s wild that a 7B model is beating Llama 13B on reasoning benchmarks. The sliding window attention seems to be doing a lot of heavy lifting here. Curious if anyone has tried fine-tuning this for specific RAG tasks yet? I am wondering how fragile the reasoning gets once you saturate the context window<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Would anyone know about a cursor like alternative that could use such models running locally ? I know about Cursor + running model locally and using nGrok but I am looking for something a bit more solid here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>72.2% on SWE-bench is legit. Open-weight coding models being competitive with closed ones is huge for dev autonomy.<\/p>\n<p>Q: How does the latency compare for real-time IDE integration? Also, is the VIbe CLI available now or just the model weights?<\/p>\n<p>Shipping this matters! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations… finally something from Europe. I currently use Claude Code. How does it fare in terms of data protection (model training)? Now it just needs to work as well as Claude Code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Upvoted. Impressive SWE-bench score. Quick question: how does Vibe handle safety\/guardrails for write operations in real repos (e.g., limiting blast radius, requiring approvals), and do you publish latency\/cost benchmarks for the 24B running on consumer hardware (RAM\/VRAM footprint, tokens\/sec)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Yeah what should I say. It’s another Mistral release within 1 week and I’ve tested it yesterday. Must admit that it’s really good and the Devstrall Small is punching above it’s weight. Works smooth on my M4 chip and can’t complain yet \ud83d\udc4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/HV2KTSYZNM6UIF\" class=\"app-title\">Rep by Clarify<\/a><\/p>\n<div class=\"one-liner\">A personal sales agent that helps you close more deals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">163<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Rep\u662f\u4e00\u6b3e\u5185\u7f6e\u4e8eClorify\u7684AI\u9500\u552e\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u52a8\u5904\u7406\u4f1a\u8bae\u7b80\u62a5\u3001\u64b0\u5199\u8ddf\u8fdb\u90ae\u4ef6\u3001\u6e05\u7406\u9500\u552e\u7ba1\u9053\u7b49\u7e41\u7410\u5de5\u4f5c\uff0c\u5728\u9500\u552e\u4eba\u5458\u7684\u65e5\u5e38\u5de5\u4f5c\u4e2d\u89e3\u51b3\u5176\u65f6\u95f4\u88ab\u884c\u653f\u6027\u4e8b\u52a1\u5360\u636e\u3001\u65e0\u6cd5\u4e13\u6ce8\u4e8e\u6838\u5fc3\u9500\u552e\u6d3b\u52a8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5ea6d71-0330-4d88-a930-c9c56004c2d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebc0e580-8499-4d6b-a77c-73dabe710e71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5c1e309-0ec0-4d74-ab05-e434c7902a68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc04fd90-6f5b-4fd4-a4cb-24b5f97a2634.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1176600-17be-4097-bfd0-37e0e5596836.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\/67c1c29e-e1ef-46e3-a0bb-eca9c04a10b0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/o4uNZb-g-rs\"><source src=\"https:\/\/youtu.be\/o4uNZb-g-rs\" 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\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fdCRM<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8ddf\u8fdb<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3aRep\u7cbe\u51c6\u6293\u4f4f\u4e86\u9500\u552e\u201c\u9700\u8981\u77e5\u9053\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\u201d\u800c\u975e\u4ec5\u770b\u6570\u636e\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6709\u6548\u8bc4\u8bba\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u80fd\u4e3b\u52a8\u5efa\u8bae\u884c\u52a8\u3001\u63d0\u4f9b\u5373\u65f6\u4e0a\u4e0b\u6587\u67e5\u8be2\u3001\u751f\u6210\u9ad8\u8d28\u91cf\u8ddf\u8fdb\u5185\u5bb9\uff0c\u5927\u5e45\u63d0\u5347\u6548\u7387\u3002\u6709\u7528\u6237\u8be2\u95ee\u5176\u63a8\u8350\u4e2a\u6027\u5316\u7a0b\u5ea6\uff0c\u5173\u6ce8\u5176\u5b66\u4e60\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 Rep by Clarify\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u96c6\u6210\u4e8e\u73b0\u6709\u5e73\u53f0\u7684AI\u9500\u552e\u52a9\u624b\uff0c\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u5bf9\u4f20\u7edfCRM\u7406\u5ff5\u7684\u4e00\u6b21\u201c\u53db\u79bb\u201d\u3002\u4f20\u7edfCRM\u672c\u8d28\u662f\u6570\u636e\u4ed3\u5e93\u4e0e\u7ba1\u7406\u5de5\u5177\uff0c\u6838\u5fc3\u4ef7\u503c\u6307\u5411\u7ba1\u7406\u8005\u800c\u975e\u4e00\u7ebf\u9500\u552e\u3002Rep\u5219\u8bd5\u56fe\u5c06AI\u5b9a\u4f4d\u4e3a\u9500\u552e\u4e2a\u4f53\u7684\u201c\u526f\u9a7e\u9a76\u201d\uff0c\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u5c06\u5de5\u4f5c\u6d41\u4ece\u201c\u8bb0\u5f55-\u6c47\u62a5\u201d\u8f6c\u53d8\u4e3a\u201c\u611f\u77e5-\u5efa\u8bae-\u6267\u884c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cCRM\u544a\u8bc9\u6211\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u800c\u6211\u9700\u8981\u77e5\u9053\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\u201d\u7684\u6d1e\u5bdf\uff0c\u76f4\u6307\u884c\u4e1a\u79ef\u5f0a\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u4ef7\u503c\u5df2\u5f97\u5230\u65e9\u671f\u7528\u6237\u9a8c\u8bc1\uff1a\u4e0d\u4ec5\u81ea\u52a8\u5316\u4e86\u7b80\u62a5\u3001\u8ddf\u8fdb\u7b49\u884c\u653f\u8d1f\u62c5\uff0c\u66f4\u5173\u952e\u7684\u662f\u626e\u6f14\u4e86\u201c\u968f\u9700\u968f\u5230\u7684\u4e0a\u4e0b\u6587\u5f15\u64ce\u201d\u3002\u8fd9\u89e3\u51b3\u4e86\u9500\u552e\u5de5\u4f5c\u4e2d\u6700\u8017\u65f6\u7684\u9690\u5f62\u6210\u672c\u2014\u2014\u4fe1\u606f\u68c0\u7d22\u4e0e\u62fc\u63a5\uff0c\u8ba9\u9500\u552e\u80fd\u6301\u7eed\u5904\u4e8e\u201c\u60c5\u5883\u5728\u7ebf\u201d\u72b6\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u6f5c\u529b\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u4ef7\u503c\u6df1\u5ea6\u7ed1\u5b9a\u4e8eClarify\u5e73\u53f0\u7684\u6570\u636e\u751f\u6001\uff08\u4f1a\u8bae\u8f6c\u5f55\u3001\u90ae\u4ef6\u3001CRM\u8bb0\u5f55\uff09\uff0c\u8fd9\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u9650\u5236\u4e86\u5176\u4f5c\u4e3a\u72ec\u7acb\u4ea7\u54c1\u7684\u5e02\u573a\u5e7f\u5ea6\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e2a\u6027\u5316\u5b66\u4e60\u201d\u7684\u7591\u95ee\u70b9\u51fa\u4e86\u5173\u952e\uff1aAI\u5efa\u8bae\u7684\u7cbe\u51c6\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u53d6\u51b3\u4e8e\u5bf9\u5355\u4e2a\u9500\u552e\u7b56\u7565\u4e0e\u6c9f\u901a\u98ce\u683c\u7684\u7406\u89e3\uff0c\u8fd9\u9700\u8981\u66f4\u590d\u6742\u7684\u6a21\u578b\u8bad\u7ec3\u4e0e\u6570\u636e\u6c89\u6dc0\uff0c\u4e5f\u662f\u5176\u80fd\u5426\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u4f19\u4f34\u201d\u7684\u6838\u5fc3\u3002\u6700\u540e\uff0c\u5b83\u5fc5\u987b\u8c28\u614e\u5904\u7406\u81ea\u52a8\u5316\u4e0e\u4eba\u6027\u5316\u9500\u552e\u7684\u8fb9\u754c\uff0c\u8fc7\u5ea6\u81ea\u52a8\u5316\u53ef\u80fd\u635f\u5bb3\u9500\u552e\u5173\u7cfb\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u4e2a\u4eba\u89e6\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRep\u4ee3\u8868\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u8d8b\u52bf\uff1aAI\u6b63\u4ece\u6570\u636e\u5206\u6790\u540e\u53f0\u8d70\u5411\u5de5\u4f5c\u6d41\u524d\u53f0\uff0c\u4ece\u63d0\u4f9b\u6d1e\u5bdf\u8f6c\u5411\u76f4\u63a5\u9a71\u52a8\u884c\u52a8\u3002\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u9700\u8981\u88ab\u4e3b\u52a8\u67e5\u8be2\u7684\u201c\u7cfb\u7edf\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u6301\u7eed\u89c2\u5bdf\u3001\u9ed8\u9ed8\u4ecb\u5165\u7684\u201c\u667a\u80fd\u4f53\u201d\u3002\u5982\u679c\u5176\u5b66\u4e60\u4e0e\u4e2a\u6027\u5316\u80fd\u529b\u80fd\u6301\u7eed\u6df1\u5316\uff0c\u5b83\u6709\u671b\u91cd\u65b0\u5b9a\u4e49\u9500\u552e\u5de5\u5177\u7684\u4ef7\u503c\u94fe\uff0c\u5c06\u9500\u552e\u4eba\u5458\u7684\u6838\u5fc3\u80fd\u529b\u4ece\u201c\u4fe1\u606f\u7ba1\u7406\u4e0e\u8ddf\u8fdb\u201d\u5f7b\u5e95\u89e3\u653e\u81f3\u201c\u7b56\u7565\u5224\u65ad\u4e0e\u5173\u7cfb\u6784\u5efa\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\">Rep by Clarify<\/span>\n <\/div>\n<div class=\"comment-content\">We built Rep to make sellers’ days easier. It does the work you\u2019d do if you had the time: meetings briefed, follow-ups written, pipeline cleaned. It follows every deal\u2014reading meeting transcripts and emails that matter, so when you need context, you can just ask Rep.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Matt from Clarify here.<\/p>\n<p>If you\u2019ve ever sold before, you\u2019ve likely spent your morning prepping for meetings, afternoon digging through notes, and evening catching up on follow-ups. But let\u2019s face it, you rarely have enough time to do it well. That\u2019s exactly why we built Rep. It\u2019s your personal sales agent inside Clarify \u2014 one that ensures you\u2019re prepared, on track, and focused on selling instead of juggling busywork.<\/p>\n<p>The insight came from talking to founders and early sellers who all said the same thing: \u201cMy CRM tells me what happened. I need something that tells me what to do next.\u201d Rep does that. It supports you all day, writing your follow-ups and surfacing the deals that matter now, so nothing slips through the cracks. Whenever you need context on a lead or a deal, you can always count on Rep. Just ask.<\/p>\n<p>Here\u2019s a quick summary of what Rep can do for you:<\/p>\n<p>\ud83d\uddd3\ufe0f Briefs you ahead of every meeting<br \/>\n\ud83d\udcb0 Surfaces your priority deals and tasks<br \/>\n\u270d\ufe0f Writes follow-ups and suggests field updates<br \/>\n\ud83d\udcac Answer questions about deals, meetings, and leads<\/p>\n<p>Every closer needs a right-hand. For sellers, that\u2019s Rep.<\/p>\n<p>We\u2019ve been training Rep for months with early access teams, and today, we\u2019re excited to put Rep to work for anyone.<\/p>\n<p>\ud83d\udc49 Try Rep, it’s free: clarify.ai\/rep<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattnhodges\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattnhodges<\/a> Love the focus on real human pain points instead of just dashboards and stats<\/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\/@mattnhodges\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattnhodges<\/a>  Love this direction, so many sales tools obsess over logging activity, but almost none help sellers actually move<em> <\/em>deals forward. Rep feels like the missing layer between a CRM and a real sales workflow.<\/p>\n<p>The \u201ctell me what to do next\u201d insight is spot on. Most reps don\u2019t need another dashboard, they need something that quietly watches everything happening and surfaces the high-leverage actions at the right moment. Briefs before the call, nudges during the day, and clean follow-ups after\u2026 that\u2019s the stuff that actually increases close rates.<\/p>\n<p>Also love that it doubles as an on-demand context engine. Being able to just ask about a deal or a meeting and get the full picture instantly is such a killer productivity unlock.<\/p>\n<p>Super sharp execution, excited to see where you take Rep next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattnhodges\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattnhodges<\/a> Congrats! Curious how personalized Rep\u2019s recommendations get over time \u2014 does it learn each seller\u2019s workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Rep is my new work best friend.<\/strong> I’ve been using it to: (1) compile weekly product feedback from all of my calls so that I have something accurate and polished to float up to my director; (2) ask minutia about my prospects, like “what did I tell them about xyz feature;” and (3) give me sales coaching on a macro level across all of my deals, “what did I do well this week, and where can I do better?”<\/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\">Congrats on the launch!!<\/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\/@andydy25\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andydy25<\/a> thanks, Andy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a daily user of Clarify and really excited for this – looks great.<\/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\/@shawnmk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnmk<\/a> we love to hear it, Shawn!<\/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>So stoked to finally have this out in the world! A massive amount of value in having an <em>assistant<\/em> that actually helps you close deals! <\/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>Huge day for us. I loved building the new Rep experience, and I\u2019m excited to see sellers finally get an AI assistant that actually <em>helps<\/em>. \ud83d\udcaa<\/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>Congrats to your launch, looking forward to test it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marvin_maendle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marvin_maendle<\/a> thanks! Let us know how you get along with Rep \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Looks awesome. \ud83e\udd29<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow, Clarify looks amazing! That meeting transcript analysis feature is a game changer. How does it handle multi-party conversations to accurately attribute actions? Super curious!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 amazing!! Congrats on the launch team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been an active user of Clarify over the past (totally loving it) and I have been using Rep for the past 2 days \u2014 it’s made my life way easy. It proactively suggests actions, I don’t have to copy paste stuff into chatgpt as it already had all the context and the response quality is amazing. Strongly recommend it to anyone thinking of an AI-native CRM. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m not even in Sales, yet Rep is the most used feature in Clarify for me.<\/p>\n<p>I no longer need to chase down our sales team for updates – “When did you last speak with this customer? What did you discuss? What’s the next step?”<\/p>\n<\/p>\n<p>I used to spend time looking for call recordings, rewatching them at 1.7x speed, hunting for key nuggets or trying to piece together context. Rep shaves that down to minutes. It even gives me timestamps and citations. <\/p>\n<p>This is how AI-native features should work – right in the context of where your work happens today \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/C6QDK7TZWCIFSD\" class=\"app-title\">Keevo AI<\/a><\/p>\n<div class=\"one-liner\">AI that discovers & updates your underperforming content<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Keevo AI\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u52a8\u76d1\u6d4bGoogle\u641c\u7d22\u6d41\u91cf\u4e0b\u6ed1\u3001\u5e76\u7528AI\u91cd\u5199\u54c1\u724c\u5316\u66f4\u65b0\u5185\u5bb9\u6765\u5bf9\u6297\u201c\u5185\u5bb9\u8870\u51cf\u201d\uff0c\u4ece\u800c\u5728\u4f20\u7edfSEO\u548c\u65b0\u5174AI\u641c\u7d22\u65f6\u4ee3\u4e2d\u4fdd\u62a4\u5e76\u6062\u590d\u7f51\u7ad9\u6392\u540d\u7684SaaS\u5de5\u5177\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdeb998d-9b01-496e-84f9-8c4bb84a2b7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81bde30a-5c82-41b3-91e6-5d313c1cb59f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc3369d6-8d36-4557-85df-a16d2271918f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb8e5350-80a4-4672-8f1a-593f5bef615b.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\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5185\u5bb9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u6392\u540d<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4fdd\u9c9c<\/span><br \/>\n <span class=\"tag\">Google Search Console<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u6d41\u91cf\u6062\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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5185\u5bb9\u8870\u51cf\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u5bf9\u201cAI\u5f15\u7528\u65b0\u9c9c\u5ea6\u201d\u7684\u524d\u77bb\u6027\u5173\u6ce8\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u5b9a\u4e49\u201c\u8fc7\u65f6\u201d\u3001\u5982\u4f55\u63a7\u5236AI\u5e7b\u89c9\u3001\u4e0eWordPress\u7b49\u5e73\u53f0\u7684\u96c6\u6210\u8ba1\u5212\uff0c\u4ee5\u53ca\u5728\u6570\u636e\u7a00\u7f3a\u7684\u5782\u76f4\u9886\u57df\u5982\u4f55\u8fd0\u4f5c\u3002\u521b\u59cb\u4eba\u56de\u590d\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Keevo AI\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5185\u5bb9\u8425\u9500\u8005\u548cSEO\u4ece\u4e1a\u8005\u5728\u540e\u8c37\u6b4c\u7b97\u6cd5\u65f6\u4ee3\u4e0e\u751f\u6210\u5f0fAI\u641c\u7d22\u5d1b\u8d77\u5939\u7f1d\u4e2d\u7684\u65b0\u7126\u8651\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u201cAI\u91cd\u5199\u5de5\u5177\u201d\u7684\u5b9a\u4f4d\uff0c\u800c\u5728\u4e8e\u5b83\u654f\u9510\u5730\u91cd\u6784\u4e86\u95ee\u9898\uff1a\u5185\u5bb9\u4f18\u5316\u7684\u76ee\u6807\u5df2\u4ece\u5355\u7eaf\u8ba8\u597d\u8c37\u6b4c\u6392\u540d\u7b97\u6cd5\uff0c\u5347\u7ea7\u4e3a\u540c\u65f6\u6210\u4e3aLLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u53ef\u4fe1\u8d56\u7684\u5b9e\u65f6\u4fe1\u6e90\u3002\u8fd9\u6807\u5fd7\u7740SEO\u884c\u4e1a\u4ef7\u503c\u951a\u70b9\u7684\u4e00\u6b21\u6f5c\u5728\u8fc1\u79fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4ee5Google Search Console\u7684\u6d41\u91cf\u6570\u636e\u4f5c\u4e3a\u201c\u65e9\u671f\u9884\u8b66\u7cfb\u7edf\u201d\uff0c\u5c06\u4eba\u529b\u4ece\u7e41\u7410\u7684\u76d1\u63a7\u4e2d\u89e3\u653e\uff0c\u8fd9\u662f\u6709\u6548\u7684\u81ea\u52a8\u5316\u7b2c\u4e00\u6b65\u3002\u4f46\u5176\u6838\u5fc3\u58c1\u5792\u4e0e\u98ce\u9669\u5747\u5728\u4e8e\u540e\u7eed\u7684\u201c\u4fdd\u9c9c\u201d\u73af\u8282\u3002\u7528AI\u66f4\u65b0\u6570\u636e\u4e0e\u5f15\u7528\uff0c\u5e76\u4fdd\u6301\u54c1\u724c\u8bed\u97f3\uff0c\u542c\u8d77\u6765\u7f8e\u597d\uff0c\u5b9e\u5219\u9762\u4e34\u5de8\u5927\u6311\u6218\u3002\u5c3d\u7ba1\u56e2\u961f\u5ba3\u79f0\u670995%\u7684\u4e8b\u5b9e\u51c6\u786e\u7387\uff0c\u4f46\u5728\u590d\u6742\u3001\u4e13\u4e1a\u6216\u5feb\u901f\u6f14\u53d8\u7684\u9886\u57df\uff0cAI\u7684\u201c\u5e7b\u89c9\u201d\u4e0e\u6d45\u5c42\u4fe1\u606f\u6293\u53d6\u53ef\u80fd\u5bfc\u81f4\u54c1\u724c\u6743\u5a01\u6027\u53d7\u635f\u3002\u5176\u201c\u5ba1\u6838\u6a21\u5f0f\u201d\u548c\u5dee\u5f02\u5bf9\u6bd4\u529f\u80fd\u662f\u5fc5\u8981\u7684\u5b89\u5168\u9600\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u6700\u7ec8\u672a\u80fd\u5b8c\u5168\u8131\u79bb\u4eba\u5de5\u5ba1\u6838\uff0c\u6240\u8c13\u201c\u5206\u949f\u7ea7\u6062\u590d\u201d\u7684\u7406\u60f3\u5de5\u4f5c\u6d41\u5728\u4e25\u8083\u573a\u666f\u4e0b\u53ef\u80fd\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u63d0\u5230\u7684\u201cAI\u5c31\u7eea\u201d\u6982\u5ff5\u9887\u5177\u8425\u9500\u524d\u77bb\u6027\uff0c\u4f46\u4ea7\u54c1\u76ee\u524d\u62ab\u9732\u7684\u529f\u80fd\u5c1a\u672a\u5c55\u73b0\u51fa\u4e3aLLM\u7279\u522b\u4f18\u5316\u5185\u5bb9\u7ed3\u6784\u6216\u8bed\u4e49\u6df1\u5ea6\u7684\u80fd\u529b\uff0c\u66f4\u591a\u4ecd\u662f\u5728\u4f20\u7edf\u5185\u5bb9\u65b0\u9c9c\u5ea6\u5c42\u9762\u505a\u529f\u3002\u5b83\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u201cAI\u5f15\u7528\u7684\u9996\u9009\u201d\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u4fe1\u606f\u65b0\u65e7\uff0c\u66f4\u53d6\u51b3\u4e8e\u4fe1\u606f\u7684\u6df1\u5ea6\u3001\u6743\u5a01\u6027\u4e0e\u7ed3\u6784\u5316\u7a0b\u5ea6\uff0c\u8fd9\u53ef\u80fd\u662f\u5176\u4e0b\u4e00\u6b65\u9700\u8981\u6df1\u5316\u7684\u65b9\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cKeevo AI\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u63d0\u51fa\u7684\u3001\u5207\u5165\u70b9\u7280\u5229\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u6210\u529f\u5730\u5c06\u4e00\u4e2a\u88ab\u52a8\u3001\u8017\u65f6\u7684\u7ef4\u62a4\u8fc7\u7a0b\uff0c\u5305\u88c5\u6210\u4e00\u4e2a\u4e3b\u52a8\u3001\u524d\u77bb\u6027\u7684\u9632\u5fa1\u4e0e\u589e\u957f\u7b56\u7565\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u81ea\u52a8\u5316\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5728\u201cAI\u91cd\u5199\u201d\u7684\u7cbe\u5ea6\u3001\u6df1\u5ea6\u4e0e\u5b89\u5168\u6027\u4e0a\u80fd\u5426\u5efa\u7acb\u8d77\u8fdc\u8d85\u540c\u7c7b\u5de5\u5177\u7684\u53ef\u4fe1\u5ea6\uff0c\u4ece\u800c\u8ba9\u7528\u6237\u6562\u4e8e\u5c06\u54c1\u724c\u58f0\u8a89\u6258\u4ed8\u4e8e\u5176\u81ea\u52a8\u5316\u6d41\u7a0b\u3002\u5b83\u5f00\u542f\u4e86\u4e00\u573a\u5173\u4e8e\u5185\u5bb9\u751f\u547d\u5468\u671f\u7ba1\u7406\u7684\u65b0\u7ade\u8d5b\uff0c\u4f46\u6700\u8270\u96be\u7684\u8003\u9a8c\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Keevo AI<\/span>\n <\/div>\n<div class=\"comment-content\">Keevo stops content decay before it kills your search traffic. It tracks Google Search Console for early drops, rewrites decaying pages in your brand voice, and backs them up with sources – so rankings recover before they slip.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>I\u2019m Andrew Charlton, Founder of Keevo. I\u2019ve been in the SEO industry for over 10 years and currently run an SEO consultancy.<\/p>\n<p>We\u2019ve all seen the recent volatility in Google\u2019s algorithm. But while managing clients, I noticed a newer, quieter problem. It\u2019s not just that stale content drops in Google rankings; it\u2019s that outdated content wipes out your chances of being cited by AI. <\/p>\n<p>Platforms like ChatGPT, Perplexity, and Gemini crave freshness. If your articles cite statistics from 2021, these models often ignore you in favour of a source with the most recent data. <\/p>\n<p>We couldn’t manually audit and refresh thousands of pages across all our client sites to keep them fresh and “AI-ready,” so I built Keevo to automate the detective work. The goal is simple: Let your GSC data tell you what to fix, then let AI help you fix it.<\/p>\n<p>Here is what we\u2019ve improved on the standard SEO workflow:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>One-click GSC Integration<\/strong>: No complex setup. Connect your Google Search Console properties and see your top decaying pages instantly.<\/p>\n<\/li>\n<li>\n<p><strong>The “Freshness” Engine:<\/strong> We don’t just spot traffic drops; our AI updates your content with fresh stats and citations – in your brand voice. This recovers Google rankings and increases your chances of being cited by LLMs. <\/p>\n<\/li>\n<li>\n<p><strong>Deep Mode:<\/strong> Need more control? Provide Keevo with custom instructions to steer the research and content writing exactly how you want it.<\/p>\n<\/li>\n<li>\n<p><strong>Safe for teams: <\/strong>Use our ‘Review’ view to see edits and vet changes before you push them live.<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p>And yes, for solo founders and testers, we have a Free Plan. It includes 1 GSC project to see your decaying pages and 1 free AI content update to try the magic yourself. We want this to be accessible for anyone trying to protect their organic traffic.<\/p>\n<p>We want this to be accessible for anyone trying to protect their organic traffic.<\/p>\n<p>We know what it feels like to watch a top-performing article slowly fade into obscurity. Our goal is to help you recover those rankings, and secure your spot in the new AI search landscape, in minutes, not hours.<\/p>\n<p>If you have questions about how Keevo works, just ask. <\/p>\n<p>Thanks for your support \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewacharlton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewacharlton<\/a> Really interesting angle, most SEO tools focus on rankings, not AI citation freshness. How does Keevo decide what actually counts as \u2018stale\u2019 content: traffic decay, time since last update, outdated stats, or all of the above?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Upvoted<\/p>\n<p>interesting take on freshness. Quick question: how do you control for hallucinations when \u201cfreshening\u201d stats\/citations, and does the review view surface source diffs so teams can approve quickly?<\/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\/@llm_driven\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llm_driven<\/a> The review view surfaces diffs so you can easily track changes, including a split view for side-by-side comparison of the original and updated articles.<\/p>\n<p>Regarding hallucinations, we utilise a multi-step mitigation process. First, an agent identifies potentially outdated content; then, secondary agents query external resources to source current information. While no AI is immune to hallucinations, our internal testing (over 100 runs) demonstrates a 95% factual accuracy rate.<\/p>\n<p>We are also soon launching a front-end fact-checking tool soon to provide an additional layer of verification.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Integrates with WordPress for rewriting \/ publishing?<\/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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> It doesn’t just yet, but we are planning on creating a WordPress plugin!<\/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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> my exact thought. <a href=\"https:\/\/www.producthunt.com\/@andrewacharlton\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andrewacharlton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewacharlton<\/a> , i know a few people who could really benefit from a wordpress plugin! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried similar tols before but none picked up decay this early. This part genuinely fixes a long-time SEO headache.<\/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>Watching it monitor pages automatically frees up so much time. No more checking GSC ten times a day \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@safi_alam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@safi_alam<\/a> 100% – that’s the aim!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Keevo AI sounds incredible! Love that it proactively rewrites decaying content. How does it handle niche industries with very limited publicly available data for sourcing? Really cool idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> It’ll be a challenge without publicly available data. That said, I think we’ll soon allow you to upload your own data or connect with Google Drive. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds really cool, would love to try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marianna_modenova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_modenova<\/a> Awesome, that’s great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@marianna_modenova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_modenova<\/a> i try and it s cool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 focus on ‘AI readiness’ rather than just traditional SEO is spot on. We are seeing the same shift at SquarePact, it\u2019s not just about ranking on Google anymore, it\u2019s about being the source that ChatGPT\/Perplexity cites. A quick question, does the rewrite engine just update stats\/dates, or does it actually restructure the schema to make it more machine-readable for these LLMs ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> if the article requires a restructure, it’ll restructure it. It’s not only to update facts \/ figures (which it does very at) but also to optimise the article to rank in search engines and be cited in AI platforms. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really, really cool idea!<\/p>\n<p>Is a log\/ past copy kept of the original source? Readers might want to compare the new to the old. <\/p>\n<p>Given this a definite upvote! All the best bro!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chris1zz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chris1zz<\/a> Yeah you can compare the diffs in change mode, and also compare the original vs updated article side-by-side. <\/p>\n<p>We’ve also got a really nice editor you can use to make changes, and it’ll save versions just like Google Docs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/2A722FFISYJCLS\" class=\"app-title\">Scouts by Yutori<\/a><\/p>\n<div class=\"one-liner\">Agents that monitor the web for you.<\/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>Scouts by Yutori \u662f\u4e00\u6b3e\u901a\u8fc7\u90e8\u7f7224\/7\u8fd0\u884c\u7684AI\u667a\u80fd\u4f53\u6765\u6301\u7eed\u76d1\u63a7\u7f51\u7edc\u4fe1\u606f\uff08\u5982\u65b0\u95fb\u3001\u4ef7\u683c\u3001\u6f5c\u5728\u5ba2\u6237\u7b49\uff09\u7684\u4ea7\u54c1\uff0c\u5728\u7528\u6237\u8fdb\u884c\u4fe1\u606f\u8ffd\u8e2a\u3001\u5e02\u573a\u8c03\u7814\u3001\u5546\u54c1\u6bd4\u4ef7\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u5237\u65b0\u3001\u591a\u6807\u7b7e\u9875\u7ba1\u7406\u6df7\u4e71\u3001\u4fe1\u606f\u8fc7\u8f7d\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u80fd\u4e13\u6ce8\u4e8e\u66f4\u6709\u610f\u4e49\u7684\u5de5\u4f5c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fa7262d-18d5-4cf4-87d0-4503e7e14d0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e30c3ab-d7b0-4f93-b807-a9d5f9e7d12d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf130aeb-6256-43a7-8681-580f2682fce0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/430fa72c-5d7a-450c-91cb-e27146c1c9d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f73c76cf-9e03-44d5-b260-84a4280d4f00.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\">News<\/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\">\u7f51\u7edc\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u4ef7\u683c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5bfc\u822a<\/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\u8282\u7701\u65f6\u95f4\u3001\u62a5\u544a\u8bbe\u8ba1\u4f18\u79c0\u3001\u66f4\u65b0\u53ca\u65f6\u6709\u6548\uff0c\u5c24\u5176\u5728\u516c\u5bd3\u641c\u5bfb\u3001\u6f5c\u5728\u5ba2\u6237\u76d1\u63a7\u7b49\u573a\u666f\u8868\u73b0\u826f\u597d\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u63a7\u5236\u63d0\u9192\u9891\u7387\u4ee5\u907f\u514d\u901a\u77e5\u8fc7\u8f7d\uff1b\u8be2\u95ee\u5bf9JavaScript\u5bc6\u96c6\u578b\u7f51\u7ad9\u7684\u5904\u7406\u80fd\u529b\uff1b\u4ee5\u53ca\u6709\u7528\u6237\u6307\u51fa\u6ce8\u518c\u6d41\u7a0b\u53ef\u4f18\u5316\uff08\u5e94\u5148\u6ee1\u8db3\u6838\u5fc3\u9700\u6c42\u518d\u6536\u96c6\u4fe1\u606f\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 Scouts by Yutori \u6240\u6807\u699c\u7684\u201cAI\u667a\u80fd\u4f5324\/7\u76d1\u63a7\u7f51\u7edc\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u201c\u4fe1\u606f\u5dee\u5957\u5229\u201d\u8fd9\u4e00\u53e4\u8001\u9700\u6c42\u7684\u73b0\u4ee3\u5316\u3001\u81ea\u52a8\u5316\u5c01\u88c5\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5c06\u4f20\u7edfRSS\u3001\u722c\u866b\u5de5\u5177\u4e0eGoogle Alerts\u7684\u670d\u52a1\u95e8\u69db\u964d\u81f3\u6781\u4f4e\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u751f\u6210\u76d1\u63a7\u4efb\u52a1\uff0c\u8bd5\u56fe\u6210\u4e3a\u666e\u901a\u7528\u6237\u7684\u201c\u79c1\u4eba\u60c5\u62a5\u5b98\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\uff0c\u5728\u4e8e\u5176\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6a21\u7cca\u5730\u5e26\uff1a\u4ecb\u4e8e\u88ab\u52a8\u63a5\u6536\u7684\u805a\u5408\u63a8\u9001\uff08\u5982\u65b0\u95fbAPP\uff09\u4e0e\u9700\u8981\u4e3b\u52a8\u7f16\u5199\u811a\u672c\u7684\u4e13\u4e1a\u722c\u866b\u4e4b\u95f4\u3002\u5b83\u670d\u52a1\u7684\u6b63\u662f\u90a3\u7fa4\u6709\u5f3a\u70c8\u4fe1\u606f\u9700\u6c42\uff0c\u4f46\u7f3a\u4e4f\u6280\u672f\u80fd\u529b\u6216\u65f6\u95f4\u7cbe\u529b\u7684\u201c\u4e2d\u95f4\u7528\u6237\u201d\u2014\u2014\u521b\u4e1a\u8005\u3001\u7814\u7a76\u8005\u3001\u72c2\u70ed\u6d88\u8d39\u8005\u3002\u4ece\u8bc4\u8bba\u4e2d\u201c\u516c\u5bd3\u641c\u5bfb\u201d\u3001\u201c\u6f5c\u5728\u5ba2\u6237\u76d1\u63a7\u201d\u7b49\u6210\u529f\u7528\u4f8b\u53ef\u89c1\uff0c\u5176\u4ef7\u503c\u5728\u4fe1\u606f\u66f4\u65b0\u6162\u3001\u6e20\u9053\u5206\u6563\u3001\u7ade\u4e89\u6fc0\u70c8\u7684\u9886\u57df\u88ab\u653e\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5c3d\u7ba1\u56e2\u961f\u81ea\u79f0\u62e5\u6709\u201c\u6700\u597d\u7684\u201d\u7f51\u9875\u5bfc\u822a\u667a\u80fd\u4f53\uff0c\u4f46\u9762\u5bf9\u590d\u6742JS\u6e32\u67d3\u3001\u53cd\u722c\u673a\u5236\u3001\u4ee5\u53ca\u9700\u8981\u767b\u5f55\u4ea4\u4e92\u7684\u7f51\u7ad9\uff0c\u5176\u53ef\u9760\u6027\u4e0e\u6df1\u5ea6\u4ecd\u5b58\u7591\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u80fd\u529b\u8fb9\u754c\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u4f53\u9a8c\u4e0a\uff0c\u201c\u901a\u77e5\u8fc7\u8f7d\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u6838\u5fc3\u77db\u76fe\uff1a\u667a\u80fd\u4f53\u201c\u8d8a\u591a\u8d8a\u597d\u201d\u7684\u76d1\u63a7\u80fd\u529b\u4e0e\u7528\u6237\u6709\u9650\u7684\u6ce8\u610f\u529b\u4e4b\u95f4\u5fc5\u7136\u4ea7\u751f\u51b2\u7a81\u3002\u5982\u4f55\u505a\u5230\u7cbe\u51c6\u3001\u9002\u65f6\u3001\u800c\u975e\u9891\u7e41\u6253\u6270\uff0c\u662f\u8861\u91cf\u5176\u662f\u5426\u771f\u6b63\u201c\u667a\u80fd\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cScouts\u7684\u5546\u4e1a\u6a21\u5f0f\u60f3\u8c61\u7a7a\u95f4\u5728\u4e8e\u6210\u4e3a\u201c\u81ea\u52a8\u5316\u4fe1\u606f\u6d41\u201d\u7684\u7ba1\u9053\u3002\u4f46\u5176\u98ce\u9669\u5728\u4e8e\uff0c\u529f\u80fd\u5bb9\u6613\u88ab\u5927\u5e73\u53f0\u96c6\u6210\uff08\u5982\u641c\u7d22\u5f15\u64ce\u6216\u529e\u516c\u5957\u4ef6\u589e\u5f3a\u5176\u63d0\u9192\u529f\u80fd\uff09\uff0c\u6216\u9677\u5165\u4e0e\u540c\u7c7b\u81ea\u52a8\u5316\u5de5\u5177\uff08\u5982Zapier\u751f\u6001\u4e2d\u7684\u4e13\u7528\u5de5\u5177\uff09\u7684\u6df7\u6218\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u5efa\u7acb\u57fa\u4e8e\u5782\u76f4\u573a\u666f\uff08\u5982\u62db\u8058\u3001\u7535\u5546\u9009\u54c1\uff09\u7684\u6df1\u5ea6\u5de5\u4f5c\u6d41\u58c1\u5792\uff0c\u6216\u57f9\u517b\u51fa\u8db3\u591f\u9ecf\u6027\u7684\u7528\u6237\u4e60\u60ef\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u5728AI\u70ed\u6f6e\u4e0b\u3001\u89e3\u51b3\u4e86\u201c\u75d2\u70b9\u201d\u800c\u975e\u201c\u75db\u70b9\u201d\u7684\u7cbe\u81f4\u5de5\u5177\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u76d1\u63a7\u5df2\u77e5\u201d\u8fdb\u5316\u5230\u201c\u53d1\u73b0\u672a\u77e5\u201d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u771f\u6b63\u610f\u6599\u4e4b\u5916\u7684\u5173\u952e\u4fe1\u606f\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\">Scouts by Yutori<\/span>\n <\/div>\n<div class=\"comment-content\">Ask Scouts to track anything on the web — news, price drops, reservations, leads, customer sentiment — to spin up a team of agents that autonomously navigate the web and are running 24×7, in the background, proactively notifying you of relevant updates. So you aren’t getting buried in tabs and have the mental space to focus on what’s most meaningful to you.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yutori is great! Love the content and presentation of the daily scout reports. Saves me so much time \u2014 and provides updates I <em>actually<\/em> look forward to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chrismessina What part of the scout reports saves you the most time?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 all, <a href=\"https:\/\/www.producthunt.com\/@abhshkdz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abhshkdz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhshkdz<\/a> here from Yutori! \ud83d\udc4b<\/p>\n<\/p>\n<p>Earlier this year, when we built Scouts, it was born out of a simple observation that many background (or even foreground!) tasks in our lives have a recurring flavor \u2014 e.g. apartment hunting, tracking product restocks \/ deals or discovering hard-to-find products, early stages of travel planning, staying on top of niche news \/ research \/ podcasts, discovering local events, finding dinner tables, etc.<\/p>\n<\/p>\n<p>It’s been gratifying to see all the love and feedback from our closed beta users who’ve helped shape the product over the last few months.<\/p>\n<\/p>\n<p>Today, I’m super excited to share that Scouts is generally available to everyone!<\/p>\n<\/p>\n<p>With just a simple query, Scouts lets you deploy a team of AI agents to monitor anything for you. Running 24×7 in the background on the web. So you have the mental space to focus on what’s most meaningful to you.<\/p>\n<\/p>\n<p>Scouts have access to a host of APIs and can even navigate websites in their own browser environments to proactively bring you relevant information.<\/p>\n<\/p>\n<p>This is what the future of interacting with the web looks like. Where you\u2019re not sitting there manually browsing and refreshing, buried in tabs, ads, noise, distractions, context switches. Think Google Alerts on steroids.<\/p>\n<\/p>\n<p>\ud83d\udc49 As a special thanks to the Product Hunt community, you’ll get one month free after your free trial if you use the code PHSCOUT-E15 during checkout. Sign up on <a href=\"https:\/\/yutori.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">yutori.com<\/a>! \ud83d\udc48<\/p>\n<\/p>\n<p>We’re all super excited to hear what you think! Please do reply here and let us know.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhshkdz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhshkdz<\/a> Congrats! How much control do users have over alert frequency? Curious about avoiding notification overload.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abhshkdz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhshkdz<\/a> <a href=\"https:\/\/www.producthunt.com\/@deviparikh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"deviparikh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deviparikh<\/a> any plans to host remote mcps? so other services can integrate with your offering?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Set up a lead-monitor and it flowed perfectly. Everything updated without me sitting there watching.<\/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>Nice, very glad to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 style\/design, it’s actually something I was looking for. Trying it out as I’m typing this. \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Awesome, let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yutori is great, it has been very helpful when searching for apartments in San Francisco as soon as they get listed. The product is very convenient, providing updates directly in my email inbox.<\/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\/@kfallah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kfallah<\/a> that’s awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Scouts by Yutori looks amazing! The 24\/7 autonomous agent idea is brilliant. Im curious, how well does it handle sites with heavy JavaScript rendering?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>You might enjoy reading this: <a href=\"https:\/\/yutori.com\/blog\/the-bitter-lesson-for-web-agents\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/yutori.com\/blog\/the-bitter-lesson-for-web-agents<\/a> We discuss many of the challenges around funky javascript rendering \ud83d\ude42<\/p>\n<p>And to answer your question, we’ve trained our own web navigation agent; it’s not perfect, but it is the best out there. More here: <a href=\"https:\/\/yutori.com\/blog\/introducing-navigator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/yutori.com\/blog\/introducing-navigator<\/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>Big fan of Yutori! Have been using the product to track all types of things over the past handful of months, and I always look forward to my updates (plus learning something new almost every time)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your thing needs to stop asking me what it doesn’t need to give satisfaction.<\/p>\n<p>Satisfy fast, ask my name later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>I see where you\u2019re coming from. But the Scout needs to know where to contact you once it has an update to report on the subject you\u2019re tracking \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JYAZILSMJRCMUW\" class=\"app-title\">Basedash Autopilot<\/a><\/p>\n<div class=\"one-liner\">AI agent that acts like a superhuman PM<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u50cf\u8d85\u4eba\u4ea7\u54c1\u7ecf\u7406\u4e00\u6837\uff0c\u4e3b\u52a8\u5206\u6790\u591a\u6e90\u6570\u636e\u3001\u53d1\u73b0\u9690\u85cf\u5173\u8054\u5e76\u63d0\u4f9b\u53ef\u6267\u884c\u5efa\u8bae\u7684AI\u667a\u80fd\u4f53\uff0c\u4e3a\u56e2\u961f\u89e3\u51b3\u4e86\u5728\u6570\u636e\u6d77\u6d0b\u4e2d\u88ab\u52a8\u3001\u4f4e\u6548\u5206\u6790\uff0c\u96be\u4ee5\u6293\u4f4f\u6838\u5fc3\u589e\u957f\u95ee\u9898\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/89a38e7f-f2a1-4179-bbaa-e1fc09977e26.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/B0_tVQxWICQ\"><source src=\"https:\/\/youtu.be\/B0_tVQxWICQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a4e8fce-e5d7-4ddf-871e-071e95ddbc06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68919569-4740-45c4-a7eb-dcdff66f3971.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/700b1694-24bd-442c-8de6-f1e78292356c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93c487de-4731-4aa9-92ac-9d82d4c324a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u4ece\u201c\u88ab\u52a8\u770b\u677f\u201d\u5230\u201c\u4e3b\u52a8\u6d1e\u5bdf\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u4ef7\u503c\uff0c\u5185\u90e810\u500d\u6fc0\u6d3b\u7387\u63d0\u5347\u6848\u4f8b\u589e\u5f3a\u4e86\u8bf4\u670d\u529b\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u671f\u5f85\u4e0e\u5de5\u4f5c\u6d41\uff08\u5982Webhook\uff09\u6df1\u5ea6\u96c6\u6210\u4ee5\u5b9e\u73b0\u81ea\u52a8\u4fee\u590d\uff1b\u8be2\u95ee\u5176\u57fa\u4e8e\u6d1e\u5bdf\u8bbe\u8ba1\u5b9e\u9a8c\u7684\u80fd\u529b\uff1b\u4ee5\u53ca\u5bf9\u5176\u5904\u7406\u591a\u6e90\u77db\u76fe\u6570\u636e\u903b\u8f91\u7684\u5173\u6ce8\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 Basedash Autopilot \u6240\u6807\u699c\u7684\u201c\u8d85\u4ebaPM\u201d\u5f62\u8c61\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u5206\u6790\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5b9a\u4e49\u95ee\u9898\u201d\u3002\u4f20\u7edfBI\u5de5\u5177\u4e43\u81f3\u591a\u6570AI\u5206\u6790\u4ea7\u54c1\uff0c\u672c\u8d28\u662f\u66f4\u9ad8\u6548\u7684\u201c\u5e94\u7b54\u673a\u201d\uff0c\u5176\u5929\u82b1\u677f\u53d7\u9650\u4e8e\u4f7f\u7528\u8005\u63d0\u95ee\u7684\u667a\u6167\u3002Autopilot \u8bd5\u56fe\u8dc3\u8fc7\u8fd9\u4e00\u5c42\uff0c\u5ba3\u79f0\u8981\u201c\u544a\u8bc9\u4f60\u5e94\u8be5\u95ee\u4ec0\u4e48\u95ee\u9898\u201d\uff0c\u8fd9\u76f4\u6307\u4e86\u6570\u636e\u9a71\u52a8\u6587\u5316\u4e2d\u6700\u9690\u79d8\u7684\u65ad\u5c42\uff1a\u56e2\u961f\u5e76\u975e\u7f3a\u4e4f\u6570\u636e\uff0c\u800c\u662f\u7f3a\u4e4f\u5728\u6570\u636e\u566a\u97f3\u4e2d\u8bc6\u522b\u5173\u952e\u4fe1\u53f7\u7684\u65f6\u95f4\u4e0e\u7075\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u201c\u6df9\u6ca1\u5728\u770b\u677f\u4e2d\u201d\u3001\u201c\u6ca1\u6709\u65f6\u95f4\u6bcf\u5468\u6316\u6398\u201d\u7b49\u5171\u9e23\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u201c\u6ce8\u610f\u529b\u7ecf\u6d4e\u201d\u3002\u5b83\u5c06\u56e2\u961f\u4ece\u6301\u7eed\u3001\u5e7f\u6cdb\u7684\u76d1\u63a7\u4e49\u52a1\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u901a\u8fc7\u7b97\u6cd5\u8fdb\u884c\u4f18\u5148\u7ea7\u88c1\u51b3\uff0c\u6bcf\u65e5\u63a8\u9001\u201c\u6700\u91cd\u8981\u7684\u4e00\u4e2a\u6d1e\u5bdf\u201d\u3002\u8fd9\u79cd\u5f3a\u5236\u7684\u4fe1\u606f\u51cf\u8d1f\u548c\u805a\u7126\uff0c\u5bf9\u4e8e\u8d44\u6e90\u7d27\u5f20\u7684\u4e2d\u5c0f\u56e2\u961f\u800c\u8a00\uff0c\u53ef\u80fd\u6bd4\u53d1\u73b0\u4e00\u4e2a\u590d\u6742\u5173\u8054\u66f4\u5177\u5b9e\u64cd\u610f\u4e49\u3002\u5176\u5185\u90e8\u63d0\u534710\u500d\u6fc0\u6d3b\u7387\u7684\u6848\u4f8b\uff0c\u6b63\u662f\u8fd9\u79cd\u201c\u5173\u952e\u4e00\u51fb\u201d\u4ef7\u503c\u7684\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u7280\u5229\u201d\u4e4b\u5904\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u201c\u74f6\u9888\u201d\u3002\u5c06\u5206\u6790\u51b3\u7b56\u6743\u8ba9\u6e21\u7ed9\u4e00\u4e2a\u9ed1\u7bb1AI agent\uff0c\u610f\u5473\u7740\u56e2\u961f\u5fc5\u987b\u5b8c\u5168\u4fe1\u4efb\u5176\u5224\u65ad\u903b\u8f91\u4e0e\u4f18\u5148\u7ea7\u6392\u5e8f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u77db\u76fe\u6570\u636e\u5904\u7406\u3001\u4ee5\u53ca\u80fd\u5426\u5efa\u8baeA\/B\u6d4b\u8bd5\u7684\u7591\u95ee\uff0c\u6b63\u53cd\u6620\u4e86\u7528\u6237\u5bf9AI\u201c\u51b3\u7b56\u4f9d\u636e\u201d\u900f\u660e\u5ea6\u7684\u672c\u80fd\u62c5\u5fe7\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u3001\u7075\u611f\u4e4d\u73b0\u7684\u521d\u7ea7\u4ea7\u54c1\u5206\u6790\u5e08\uff0c\u5176\u201c\u5efa\u8bae\u201d\u4ecd\u9700\u7ecf\u9a8c\u4e30\u5bcc\u7684PM\u8fdb\u884c\u4e8c\u6b21\u7814\u5224\u4e0e\u6743\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u4e0b\u4e00\u6b65\uff1a\u82e5\u4ec5\u505c\u7559\u5728\u201c\u4fe1\u606f\u63a8\u9001\u201d\uff0c\u5b83\u7ec8\u7a76\u662f\u4e00\u4e2a\u9ad8\u7ea7\u8b66\u62a5\u5668\u3002\u53ea\u6709\u5f53\u5176\u6d1e\u5bdf\u80fd\u4e0e\u4e0b\u6e38\u6267\u884c\u5de5\u5177\uff08\u5982Linear, Slack, \u8425\u9500\u5e73\u53f0\uff09\u65e0\u7f1d\u8854\u63a5\uff0c\u5f62\u6210\u201c\u6d1e\u5bdf-\u51b3\u7b56-\u6267\u884c\u201d\u7684\u95ed\u73af\uff0c\u624d\u80fd\u4ece\u201c\u987e\u95ee\u201d\u8fdb\u5316\u4e3a\u201c\u6267\u884c\u526f\u624b\u201d\u3002\u5c4a\u65f6\uff0c\u5b83\u624d\u53ef\u80fd\u771f\u6b63\u91cd\u65b0\u5b9a\u4e49\u4ea7\u54c1\u56e2\u961f\u7684\u5de5\u4f5c\u6d41\uff0c\u800c\u4e0d\u53ea\u662f\u4f18\u5316\u5176\u4e2d\u4e00\u4e2a\u73af\u8282\u3002\u76ee\u524d\u6765\u770b\uff0c\u5176\u613f\u666f\u5b8f\u5927\uff0c\u4f46\u843d\u5730\u4ef7\u503c\u4ecd\u96c6\u4e2d\u5728\u201c\u667a\u80fd\u9884\u8b66\u4e0e\u805a\u7126\u201d\u5c42\u9762\uff0c\u662f\u6570\u636e\u9a71\u52a8\u56e2\u961f\u4e00\u6b3e\u9887\u5177\u524d\u666f\u7684\u201c\u6548\u7387\u6760\u6746\u201d\uff0c\u800c\u975e\u66ff\u4ee3\u5927\u8111\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\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\">Basedash Autopilot<\/span>\n <\/div>\n<div class=\"comment-content\">Autopilot is an AI agent that acts like a superhuman PM. It digs through all your connected data sources, finds correlations you\u2019d never think to check, and sends you the most important insight (plus what to do about it) on whatever schedule you choose.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we\u2019re launching Autopilot: a feature that\u2019s been secretly driving our own growth for the past few months.<\/p>\n<p>Autopilot is an AI agent that acts like a *superhuman PM*. It digs through all your connected data sources, finds correlations you\u2019d never think to check, and sends you the most important insight (plus what to do about it) on whatever schedule you choose.<\/p>\n<p>This is the same agent we\u2019ve been using internally to guide our roadmap. It has surfaced insights no human analyst would have looked for. And implementing those suggestions actually helped us 10x our activation rate. It runs 24\/7, proactively scanning everything: product usage, funnels, retention, revenue, onboarding, PRs, you name it.<\/p>\n<p>Instead of building dashboards or sifting through metrics, you just give Autopilot light guidance, set the schedule, and let it work.<\/p>\n<p>We wake up every morning to a Slack message telling us what matters\u2026 and what to fix next.<\/p>\n<p>Teams are already using Autopilot for weekly company reports, social performance analysis, onboarding optimization, KPI monitoring, and even scanning signups for notable leads.<\/p>\n<p>Traditionally, Business Intelligence has been about answering your questions. Our vision for Basedash is analytics that tells you what questions you should be asking in the first place.<\/p>\n<p>Excited for you to try it! We\u2019re giving the Product Hunt community an extra week on their trial if you sign up this week.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Could it also suggest experiments or A\/B tests based on the insights it finds?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a>  This is such a smart evolution of analytics. Most teams drown in dashboards, everyone says they want \u201cdata-driven decisions,\u201d but no one actually has time to dig through funnels, retention, or PR activity every week. Autopilot flipping that model so insights come to you instead of you hunting for them feels like the future of BI.<\/p>\n<p>The fact that you\u2019ve been dogfooding this internally and it directly boosted activation 10x says a lot. Most AI \u201cinsight\u201d tools just summarize dashboards\u2026 this actually finds correlations and suggests actions, which is the missing piece.<\/p>\n<p>I\u2019m especially excited about the continuous scanning angle, usage patterns, signups, product friction, even notable leads. Feels like having a full-time PM + data analyst who never sleeps.<\/p>\n<p>Huge launch. Can\u2019t wait to see how teams build workflows around this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really compelling feature here! I feel like this makes it highly accessible to be truly data driven now. No excuses. <\/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\/@cobjorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cobjorn<\/a> 100%. It’s so easy now, just connect your data and automatically get insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cobjorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cobjorn<\/a> Really appreciate it, Coburn. We wanted to take analytics from \u201cnice to have dashboards\u201d to something proactive and genuinely accessible for every team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feature is pretty powerful. We give our agent extra compute time and higher reasoning because it runs in the background and needs to research deeper because it needs to deliver results without a follow up.<\/p>\n<\/p>\n<p>I get to dogfood Basedash with my side project RYSE (a social fitness app).<\/p>\n<\/p>\n<p>I have a daily report I generate to monitor all Posts and Comments for offensive language, bugs, and things like that. I couldn’t imagine doing this a year ago, but now I don’t even have to think about it.<\/p>\n<\/p>\n<p>There’s a few other super useful templates in the app like the Github change log which we use to publish our release notes for the public.<\/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>Pretty cool that you have an AI agent acting as a community moderator!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve really been enjoying waking up to the insights that Autopilot gives us directly in Slack. Some really good actionable advice that we get related to growth and engineering issues we need to resolve. <\/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\/@robertcooper_rc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robertcooper_rc<\/a> yeah it’s so cool to see in action, 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>Love that you built this to solve your own internal problem first. That 10x activation story in the description is wild. When Autopilot surfaces an insight, can I click ‘Fix’ to trigger a webhook (like in Linear\/Slack) or is it purely informational for 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>It’s on the roadmap! Imagine Autopilot updating your marketing site copy, running ad campaigns, updating your product onboarding flow…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> Appreciate it, Govind! Today Autopilot focuses on surfacing the insight, but actionable steps are next. Webhooks \/ triggerable workflows are something we\u2019re actively exploring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Kris from Basedash here \ud83d\udc4b<\/p>\n<\/p>\n<p>Autopilot started as an internal experiment: what happens if an AI can watch <em>all<\/em> of your company\u2019s data (product, revenue, onboarding, usage) and surface the things you don\u2019t see?<\/p>\n<\/p>\n<p>The answer ended up being surprisingly impactful. Autopilot kept pointing out patterns we weren\u2019t looking for, along with simple suggestions that compounded into real results. One of those insights helped us 10x our activation rate. Tbh we’re a small team and don’t have time to check every funnel and correlation every day.<\/p>\n<\/p>\n<p>That\u2019s what I love about Autopilot: it doesn\u2019t overwhelm you. It finds the single most important insight, explains why it matters, and tells you what to do next. It feels less like adding a super-capable teammate who never sleeps.<\/p>\n<\/p>\n<p>Excited to hear what Autopilot uncovers for you. Happy to answer questions throughout the day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Basedash looks awesome! The natural language chart creation is a game changer. Wondering how Autopilot handles multiple data sources with conflicting information?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Thanks! We integrate with 600+ data sources, and Autopilot\u2019s AI reasons across whatever you connect. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5MG6T4GNUQMPM5\" class=\"app-title\">Tactiq 3.0 <\/a><\/p>\n<div class=\"one-liner\">AI Notetaker that summarizes meetings in real time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">140<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tactiq 3.0\u662f\u4e00\u6b3e\u5728\u4f1a\u8bae\u573a\u666f\u4e2d\u5b9e\u65f6\u5de5\u4f5c\u7684AI\u7b14\u8bb0\u5de5\u5177\uff0c\u901a\u8fc7\u5b9e\u65f6\u6458\u8981\u3001\u4efb\u52a1\u751f\u6210\u548c\u5185\u5bb9\u521b\u5efa\uff0c\u89e3\u51b3\u4f1a\u8bae\u4fe1\u606f\u6d41\u5931\u3001\u540e\u7eed\u6267\u884c\u8131\u8282\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90b38d8e-4f8c-4226-bafd-3e51ebb872d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca77384d-5f33-48c5-ab40-f819044726a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d0f980a-a5b7-4f1f-a79c-f0bf4382837f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ed0c5c9-0b27-4d3b-8ead-c38504926f5f.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\/88afa659-b2fa-446a-95d9-de19412d7666.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=cC_JmxdgciI\"><source src=\"https:\/\/www.youtube.com\/watch?v=cC_JmxdgciI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5f55\u4e0e\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u673a\u5668\u4eba\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/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\u65e0\u673a\u5668\u4eba\u6a21\u5f0f\u3001\u591a\u5e73\u53f0\u517c\u5bb9\u6027\u53ca\u5b9e\u65f6\u6458\u8981\u529f\u80fd\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728AI\u5bf9\u5feb\u901f\u5bf9\u8bdd\u3001\u591a\u4eba\u91cd\u53e0\u53d1\u8a00\u7684\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u884c\u4e1a\u672f\u8bed\u8bc6\u522b\u7684\u51c6\u786e\u6027\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\u589e\u52a0\u81ea\u52a8\u8bed\u8a00\u68c0\u6d4b\u3001\u4f18\u5316\u4e0e\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff08\u5982Linear\uff09\u7684\u5b57\u6bb5\u81ea\u52a8\u5339\u914d\u6df1\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 Tactiq 3.0\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u53c8\u4e00\u4e2a\u201c\u4f1a\u8bae\u8f6c\u5f55\u5668\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u4f1a\u8bae\u672c\u8eab\u91cd\u6784\u4e3a\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u201c\u8f93\u5165\u4e8b\u4ef6\u201d\uff0c\u5176\u8f93\u51fa\u7684\u4e0d\u518d\u662f\u9759\u6001\u7684\u6587\u5b57\u8bb0\u5f55\uff0c\u800c\u662f\u52a8\u6001\u3001\u7ed3\u6784\u5316\u7684\u201c\u5de5\u4f5c\u6d41\u79cd\u5b50\u201d\u2014\u2014\u6458\u8981\u3001\u5e7b\u706f\u7247\u3001\u4efb\u52a1\u3001\u65e5\u5386\u4e8b\u4ef6\u3002\u8fd9\u6807\u5fd7\u7740AI\u4f1a\u8bae\u5de5\u5177\u4ece\u201c\u8bb0\u5f55\u8fc7\u53bb\u201d\u5411\u201c\u9a71\u52a8\u672a\u6765\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u65e0\u673a\u5668\u4eba\u201d\u6a21\u5f0f\u662f\u5de7\u5999\u7684\u5dee\u5f02\u5316\u7b56\u7565\uff0c\u89c4\u907f\u4e86\u7528\u6237\u5bf9\u7b2c\u4e09\u65b9AI\u201c\u65c1\u542c\u201d\u7684\u5fc3\u7406\u4e0d\u9002\u4e0e\u5408\u89c4\u7591\u8651\uff0c\u6280\u672f\u4e0a\u5219\u4f9d\u8d56\u672c\u5730\u6216\u76f4\u63a5\u96c6\u6210\u5e73\u53f0\u7684\u97f3\u9891\u6d41\u5904\u7406\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u5b9e\u65f6\u201d\u4e0e\u201c\u6df1\u5ea6\u201d\u7684\u6743\u8861\u3002\u5b9e\u65f6\u6458\u8981\u5fc5\u7136\u727a\u7272\u5206\u6790\u7684\u900f\u5f7b\u6027\uff0c\u53ef\u80fd\u6d41\u4e8e\u8868\u9762\u7f57\u5217\uff1b\u800c\u5c06\u6a21\u7cca\u7684\u5bf9\u8bdd\u81ea\u52a8\u8f6c\u5316\u4e3a\u62e5\u6709\u660e\u786e\u8d1f\u8d23\u4eba\u3001\u4f18\u5148\u7ea7\u7684\u4efb\u52a1\uff0c\u5728\u590d\u6742\u7684\u7ec4\u7ec7\u8bed\u5883\u4e0e\u6a21\u7cca\u7684\u4f1a\u8bae\u8bed\u8a00\u4e2d\uff0c\u6781\u6613\u4ea7\u751f\u8bef\u5224\uff0c\u4ecd\u9700\u4eba\u5de5\u6821\u51c6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5feb\u901f\u5bf9\u8bdd\u5904\u7406\u201d\u548c\u201c\u884c\u4e1a\u672f\u8bed\u201d\u7684\u7591\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u5f53\u524dAI\u5728\u5b9e\u65f6\u8bed\u4e49\u7406\u89e3\u4e0e\u9886\u57df\u9002\u914d\u4e0a\u7684\u666e\u904d\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u56e2\u961f\u5c06\u9500\u552e\u3001\u5ba2\u6237\u6210\u529f\u7b49\u201c\u5bf9\u8bdd\u9a71\u52a8\u578b\u201d\u89d2\u8272\u4f5c\u4e3a\u5178\u578b\u7528\u6237\u662f\u660e\u667a\u7684\uff0c\u4ed6\u4eec\u7684\u4f1a\u8bae\u6d41\u7a0b\u76f8\u5bf9\u7ed3\u6784\u5316\uff0c\u4ef7\u503c\u8f6c\u5316\u8def\u5f84\u6e05\u6670\u3002\u4f46\u82e5\u60f3\u6e17\u900f\u81f3\u66f4\u590d\u6742\u3001\u975e\u7ebf\u6027\u7684\u521b\u610f\u6216\u6218\u7565\u8ba8\u8bba\u4f1a\u8bae\uff0c\u5176AI\u80fd\u5426\u7406\u89e3\u9690\u55bb\u3001\u6355\u6349\u672a\u660e\u8a00\u7684\u5171\u8bc6\u4e0e\u5206\u6b67\uff0c\u5c06\u662f\u66f4\u5927\u7684\u8003\u9a8c\u3002\u672c\u8d28\u4e0a\uff0cTactiq 3.0\u63d0\u4f9b\u7684\u4e0d\u662f\u5b8c\u7f8e\u7684\u81ea\u52a8\u5316\uff0c\u800c\u662f\u4e00\u79cd\u201c\u589e\u5f3a\u8ba4\u77e5\u201d\uff1a\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u4f1a\u8bae\u4e2d\uff0c\u4e3a\u4eba\u7c7b\u63d0\u4f9b\u5b9e\u65f6\u3001\u7ed3\u6784\u5316\u7684\u4fe1\u606f\u652f\u67b6\uff0c\u5c06\u5fc3\u667a\u4ece\u673a\u68b0\u7684\u8bb0\u5f55\u4e2d\u89e3\u653e\uff0c\u4e13\u6ce8\u4e8e\u66f4\u9ad8\u7ea7\u522b\u7684\u4e92\u52a8\u4e0e\u51b3\u7b56\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u5728\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u4e0e\u201c\u521b\u9020\u53ef\u6267\u884c\u6210\u679c\u201d\u4e4b\u95f4\u627e\u5230\u7684\u5e73\u8861\u70b9\u6709\u591a\u7cbe\u51c6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tactiq 3.0 <\/span>\n <\/div>\n<div class=\"comment-content\">Tactiq 3.0 lets you use AI during meetings to summarize conversations as they take place. Generate summaries and ask smarter questions in real time, assign AI tasks and create slides with Tactiq\u2019s AI Agent.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Co-founder here! \ud83d\udc4b<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@david_hartley4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_hartley4<\/a> covered the details, so I’ll share the insight behind 3.0: <strong>meetings generate a ton of value, but most of it evaporates the moment the call ends.<\/strong><\/p>\n<\/p>\n<p>So we asked: what if AI could actually <em>create<\/em> from your conversations?<\/p>\n<p><strong>Create summaries. Create slides. Create tasks with owners and deadlines. Create calendar events. Create follow-up emails.<\/strong> All from what was actually said, not what you half-remember typing up later.<\/p>\n<\/p>\n<p>That’s what Tactiq 3.0 does. <strong>Your meeting becomes the input. Everything else gets created for you.<\/strong><\/p>\n<p>Would love to hear what you’d want Tactiq to create from your meetings. We’re always building based on what users actually need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_hartley4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_hartley4<\/a>  <a href=\"https:\/\/www.producthunt.com\/@ksenia_svechnikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksenia_svechnikova<\/a> Congratulations, guys! You ROCK!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, I\u2019m David I lead the product marketing here at Tactiq and I\u2019m excited to be hunting Tactiq 3.0!<\/p>\n<\/p>\n<p>Tactiq 3.0 goes beyond just transcription and AI insights with brand new features we\u2019re excited to introduce like:<\/p>\n<\/p>\n<p>\ud83d\udcac <strong>In-meeting AI –<\/strong> Use Tactiq AI during your meeting to summarize converations as they happen, ask AI custom questions during a meeting and generate action items on your call.<\/p>\n<\/p>\n<p>\ud83d\udccb <strong>Generate and assign tasks with AI –<\/strong> Tactiq AI can now generate tasks from your meetings, and automatically assign an owner, priority, task title and description. You can now manage tasks directly in Tactiq by setting and changing statuses, or continue to share them to your preferred tools.<\/p>\n<\/p>\n<p>\ud83d\udd8c\ufe0f <strong>Create with AI Agents –<\/strong> You can now create summaries, action items and even slides with Tactiq\u2019s AI Agent. As well as have ongoing conversations with Tactiq AI, with context and memory across one or multiple meetings.<\/p>\n<\/p>\n<p>We\u2019re so excited to introduce these new features for Tactiq 3.0 I would love to hear how you\u2019d use Tactiq AI during your meetings.<\/p>\n<\/p>\n<p>I\u2019ll be around today to answer any questions!<\/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\/@david_hartley4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_hartley4<\/a> Congrats on the launch! Quick question \u2014 how well does the real-time AI handle fast-paced conversations or multiple speakers talking over each other?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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><strong>Hey PH community! <\/strong>It\u2019s been an incredible journey watching Tactiq grow with every Product Hunt launch, and today I\u2019m excited to introduce Tactiq update that ushers in a new way of working with your meetings.<\/p>\n<\/p>\n<p>With this we are laser focused on helping users not only transcribe, but actually start creating.<\/p>\n<\/p>\n<p><strong>With in-meeting AI<\/strong> – you can now create real-time summaries as a meeting happens, instead of waiting until the call ends.<\/p>\n<\/p>\n<p><strong>With AI task generation<\/strong> – automatically create tasks with priorities, owners and deadlines in a single click.<\/p>\n<\/p>\n<p><strong>With Tactiq\u2019s AI agent<\/strong> – you can easily create summaries, action items, combine multiple meetings into one concise output or even create a presentation out of your meeting notes.<\/p>\n<\/p>\n<p>I\u2019m so proud of what our team has built to help users focus on meaningful work and get more value from their meetings. We\u2019d love your support, check it out, share your thoughts, and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH community – Nick here co-founder & COO of Tactiq.<\/p>\n<p>Today we\u2019re thrilled to bring you Tactiq 3.0<\/p>\n<p>Tactiq 3.0 is a huge step forward in helping people take action from their meetings. We all know meetings are where decisions are made, alignment happens, and context is shared. But as soon as a meeting ends most insights and momentum is lost.<\/p>\n<p>This is where Tactiq 3.0 comes in<\/p>\n<p>With Tactiq 3.0, teams can now summarize discussions in real time, ask clarifying questions in the moment, and confirm action items before the call ends. This closes the gap between conversation and execution.<\/p>\n<p>Tactiq\u2019s new AI Tasks then turns those aligned actions into structured tasks automatically, and the new AI Agent allows you to dig deeper with follow-up prompts, create action items, multi-meeting summaries and even slides.<\/p>\n<p>The goal is straightforward: Tactiq 3.0 helps you focus on execution<\/p>\n<p>Excited to hear your feedback and thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone – I\u2019m Kirill, driving Tactiq sales efforts globally.<\/p>\n<p>From my perspective, real-time meeting AI is one of the smartest ways to use AI today. It helps you communicate better <em>in the moment<\/em>: asking sharper questions, spotting objections, clarifying needs – all while you’re live with a customer, your team, or a channel partner. That way, AI unveils the power of <em>meeting in<\/em>t<em>elligence<\/em>.<\/p>\n<p>This isn\u2019t AI replacing you. It\u2019s AI giving you the clarity and confidence to perform at your best. It’s honestly a superpower for sales calls!<\/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>Hey Hunters! I\u2019m Matt, lead designer at Tactiq \ud83d\udc4b<\/p>\n<p>Super excited to be a part of and share <strong>Tactiq 3.0<\/strong> \u2014 it\u2019s everything you love about transcripts, plus a lot more AI magic for your meetings:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcac <strong>In-meeting AI<\/strong> \u2013 Get live summaries as you talk, ask custom questions mid-call, and auto-capture action items.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>AI-powered tasks<\/strong> \u2013 Turn conversations into tasks with owners, priorities, and clear descriptions. Manage them in Tactiq or send to your favorite tools.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd8c\ufe0f <strong>AI Agents for follow-up<\/strong> \u2013 Create summaries, action items, and even slides, with context and memory across one or many meetings.<\/p>\n<\/li>\n<\/ul>\n<p>I\u2019d love to hear how you\u2019d use Tactiq 3.0 with your team.<\/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>Hey everyone! I’m Patrick and I am our Customer Success Manager for the Western Hemisphere. <\/p>\n<p>I\u2019ve been a power user of Tactiq for over two years now, and honestly, I can\u2019t imagine my work life without it.<\/p>\n<p>It gives me the freedom to really engage in conversations without worrying about missing something important. I\u2019m not stressing about note-taking or remembering every detail, and that\u2019s changed how I show up in meetings. I\u2019m a more active listener, and it makes a big difference.<\/p>\n<p>I\u2019ve worked in the work management space for almost a decade, and I have to say, Tactiq often boosts my productivity more than most task tools. It helps me focus on what actually matters, the important points that come up in meetings, and then gives me a way to act on them directly. I regularly go back to transcripts and summaries to stay aligned on what was said, what\u2019s next, and how decisions were made.<\/p>\n<p>One feature I use constantly is the multi-meeting selector. Being able to choose up to 10 meetings and ask AI to summarize or pull insights across all of them is something I\u2019ve never been able to do before. With so much going on, that quick ability to zoom out and get the big picture is huge.<\/p>\n<p>Also, the in-meeting AI is a total game changer. In my role, which is pretty consultative, I love being able to ask AI mid-call to recap what we\u2019ve covered or highlight pain points. Instead of relying on what I think I heard, I can reflect what was <em>actually<\/em> said \u2014 and that helps my clients feel more heard and aligned.<\/p>\n<p>If you\u2019re in a role where conversations drive your work, Tactiq isn\u2019t just a nice-to-have. It\u2019s essential.<\/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>Hey, Product Hunt community!<\/p>\n<\/p>\n<p>Mike here, product marketing manager at Tactiq.<\/p>\n<\/p>\n<p>I’m happy to say that <strong>we found one of the smartest ways to use AI today<\/strong> – during meetings, not just after.<\/p>\n<\/p>\n<p>The moment a meeting ends, <strong>your focus is low<\/strong>. By the time the meeting ends – the moment to make a real impact is gone.<\/p>\n<\/p>\n<p>So we asked the question: what if we could help Tactiq users in the moment – when it matters most.<\/p>\n<\/p>\n<p>Leverage everyone’s <strong>focus at its peak – during the conversation<\/strong>.<\/p>\n<\/p>\n<p>You can now<strong> impact decisions, outcomes, and people’s minds in real-time<\/strong> by catching up on current calls, asking smarter questions, and bringing in context from past meetings in one click.<\/p>\n<\/p>\n<p>If you’re a busy founder, manager, or teammate trying to stay on top of chaotic meetings – Tactiq makes all your dreams come true. As long as your dreams involve understanding people better, building what they want, and winning deals without the manual paperwork.<\/p>\n<\/p>\n<p>So, to become a master Tactician, you need to remember 3 things:<\/p>\n<ol>\n<li>\n<p>What gets transcribed – gets done.<\/p>\n<\/li>\n<li>\n<p>Context changes everything – from people\u2019s minds to decisions and outcomes.<\/p>\n<\/li>\n<li>\n<p>The moment to use that context is during the meeting, not after.<\/p>\n<\/li>\n<\/ol>\n<p>Stay ahead of the conversation – Try Tactiq 3.0 in real-time today.<\/p>\n<\/p>\n<p>I’ll be here all day to answer any questions. I’m eager to see what you think!<\/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>Is it a bot-less notetaker? <\/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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> That’s right! You don’t have to worry about an AI bot joining your meeting because Tactiq is bot-less!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Tactiq looks incredible! That real-time summary feature is a game-changer for staying focused. Im curious, how does the AI handle industry-specific jargon during transcription?<\/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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Thanks so much! Our transcription is already strong, but if you have industry-specific terms that tend to get misheard, you can add them to your <strong>custom auto-correct list<\/strong>. Tactiq will automatically fix those terms in real time so your jargon always comes out right.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Tactiq for a while now. It’s seamless and works across a number of different meeting platforms. I’m just trying to get the rest of my team across it as well \ud83d\ude09<\/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\/@nomis_mikah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nomis_mikah<\/a> Thanks so much! Curious what convinced you to start using Tactiq regularly? Was it that it worked across multiple platforms, the AI insights or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, Emily from KNWN here. I have been using Tactiq for over a year now, and it blows all other meeting tools out of the water. I absolutely love how compatible it is with other tools- I use Notion and Todoist. It ensures I remember every single thing from every meeting. I would highly recommend this tool to anyone who is in regular meetings. I also love that it doesnt add another annoying box to my meetings! Ive tried them all and will only use Tactiq. <\/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\/@emilyfrichardson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emilyfrichardson<\/a> Thanks so much for your kind words! If you could wave a magic wand and add one thing to Tactiq, what would it be?<\/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>My favorite AI meeting tool of all time \u2013 huge congratulations to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ronny_sanchez_merino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronny_sanchez_merino<\/a> Thank you so much for your support and kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using it for months and I absolutely love it! Its the best note taker in the market. My only ask is to add automatic language detection for the transcripts please \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@franco_maciel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_maciel<\/a> Thanks so much for your kind words Franco and feedback! For language detection I assume this is because you switch between languages in different meetings, what languages do you usually use?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@david_hartley4 Spanish and English! I use both everyday and sometimes I forgot to change it manually. If at least we could add two main languages to detect that would be amazing. Thanks for building this! Rocks \ud83e\udd1f<\/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>Finally a meeting tool that actually pushes data to my project management tools instead of just emailing me a summary I\u2019ll ignore. A question on the linear integration, does it just dump the text, or does it try to parse out the ‘Assignee’ and ‘Priority’ fields automatically.<\/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\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> thanks for the comment! Glad you get it. \ud83d\ude42<\/p>\n<p>As for Linear – currently the integration is available in Workflows where you can select Team, Title, and description. Then you can manually select the Assignee and Priority when the ticket is created automatically.<\/p>\n<\/p>\n<p>However – with the new AI Tasks feature – you get all of those created and assigned inside Tactiq:<\/p>\n<p>Status<\/p>\n<p>Priority<\/p>\n<p>Due date<\/p>\n<p>Assignee<\/p>\n<p>Meeting title<\/p>\n<p>Task title & description<\/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>Hi everyone, Giovanna here from Kirill\u2019s team!<\/p>\n<p>Thrilled to see Tactiq 3.0 live. What I love most about this launch is how it transforms the natural flow of a conversation into clarity, structure and momentum in real time.<\/p>\n<p>Real time insights, action items, tasks, summaries and even slides. This is communication intelligence elevating how teams collaborate and execute.<\/p>\n<p>Excited to bring this to our customers across LATAM. It empowers teams with confidence, focus and a clear path forward.<\/p>\n<p>Huge congratulations to the team for such a powerful leap forward.<\/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<\/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\/W4FD3BQZLZSYZS\" class=\"app-title\">Blogg.so 2.0<\/a><\/p>\n<div class=\"one-liner\">Best In Class AI-Powered Blogging Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Blogg.so 2.0\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u535a\u5ba2\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u5347AI\u5199\u4f5c\u8d28\u91cf\u3001\u6574\u5408\u4e13\u4e1a\u56fe\u50cf\u751f\u6210\u53ca\u63d0\u4f9b\u73b0\u4ee3\u5316\u6a21\u677f\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u548c\u4ea7\u54c1\u521b\u5efa\u8005\u5728\u5feb\u901f\u5efa\u7acb\u9ad8\u8d28\u91cf\u3001\u53ef\u4fe1\u8d56\u4e14SEO\u53cb\u597d\u535a\u5ba2\u65f6\u7684\u5185\u5bb9\u521b\u4f5c\u4e0e\u54c1\u724c\u5851\u9020\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f898f2b3-7e69-4ec2-9735-8ec38b96f9a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dad47462-7997-4a60-87f6-48e5c74c2c48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/256408ba-52e2-40ce-bd30-0a79b5eef1c4.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\/ee24be6b-b873-4b99-b558-26b01bca38b5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/vgM8FCFRQc4\"><source src=\"https:\/\/youtu.be\/vgM8FCFRQc4\" 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\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u535a\u5ba2\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5efa\u8bbe<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2CMS<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8425\u9500<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u5728\u5199\u4f5c\u8d28\u91cf\u3001\u89c6\u89c9\u4e00\u81f4\u6027\u548cSEO\u96c6\u6210\u65b9\u9762\u7684\u5347\u7ea7\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u4ea7\u54c1\u5b9a\u4f4d\uff08\u662fCMS\u8fd8\u662f\u5199\u4f5c\u5de5\u5177\uff09\u53caAI\u662f\u5426\u652f\u6301\u5b66\u4e60\u54c1\u724c\u8bed\u8c03\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5c06\u4e24\u8005\u7ed3\u5408\uff0c\u5e76\u900f\u9732\u672a\u6765\u5c06\u4e13\u6ce8\u4e8e\u63d0\u5347\u6838\u5fc3\u4f53\u9a8c\u540e\u7684\u65b0\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 Blogg.so 2.0\u7684\u201c\u91cd\u94f8\u201d\u770b\u4f3c\u662f\u4e00\u6b21\u5e38\u89c4\u7684AI\u5199\u4f5c\u5de5\u5177\u8fed\u4ee3\uff0c\u5b9e\u5219\u66b4\u9732\u5e76\u8bd5\u56fe\u7f1d\u5408\u5f53\u524dAI\u5185\u5bb9\u521b\u4f5c\u9886\u57df\u6700\u6df1\u7684\u88c2\u75d5\uff1a\u901f\u5ea6\u4e0e\u8d28\u91cf\u3001\u751f\u6210\u4e0e\u63a7\u5236\u4e4b\u95f4\u7684\u5931\u8861\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6700\u4f73\u7b49\u7ea7\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u5173\u952e\u5728\u4e8e\u5b83\u6ca1\u6709\u505c\u7559\u5728\u201c\u66f4\u5feb\u751f\u6210\u4e00\u7bc7\u8349\u7a3f\u201d\uff0c\u800c\u662f\u9009\u62e9\u91cd\u5efa\u5199\u4f5c\u548c\u56fe\u50cf\u4e24\u5927\u6838\u5fc3\u7ba1\u7ebf\uff0c\u8fd9\u76f4\u6307\u4e86\u5e02\u573a\u73b0\u5b58\u5de5\u5177\u7684\u666e\u904d\u8f6f\u808b\u2014\u2014\u5185\u5bb9\u540c\u8d28\u5316\u4e0e\u89c6\u89c9\u5ec9\u4ef7\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u901a\u8fc7\u5f15\u5165\u66f4\u5148\u8fdb\u7684\u6a21\u578b\u4ee5\u6539\u5584\u6587\u7ae0\u7ed3\u6784\u548c\u8bed\u8c03\u63a7\u5236\uff0c\u5e76\u6574\u5408Nano Banana Pro\u8fd9\u7c7b\u4e13\u4e1a\u56fe\u50cf\u5f15\u64ce\uff0c\u4ea7\u54c1\u5b9e\u8d28\u4e0a\u662f\u5728\u5c06\u201c\u53ef\u63a7\u7684\u4f18\u8d28\u8f93\u51fa\u201d\u6253\u5305\u4e3a\u6807\u51c6\u5316\u670d\u52a1\u3002\u8fd9\u4e00\u5b9a\u4f4d\u5de7\u5999\u5730\u5c06\u7528\u6237\u4ece\u7e41\u7410\u7684\u201c\u591a\u5de5\u5177\u5207\u6362\u3001\u540e\u671f\u7cbe\u4fee\u201d\u5de5\u4f5c\u6d41\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u7784\u51c6\u7684\u662f\u90a3\u4e9b\u9700\u8981\u6301\u7eed\u8f93\u51fa\u54c1\u724c\u5316\u5185\u5bb9\u3001\u5374\u7f3a\u4e4f\u4e13\u4e1a\u5185\u5bb9\u56e2\u961f\u7684\u4e2d\u5c0f\u4f01\u4e1a\u4e3b\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u3002\u5176\u5185\u7f6e\u7684SEO\u4e0eGEO\u4f18\u5316\uff0c\u66f4\u662f\u5c06\u4ef7\u503c\u4e3b\u5f20\u4ece\u201c\u5185\u5bb9\u521b\u4f5c\u201d\u5ef6\u4f38\u81f3\u201c\u5185\u5bb9\u5206\u53d1\u201d\uff0c\u5b8c\u6210\u4e86\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u65e2\u662fCMS\u53c8\u662f\u5199\u4f5c\u5de5\u5177\u201d\u7684\u6a21\u7cca\u5b9a\u4f4d\u53ef\u80fd\u9020\u6210\u5fc3\u667a\u6df7\u6dc6\uff0c\u5728\u4e13\u4e1a\u7528\u6237\u770b\u6765\u4e24\u7aef\u90fd\u4e0d\u591f\u6781\u81f4\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cAI\u5b66\u4e60\u54c1\u724c\u58f0\u97f3\u201d\u7684\u7591\u95ee\uff0c\u6070\u6070\u547d\u4e2d\u4e86\u5f53\u524dAI\u5199\u4f5c\u5de5\u5177\u7684\u5929\u82b1\u677f\u2014\u2014\u771f\u6b63\u7684\u54c1\u724c\u72ec\u7279\u6027\u4e0e\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u4ecd\u975e\u6a21\u677f\u5316\u8c03\u6574\u6240\u80fd\u8f7b\u6613\u8d4b\u4e88\u3002\u6700\u540e\uff0c\u5f53\u5de5\u5177\u4f7f\u9ad8\u8d28\u91cf\u535a\u5ba2\u7684\u521b\u5efa\u95e8\u69db\u6025\u5267\u964d\u4f4e\u65f6\uff0c\u5176\u4ea7\u51fa\u7269\u672c\u8eab\u4e5f\u53ef\u80fd\u8fc5\u901f\u9677\u5165\u65b0\u7684\u201c\u4f18\u8d28\u540c\u8d28\u5316\u201d\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u4eca\u5929\u80fd\u751f\u6210\u591a\u4e48\u201c\u50cf\u6837\u201d\u7684\u535a\u5ba2\uff0c\u800c\u5728\u4e8e\u5b83\u662f\u5426\u5b9a\u4e49\u4e86\u4e00\u5957\u5173\u4e8e\u201cAI\u65f6\u4ee3\u53ef\u4fe1\u5185\u5bb9\u201d\u7684\u65b0\u6807\u51c6\u2014\u2014\u5c06\u7ed3\u6784\u3001\u89c6\u89c9\u3001\u6027\u80fd\u4f18\u5316\u6df1\u5ea6\u878d\u5408\u3002\u5b83\u7684\u4e0b\u4e00\u6b65\uff0c\u5982\u5f00\u53d1\u8005\u6240\u6697\u793a\u7684\u201c\u63d0\u5347\u6838\u5fc3\u4f53\u9a8c\u201d\uff0c\u6216\u8bb8\u5e94\u66f4\u6fc0\u8fdb\u5730\u8fc8\u5411\u4e2a\u6027\u5316\u4e0e\u667a\u80fd\u534f\u4f5c\uff0c\u800c\u975e\u505c\u7559\u5728\u4f18\u5316\u73b0\u6709\u8303\u5f0f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u6b3e\u66f4\u597d\u7684\u5de5\u5177\uff0c\u800c\u975e\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u5e73\u53f0\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Blogg.so 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">A relaunch of Blogg.so with major upgrades across writing, visuals, and customization. Generate full blog posts with improved AI writing, add inline images powered by Nano Banana Pro, switch between new layouts and color themes, and publish SEO optimized pages that load fast and rank well.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it a CMS or a blog writer? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a>  Really love how thoughtful this relaunch is, Charlie. Most AI-powered blogging tools focus on speed, but you\u2019re tackling the real problem: quality that actually stands out. Rebuilding both the writing engine and the image generation pipeline was the right move, structure, tone control, and visually consistent hero graphics make a huge difference when someone is trying to build credibility.<\/p>\n<p>The design upgrades come through too. Modern layouts, tighter typography, and better color modes make the final blog feel premium instead of \u201cauto-generated.\u201d And the built-in SEO + GEO optimization is a killer touch, makers want distribution, not more checklists to manage.<\/p>\n<p>Awesome work. Curious: now that the core experience is rebuilt, what\u2019s the next area you\u2019re thinking of leveling up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Good question! It’s actually both. It provides you with a clean SEO optimized blog, directly integrated into an automated posting pipeline.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cd55524-7950-4277-929f-b699b661ea1b.gif?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Charlie here. Thanks so much for checking out the relaunch of Blogg.so.<\/p>\n<p>I originally built this to make blogging simple for people who want to quickly spin up a blog for their product and use AI create new posts on autopilot. Over the past 6 months I learned a lot from how people were using it, and it became clear that the writing and image quality needed to improve to stand out.<\/p>\n<p>This update is a full rebuild of the core tools. The post generator uses the latest models for stronger structure, clearer tone control, and more consistent long form writing. Images are powered by nano banana pro so hero graphics and inline illustrations look much more polished and intentional.<\/p>\n<p>I also added new layouts, updated color modes, cleaner typography, and a ton of small details to make blogs look modern and fast. SEO and GEO optimization are built in so posts perform better without extra work.<\/p>\n<p>I’d love to hear what you think. If you find anything confusing, rough, or missing, please tell me. Your feedback shapes what I make next.<\/p>\n<p>Thanks again for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, <a href=\"https:\/\/blogg.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blogg.so<\/a> looks incredible! Love the Nano Banana Pro integration for inline images. Does the AI learn from existing content to really nail my brand voice? Im curious!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Well done! \ud83d\udcaa<br \/>Landing page looks nice! Pricing looks fair.<br \/>Did you get featured by PH for this launch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SIVW43JQKEMOHS\" class=\"app-title\">Sceptrum<\/a><\/p>\n<div class=\"one-liner\">Offline-first dashboard with auto-sync on WiFi connection<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u81ea\u7531\u804c\u4e1a\u8005\u548c\u5c0f\u56e2\u961f\u7684\u79bb\u7ebf\u4f18\u5148\u4eea\u8868\u76d8\uff0c\u5728\u4e92\u8054\u7f51\u8fde\u63a5\u4e0d\u7a33\u5b9a\u6216\u4e2d\u65ad\u7684\u573a\u666f\u4e0b\uff0c\u786e\u4fdd\u5de5\u4f5c\u4e0d\u4e22\u5931\uff0c\u5e76\u5728\u6062\u590d\u8fde\u63a5\u65f6\u81ea\u52a8\u540c\u6b65\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/adc08597-b308-41dd-ad8e-d53a73a73811.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40e6a7f0-139b-4d88-bab4-3a235cf34bbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb97f6f5-4596-4235-908f-b0b1760c2cd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/445cf9e0-5f17-46f0-ae3f-eb5877820735.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e245cda-3235-45bf-90b4-a4fd17b69caf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e832e03e-124d-4dd9-ad82-aefcf819e244.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005<\/span><br \/>\n <span class=\"tag\">\u5f31\u7f51\u7edc\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\u666e\u904d\u8ba4\u53ef\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u89e3\u51b3\u7684\u771f\u5b9e\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u8f7b\u91cf\u3001\u5feb\u901f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u591a\u8bbe\u5907\u540c\u6b65\u673a\u5236\u3001\u672c\u5730\u6587\u4ef6\u517c\u5bb9\u6027\u53caAI\u8c03\u7528\u76d1\u63a7\u7684\u5177\u4f53\u5b9e\u73b0\u4e0a\u3002\u5efa\u8bae\u65b9\u5411\u5305\u62ec\u6269\u5c55\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u3001\u5ba2\u6237\u95e8\u6237\u53ca\u66f4\u4e30\u5bcc\u7684\u8ffd\u8e2a\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 Sceptrum\u7684\u5ba3\u79f0\u4ef7\u503c\u5728\u4e8e\u201c\u4e3aAI\u65f6\u4ee3\u6784\u5efa\u7684\u9690\u79c1\u5de5\u5177\u201d\uff0c\u4f46\u5176\u5f53\u524d\u5448\u73b0\u7684\u6838\u5fc3\u529f\u80fd\u5b9e\u8d28\u662f\u4e00\u4e2a**\u5177\u5907\u5f3a\u97e7\u540c\u6b65\u80fd\u529b\u7684\u79bb\u7ebf\u7b14\u8bb0\u6216\u6570\u636e\u770b\u677f**\u3002\u8fd9\u662f\u4e00\u4e2a\u5de7\u5999\u7684\u5b9a\u4f4d\u5dee\u5f02\uff1a\u5b83\u6ca1\u6709\u4e0e\u4f20\u7edf\u7684\u5e7f\u544a\u62e6\u622a\u5668\u6216Cookie\u7ba1\u7406\u5668\u5728\u7ea2\u6d77\u7ade\u4e89\uff0c\u800c\u662f\u5c06\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u548c\u201c\u7aef\u5230\u7aef\u52a0\u5bc6\u201d\u4f5c\u4e3a\u57fa\u7840\u67b6\u6784\uff0c\u53bb\u627f\u8f7d\u7528\u6237\u5bf9AI\u65f6\u4ee3\u5e94\u7528\u8fc7\u5ea6\u83b7\u53d6\u6743\u9650\uff08\u6444\u50cf\u5934\u3001\u9ea6\u514b\u98ce\u3001\u6587\u4ef6\u3001\u7f51\u7edc\u3001AI\u8c03\u7528\uff09\u7684\u666e\u904d\u7126\u8651\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u7684\u201c\u7edf\u4e00\u53ef\u89c1\u6027\u201d\u76d1\u63a7\u4e0e\u521b\u59cb\u4eba\u9610\u8ff0\u7684\u79bb\u7ebf\u540c\u6b65\u4eea\u8868\u76d8\u4e4b\u95f4\u5b58\u5728\u660e\u663e\u7684**\u53d9\u4e8b\u65ad\u5c42**\u3002\u8bc4\u8bba\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff1a\u7528\u6237\u88ab\u201c\u79bb\u7ebf\u540c\u6b65\u201d\u7684\u5b9e\u7528\u529f\u80fd\u5438\u5f15\uff0c\u5374\u5bf9\u201cAI\u8c03\u7528\u76d1\u63a7\u201d\u8fd9\u4e00\u66f4\u524d\u6cbf\u7684\u5ba3\u79f0\u529f\u80fd\u611f\u5230\u597d\u5947\u4e0e\u7591\u60d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u5206\u4e24\u5c42\uff1a**\u8868\u5c42\u4ef7\u503c**\u662f\u89e3\u51b3\u65b0\u5174\u5e02\u573a\u3001\u79fb\u52a8\u573a\u666f\u4e0b\u7f51\u7edc\u4e0d\u53ef\u9760\u7684\u5207\u5b9e\u751f\u4ea7\u529b\u75db\u70b9\uff0c\u8fd9\u662f\u4e00\u4e2a\u660e\u786e\u4e14\u672a\u88ab\u5145\u5206\u670d\u52a1\u7684\u5e02\u573a\u3002**\u6df1\u5c42\u4ef7\u503c\uff08\u6216\u672a\u6765\u6f5c\u529b\uff09** \u5728\u4e8e\u5176\u67b6\u6784\u2014\u2014\u4e00\u4e2a\u672c\u5730\u4f18\u5148\u3001\u4e00\u5207\u5206\u6790\u5728\u8bbe\u5907\u7aef\u7684\u6846\u67b6\uff0c\u4e3a\u672a\u6765\u96c6\u6210\u66f4\u6df1\u5165\u7684\u7cfb\u7edf\u7ea7\u884c\u4e3a\u76d1\u63a7\uff08\u5982\u5176\u6240\u63d0\u7684AI\u8c03\u7528\uff09\u63d0\u4f9b\u4e86\u53ef\u80fd\u7684\u6280\u672f\u4e0e\u4fe1\u4efb\u57fa\u7840\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u82e5\u4e0d\u80fd\u5feb\u901f\u5f25\u5408\u5f53\u524d\u529f\u80fd\u4e0e\u5b8f\u5927\u53d9\u4e8b\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u5b83\u53ef\u80fd\u88ab\u56fa\u5316\u4e3a\u4e00\u4e2a\u4f18\u79c0\u7684\u79bb\u7ebf\u540c\u6b65\u5de5\u5177\uff0c\u800c\u9519\u5931\u5176\u5ba3\u79f0\u7684\u201cAI\u65f6\u4ee3\u9690\u79c1\u5b88\u62a4\u8005\u201d\u7684\u66f4\u9ad8\u7ef4\u5b9a\u4f4d\u3002\u521b\u59cb\u4eba\u7684\u5f53\u52a1\u4e4b\u6025\uff0c\u662f\u660e\u786e\u4e0b\u4e00\u9636\u6bb5\u662f\u6df1\u5316\u6838\u5fc3\u540c\u6b65\u4e0e\u534f\u4f5c\u529f\u80fd\uff0c\u8fd8\u662f\u5c3d\u5feb\u63a8\u51fa\u4ee4\u4eba\u4fe1\u670d\u7684\u9690\u79c1\u76d1\u63a7\u7279\u6027\uff0c\u4ee5\u7edf\u4e00\u4ea7\u54c1\u5f62\u8c61\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\">Sceptrum<\/span>\n <\/div>\n<div class=\"comment-content\">Traditional Windows \u201cprivacy\u201d tools were built for ads, cookies, and trackers. Sceptrum is built for the AI era \u2014 where powerful apps can read your files, watch your screen, and talk to LLMs in the background. On-device, always All analysis happens locally on your machine. We don\u2019t collect, upload, or sell your activity data. Unified visibility Camera, microphone, file, network, and AI calls \u2014 all surfaced in one signal feed you can actually understand.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, I\u2019m the founder here!<\/p>\n<p>Sceptrum is an offline-first dashboard built for freelancers and small teams who can\u2019t afford to lose work when the internet drops (Jio\/Airtel crashes, village Wi-Fi, travel, etc.).<\/p>\n<p>Key things it does right now:<br \/>\n\u2192 Works 100 % offline \u2013 type, save, everything stays safe<br \/>\n\u2192 Auto-syncs the second internet is back<br \/>\n\u2192 End-to-end encrypted (your client data never touches our servers unencrypted)<br \/>\n\u2192 Super lightweight \u2013 runs smooth even on 2G or low-end phones<br \/>\n\u2192 Completely free for the first 100 people who join today<\/p>\n<p>Live demo (no signup needed): <a href=\"https:\/\/sceptrum.is-a.software\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sceptrum.is-a.software<\/a><\/p>\n<p>Would love your brutal feedback \u2013 what\u2019s missing? What should I build next?<br \/>\nFirst 100 who comment \u201cSCEPTRUM\u201d or DM me get lifetime free access.<\/p>\n<p>Thanks for checking it out! \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_aditya1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_aditya1<\/a> congrats! Does it support multiple devices syncing once internet is back? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@s_aditya1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_aditya1<\/a>  Love the focus here, \u201coffline-first\u201d is such an underrated need, especially for freelancers in regions where connectivity is inconsistent. Most dashboards assume Silicon Valley Wi-Fi, but real work happens on trains, in rural areas, during outages, and on low-end devices. Sceptrum leaning into that reality is a smart angle.<\/p>\n<p>End-to-end encryption + auto-sync once you\u2019re back online is a killer combo. Plenty of tools claim privacy or offline mode, but very few are genuinely usable when the internet fully drops.<\/p>\n<p>Tried the demo, surprisingly fast and lightweight. Curious what you\u2019re planning next: team collaboration? client portals? richer tracking? There\u2019s a big opportunity here to become <em>the<\/em> resilient workspace for makers who can\u2019t rely on stable connectivity.<\/p>\n<p>Great launch, excited to see where you take 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>Wow, Sceptrum looks amazing! The offline-first dashboard with auto-sync is a game changer. How does the local analysis handle different file types and potential compatibility issues? Super interested!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Finally a dashboard that doesn’t just spin a loading wheel when my internet drops. The lightweight\/low-end device support is a huge plus for accessibility. Nice work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits close. My train Wi\u2011Fi drops every hour and I end up losing notes. Offline-first + auto-sync is clutch. The AI call feed is the bit I\u2019m most curious about\u2014does it map calls to specific apps\/processes? Will try on an old ThinkPad tonight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/EA5NQMHIWKW23O\" class=\"app-title\">Hobbi<\/a><\/p>\n<div class=\"one-liner\">Mind journaling voice companion under a meditative night ski<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hobbi\u662f\u4e00\u6b3e\u901a\u8fc7\u4e0a\u4f20\u7167\u7247\u521b\u5efa\u51a5\u60f3\u7a7a\u95f4\uff0c\u5e76\u8fdb\u884c\u8bed\u97f3\u5bf9\u8bdd\u5f0f\u601d\u7ef4\u65e5\u8bb0\u8bb0\u5f55\u7684AI\u4f34\u4fa3\uff0c\u5728\u7528\u6237\u9700\u8981\u60c5\u611f\u503e\u8bc9\u4e0e\u81ea\u6211\u53cd\u601d\u4f46\u4e0d\u613f\u6216\u96be\u4ee5\u4e66\u9762\u8bb0\u5f55\u65f6\uff0c\u63d0\u4f9b\u65e0\u538b\u529b\u3001\u79c1\u5bc6\u7684\u966a\u4f34\u4f53\u9a8c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/975c3844-dc5e-4fd7-9381-7d45b1578be1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a244ead-fe67-4ca2-b092-71f72879d7df.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\/703fe22b-2fcc-49c8-b4c7-617aa6f1fdfd.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\">Audio<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u60c5\u611f\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u51a5\u60f3\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u79c1\u5bc6\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u975e\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u53cd\u6548\u7387\u201d\u7684\u6e29\u67d4\u7406\u5ff5\u4e0e\u6c89\u6d78\u5f0f\u7f8e\u5b66\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a1. \u9690\u79c1\u6570\u636e\u7684\u5177\u4f53\u5904\u7406\u65b9\u5f0f\uff08\u6570\u636e\u662f\u5426\u4e0a\u4f20\u670d\u52a1\u5668\uff09\uff1b2. \u6280\u672f\u7ec6\u8282\uff08\u5982\u4f55\u5206\u6790\u8bed\u97f3\u8bed\u8c03\u4e0e\u7167\u7247\u4ee5\u4e2a\u6027\u5316\u4f53\u9a8c\uff09\uff1b3. \u6f5c\u5728\u76ee\u6807\u4eba\u7fa4\u63a2\u8ba8\uff08\u5982\u7537\u6027\u7528\u6237\u9700\u6c42\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u8be2\u95ee\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hobbi\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5e94\u7528\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u5de5\u5177\u4e3b\u6d41\u53d9\u4e8b\u7684\u4e00\u6b21\u6e29\u548c\u53cd\u53db\u3002\u5728\u201c\u589e\u6548\u201dAI\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u5b83\u523b\u610f\u5265\u79bb\u4e86\u4efb\u52a1\u5bfc\u5411\uff0c\u5c06\u4ef7\u503c\u951a\u5b9a\u5728\u201c\u5b58\u5728\u201d\u4e0e\u201c\u966a\u4f34\u201d\u672c\u8eab\uff0c\u8fd9\u65e2\u662f\u5176\u6700\u7280\u5229\u7684\u5dee\u5f02\u5316\uff0c\u4e5f\u6784\u6210\u4e86\u5176\u6700\u8106\u5f31\u7684\u5546\u4e1a\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u521b\u9020\u4e86\u4e00\u4e2a\u201c\u4eea\u5f0f\u5316\u201d\u7684\u60c5\u611f\u5bb9\u5668\uff1a\u4e0a\u4f20\u7167\u7247\u751f\u6210\u7c92\u5b50\u7a7a\u95f4\uff0c\u8fd9\u4e00\u884c\u4e3a\u5c06\u62bd\u8c61\u7684\u8bb0\u5fc6\u7269\u8d28\u5316\uff0c\u4e3a\u968f\u540e\u7684\u8bed\u97f3\u503e\u8bc9\u9884\u8bbe\u4e86\u5b89\u5168\u3001\u4e13\u5c5e\u7684\u5fc3\u7406\u573a\u57df\u3002\u5c06\u5bf9\u8bdd\u8f6c\u5316\u4e3a\u7cbe\u7f8e\u65e5\u8bb0\uff0c\u5219\u5de7\u5999\u5730\u89e3\u51b3\u4e86\u201c\u60c5\u611f\u8868\u8fbe\u201d\u4e0e\u201c\u8bb0\u5f55\u7559\u5b58\u201d\u7684\u53cc\u91cd\u9700\u6c42\uff0c\u5c24\u5176\u670d\u52a1\u4e8e\u90a3\u4e9b\u5bf9\u4f20\u7edf\u4e66\u5199\u6709\u5fc3\u7406\u969c\u788d\u7684\u7528\u6237\u3002\u4ea7\u54c1\u8bd5\u56fe\u901a\u8fc7\u5206\u6790\u8bed\u97f3\u97f5\u5f8b\uff08\u800c\u4e0d\u4ec5\u662f\u6587\u672c\uff09\u6765\u9002\u914d\u56de\u5e94\uff0c\u82e5\u6280\u672f\u624e\u5b9e\uff0c\u80fd\u63d0\u5347\u5171\u60c5\u5e7b\u89c9\u7684\u771f\u5b9e\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u65e0\u8bc4\u5224\u7684\u503e\u542c\u201d\u662f\u6838\u5fc3\u627f\u8bfa\uff0c\u4f46AI\u7684\u56de\u5e94\u903b\u8f91\u7ec8\u7a76\u7531\u7b97\u6cd5\u9a71\u52a8\uff0c\u5982\u4f55\u957f\u671f\u7ef4\u6301\u9ad8\u8d28\u91cf\u3001\u4e0d\u91cd\u590d\u4e14\u771f\u6b63\u201c\u7406\u89e3\u6027\u201d\u7684\u5bf9\u8bdd\uff0c\u662f\u6280\u672f\u6df1\u6e0a\u3002\u5176\u6b21\uff0c\u9690\u79c1\u662f\u751f\u547d\u7ebf\uff0c\u4f46\u201c100%\u79c1\u5bc6\u201d\u7684\u5ba3\u79f0\u9700\u8981\u6781\u5176\u900f\u660e\u7684\u6280\u672f\u67b6\u6784\uff08\u5982\u5b8c\u5168\u7aef\u4fa7\u5904\u7406\uff09\u6765\u652f\u6491\uff0c\u4efb\u4f55\u542b\u7cca\u90fd\u53ef\u80fd\u6467\u6bc1\u4fe1\u4efb\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\u3002\u201c\u96f6\u6210\u672c\u201d\u6a21\u5f0f\u5728\u521d\u671f\u53ef\u5438\u5f15\u7528\u6237\uff0c\u4f46\u540e\u7eed\u7684\u53ef\u6301\u7eed\u6027\u3001\u6570\u636e\u4f26\u7406\u4e0e\u670d\u52a1\u5668\u6210\u672c\u5c06\u5f62\u6210\u5de8\u5927\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cHobbi\u8d29\u5356\u7684\u662f\u4e00\u79cd\u60c5\u7eea\u4ef7\u503c\u4e0e\u7f8e\u5b66\u4f53\u9a8c\uff0c\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u6570\u5b57\u65f6\u4ee3\u7684\u5b64\u72ec\u4e0e\u8868\u8fbe\u6e34\u671b\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8273\u7684\u201c\u6982\u5ff5\u827a\u672f\u54c1\u201d\uff0c\u8fdb\u5316\u4e3a\u4e00\u4e2a\u957f\u671f\u3001\u7a33\u5b9a\u3001\u53ef\u4fe1\u8d56\u7684\u60c5\u611f\u51fa\u53e3\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6df1\u5ea6\u3001\u9690\u79c1\u8bda\u610f\u4ee5\u53ca\u6700\u7ec8\u4e0d\u5f97\u4e0d\u9762\u5bf9\u7684\u5546\u4e1a\u5316\u8def\u5f84\u9009\u62e9\u3002\u5b83\u63d0\u9192\u6211\u4eec\uff0c\u79d1\u6280\u9664\u4e86\u5411\u5916\u5f81\u670d\u6548\u7387\uff0c\u4e5f\u53ef\u4ee5\u5411\u5185\u6ecb\u517b\u5fc3\u7075\uff0c\u4f46\u8fd9\u6761\u8def\u7684\u76c8\u5229\u8346\u68d8\uff0c\u6216\u8bb8\u6bd4\u6548\u7387\u5de5\u5177\u7684\u9053\u8def\u66f4\u52a0\u96be\u884c\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\">Hobbi<\/span>\n <\/div>\n<div class=\"comment-content\">Hobbi creates a immersive meditative space with photos you upload and chat with you to make a mind journal. Hobbi listens without judgment, never interrupts, and drops the perfect joke or sarcastic comeback when the moment calls for it. 100% private, always available, zero cost, no appointments.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH world! \ud83d\udc4b <\/p>\n<p>If you\u2019ve ever wished for a space where you could slow down, breathe, and talk freely without being judged, you\u2019ll probably recognize the feeling behind Hobbi. Hobbi a gentle, companion-style voice chat AI that sits with you in a quiet, meditative world \u2014 a place shaped by your own memories. Upload a photo, and Hobbi turns it into a living particle-based universe around you. Inside that space, you talk, vent, reflect, or simply exist \u2014 and Hobbi listens. At the end, your conversation becomes a beautifully formatted journal entry you can keep. <\/p>\n<p>Check out Hobbi if you: <br \/><strong>Feel deeply and need soft companionship.<\/strong> <br \/>Hobbi provides a quiet, intimate conversation under the night ski – it doesn’t judge, just listen. <br \/><strong>Want to record your inner world, but struggle to write.<\/strong> <br \/>Whether you want to remember a moment, untangle thoughts, or process your day, Hobbi helps you express and preserve what matters. <br \/><strong>Are drawn to aesthetics, atmosphere, and intimate storytelling.<\/strong> <br \/>Hobbi was built for everyone who loves mood, softness, art-like visuals, and immersive soundscapes \u2014 not for productivity, but for presence. <\/p>\n<p>We hope Hobbi can be a small, beautiful corner of the internet that feels like it was made just for you. Thanks for being here, and we can\u2019t wait to hear what you think. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@g_z3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@g_z3<\/a> Congrats on the launch \uff01The idea of turning a single photo into a meditative space for voice journaling feels quietly magical.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@g_z3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@g_z3<\/a>  This is genuinely beautiful. So many AI tools chase productivity, efficiency, or output, but almost none focus on presence, softness, or emotional space. Hobbi feels like the opposite of the hustle-AI trend, and honestly, it\u2019s refreshing.<\/p>\n<p>The particle world built from a personal photo is such a poetic touch. It turns memory into environment, and then uses that space as a container for reflection, that\u2019s more art than app. And the fact that conversations turn into journal entries means people who struggle to write can still capture their emotional landscape in a meaningful way.<\/p>\n<p>There\u2019s something very human about creating tech that slows you down instead of speeding you up. Excited to see where you take this, the internet needs more gentle corners like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘voice companion’ angle is interesting. Sometimes, typing out a journal entry feels like work, but just talking feels like therapy. Does the AI analyze the tone\/prosody of my voice to detect mood changes over time, or is it strictly analyzing the text transcript for the journal entry ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@govindsajit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@govindsajit<\/a> It detects both verbal and nonverbal information. The replies and tone adapts to your emotion, speed etc. Lmk whether you could tell the difference!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels amazing! Good luck with the launch. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pherkan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pherkan<\/a> Thanks for your support Pherkan! Hope you like Hobbi and would appreciate any feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Hobbi sounds incredible! The mind journaling in a meditative space is super intriguing. How does it handle processing different photo types to tailor the journaling experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Thanks for your support Jay! Currently photos are treated with particularization and 3D effects like a relief. How do you think we can categorize photos and do you have any suggestions on how we can deal with them differently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 and I like the idea! How do you take the privacy of the journaling? Does it send the data back to the servers and they get logged outside of my device? Sometimes people journal things that are very personal to themselves<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, sounds interesting, because men have this feeling of not to talking to each other about their feelings, this might be great target for men!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@javlonbek_shodmonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@javlonbek_shodmonov<\/a> That\u2019s insightful! Would be interesting to see how men and women expect differently from Hobbi. How do you think men deal with their feelings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RWAY7Y4CJROX7U\" class=\"app-title\">Vectorly<\/a><\/p>\n<div class=\"one-liner\">Get web data behind clicks, searches, user interactions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vectorly\u901a\u8fc7\u8bb0\u5f55\u7528\u6237\u4e0e\u7f51\u7ad9\u7684\u4ea4\u4e92\uff0c\u5229\u7528AI\u9006\u5411\u5de5\u7a0b\u51fa\u5e95\u5c42API\uff0c\u5c06\u4efb\u610f\u4ea4\u4e92\u5f0f\u7f51\u7ad9\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u53ef\u590d\u7528\u7684API\u6216MCP\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u96c6\u6210\u65e0API\u9057\u7559\u7cfb\u7edf\u6216\u8fdb\u884c\u7f51\u9875\u6570\u636e\u6293\u53d6\u65f6\uff0c\u9762\u4e34\u7684\u81ea\u52a8\u5316\u5de5\u5177\u8106\u5f31\u3001\u7f13\u6162\u3001\u6210\u672c\u9ad8\u6602\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1b505d5-b721-4974-a144-4c69d9a07d56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e92aa0ed-bf2c-409c-8685-bec46fbc4feb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44bd4e46-103d-4dff-8a74-1a71dd83eec2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ecdea59-1e0b-4833-843a-deb5c28cb152.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ad71c35-f33f-4710-bf5b-e42ca84bda01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96bb46c4-c596-427c-a60e-2301e52da2e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f996a56c-992b-448f-a0bc-df5b729c4530.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48464104-b1b0-42fd-bb31-7488baa30c69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d86dded0-3341-4765-8acc-fb2b2d18e229.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\/9c84878f-6bf5-42c8-89c4-78d1a27068e2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xX4ycRAU5dA\"><source src=\"https:\/\/www.youtube.com\/watch?v=xX4ycRAU5dA\" 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\">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\">API\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u9006\u5411\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6293\u53d6\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u8106\u5f31\u722c\u866b\u201d\u548c\u201c\u4f4e\u6548\u6d4f\u89c8\u5668\u4ee3\u7406\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5bf9\u5e02\u573a\u548c\u5de5\u4f5c\u6d41\u5171\u4eab\u529f\u80fd\u611f\u5174\u8da3\u3002\u4e3b\u8981\u8be2\u95ee\u52a8\u6001\u5185\u5bb9\u5904\u7406\u80fd\u529b\u3001\u6210\u672c\u53ef\u6269\u5c55\u6027\u53ca\u4e0e\u5f00\u53d1\u5de5\u5177\uff08\u5982VSCode\uff09\u7684\u96c6\u6210\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u89e3\u91ca\u4e86\u6280\u672f\u539f\u7406\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 Vectorly\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u66f4\u597d\u7684RPA\u6216\u722c\u866b\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u4e00\u4e2a\u201c\u7f51\u7edc\u4ea4\u4e92\u7684\u7f16\u8bd1\u5668\u548c\u94fe\u63a5\u5668\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u5c06\u975e\u7ed3\u6784\u5316\u7684\u3001\u57fa\u4e8e\u89c6\u89c9\u548cDOM\u64cd\u4f5c\u7684\u7528\u6237\u4ea4\u4e92\uff0c\u201c\u7f16\u8bd1\u201d\u6210\u7ed3\u6784\u5316\u7684\u3001\u53ef\u76f4\u63a5\u8c03\u7528\u7684API\u7aef\u70b9\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u63a5\u53e3\u201d\u6982\u5ff5\u7684\u91cd\u65b0\u5b9a\u4e49\u2014\u2014\u4efb\u4f55\u53ef\u901a\u8fc7UI\u8bbf\u95ee\u7684\u529f\u80fd\uff0c\u90fd\u5e94\u5b58\u5728\u4e00\u4e2a\u5bf9\u5e94\u7684\u7a0b\u5e8f\u5316\u63a5\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cNo brittle scrapers, no slow or expensive computer-use agents\u201d\u7684\u5ba3\u8a00\uff0c\u76f4\u6307\u5f53\u524dAI\u667a\u80fd\u4f53\uff08\u5982CrewAI\u3001AutoGPT\uff09\u5728\u64cd\u4f5c\u7f51\u9875\u65f6\u7684\u6839\u672c\u6027\u7f3a\u9677\uff1a\u4f9d\u8d56\u6a21\u62df\u4eba\u7c7b\u64cd\u4f5c\uff0c\u6548\u7387\u4f4e\u4e0b\u4e14\u6781\u4e0d\u7a33\u5b9a\u3002Vectorly\u7684\u601d\u8def\u662f\u201c\u964d\u7ef4\u6253\u51fb\u201d\uff1a\u4e0e\u5176\u8ba9AI\u5728\u8868\u5c42UI\u4e0a\u6323\u624e\uff0c\u4e0d\u5982\u8ba9\u5b83\u6df1\u5165\u7f51\u7edc\u5c42\u548c\u8fd0\u884c\u65f6\uff0c\u76f4\u63a5\u201c\u7a83\u542c\u201d\u524d\u7aef\u4e0e\u540e\u7aef\u4e4b\u95f4\u539f\u751f\u7684\u3001\u9ad8\u6548\u7684API\u901a\u4fe1\uff0c\u5e76\u5c06\u5176\u6807\u51c6\u5316\u3002\u8fd9\u4f7f\u5176\u8f93\u51fa\u7684\u4e0d\u662f\u201c\u811a\u672c\u201d\uff0c\u800c\u662f\u201c\u670d\u52a1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u96f6\u8fd0\u884c\u65f6\u4ee4\u724c\u6210\u672c\u201d\u7684\u627f\u8bfa\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u7280\u5229\u4e4b\u5904\u3002\u5b83\u5c06\u6210\u672c\u4ece\u6309\u6b21\u4f7f\u7528\u7684\u8ba1\u7b97\uff08\u4ee4\u724c\uff09\u8f6c\u79fb\u5230\u4e86\u524d\u671f\u7684\u201c\u9006\u5411\u5de5\u7a0b\u201d\u8fc7\u7a0b\u4e0a\uff0c\u4e00\u65e6\u5de5\u4f5c\u6d41\u88ab\u521b\u5efa\u548c\u53d1\u5e03\uff0c\u5373\u53ef\u88ab\u65e0\u9650\u6b21\u4f4e\u6210\u672c\u590d\u7528\u3002\u8fd9\u4e0e\u5176\u201c\u5e02\u573a\u201d\u613f\u666f\u7d27\u5bc6\u76f8\u8fde\uff1a\u5b83\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u7531\u5f00\u53d1\u8005\u4f17\u5305\u7684\u3001\u8986\u76d6\u5168\u7403\u4e3b\u6d41Web\u5e94\u7528\u201c\u5730\u4e0bAPI\u201d\u7684\u751f\u6001\u3002\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\uff1a\u5176\u6280\u672f\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7f51\u7ad9\u4e0d\u6539\u53d8\u5176API\u7ed3\u6784\uff0c\u4e14\u53ef\u80fd\u9762\u4e34\u6cd5\u5f8b\u7070\u8272\u5730\u5e26\uff08\u5c3d\u7ba1\u5b83\u83b7\u53d6\u7684\u662f\u7528\u6237\u81ea\u8eab\u4ea4\u4e92\u53ef\u89e6\u8fbe\u7684\u6570\u636e\uff09\u3002\u6b64\u5916\uff0c\u5bf9\u590d\u6742\u5355\u9875\u5e94\u7528\uff08SPA\uff09\u548c\u5f3a\u9a8c\u8bc1\u6d41\u7a0b\u7684\u9006\u5411\u5de5\u7a0b\u53ef\u9760\u6027\uff0c\u4ecd\u9700\u5927\u89c4\u6a21\u5b9e\u8df5\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cVectorly\u82e5\u5982\u5176\u6240\u8ff0\u822c\u7a33\u5b9a\u5de5\u4f5c\uff0c\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u73b0\u6709\u8d5b\u9053\uff0c\u800c\u662f\u5728\u5f00\u8f9f\u65b0\u8d5b\u9053\u2014\u2014\u5c06\u6574\u4e2a\u4e92\u8054\u7f51\u7684\u4ea4\u4e92\u5c42\uff0c\u9010\u6b65\u201c\u7ffb\u8bd1\u201d\u6210\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u3001\u7531API\u6784\u6210\u7684\u5e73\u884c\u5b87\u5b99\u3002\u5b83\u7684\u5bf9\u624b\u4e0d\u662fSelenium\uff0c\u800c\u662f\u90a3\u4e9b\u62d2\u7edd\u5f00\u653eAPI\u7684\u5c01\u95ed\u7cfb\u7edf\u672c\u8eab\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\">Vectorly<\/span>\n <\/div>\n<div class=\"comment-content\">Vectorly turns any interactive website into an API & MCP. Record your workflow, and our AI uncovers the hidden endpoints behind UI clicks and searches. No brittle scrapers, no slow or expensive computer-use agents\u2014just fast, reliable, reusable APIs with zero runtime token costs. When developers discover useful web flows, they can publish them to the marketplace so others can run them instantly. Finally access the data your scrapers can\u2019t reach.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We originally set out to build AI for healthcare, but every workflow required stitching together dozens of legacy systems with no APIs. We tried browser agents and existing automation tools, but they were slow, brittle, and fell apart on real-world web apps.<\/p>\n<p>So we built the tool we wish existed: a system that records real web interactions, reverse-engineers the underlying API calls, and compiles them into reliable scripted flows. Under the hood it uses CDP to capture JS bundles, browser storage, and network traces, plus LLMs to map them into reusable routines. There are no secrets with our approach, we made it open source: <a href=\"https:\/\/github.com\/VectorlyApp\/web-hacker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/VectorlyApp\/w…<\/a><\/p>\n<p>We are excited to have you try it out! What web apps do you wish you had programmatic access to?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Alright so the dashboard looks good with the routine creation I must admit. Also was in the same situation as you with existing browser agents missing things or being not capable of what I wanted so your solution might solve this now. <\/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\">@jim_engine thank you Jim! We obsessed over the look of dashboard so it feels great see someone appreciate it \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome product, we were actually looking at solutions to solve this problem. Will give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@aditya_rohit Hi Aditya, can I ask what industry you were specifically interested in?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Vectorly looks amazing! The marketplace for shared workflows is super cool. How well does the AI handle websites with dynamically loaded content?<\/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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Thanks! We are also excited for the possibility of having developers share workflows and thereby knowledge. Since the AI agent has access to all network transactions, HTLM, JS, cookies, and browser storage, the AI can uncover API endpoints as you interact with some webpage without having to deal with the dynamically loaded content by itself. When we rerun the workflow, we use APIs directly, so once again, bypassing issues with dynamic content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 mr Vremenko, i would like to ask you whether this is a news site? I didnt quite catch the idea of this app<\/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\">@javlonbek_shodmonov Hi Javlonbek! Thank you for your question. Vectorly is a tool that helps you uncover internal APIs web apps use to communicate between their frontend and backend. Once the APIs are reverse engineered there is no need for scrappers or computer use agents to use the UI. Vectorly is not specific to news sites, but it can be used to uncover news site APIs.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a tool that gives us the actual data source instead of just parsing HTML soup. The ‘zero runtime token costs’ claim is huge if it scales. Nice work.<\/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>Looks sick! Will there be any open-source integration with Vibe Code tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeffrey_gonzalezmoreno\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeffrey_gonzalezmoreno<\/a> Hey Jeffrey! Thank you! You can link <a href=\"https:\/\/www.vectorly.app\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">our documentation<\/a> page with Cursor. We also offer <strong>MCP server<\/strong> which has discovered tools as routines. This MCP can be connected to Cursor, Windsurf, and VSCode. Is that what you had in mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5NA4LZ43DGCMFE\" class=\"app-title\">Ama<\/a><\/p>\n<div class=\"one-liner\">build your startup without burning out<\/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>Ama\u662f\u4e00\u6b3e\u9762\u5411\u521b\u4e1a\u8005\u7684\u4e3b\u52a8\u5f0fAI\u5065\u5eb7\u6559\u7ec3\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u884c\u4e3a\u6a21\u5f0f\uff0c\u5728\u9ad8\u538b\u5de5\u4f5c\u573a\u666f\u4e2d\u4e3b\u52a8\u4ecb\u5165\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u5065\u5eb7\u6307\u5bfc\uff0c\u4ee5\u9884\u9632\u5026\u6020\u5e76\u63d0\u5347\u957f\u671f\u8868\u73b0\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efa55430-b2d6-46c4-8192-eb37b7e5d9f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55384bdc-6d08-47fc-9aca-35c72a22323c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/132bcd4a-d01a-414d-bca2-2241cf38025e.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\/a7d397b7-7335-4528-b4a6-1f30e294cb65.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UXfrhEwEBzI\"><source src=\"https:\/\/youtu.be\/UXfrhEwEBzI\" 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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5065\u5eb7\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u8005\u798f\u7949<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0f\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6a21\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6307\u5bfc<\/span><br \/>\n <span class=\"tag\">\u9884\u9632\u804c\u4e1a\u5026\u6020<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u4e3b\u52a8\u5173\u6000\u201d\u7406\u5ff5\u53ca\u201c\u6bcd\u4eb2\u201d\u822c\u7684\u5b9a\u4f4d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5177\u4f53\u8fd0\u4f5c\u673a\u5236\u3001\u9002\u7528\u9636\u6bb5\u3001\u5982\u4f55\u5224\u65ad\u5e72\u9884\u65f6\u673a\u3001\u56de\u590d\u662f\u5426\u57fa\u4e8e\u540d\u4eba\u6a21\u677f\u3002\u56e2\u961f\u56de\u590d\u786e\u8ba4\u901a\u8fc7\u804a\u5929\u548c\u6570\u636e\u5b66\u4e60\u6a21\u5f0f\uff0c\u5426\u8ba4\u4f7f\u7528\u6a21\u677f\uff0c\u5e76\u900f\u9732\u5c06\u901a\u8fc7WhatsApp\u96c6\u6210\u548c\u53ef\u7a7f\u6234\u8bbe\u5907\u8fde\u63a5\u63d0\u4f9b\u66f4\u7cbe\u51c6\u670d\u52a1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ama\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u521b\u4e1a\u8005\u7684\u7cfb\u7edf\u6027\u5065\u5eb7\u635f\u8017\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e3b\u52a8\u5f0fAI\u6559\u7ec3\u201d\u6a21\u5f0f\uff0c\u8bd5\u56fe\u5c06\u5065\u5eb7\u7ba1\u7406\u4ece\u201c\u53ef\u9009\u9879\u201d\u53d8\u4e3a\u201c\u9ed8\u8ba4\u9879\u201d\uff0c\u8fd9\u5728\u7406\u5ff5\u4e0a\u662f\u98a0\u8986\u6027\u7684\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u51a5\u60f3\u6216\u5065\u8eab\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u5176\u201cagentic\u201d\uff08\u81ea\u4e3b\u4ee3\u7406\uff09\u7279\u6027\u2014\u2014\u5b83\u627f\u8bfa\u5728\u7528\u6237\u5373\u5c06\u5d29\u6e83\u5374\u4e0d\u81ea\u77e5\u65f6\u8fdb\u884c\u5e72\u9884\uff0c\u8fd9\u76f4\u51fb\u4e86\u521b\u4e1a\u8005\u201c\u5f3a\u6491\u6587\u5316\u201d\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u540c\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u201c\u4e3b\u52a8\u5e72\u9884\u201d\u7684\u4f26\u7406\u4e0e\u5b9e\u7528\u8fb9\u754c\u6781\u4e3a\u6a21\u7cca\u3002\u4f55\u79cd\u6570\u636e\u9608\u503c\u80fd\u89e6\u53d1\u201c\u5173\u6000\u201d\uff1f\u8bef\u5224\u5e26\u6765\u7684\u5e72\u6270\u662f\u5426\u4f1a\u6210\u4e3a\u65b0\u7684\u538b\u529b\u6e90\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u5224\u65ad\u65f6\u673a\u201d\u7684\u7591\u95ee\u6b63\u662f\u5bf9\u6b64\u7684\u62c5\u5fe7\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5c06\u5065\u5eb7\u8fd9\u4e00\u590d\u6742\u7cfb\u7edf\u6027\u95ee\u9898\uff0c\u8bd5\u56fe\u901a\u8fc7\u804a\u5929\u4ea4\u4e92\u548c\u6570\u636e\u5173\u8054\u6765\u7b80\u5316\uff0c\u5176\u6548\u679c\u7684\u79d1\u5b66\u9a8c\u8bc1\u5c06\u662f\u4e00\u5927\u96be\u5173\u3002\u56e2\u961f\u63d0\u53ca\u7684\u201c\u884c\u4e3a\u6a21\u5f0f\u5b66\u4e60\u201d\u548c\u201c\u5fae\u8c03\u201d\u8fc7\u7a0b\u63cf\u8ff0\u4ecd\u663e\u62bd\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eCalm\u3001Headspace\u7b49\u5728\u901a\u7528\u51a5\u60f3\u5e02\u573a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u7ed1\u5b9a\u201c\u521b\u4e1a\u8005\u201d\u8fd9\u4e00\u4ed8\u8d39\u610f\u613f\u5f3a\u3001\u75db\u70b9\u660e\u786e\u7684\u5782\u76f4\u7fa4\u4f53\uff0c\u5e76\u901a\u8fc7WhatsApp\u96c6\u6210\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3002\u4f46\u8fd9\u4e5f\u4f7f\u5176\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\u3002\u957f\u8fdc\u6765\u770b\uff0c\u5176\u6838\u5fc3\u7b97\u6cd5\u80fd\u5426\u5f62\u6210\u771f\u6b63\u7684\u58c1\u5792\uff0c\u53d6\u51b3\u4e8e\u5bf9\u201c\u884c\u4e3a-\u5065\u5eb7-\u8868\u73b0\u201d\u5173\u8054\u6a21\u578b\u7684\u6316\u6398\u6df1\u5ea6\uff0c\u800c\u975e\u7b80\u5355\u7684\u6d88\u606f\u63a8\u9001\u903b\u8f91\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u4e00\u5c0f\u90e8\u5206\u4eba\u7684\u201c\u6551\u547d\u7a3b\u8349\u201d\uff0c\u4f46\u8ddd\u79bb\u91cd\u5851\u521b\u4e1a\u8005\u5065\u5eb7\u6587\u5316\uff0c\u8fd8\u6709\u8d56\u4e8e\u5176\u80fd\u5426\u63d0\u4f9b\u53ef\u91cf\u5316\u7684\u3001\u8d85\u8d8a\u4e3b\u89c2\u611f\u53d7\u7684\u786c\u4ef7\u503c\u8bc1\u660e\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\">Ama<\/span>\n <\/div>\n<div class=\"comment-content\">Ama is the first proactive AI coach for entrepreneurs that learns from the patterns that drain you and helps you perform at your best. Ama is developed to improve your most important business asset, your health, so you can enhance yourself and your business day by day.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone,<br \/>\nI\u2019m really happy to finally share Ama with you. I\u2019ve been so busy with this launch that I honestly need her more than ever right now!<\/p>\n<p>Ama is your most reliable coach: she never judges you, and she keeps an eye on you the way a caring mom would. As an agentic AI, Ama doesn\u2019t wait for you to text her. She learns your patterns and reaches out when she feels it\u2019s necessary, so you get help even in those moments when you wouldn\u2019t ask for it and keep the pressure all in.<\/p>\n<p>By protecting your health with personalised nutritional and fitness guidance, Ama helps you listen to your body and build real self-awareness. The goal is not just to make you a better founder or innovator, but a better version of yourself overall.<\/p>\n<p>She doesn\u2019t do your job for you, she makes you better at doing it. Ama reminds you of the things you\u2019d rather avoid, but that will actually make you stronger once you face them.<\/p>\n<p>Instead of being just \u201canother app to check\u201d, Ama becomes your trusted co-pilot. She anticipates when you\u2019ll need support, nudges you before stress explodes, and helps you reflect so that tomorrow you wake up more grounded, more focused, and more you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carolina_d_alessandro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolina_d_alessandro<\/a> <\/p>\n<\/p>\n<p>I will sign up on the Waitlist to get early access<\/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\/@carolina_d_alessandro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolina_d_alessandro<\/a> Is this for founders of any stage? How does it exactly work? <\/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\/@carolina_d_alessandro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolina_d_alessandro<\/a> <\/p>\n<\/p>\n<p>Thank you for sharing, and congratulations on launching Ama. The concept of an agentic, proactive wellness coach is powerful, and the positioning is very clear. I\u2019m looking forward to exploring how Ama supports better routines, awareness, and long-term resilience. Well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Great product team! It’s a very important part of the building process to stay healthy mentaly too. <\/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\/@david_sipos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_sipos<\/a>  Thank you very much David! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that Ama reaches out when she notices a necessity rather than waiting for us to ask help is intriguing. <\/p>\n<\/p>\n<p>Also, the name. Ama = mother is many languages. <\/p>\n<\/p>\n<p>Congrats on the launch, btw. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kritikasinghania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritikasinghania<\/a> Hi Kritika, thank you for noticing! We are indeed referring to mothers behaviour. What distinguishes us the most a part from the personalisation is actually the proactivity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are the replies based on any famous entrepreneurs? <\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hi Nika, they aren’t. The proactive messages and responses are tailored for every users with a fine tuning process that makes Ama adapt to the entrepreneurs specific needs in order to enhance his health and business.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really sweet. Love the way Ama cares before you even ask for help. Curious how she figures out the right moments to step in. Congrats on shipping this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alia_soni1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alia_soni1<\/a> Thank you Alia, it’s based on your patterns of behaviors that she learns from your chats with her and connected data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 great to see the team come as far at they have. real excited to see what’s next. not everyone has the means for a coach so it’s gonna help the next wave of founders seriously level up<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harrison_telyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harrison_telyan<\/a> Thank you, Harrison, we\u2019ll be happy to keep you posted. I agree with you point, moreover for us, it\u2019s not just about affordability: a human coach is often available for 30 minutes every couple of weeks, while Ama is always there, on demand, and fully tailored to each founder\u2019s patterns and needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@carolina_d_alessandro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"carolina_d_alessandro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolina_d_alessandro<\/a> and AMA team on your launch! <br \/>When are you planning to go live? I’ve already joined your wait list by the way. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ihsany\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihsany<\/a> Hi Ihsan, thank you for your feedback! We were live already, unfortunately we got 300 people trying it all at once and we weren’t able to provide the service as we wanted to. We are already working to do our best and be live again soon! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you very much Shubham! Can’t wait for your launch too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressed by this. <br \/>Quick question: once I get the agent, how does the setup work in practice? And how do you improve my health?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wazzinho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wazzinho<\/a> Thanks so much Tommaso!<\/p>\n<p>The agent will be integrated directly into your WhatsApp, so you can use it anytime without needing a separate app. Once you get it, you\u2019ll receive a short onboarding message that guides you through the setup, it takes less than a minute.<\/p>\n<p>As for health improvements: in the next update, you\u2019ll be able to connect your wearables so the agent can merge your activity, sleep, and recovery data. This allows it to give you more accurate insights and help you build healthier routines over 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>Really like the proactive angle here. Most founder tools focus on productivity, but almost none focus on well-being in a meaningful way. Excited to see how Ama evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aqib_niazi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aqib_niazi<\/a> Thank you for your feedback Aquib, I really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PXGYJL3LGQNZNL\" class=\"app-title\">Deposure<\/a><\/p>\n<div class=\"one-liner\">Production & development gateway<\/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>Deposure\u662f\u4e00\u6b3e\u5f00\u53d1\u96a7\u9053\u5de5\u5177\uff0c\u901a\u8fc7\u4e3a\u672c\u5730\u670d\u52a1\u63d0\u4f9b\u5373\u65f6\u3001\u7a33\u5b9a\u7684\u516c\u5171URL\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u8fdc\u7a0b\u6d4b\u8bd5\u3001Webhook\u8c03\u8bd5\u548c\u539f\u578b\u6f14\u793a\u65f6\u9700\u8981\u590d\u6742\u914d\u7f6e\u548c\u90e8\u7f72\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fec8a3d-6786-4c61-999e-4d1f365a024b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08117c8c-f7fe-442f-84d6-1b4795dca752.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b45570d6-73fe-450f-b772-b3060cbb86b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec0cf1d1-fba2-4c2d-8eb1-f029298ff2a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f6f48df-ff7b-4c10-9bef-4cd40009b5d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a61562a-2010-4826-afea-67dcf9525a36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec0c92b0-8b81-498f-920b-1958632dc6a2.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\">Internet of Things<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u7f51\u7a7f\u900f<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">Webhook\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">API\u96a7\u9053<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">ngrok\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u5feb\u901f\u521b\u5efaAPI\u3001\u672c\u5730\u6d4b\u8bd5Webhook\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5173\u6ce8\u5176\u5bf9WebSocket\u5b9e\u65f6\u6570\u636e\u6d41\u7684\u652f\u6301\u3002\u6280\u672f\u7ec6\u8282\u4e0a\uff0c\u7528\u6237\u8be2\u95ee\u4e86\u7f51\u7edc\u5207\u6362\u65f6\u7684\u8fde\u63a5\u7a33\u5b9a\u6027\u548cURL\u6c38\u4e45\u6027\u95ee\u9898\uff0c\u5b98\u65b9\u786e\u8ba4URL\u6c38\u4e45\u4e14\u6b63\u5f00\u53d1\u81ea\u52a8\u91cd\u8fde\u529f\u80fd\u3002\u66f4\u65b0\u516c\u544a\u63d0\u53ca\u7684\u5168\u7403\u8282\u70b9\u90e8\u7f72\u83b7\u597d\u8bc4\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 Deposure\u5207\u5165\u7684\u662f\u5f00\u53d1\u5de5\u5177\u94fe\u4e2d\u4e00\u4e2a\u7ecf\u5178\u4f46\u672a\u88ab\u5b8c\u7f8e\u89e3\u51b3\u7684\u7f1d\u9699\uff1a\u5c06\u672c\u5730\u5f00\u53d1\u73af\u5883\u5b89\u5168\u3001\u4fbf\u6377\u5730\u66b4\u9732\u7ed9\u5916\u90e8\u7f51\u7edc\u3002\u5176\u5ba3\u79f0\u7684\u201c\u66f4\u5feb\u3001\u66f4\u987a\u6ed1\u201d\u76f4\u6307\u884c\u4e1a\u6807\u6746ngrok\u7684\u56fa\u6709\u75db\u70b9\u2014\u2014\u914d\u7f6e\u590d\u6742\u4e0e\u8fde\u63a5\u7a33\u5b9a\u6027\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u5373\u65f6Live API\u201d\u4e0e\u201c\u672c\u5730\u6d4b\u8bd5Webhook\u201d\u7684\u6838\u5fc3\u5356\u70b9\u786e\u5b9e\u51fb\u4e2d\u4e86\u5f00\u53d1\u8005\u201c\u8f7b\u91cf\u3001\u5feb\u901f\u201d\u7684\u5373\u65f6\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u66f4\u597d\u7684ngrok\u201d\u3002\u7b2c\u4e00\u5c42\u4ef7\u503c\u5728\u4e8e**\u7b80\u5316\u5de5\u4f5c\u6d41**\uff0c\u5b83\u8bd5\u56fe\u5c06\u53cd\u5411\u4ee3\u7406\u3001\u96a7\u9053\u5b89\u5168\u3001\u57df\u540d\u7ba1\u7406\u7b49\u4e00\u7cfb\u5217\u5206\u6563\u7684\u8fd0\u7ef4\u8d1f\u62c5\u6253\u5305\u6210\u4e00\u4e2a\u5f00\u7bb1\u5373\u7528\u7684\u670d\u52a1\uff0c\u964d\u4f4e\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u6210\u672c\u3002\u7b2c\u4e8c\u5c42\uff0c\u4e5f\u662f\u66f4\u5177\u91ce\u5fc3\u7684\u4ef7\u503c\uff0c\u5728\u4e8e**\u6210\u4e3a\u5f00\u53d1\u4e0e\u534f\u4f5c\u7684\u7f51\u5173**\u3002\u4ece\u56e2\u961f\u534f\u4f5c\u6807\u8bed\u5230\u89c4\u5212\u4e2d\u7684\u201c\u66ff\u4ee3CDN\u6a21\u5757\u201d\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u613f\u666f\u662f\u6a21\u7cca\u672c\u5730\u5f00\u53d1\u4e0e\u4e91\u7aef\u90e8\u7f72\u7684\u8fb9\u754c\uff0c\u8ba9\u201c\u5206\u4eab\u201d\u548c\u201c\u4ea4\u4ed8\u201d\u7684\u73af\u8282\u63d0\u524d\u5e76\u8d2f\u7a7f\u6574\u4e2a\u5f00\u53d1\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u6280\u672f\u5c42\u9762\uff0c\u7528\u6237\u5bf9WebSocket\u3001\u7f51\u7edc\u9c81\u68d2\u6027\u7684\u8ffd\u95ee\uff0c\u66b4\u9732\u4e86\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e0b\uff0c\u7a33\u5b9a\u6027\u548c\u534f\u8bae\u652f\u6301\u5c06\u662f\u8fd9\u7c7b\u5de5\u5177\u7684\u751f\u6b7b\u7ebf\u3002\u5546\u4e1a\u5c42\u9762\uff0c\u5b83\u5904\u4e8e\u4e00\u4e2a\u5fae\u5999\u7684\u4f4d\u7f6e\uff1a\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\uff0c\u5b83\u662f\u4fbf\u5229\u5de5\u5177\uff1b\u5bf9\u5c0f\u56e2\u961f\uff0c\u5b83\u53ef\u80fd\u662f\u534f\u4f5c\u8282\u70b9\uff1b\u4f46\u5176\u6c38\u4e45\u514d\u8d39\u6a21\u5f0f\u80fd\u5426\u652f\u6491\u5168\u7403\u9ad8\u6027\u80fd\u57fa\u7840\u8bbe\u65bd\u7684\u6295\u5165\u5b58\u7591\u3002\u6700\u7ec8\uff0c\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6bd4ngrok\u5feb\u51e0\u6beb\u79d2\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u201c\u5f00\u53d1\u7f51\u5173\u201d\u6784\u5efa\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u7c98\u6027\u8db3\u591f\u7684\u5f00\u53d1\u8005\u5de5\u4f5c\u573a\u666f\uff0c\u5e76\u5728\u6b64\u4e2d\u627e\u5230\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u6293\u4f4f\u4e86\u6b63\u786e\u7684\u75db\u70b9\uff0c\u4f46\u901a\u5f80\u201c\u751f\u4ea7\u4e0e\u5f00\u53d1\u7f51\u5173\u201d\u7684\u5f81\u9014\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Deposure<\/span>\n <\/div>\n<div class=\"comment-content\">Accelerate your development. Empower your teams. Deliver excellence with confidence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Deposure is awesome! Instant live APIs with no config? Seriously cool. Im curious, does it support websockets for real-time data streaming?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a lifesaver for testing webhooks locally. Setting up a full reverse proxy just to catch a Stripe event is always overkill. Does the client handle auto-reconnects gracefully if my local network drops (like switching Wi-Fi), or does the public URL change every time the session breaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@govindsajit Hi,<br \/>\nOur development team is currently working on implementing an automatic recovery feature.<br \/>\nPlease note that the public URL never changes \u2014 each application receives a unique, permanent URL at the moment it is created.<br \/>\nAdditionally, you can use a custom domain if needed.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\ude80 Big update from the Deposure team!<\/p>\n<p>We\u2019ve been working super hard behind the scenes, and today we\u2019re thrilled to finally share what\u2019s new with Deposure \u2014 your go-to tunneling and sharing platform (think ngrok, but faster, smoother, and more developer-friendly \ud83d\ude09).<\/p>\n<p>Over the past few months, we\u2019ve listened to tons of user feedback and invested heavily in improving our global infrastructure. We\u2019re excited to announce that we\u2019ve launched new high-performance servers in the United States, Australia, Asia, and Europe \ud83c\udf0e. This means significantly faster connection times, lower latency, and a more stable overall experience for developers around the world. Whether you\u2019re sharing your local web app for testing, showing a prototype to a client, or running a quick webhook endpoint \u2014 Deposure is now optimized to deliver consistent performance no matter where you are.<\/p>\n<p>But that\u2019s just the beginning. We\u2019ve also spent a lot of time refining the platform and user interface. The new UI is cleaner, more intuitive, and built to help you focus on what really matters \u2014 your project. Navigation is smoother, settings are easier to access, and we\u2019ve added more configuration options so you can tailor your tunnels exactly the way you need them. From custom subdomains and connection parameters to new monitoring and security features \u2014 everything\u2019s designed to make Deposure as flexible as possible.<\/p>\n<p>Under the hood, we\u2019ve completely reworked the client to make it more lightweight, efficient, and reliable. The latest version runs faster, consumes less memory, and maintains a 99% stable connection rate, even during peak hours or under heavy load. This was one of our top priorities, and we\u2019re really proud of how much more resilient and responsive the system has become.<\/p>\n<p>We truly believe this update takes Deposure to a whole new level \u2014 not just as an alternative to tools like ngrok, but as a platform that puts performance, simplicity, and developer experience first.<\/p>\n<p>As always, we\u2019d love to hear your feedback, suggestions, and ideas for what we should improve next. Every comment helps us make Deposure better for everyone.<\/p>\n<p>Thank you for being part of this journey and for supporting us here on Product Hunt! \u2764\ufe0f<br \/>\nLet\u2019s build something amazing together.<\/p>\n<p>\u2014 The Deposure Team \ud83d\ude80<\/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\/@xion3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xion3<\/a> Nice that you\u2019re thinking globally. Makes remote testing across regions way easier<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, so i dont have to host on render or vercel?! Count me in! Could u please tell me 1 KEY part of this app<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@javlonbek_shodmonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@javlonbek_shodmonov<\/a> Hi, currently Deposure works like ngrok, meaning you need to run the client locally to expose your service to a public URL. However, we\u2019re working on an <strong>Alternative CDN<\/strong> module that will allow hosting apps without using your own computer or local client in the future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QYIOYDSE62SPFI\" class=\"app-title\">ZeroHz<\/a><\/p>\n<div class=\"one-liner\">Lofi music + ambient sounds + timer that lives on your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5e38\u9a7bMac\u83dc\u5355\u680f\u7684\u6781\u7b80\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u952e\u64ad\u653e\u7cbe\u5fc3\u6311\u9009\u7684Lofi\u97f3\u4e50\u548c\u73af\u5883\u97f3\uff0c\u5e76\u96c6\u6210\u4e13\u6ce8\u8ba1\u65f6\u5668\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5bfb\u627e\u201c\u5408\u9002\u201d\u4e13\u6ce8\u80cc\u666f\u97f3\u65f6\u5bb9\u6613\u5206\u5fc3\u3001\u6253\u65ad\u5de5\u4f5c\u5fc3\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55b35ec1-212f-4bb6-9849-cffe68107419.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5873fc25-8a6b-438c-8ee8-b7388fe4a742.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ee54cc7-c94d-4250-835f-9df886aca2fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/974551ca-7f39-47a4-9986-6294a61c74b5.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\/92fc8497-c17e-4f11-a310-f5c8b7b7bb38.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/b864aeafa80244c4906cbea1ab49a302\"><source src=\"https:\/\/www.loom.com\/share\/b864aeafa80244c4906cbea1ab49a302\" 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\">Time Tracking<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u767d\u566a\u97f3<\/span><br \/>\n <span class=\"tag\">Lofi\u97f3\u4e50<\/span><br \/>\n <span class=\"tag\">\u756a\u8304\u949f<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u6df1\u6f5c\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">Mac\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u97f3\u666f\u6df7\u5408<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u6838\u5fc3\u529f\u80fd\u7ec4\u5408\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u7b56\u7565\u4e0e\u529f\u80fd\u7ec6\u8282\uff1a\u5efa\u8bae\u5ef6\u957f\u514d\u8d39\u671f\u4ee5\u83b7\u53d6\u7528\u6237\uff1b\u8be2\u95ee\u73af\u5883\u97f3\u662f\u5426\u652f\u6301\u81ea\u7531\u6df7\u97f3\uff08\u5f00\u53d1\u8005\u786e\u8ba4\u53ef\u72ec\u7acb\u8c03\u8282\u6df7\u5408\uff09\uff1b\u5e0c\u671b\u770b\u5230\u754c\u9762\u622a\u56fe\uff08\u5df2\u8865\u5145\u6f14\u793a\u89c6\u9891\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 ZeroHz\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u4e13\u6ce8\u524d\u620f\u201d\u7684\u7cbe\u51c6\u72d9\u51fb\u4e0e\u573a\u666f\u5c01\u88c5\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u529f\u80fd\u7f1d\u5408\u602a\u201d\uff0c\u5c06\u6d41\u5a92\u4f53\u97f3\u4e50\u3001\u767d\u566a\u97f3\u5e94\u7528\u548c\u8ba1\u65f6\u5668\u6253\u5305\uff0c\u4f46\u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u7269\u7406\u5165\u53e3\u7684\u8f7b\u91cf\u5316**\uff0c\u5c06\u529f\u80fd\u538b\u5165\u83dc\u5355\u680f\uff0c\u5b9e\u73b0\u4e86\u201c\u4e00\u952e\u542f\u52a8\uff0c\u96f6\u51b3\u7b56\u6210\u672c\u201d\uff0c\u8fd9\u76f4\u51fb\u4e86\u7528\u6237\u5728YouTube\u6216Spotify\u4e2d\u65e0\u5c3d\u6d4f\u89c8\u3001\u9009\u62e9\u762b\u75ea\u7684\u75db\u70b9\uff1b\u4e8c\u662f**\u5546\u4e1a\u6a21\u5f0f\u7684\u9006\u5411\u64cd\u4f5c**\uff0c\u5728SaaS\u5f53\u9053\u7684\u65f6\u4ee3\u91c7\u7528\u201c2\u5c0f\u65f6\u514d\u8d39+\u7ec8\u8eab\u4e70\u65ad\u201d\u5236\uff0c\u770b\u4f3c\u4fdd\u5b88\uff0c\u5b9e\u5219\u7cbe\u51c6\u7b5b\u9009\u4e86\u9ad8\u610f\u613f\u7684\u6df1\u5ea6\u4e13\u6ce8\u7528\u6237\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u7684\u957f\u671f\u4ed8\u8d39\u7126\u8651\u548c\u5fc3\u7406\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u4ea7\u54c1\u6df1\u5ea6\u4f9d\u8d56\u201cLofi\u201d\u7b49\u73b0\u6709\u5185\u5bb9\u54c1\u7c7b\uff0c\u529f\u80fd\u62a4\u57ce\u6cb3\u8f83\u6d45\uff0c\u6613\u88ab\u6a21\u4eff\u3002\u5176\u201c\u7ec8\u8eab\u5236\u201d\u867d\u5177\u5438\u5f15\u529b\uff0c\u4f46\u53ef\u80fd\u9650\u5236\u957f\u671f\u6536\u5165\u4e0e\u5185\u5bb9\u66f4\u65b0\u52a8\u529b\u3002\u7528\u6237\u63d0\u51fa\u201c\u81ea\u7531\u6df7\u97f3\u201d\u7684\u9700\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u5c01\u88c5\u65b9\u6848\u201d\u7684\u5c40\u9650\u6027\u2014\u2014\u7528\u6237\u6700\u7ec8\u6e34\u671b\u7684\u4ecd\u662f\u4e2a\u6027\u5316\u63a7\u5236\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u8fc7\u6e21\u65b9\u6848\u201d\uff0c\u89e3\u51b3\u4e86\u4ece\u201c\u5206\u5fc3\u201d\u5230\u201c\u4e13\u6ce8\u201d\u7684\u542f\u52a8\u6469\u64e6\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u7528\u6237\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u4e13\u6ce8\u4e2d\u67a2\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u80fd\u5426\u4ece\u201c\u9884\u8bbe\u5957\u4ef6\u201d\u8fdb\u5316\u6210\u53ef\u6269\u5c55\u7684\u201c\u4e13\u6ce8\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u4f8b\u5982\u5f15\u5165\u7528\u6237\u751f\u6210\u5185\u5bb9\u3001\u667a\u80fd\u97f3\u666f\u9002\u914d\u6216\u8de8\u8bbe\u5907\u540c\u6b65\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u89e3\u51b3\u7279\u5b9a\u75d2\u70b9\u7684\u7cbe\u81f4\u5de5\u5177\uff0c\u4f46\u79bb\u4e00\u4e2a\u6301\u4e45\u7684\u5e73\u53f0\u8fd8\u76f8\u8ddd\u751a\u8fdc\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\">ZeroHz<\/span>\n <\/div>\n<div class=\"comment-content\">Stop losing focus to YouTube rabbit holes. ZeroHz lives in your Mac menu bar with curated lofi music, 12 ambient sounds, and a built-in timer. Get 4 hours of deep work before lunch\u2014no account needed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I built ZeroHz because I kept losing 20+ minutes every morning just trying to find the “right” focus playlist on Spotify or YouTube. By the time I settled on music, my flow was already broken.<\/p>\n<p>ZeroHz lives in your Mac menu bar. One click, lofi music + ambient sounds + timer. No tabs, no accounts, no decisions. Just press play and start your deep work session.<\/p>\n<p>Today’s launch includes:<br \/>\n\u2022 12 ambient sounds (rain, waves, forest, fire\u2026)<br \/>\n\u2022 Curated lofi playlists, no browsing needed<br \/>\n\u2022 Pomodoro + stopwatch timer with session tracking<br \/>\n\u2022 2 hours free daily, or $9.99 lifetime (use code CYODCXOA for launch discount)<\/p>\n<p>I’m actively improving this based on feedback. If you’re a remote worker or student who struggles with the same problem, I’d love to hear your thoughts. Drop a comment below, I read everything \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nerdmakr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nerdmakr<\/a> hi, helpful tool, great that u built it, and may i suggest u that u first make it free for around 4 months and then after getting traction make it paid with more features<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, ZeroHz looks amazing! The ambient sounds + timer combo is exactly what I need. Im curious, can you mix the ambient sounds, or are they preset combos 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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Thanks Jay! Really appreciate your interest.<\/p>\n<p>Yes, the ambient sounds in ZeroHz can be mixed.<br \/>You can select multiple soundscapes, adjust each volume independently, and create your own blend that fits your focus mood.<\/p>\n<p>I\u2019m also curious about your intention.<br \/>Are you looking to mix the existing sounds, or do you want to generate completely new ambient sounds yourself?<br \/>I\u2019d love to hear what kind of sound experience you\u2019re imagining, since your input will help shape future updates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool! Can you include some photos of what the menu bar app looks like when installed on Mac? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@patrickpetcejj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patrickpetcejj<\/a> Sure! Why not?<\/p>\n<p>like this:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb4d51a5-a9a1-4595-8551-03838db1a2f4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55a5199a-9306-49dc-b2bb-ae5b99f57158.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@patrickpetcejj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patrickpetcejj<\/a> You can now see the demo video at the top!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZXLMYE3Z5M4Y5G\" class=\"app-title\">ShowYourWork<\/a><\/p>\n<div class=\"one-liner\">Upload a problem, get a handwritten solution<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">71<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u751f\u6210\u903c\u771f\u624b\u5199\u89e3\u9898\u8fc7\u7a0b\u7684\u4f5c\u4e1a\u52a9\u624b\uff0c\u5728\u5b66\u751f\u5bf9AI\u8f85\u52a9\u6709\u9690\u853d\u6027\u9700\u6c42\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u201c\u6253\u5370\u4f53\u7b54\u6848\u6613\u88ab\u8bc6\u7834\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a3ade4a-fa82-466b-8a50-5163ee0fd2c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/102b5e19-5b83-466b-8b07-a10c56443385.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/553a714c-113b-451d-84ff-cad4bd5224f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d7792ca-af99-4a94-a24f-dd6e8001d1c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c4f906e-7209-4650-ade6-d70c1209e686.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\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f5c\u4e1a\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u624b\u5199\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4f5c\u4e1a\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u591a\u5b66\u79d1\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u9632\u68c0\u6d4b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u6982\u5ff5\u201c\u5929\u624d\u201d\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3AI\u4f5c\u4e1a\u201c\u53ef\u4fe1\u5ea6\u201d\u95ee\u9898\u7684\u4ef7\u503c\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u8fdb\u884c\u66f4\u5e7f\u6cdb\u7684\u5e02\u573a\u8425\u9500\uff08\u56e0\u5c5eB2C\u4ea7\u54c1\uff09\uff0c\u4ee5\u53ca\u8be2\u95eeAI\u5904\u7406\u590d\u6742\u6570\u5b66\u7b26\u53f7\u7b49\u7ec6\u8282\u6280\u672f\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ShowYourWork \u7684\u672c\u8d28\uff0c\u662fAI\u4f26\u7406\u7070\u8272\u5730\u5e26\u4e2d\u4e00\u6b3e\u7cbe\u81f4\u7684\u201c\u5408\u89c4\u5316\u201d\u5de5\u5177\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86AI\u6559\u80b2\u5e94\u7528\u4e2d\u6700\u654f\u611f\u7684\u77db\u76fe\u70b9\uff1a\u5b66\u751f\u65e5\u76ca\u4f9d\u8d56AI\u8f85\u52a9\u4e0e\u6559\u80b2\u8005\u5bf9\u5b66\u672f\u8bda\u4fe1\u7684\u5ba1\u67e5\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u89e3\u9898\u201d\u2014\u2014\u8fd9\u662f\u4f17\u591aAI\u5de5\u5177\u5df2\u5b9e\u73b0\u7684\u57fa\u7840\u529f\u80fd\u2014\u2014\u800c\u5728\u4e8e\u5176\u201c\u62df\u771f\u201d\u5c42\uff0c\u5373\u901a\u8fc7\u624b\u5199\u4f53\u8f93\u51fa\u548c\u4e2a\u6027\u5316\u6a21\u4eff\uff0c\u4e3aAI\u751f\u6210\u5185\u5bb9\u62ab\u4e0a\u4e86\u4e00\u5c42\u201c\u4eba\u7c7b\u52b3\u52a8\u201d\u7684\u4f2a\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u5f15\u53d1\u4e86\u4e00\u4e2a\u5c16\u9510\u7684\u6096\u8bba\uff1a\u5b83\u4e00\u65b9\u9762\u4ee5\u63d0\u5347\u201c\u771f\u5b9e\u6027\u201d\u4e3a\u5356\u70b9\uff0c\u53e6\u4e00\u65b9\u9762\u5374\u5728\u7cfb\u7edf\u6027\u5730\u524a\u5f31\u4f5c\u4e1a\u4f5c\u4e3a\u5b66\u4e60\u8fc7\u7a0b\u53cd\u9988\u7684\u771f\u5b9e\u6027\u3002\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u624b\u5199\u6a21\u4eff\u201d\u529f\u80fd\uff0c\u5c06\u6280\u672f\u4ece\u201c\u8f85\u52a9\u5b66\u4e60\u201d\u7684\u5de5\u5177\uff0c\u63a8\u5411\u4e86\u201c\u4ee3\u7b14\u4f2a\u9020\u201d\u7684\u6df1\u6e0a\uff0c\u53ef\u80fd\u4ece\u6839\u672c\u4e0a\u8150\u8680\u6559\u80b2\u8bc4\u4f30\u7684\u6839\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u806a\u660e\u5730\u6355\u6349\u4e86\u5e02\u573a\u7f1d\u9699\uff0c\u6280\u672f\u96c6\u6210\u5ea6\u8f83\u9ad8\u3002\u4f46\u5176\u5546\u4e1a\u6a21\u5f0f\u5efa\u7acb\u5728\u8fce\u5408\u7528\u6237\uff08\u5b66\u751f\uff09\u89c4\u907f\u5ba1\u67e5\u7684\u9700\u6c42\u4e0a\uff0c\u8fd9\u4f7f\u5176\u9762\u4e34\u5de8\u5927\u7684\u653f\u7b56\u4e0e\u9053\u5fb7\u98ce\u9669\u3002\u4e00\u65e6\u6559\u80b2\u673a\u6784\u666e\u904d\u5c06\u5176\u89c6\u4e3a\u5b66\u672f\u4e0d\u7aef\u5de5\u5177\u5e76\u52a0\u4ee5\u5c01\u7981\uff0c\u5176\u589e\u957f\u5c06\u77ac\u95f4\u89e6\u9876\u3002\u957f\u8fdc\u770b\uff0c\u82e5\u5176\u80fd\u5c06\u201c\u751f\u6210\u624b\u5199\u89e3\u9898\u6b65\u9aa4\u201d\u7684\u80fd\u529b\u8f6c\u5411\u201c\u751f\u6210\u4e2a\u6027\u5316\u7ec3\u4e60\u9898\u76ee\u201d\u6216\u201c\u6a21\u62df\u6559\u5e08\u6279\u6539\u53cd\u9988\u201d\uff0c\u6216\u8bb8\u80fd\u5411\u66f4\u79ef\u6781\u7684\u201c\u8f85\u52a9\u5b66\u4e60\u201d\u65b9\u5411\u8f6c\u578b\uff0c\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u6b3e\u5728\u76d1\u7ba1\u5230\u6765\u524d\u5feb\u901f\u6536\u5272\u9700\u6c42\u7684\u6295\u673a\u4ea7\u54c1\uff0c\u5176\u201c\u6865\u6881\u201d\u4f5c\u7528\uff0c\u8fde\u63a5\u7684\u53ef\u80fd\u662f\u6377\u5f84\u4e0e\u6b67\u9014\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\">ShowYourWork<\/span>\n <\/div>\n<div class=\"comment-content\">AI homework solver that outputs realistic handwritten solutions. Upload a photo or type any problem \u2192 get it solved in seconds \u2192 download a handwritten solution. Features: – Train the AI on YOUR handwriting (upload 3 samples) – Choose styles: Cursive, Print, Messy, Neat – Paper types: Lined, Graph, Plain – Show full work or final answer only – Grading mode with red-ink feedback Built because typed AI answers look suspicious. Handwritten ones don’t.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p> Super excited (and nervous) to share my first-ever app with you all.<\/p>\n<p><strong> The backstory:<\/strong><\/p>\n<p> I kept seeing students use ChatGPT for homework help, but the problem was obvious: typed answers<\/p>\n<p> look nothing like handwritten work. Teachers can spot it instantly. So I thought: what if AI could<\/p>\n<p> solve problems AND make them look handwritten?<\/p>\n<p> That’s ShowYourWork.<\/p>\n<p> <strong>What it does:<\/strong><\/p>\n<p> You upload a photo of a homework problem (or just type it in), pick your subject, and the AI<\/p>\n<p> generates a fully worked-out solution that looks like someone actually wrote it by hand. Lined<\/p>\n<p> paper, messy handwriting, the whole thing.<\/p>\n<p> <strong>The feature I’m most proud of:<\/strong><\/p>\n<p> Custom handwriting training. You can upload 3 samples of your own handwriting, and the AI learns to<\/p>\n<p> mimic YOUR style. The output actually looks like you wrote it. It’s a little scary how well it<\/p>\n<p> works.<\/p>\n<p> <strong>How I built it:<\/strong><\/p>\n<p> I’m not a traditional developer. I vibecoded this entire thing, designed the features, wrote<\/p>\n<p> prompts, and iterated with AI assistance. Three months ago, I had never built an app. Now I’m launching<\/p>\n<p> on Product Hunt. Still processing that.<\/p>\n<p> What’s included:<\/p>\n<ul>\n<li>\n<p> Web app + mobile (iOS\/Android)<\/p>\n<\/li>\n<li>\n<p> Multiple subjects: Math, Physics, Chemistry, Biology, CS, English, History<\/p>\n<\/li>\n<li>\n<p> Handwriting styles: Cursive, Print, Messy, Neat, or your own<\/p>\n<\/li>\n<li>\n<p> Paper types: Lined, Graph, Plain<\/p>\n<\/li>\n<li>\n<p> Detail levels: Show all work or just the final answer<\/p>\n<\/li>\n<li>\n<p> Grading mode: Upload completed homework and get teacher-style feedback with red ink marks<\/p>\n<\/li>\n<\/ul>\n<p> <strong>Why I think it matters:<\/strong><\/p>\n<p> AI homework help exists everywhere now. But most of it outputs sterile, typed text that’s<\/p>\n<p> immediately recognizable. ShowYourWork bridges that gap; it’s an AI assistance that actually fits into<\/p>\n<p> the real world of paper assignments and handwritten work.<\/p>\n<p> I’d love your feedback on:<\/p>\n<ul>\n<li>\n<p> The handwriting realism (does it actually look convincing?)<\/p>\n<\/li>\n<li>\n<p> Features you’d want to see next<\/p>\n<\/li>\n<li>\n<p> Pricing thoughts, I currently have 3 paid plans<\/p>\n<\/li>\n<\/ul>\n<p> This is my first launch ever, so I’ll be here all day answering questions. Roast me, praise me, ask<\/p>\n<p> me anything.<\/p>\n<p> Let’s go! \ud83d\ude80<\/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\/@gboyega_ofi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gboyega_ofi<\/a> hello, honestly speaking this is a great app, it is also built for all major platforms!!!<\/p>\n<p>I would suggest u to upload it everywhere and even targeted marketing, because your product is B2C and not i think B2B<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Okay, WOW! ShowYourWork is genius! The handwriting style options are such a smart way to make AI more believable. How does the AI handle complex equations with lots of symbols when mimicking specific handwriting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ 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