Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-23<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-23<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YTS75TBPL3B6AV\" class=\"app-title\">Kollab<\/a><\/p>\n<div class=\"one-liner\">Shared workspace where teams work with agents together<\/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>Kollab\u662f\u4e00\u4e2a\u5c06AI\u4ee3\u7406\u76f4\u63a5\u5d4c\u5165Slack\u3001Telegram\u7b49\u56e2\u961f\u804a\u5929\u5de5\u5177\u4e2d\u7684\u5171\u4eab\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u96f6\u914d\u7f6e\u8fde\u63a5\u5404\u7c7b\u5de5\u5177\u5e76\u590d\u7528\u56e2\u961f\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u591a\u4e2a\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001AI\u5de5\u5177\u90e8\u7f72\u95e8\u69db\u9ad8\u53ca\u534f\u4f5c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd6783f1-d637-44a5-988b-d7ee31abd1c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/791a97e3-6b20-49d1-b30c-44ac81f2de33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35dbbefa-5f3a-471e-960f-57447a585f15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/092d79ba-3793-4855-88e4-eb2e5bb22a80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0aace7a-fb49-4615-82f7-304119c9a292.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\/c34176ac-c182-44be-b58c-dc4ba095a66a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zX8K7R5Sgz0\"><source src=\"https:\/\/www.youtube.com\/watch?v=zX8K7R5Sgz0\" 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\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u534f\u4f5c\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">MCP\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u590d\u7528<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4efb\u52a1\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u5c06\u4ee3\u7406\u5d4c\u5165\u804a\u5929\u5de5\u5177\u548c\u53ef\u590d\u7528\u5de5\u4f5c\u6d41\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u5de5\u5177\u5206\u6563\u3001\u6d41\u7a0b\u91cd\u590d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578bAPI\u5bc6\u94a5\u3001\u63d0\u4f9b\u6280\u80fd\u6743\u9650\u6a21\u677f\uff08\u5982\u53ea\u8bfb\u9650\u5236\uff09\u3001\u660e\u786e\u6280\u80fd\u662f\u5426\u5e26\u6709\u72ec\u7acb\u8bb0\u5fc6\/\u72b6\u6001\u3002\u540c\u65f6\uff0c\u7528\u6237\u8be2\u95ee\u4e86\u5728\u5904\u7406\u975e\u7ed3\u6784\u5316\u8f93\u5165\u65f6\u7684\u8def\u7531\u80fd\u529b\u3001\u591a\u5468\u671f\u9879\u76ee\u4e0b\u7684\u4ee3\u7406\u4ea4\u63a5\u4e0e\u8bb0\u5fc6\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 Kollab\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u800c\u662f\u9009\u62e9\u6210\u4e3a\u56e2\u961f\u73b0\u6709\u5de5\u5177\u7684\u201c\u9ecf\u5408\u5242\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u591a\u5f3a\u5927\u7684\u5355\u4e2aAI\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u5c06\u201cAgent\u201d\u4ece\u4e00\u4e2a\u9700\u8981\u6280\u672f\u95e8\u69db\u7684\u72ec\u7acb\u5de5\u5177\uff0c\u964d\u7ef4\u6210\u5d4c\u5165\u65e5\u5e38\u804a\u5929\u6d41\u7a0b\u3001\u4eba\u4eba\u53ef\u8c03\u7528\u7684\u201c\u56e2\u961f\u6210\u5458\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u8981\u5bb3\uff1a\u5bf9\u4e8e\u5927\u591a\u6570\u56e2\u961f\uff0c\u75db\u70b9\u4e0d\u5728\u4e8e\u6ca1\u6709AI\uff0c\u800c\u5728\u4e8eAI\u4e0e\u5de5\u4f5c\u6d41\u7a0b\u7684\u5272\u88c2\u3002\u901a\u8fc7Bot\u5c06\u4ee3\u7406\u76f4\u63a5\u6295\u5165Slack\/Telegram\uff0c\u7528Skills\u5c06\u4e2a\u4eba\u5de5\u4f5c\u6d41\u8d44\u4ea7\u5316\u3001\u53ef\u590d\u7528\uff0c\u7528Connectors\u9690\u53bbMCP\u7684\u5e95\u5c42\u590d\u6742\u5ea6\u2014\u2014\u8fd9\u4e09\u677f\u65a7\u89e3\u51b3\u4e86\u90e8\u7f72\u95e8\u69db\u9ad8\u3001\u77e5\u8bc6\u96be\u4ee5\u6c89\u6dc0\u3001\u5de5\u5177\u5b64\u5c9b\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\u3002\u5c24\u5176\u662f\u201c\u5b9a\u65f6\u4efb\u52a1\u5373\u5b9a\u65f6\u4ee3\u7406\u201d\u7684\u5b9a\u4f4d\uff0c\u8d4b\u4e88\u4e86\u4f20\u7edfCRON\u81ea\u52a8\u5316\u4ee5AI\u51b3\u7b56\u548c\u8c03\u7528\u7684\u80fd\u529b\uff0c\u60f3\u8c61\u529b\u66f4\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u4ea7\u54c1\u9ad8\u5ea6\u4f9d\u8d56\u7b2c\u4e09\u65b9IM\uff08Slack\/Telegram\uff09\u4f5c\u4e3a\u4ea4\u4e92\u5165\u53e3\uff0c\u82e5\u5e73\u53f0\u653f\u7b56\u53d8\u52a8\u6216\u7ade\u4e89\uff0c\u5b58\u5728\u5931\u8bed\u98ce\u9669\u3002\u5176\u6b21\uff0cMCP\u751f\u6001\u5c1a\u5728\u65e9\u671f\uff0cConnectors\u548cSkills\u7684\u4e30\u5bcc\u5ea6\u4e0e\u7a33\u5b9a\u6027\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\u7528\u6237\u63d0\u51fa\u7684\u6743\u9650\u63a7\u5236\u3001BYOK\u3001\u8de8\u5468\u671f\u8bb0\u5fc6\u7b49\u7591\u95ee\uff0c\u76f4\u6307\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u4fe1\u4efb\u4e0e\u7ba1\u63a7\u6838\u5fc3\u3002\u5982\u679cKollab\u4e0d\u80fd\u5728\u89c4\u6a21\u5316\u540e\u4fdd\u6301\u6280\u80fd\u7684\u201c\u6709\u5e8f\u590d\u7528\u201d\uff08\u907f\u514d\u91cd\u590d\u4e0e\u6df7\u4e71\uff09\uff0c\u5e76\u5904\u7406\u597d\u4efb\u52a1\u95f4\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u5b83\u6781\u6613\u6210\u4e3a\u4e00\u4e2a\u9ad8\u6548\u7684\u201cAI\u804a\u5929\u673a\u5668\u4eba\u201d\u800c\u975e\u771f\u6b63\u7684\u201c\u56e2\u961f\u4e2d\u67a2\u201d\u3002\u8fd9\u662f\u4e00\u6761\u4ece\u201c\u597d\u7528\u7684\u5c0f\u5de5\u5177\u201d\u5230\u201c\u534f\u4f5c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8270\u96be\u8def\u5f84\uff0c\u503c\u5f97\u6301\u7eed\u5173\u6ce8\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\">Kollab<\/span>\n <\/div>\n<div class=\"comment-content\">Kollab is a shared workspace where AI agents become part of your team. Bots bring agents inside your IM like Slack without switching apps, Skills let anyone reuse your best workflows, Connectors link the tools you already use, and Memory keeps context alive across every project. No setup, no busywork.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>YAN here, one of the makers behind Kollab. We built it so our team could stop bouncing between Slack, GitHub, Notion and half a dozen separate agent tools. One agent, sitting across every channel the team already lives in, with any MCP server wired behind it.<\/p>\n<\/p>\n<p>Here’s how we use it ourselves. Kollab’s hooked into our Slack and Telegram bots, with Notion MCP and GitHub MCP behind them. Inside our work group, anyone (devs or not) can ping the bot to look at code, review a feature, or file an issue. In the community group, users @Kollab to report bugs or ask how something works, and every message routes through Notion MCP straight onto our backend board. Feedback used to get lost in DMs; now it doesn’t.<\/p>\n<\/p>\n<p>The piece we underestimated most is scheduled tasks. We thought we were shipping a digest job, but a scheduled task on Kollab is really a timed agent. The same cron can call any MCP tool, pull from the knowledge base, run as a specific agent role, and post back to any channel. Ours right now: one drafts a weekly changelog from GitHub issues, one cross-checks our status page against Sentry, one pings the on-call before standup. Same thing under the hood, totally different jobs on top.<\/p>\n<\/p>\n<p>When we need more than a quick answer, there’s AgentCore. Long-running agent with its own filesystem and a browser built in. We’ve been using it to stand up small demo sites and internal tools instead of writing throwaway scripts. And since skills are just regular GitHub repos, anything the team keeps repeating turns into a skill the whole org can install by name. We’re still early on this part, and it’s probably where we’ll end up finding the weirdest uses.<\/p>\n<\/p>\n<p>Question for PH: if you had one agent sitting across your team’s channels with full MCP reach, what’s the first scheduled task or skill you’d write? No idea what people will come up with. So far the answers have been all over the map, and two of them are already in our next release.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@Kollab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Kollab<\/a> <a href=\"https:\/\/www.producthunt.com\/@yan_labs_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yan_labs_<\/a> First thing I\u2019d build is a daily signal agent that pulls bugs, user feedback, and deploy health into one concise morning digest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@Kollab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Kollab<\/a> <a href=\"https:\/\/www.producthunt.com\/@yan_labs_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yan_labs_<\/a> For a non-dev like me coordinating feedback across Telegram community \u2192 Notion board \u2192 GitHub issues, how does Kollab’s routing handle messy real-world inputs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I’m Gavin, the CEO and founder of Kollab.<\/p>\n<\/p>\n<p>While building my previous SaaS product (Buildin), I realized a fundamental issue: even with deep AI integration, most tools operate on a “SaaS + AI” logic where AI is merely a helpful sidekick. However, with the rapid rise of Claude Code, MCP, and similar breakthroughs, we are officially entering the Agent era.<\/p>\n<\/p>\n<p><strong>Yet, the barrier to entry for using Agents at work is still way too high.<\/strong> Terminals, npm installs, MCP configurations, system prompts, memory management… these technical hurdles keep 90% of everyday users out. Even for the tech-savvy who <em>do<\/em> know how to set them up, their Agent environments remain siloed on local machines, making it incredibly hard to share workflows or best practices across a team.<\/p>\n<\/p>\n<p><strong>That\u2019s exactly why we built Kollab.<\/strong> We designed Kollab to be the central hub for team-agent collaboration. We focused on three core pillars to make this happen:<\/p>\n<ol>\n<li>\n<p><strong>Zero-Barrier Configuration:<\/strong> We made the complexity of MCPs and coding environments completely invisible. Through our Connectors, you can integrate tools like Notion, GitHub, Figma, Linear, and Slack with just a few clicks, allowing your Agents to seamlessly access and act on your actual business data.<\/p>\n<\/li>\n<li>\n<p><strong>The Compounding Power of Team Knowledge:<\/strong> This is what makes Kollab truly special. When any team member creates a new Skill or sets up a workflow, it\u2019s immediately added to your team’s shared Skill Marketplace. One person’s “aha” moment instantly scales into an organizational capability. No more reinventing the wheel.<\/p>\n<\/li>\n<li>\n<p><strong>Work Where Collaboration Already Happens:<\/strong> You shouldn’t have to change your habits to use AI. With Kollab, you can deploy your Agents as Bots directly into Slack or Telegram. Just tag them in your chat, and they\u2019ll take instructions and execute long-running automated tasks right alongside your human teammates.<\/p>\n<\/li>\n<\/ol>\n<p>Internally, our product, engineering, and ops teams are already sharing over 20 active skills for our daily workflows. We firmly believe that Agents shouldn’t just be about boosting individual productivity\u2014they should serve as the central nervous system for team collaboration.<\/p>\n<\/p>\n<p>We\u2019d love for you to try Kollab and would be incredibly grateful for your honest feedback!<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/kollab.im\/product\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/kollab.im\/product<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gavinwang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavinwang<\/a> Hi Gavin, wanted to connect, I like the value proposition, do you have linkedin?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gavinwang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavinwang<\/a> Kollab\u2019s positioning is strong especially making MCP + agents feel \u201cinvisible\u201d instead of developer-only tooling.<br \/>The real mot will be how well those shared skills actually compound without becoming messy or duplicated at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gavinwang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavinwang<\/a> Kollab feels like a smart step toward making agents actually usable for non-dev teams especially hiding the MCP and setup complexity. The real test will be how naturally those shared Skills fit into day-to-day work without becoming noisy or duplicative 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>Hey \ud83d\udc4b I’m jiayi, one of the makers behind Kollab.<\/p>\n<p><a href=\"https:\/\/kollab.im\/product\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Kollab<\/strong><\/a> is an AI-native workspace. Unlike doc tools with AI added on top, Kollab puts Agents front and center. You give them tasks, they execute, and everything stays in a shared workspace your team can actually use.<\/p>\n<p>Here’s a real example. Our team <strong>runs a blog<\/strong>. It used to be all manual: <strong>track trends, find topics, write drafts, make images, review. <\/strong>Same grind every week.<\/p>\n<p>Now in Kollab:<\/p>\n<ol>\n<li>\n<p>A scheduled task <strong>searches target keywords every morning<\/strong> and drops new topic ideas into the workspace<\/p>\n<\/li>\n<li>\n<p>Another task picks up new topics automatically, <strong>writes drafts and generates images<\/strong><\/p>\n<\/li>\n<li>\n<p>A review task runs a saved Skill to <strong>check tone, structure, and SEO<\/strong><\/p>\n<\/li>\n<li>\n<p>When it’s done, <strong>the Bot sends a message in our channel<\/strong> so the team knows it’s ready for final review<\/p>\n<\/li>\n<\/ol>\n<p>Three scheduled tasks running in the background. Skills defined once, reused every time. <strong>We just do the last step: review and publish. <\/strong>What used to take a team days now takes one person a few minutes.<\/p>\n<p>No code. No stitching five tools together. Set up a Skill, set a schedule, let Agents do the work.<\/p>\n<\/p>\n<p><strong>Teamwork, done with Kollab.<\/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\/@jiayifun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiayifun<\/a> How does Kollab handle agent handoffs or memory across multi-week projects, like evolving a series?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’ve been using Kollab internally for a few weeks now. <\/p>\n<\/p>\n<p>The biggest win for us is Skills \u2014 once someone builds a workflow, the whole team can reuse it instantly. No more explaining the same process over and over. Really changes how we share knowledge across the 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> That\u2019s awesome to hear! Skills reusability is honestly one of the things we\u2019re most proud of. Someone figures out a workflow once, and the whole team gets it. And it keeps getting better as more skills pile up. Thanks for trying it out \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels very practical. Most teams don\u2019t lack tools \u2014 they lack something that ties everything together. An agent that sits across channels and actually executes workflows (not just answers) could remove a lot of operational overhead.<\/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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Thanks Alexia! Spot on \u2014 most teams have plenty of tools, what\u2019s missing is something that actually connects them and gets things done. That\u2019s why we built Kollab. Instead of adding another app to the stack, we drop the Agent right into Slack, Telegram, wherever your team already hangs out. It picks up tasks, hits MCP servers, runs the workflow. No extra tabs, no context switching.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83d\udc4b I’m Lynn, one of the makers behind Kollab.<\/p>\n<p><strong>Kollab is the AI workspace that actually gets how teams work.<\/strong> \ud83c\udfafI’ve been looking for a platform that doesn’t just bolt AI onto project management, but truly unifies agents, knowledge, and team collaboration in one place. Kollab nails it.<\/p>\n<p>What stands out:<\/p>\n<ul>\n<li>\n<p><strong>One CLI to rule them all<\/strong> \u2014 spaces, projects, tasks, skills, bots, timers, MCP servers, memory. Everything is accessible through a single, clean<strong>kollab<\/strong> command. No more jumping between ten different tools.<\/p>\n<\/li>\n<li>\n<p><strong>Knowledge-base powered<\/strong> \u2014 ask questions across your projects and get real answers grounded in your docs, not generic LLM hallucinations.<\/p>\n<\/li>\n<li>\n<p><strong>Agent-first by design<\/strong> \u2014 timers, bots, and skills aren’t afterthoughts. They’re first-class citizens you can configure, automate, and deploy.<\/p>\n<\/li>\n<li>\n<p><strong>Model flexibility<\/strong> \u2014 choose between Lite, Pro, and Max tiers depending on the task, so you’re not overpaying for simple queries.<\/p>\n<\/li>\n<\/ul>\n<p>For teams building with AI, Kollab feels like the operating system we should have had all along. Clean architecture, real automation, and collaborative by default.<\/p>\n<p>Upvoted and excited to see where this goes! \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting positioning. Feels less like \u201canother agent tool\u201d and more like an orchestration layer across where work already happens. If teams can actually rely on it for day-to-day ops, this could become pretty sticky.<\/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\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> Yes! What we need to do is connect all the functions together. Horizontal connection<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> Thanks! That\u2019s exactly how we think about it \u2014 not another standalone tool, but a layer that sits where your team already works and orchestrates everything from there. We\u2019ve been using it ourselves daily and yeah, it gets sticky fast \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Didn’t expect this one to land for me, but it did.<\/p>\n<p>The core bet is that the agent should live in Slack or Telegram instead of some separate dashboard you have to open. That’s just correct. Most teams aren’t lacking AI tools \u2014 they’re lacking time to go find them when they actually need them.<\/p>\n<p>The Skills system is what shifts it from “team chatbot” to something real. One person builds the workflow, everyone reuses it. Luo from HeyForm said it better than I can: no more explaining the same process over and over. <\/p>\n<\/p>\n<p>One thing I’d love to know: what’s running under the hood, model-wise? And is there a path to bringing your own API key? For teams that already have Claude or GPT-4 access through work, that could be a dealbreaker \u2014 or a non-issue, depending on how it’s built. <\/p>\n<\/p>\n<p>Also curious about MCP tool limits. ChatGPT caps at 30 tools per connector \u2014 what’s the ceiling here? With complex workflows pulling from GitHub, Sentry, Slack, and a few others at once, that number matters more than it looks. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_minchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_minchev<\/a> Thank you very much for your reply! Very professional question.<\/p>\n<\/p>\n<p>Currently, we support three model tiers for switching, corresponding to:<\/p>\n<p>LITE: minimax 2.7<\/p>\n<p>PRO: claude 4.6 sonnet<\/p>\n<p>MAX: claude 4.7 opus<\/p>\n<p>We will also update our best model as the large models iterate, ensuring the best experience for users at the moment.<\/p>\n<\/p>\n<p>For those large multiplayer companies, their AI consumes a lot, and our future plans may include adding BYOK or other channel discount methods.<\/p>\n<p>MCP can be simultaneously activated up to 30-50 mainly due to the model’s context limitation, for example, 4.7 opus with 1M context can activate more MCPs. However, for users, credit consumption is also very fast. Different roles can be assigned to different tasks or bots, and only the required MCPs can be activated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tried a bunch of AI productivity tools, and most of them feel like single-player experiences. Kollab is the first one that actually makes sense for a 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> Thanks! You nailed it. Most AI tools are built for solo use, but real work happens as a team. We designed Kollab around that from day one. Agents run in a shared workspace where everyone can see the output, reuse skills, and build on each other\u2019s work. Glad that came through!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 bots triggering from Slack and syncing back to the workspace is a nice loop, but how about when someone edits the output inside Kollab, does that change reflect back in the Slack thread?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 seeing this live \u2014 adding agents into team workflows is a smart, natural evolution. Congratulations on the rollout!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Super excited to see this live! Bringing agents directly into team workflows feels like the right layer to build on. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it’s great to have AI team! Congrats on 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the PH launch, Kollab! \ud83c\udf89 <a href=\"https:\/\/www.producthunt.com\/@yan_labs_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yan_labs_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yan_labs_<\/a> <br \/>Bringing AI agents right into Slack (without switching apps) + persistent Memory + reusable Skills = finally a workspace that doesn’t fight the way teams actually work. \ud83d\udc4f<\/p>\n<p>Love the “scheduled task as a timed agent” idea \u2013 that’s way more powerful than boring cron jobs. And AgentCore with its own filesystem\/browser? Seriously cool.<\/p>\n<p>One practical suggestion from a collaboration perspective: as teams scale trust in agents, consider adding <strong>role\u2011based permission templates for Skills<\/strong> \u2013 e.g., a Skill can read Notion but not write, or only usable in certain channels. That would lower the “what if the agent messes up” fear and unlock wider adoption. \ud83d\ude4c<\/p>\n<p>Question for you: do you support custom agent personas right now? Like a “code reviewer” vs “customer support” bot with different tone\/knowledge bases. <\/p>\n<p>Congrats again \u2013 can’t wait to see what wild scheduled tasks your community builds! \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>the Skills concept is interesting \u2014 is a Skill basically a reusable prompt+tool bundle, or does it carry its own memory\/state across runs? trying to understand where it sits between a workflow and a full agent<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is huge! Congratulations on the launch<\/div>\n<div class=\"comment-actions\">\n<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\/@gavin_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavin_luo<\/a> Thanks so much Gavin! Really appreciate the support \ud83d\ude4c If you ever want to give it a spin with your team, we\u2019d love to hear your 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>I’m not a developer, and that’s exactly why Kollab works for me. No terminal, no config files. <\/p>\n<\/p>\n<p>I just connect my tools, set up what I need, and the agent handles it. Finally an AI tool that doesn’t assume everyone can 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lavana_cricko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lavana_cricko<\/a> @lavana_cricko Thanks Lavana! That\u2019s exactly what we\u2019re going for. AI shouldn\u2019t require a dev setup. Glad it just works for you \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 do you handle agent coordination across workflows? Building an AI scheduling assistant for TV and curious about your approach to chaining agent 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brian_h4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_h4<\/a> Great question! In Kollab, each agent can call any MCP server behind the scenes, so chaining tasks is really about connecting the right tools. For example, a scheduled task can pull data from one source, process it, then post results to a channel or update a doc, all in one flow. For something like a TV scheduling assistant, you could set up a skill that coordinates across your content database and team channels. Would love to hear more about what you\u2019re building. Feel free to reach out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/CQAQYQT3PJXRQM\" class=\"app-title\">FocuSee 2.0<\/a><\/p>\n<div class=\"one-liner\">Record screen to get polished demos & tutorials<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">306<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FocuSee 2.0 \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5c4f\u5e55\u5f55\u5236\u4e0e\u81ea\u52a8\u7cbe\u4fee\u5de5\u5177\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u5f55\u5236\u5b8c\u4ea7\u54c1\u6f14\u793a\u3001\u6559\u7a0b\u6216\u8425\u9500\u89c6\u9891\u540e\uff0c\u65e0\u9700\u624b\u52a8\u7f16\u8f91\u5373\u53ef\u5feb\u901f\u5f97\u5230\u5177\u5907\u4e13\u4e1a\u8d28\u611f\u3001\u53ef\u76f4\u63a5\u5206\u4eab\u7684\u6210\u54c1\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u201c\u5f55\u5236\u201d\u4e0e\u201c\u53d1\u5e03\u201d\u4e4b\u95f4\u7e41\u7410\u8017\u65f6\u7684\u624b\u52a8\u540e\u671f\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40f24c5a-d512-4b01-99d4-1c36b4a25e4d.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2652f4b1-d3d6-4531-bb95-45cc488bba37.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2664d041-9223-4ddb-89ca-bd685d35f8cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0323038-798e-4027-9f65-5dc46c0a7231.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6aa159e4-03d5-4d13-bbfa-8cf8878d30a6.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\/0edd75ca-8d95-43e6-b098-71703779b5b9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QiMPKfFOJ6s\"><source src=\"https:\/\/www.youtube.com\/watch?v=QiMPKfFOJ6s\" 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\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6559\u7a0b\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">3D\u8fd0\u955c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u53bb\u53e3\u8bed\u8bcd<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u5f55\u5c4f<\/span><br \/>\n <span class=\"tag\">\u80cc\u666f\u66ff\u6362<\/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\u5f55\u5b8c\u5373\u5f97\u6210\u54c1\u201d\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u88ab\u72ec\u7acb\u5f00\u53d1\u8005\u9752\u7750\u3002\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u79fb\u52a8\u5f55\u5c4f\uff08\u9700USB\u8fde\u63a5\uff09\u3001\u975e\u6bcd\u8bed\u8005\u7684\u53bb\u53e3\u8bed\u8bcd\u6548\u679c\u3001\u662f\u5426\u80fd\u4fdd\u7559\u6559\u5b66\u89c6\u9891\u4e2d\u7684\u81ea\u7136\u505c\u987f\u3001\u4ee5\u53ca\u80fd\u5426\u5bfc\u51fa\u5230\u4e13\u4e1a\u7f16\u8f91\u5668\u8fdb\u884c\u5fae\u8c03\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 FocuSee 2.0 \u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u5e73\u5eb8\u7684\u201c\u5f55\u5c4f+\u526a\u8f91\u201d\u7f1d\u5408\u602a\uff0c\u800c\u662f\u4e00\u4e2a\u7784\u51c6\u201c\u6700\u7ec8\u4ea4\u4ed8\u7269\u201d\u7684\u81ea\u52a8\u5316\u540e\u671f\u5904\u7406\u7ba1\u9053\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u66f4\u591a\u7f16\u8f91\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u7528AI\u66b4\u529b\u538b\u7f29\u4e86\u4ece\u201c\u539f\u59cb\u7d20\u6750\u201d\u5230\u201c\u53ef\u53d1\u5e03\u89c6\u9891\u201d\u4e4b\u95f4\u7684\u975e\u521b\u9020\u6027\u52b3\u52a8\u65f6\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e24\u5927\u6838\u5fc3\u4eae\u70b9\u6293\u4f4f\u4e86\u521b\u4f5c\u8005\u7684\u771f\u6b63\u75db\u70b9\u3002\u7b2c\u4e00\u662f**\u53bb\u53e3\u8bed\u8bcd\u548c\u58f0\u97f3\u589e\u5f3a**\uff0c\u8fd9\u76f4\u63a5\u89e3\u51b3\u4e86\u975e\u4e13\u4e1a\u914d\u97f3\u8005\u5728\u201c\u81ea\u7136\u8868\u8fbe\u201d\u4e0e\u201c\u5e72\u51c0\u8f93\u51fa\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u7b2c\u4e8c\u662f**3D\u8fd0\u955c\u548c\u81ea\u52a8\u8ddf\u968f**\uff08\u867d\u7136\u672a\u88ab\u7528\u6237\u660e\u786e\u63d0\u53ca\uff0c\u4f46\u8fd9\u662f\u5b9e\u73b0\u201c\u81ea\u52a8\u7cbe\u4fee\u201d\u7684\u5173\u952e\uff09\uff0c\u5b83\u7528\u7b97\u6cd5\u6a21\u62df\u4e86\u4e13\u4e1a\u526a\u8f91\u5e08\u624b\u52a8\u505a\u5173\u952e\u5e27\u7684\u7e41\u7410\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u4e5f\u5b58\u5728\u4e00\u4e9b\u6f5c\u5728\u98ce\u9669\u3002\u9996\u5148\uff0c**\u81ea\u52a8\u5316\u610f\u5473\u7740\u5bf9\u521b\u4f5c\u8005\u63a7\u5236\u6743\u7684\u5265\u593a**\u3002\u5bf9\u4e8e\u9700\u8981\u7cbe\u7ec6\u63a7\u5236\u8282\u594f\u3001\u5f3a\u8c03\u7279\u5b9a\u505c\u987f\u7684\u6559\u5b66\u89c6\u9891\uff0cAI\u7684\u201c\u6e05\u7406\u201d\u53ef\u80fd\u4f1a\u7834\u574f\u539f\u672c\u7684\u6d41\u7545\u611f\u3002\u5176\u6b21\uff0c**\u201c\u96f6\u7f16\u8f91\u201d\u662f\u4e00\u4e2a\u76f8\u5bf9\u6982\u5ff5**\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u4e86\u5bfc\u51fa\u5230Premiere\u7b49\u4e13\u4e1a\u8f6f\u4ef6\u7684\u9700\u6c42\uff0c\u8fd9\u6070\u6070\u8bf4\u660eFocuSee 2.0\u66f4\u9002\u5408\u5feb\u901f\u4ea7\u51fa\uff0c\u800c\u975e\u6df1\u5ea6\u521b\u4f5c\u3002\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u7ec6\u8282\u6216\u590d\u6742\u53d9\u4e8b\u7684\u5185\u5bb9\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u201c\u7c97\u526a\u201d\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c**\u79fb\u52a8\u5f55\u5c4f\u9700USB\u8fde\u63a5**\u5728\u65e0\u7ebf\u5316\u8d8b\u52bf\u4e0b\u663e\u5f97\u6709\u4e9b\u4e0d\u4fbf\uff0c\u53ef\u80fd\u4f1a\u529d\u9000\u90e8\u5206\u91cd\u5ea6\u79fb\u52a8\u7aef\u521b\u4f5c\u8005\u3002\u5bf9\u4e8e\u975e\u82f1\u8bed\u4f7f\u7528\u8005\uff0cAI\u7684\u201c\u77eb\u6b63\u201d\u662f\u5426\u8fc7\u5ea6\u4ecd\u9700\u66f4\u591a\u7528\u6237\u53cd\u9988\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u6765\u770b\uff0cFocuSee 2.0 \u5bf9**\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u5c0f\u89c4\u6a21\u8425\u9500\u56e2\u961f**\u6765\u8bf4\u662f\u6781\u4f73\u7684\u201c\u63d0\u6548\u5229\u5668\u201d\u3002\u5b83\u8ba9\u201c\u770b\u8d77\u6765\u4e13\u4e1a\u201d\u4e0d\u518d\u9700\u8981\u6602\u8d35\u7684\u8bbe\u5907\u548c\u5b66\u5f92\u5236\u822c\u7684\u526a\u8f91\u6280\u5de7\u3002\u4f46\u5b83\u5e76\u975e\u4e07\u80fd\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u827a\u672f\u6027\u6216\u53d9\u4e8b\u8282\u594f\u7684\u4e13\u4e1a\u89c6\u9891\u56e2\u961f\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u53ef\u9009\u7684\u201c\u9884\u5904\u7406\u201d\u6b65\u9aa4\uff0c\u800c\u975e\u66ff\u4ee3\u54c1\u3002\u5176\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8eAI\u7b97\u6cd5\u7684\u667a\u80fd\u7a0b\u5ea6\u2014\u2014\u5bf9\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u8d8a\u6df1\uff0c\u5b83\u5c31\u8d8a\u80fd\u4ece\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u961f\u53cb\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\">FocuSee 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">FocuSee 2.0 makes it easier to create professional-looking, share-ready product demos, tutorials, and marketing videos with AI-powered capabilities like mobile screen recording, 3D Motion, annotations, auto subtitles, background removal, voice enhancement, filler word removal, and noise reduction. You can get a polished video just minutes after you finish recording, without hours of manual editing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters! \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019re really happy to be back here 2 years after our first launch, this time with FocuSee 2.0.<\/p>\n<\/p>\n<p>Over the past two years, we\u2019ve kept working on one idea: making \u201c<strong>record your screen and get a polished video automatically<\/strong>\u201d feel more complete, more natural, and more aligned with how people actually create today.<\/p>\n<\/p>\n<p>Along the way, we talked with many users and learned the same thing over and over: people don\u2019t just want to record their screens. They want to quickly turn rough recordings into polished videos for product demos, tutorials, walkthroughs, online courses, marketing videos, and more \u2014 without spending hours editing afterward.<\/p>\n<\/p>\n<p>That\u2019s really what shaped FocuSee 2.0.<\/p>\n<\/p>\n<p>We kept refining the product around real workflows and habits, and this release is the result of that work.<\/p>\n<\/p>\n<p><strong>What\u2019s new in FocuSee 2.0?<\/strong><\/p>\n<p>\u2714\ufe0f <strong>Record mobile demos and tutorials as easily as desktop workflows<\/strong>, with iOS and Android screen recording now built in.<\/p>\n<p>\u2714\ufe0f <strong>Go beyond flat zoom with 3D Motion<\/strong>, adding more cinematic depth when you want stronger visual storytelling.<\/p>\n<p>\u2714\ufe0f <strong>Keep your delivery natural and confident <\/strong>with in-built teleprompter, so you spend less time stopping and starting over.<\/p>\n<p>\u2714\ufe0f <strong>Make every step easier to follow<\/strong> with annotations, magnifier and highlight effects, auto subtitles, and visualized keyboard shortcuts.<\/p>\n<p>\u2714\ufe0f <strong>Keep sensitive information out of view <\/strong>more easily with blur effects.<\/p>\n<p>\u2714\ufe0f <strong>Make rough recordings look and sound more refined <\/strong>with AI background removal or replacement, voice enhancement, noise reduction, and filler word & silence removal.<\/p>\n<p>\u2714\ufe0f<strong> Choose the presentation style that best fits your story <\/strong>with AI avatars and dynamic camera layouts.<\/p>\n<\/p>\n<p>All of these improvements are built around the same idea: <strong>helping you create more polished, professional videos without making your workflow heavier.<\/strong><\/p>\n<\/p>\n<p>We\u2019re genuinely grateful to everyone who shared feedback, feature requests, and real use cases with us over the past two years. <strong>FocuSee 2.0 is a much better product because of those conversations.<\/strong><\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>As a thank-you to the Product Hunt community, we\u2019re also offering an extra 30% off.<\/strong><\/p>\n<p>Use code <strong>PH30OFF <\/strong>at checkout (valid for the next 3 days).<\/p>\n<\/p>\n<p>We\u2019d love to hear what you think and answer any questions. Thanks so much for checking out FocuSee 2.0!<\/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\/@inc_focusee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inc_focusee<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/velo-4\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/velo-4<\/a> launched this month.<br \/>how do you compare it with them in terms of output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@inc_focusee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inc_focusee<\/a> For someone building PH launch tutorials or LI workshop walkthroughs, how well does the AI handle cleaning up natural “teaching moments” like pauses for emphasis or jumping between tabs? Does it preserve that authentic flow while adding subtitles\/3D motion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@inc_focusee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inc_focusee<\/a> wow wow congrats on being top 1 for today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This screen recording + auto zoom combo looks genuinely useful for SaaS demos.<br \/>\nQuick question, does the filler word removal work well for non-native English speakers, or does it over-correct? That’s usually the dealbreaker for me with AI voice tools.<\/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> The filler word removal works for non-native English speakers. Now you can get AI credits for free to try this feature yourself with free trial. Please do have a try and let me know what you think of this feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gap between ‘I just recorded this’ and ‘this looks professionally edited’ has always been the biggest friction point for indie makers. Focusee 2.0 seems to nail that last mile especially the filler word removal, that one’s a dealbreaker for me with AI voice tools since I’m not a native english speaker lol. The 3D motion is a nice touch too, adds that cinematic feel without having to touch a timeline<\/p>\n<p>Congrats on the launch! \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\/@alimkhan_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alimkhan_y<\/a> Thanks so much \ud83d\ude4c<\/p>\n<\/p>\n<p>Yeah, after talking with a lot of makers, this became even clearer to us: recording is the easy part. The painful part is turning that raw take into something clean enough to share without spending another hour in an editor.<\/p>\n<\/p>\n<p>Filler word removal was a big one for us too, especially for non-native English speakers or anyone recording unscripted demos.<\/p>\n<\/p>\n<p>And 3D Motion is probably my personal favorite. It makes the video feel more polished without adding extra editing work.<\/p>\n<\/p>\n<p>Really appreciate you checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The iOS screen recording built in is the feature I’ve been waiting for, as an indie iOS maker I’ve been jumping between QuickTime, my iPhone, and a separate editor just to make a decent app demo.<\/p>\n<\/p>\n<p>Two years of user feedback clearly shaped this into something much more complete.<\/p>\n<\/p>\n<p>Does the mobile recording work wirelessly or does it need a USB connection to the Mac?<\/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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Thanks for the nice words. Yeah, FocuSee is more complete with the genuine feedback from users. USB connection is required for mobile recording to ensure stability.<\/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>Looks like a great all-in-one for SAAS demos. No need to use 10 apps for a single video anymore?<\/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\/@roman3070\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman3070<\/a> Yeah, that’s our goal\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>Hey PH family! \ud83d\ude4c Co-maker here.<\/p>\n<\/p>\n<p>Morgan said it best, but I just want to jump in and add a massive THANK YOU to this community. FocuSee 2.0 was quite literally shaped by the feedback, feature requests, and support we received from our first launch here.<\/p>\n<\/p>\n<p>We’re pushing the boundaries of what “zero-editing” means, and the new AI enhancements and 3D camera motions are designed to make your videos look like you hired a professional editor.<\/p>\n<\/p>\n<p>We built FocuSee 2.0 to do the heavy lifting for you so you can focus on your message, not the timeline.<\/p>\n<\/p>\n<p>We’re all ears today! What kind of videos are you all planning to create with FocuSee 2.0? Let us know, and drop any questions you have below! \ud83d\udc47<\/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>Is it possible to add a device frame to the video<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chrisdancy1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisdancy1<\/a> Yes, you can add a device frame. Currently, there are frames of iPhone, iPad, Samsung and Google Pixel devices for you to choose from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>will give it a test today. Hoping its good – this is a real pain for someone with no video editing skills \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_uxpin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_uxpin<\/a> Thanks so much for giving it a try! Would love to hear what you think after testing it\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it give you the option to edit raw or lightly edited clips to your own timing in a main stream editor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> Yes, you can export the recording and bring the raw or lightly edited clip into your usual video editor to fine-tune the timing.<\/p>\n<\/p>\n<p>That said, FocuSee isn\u2019t trying to be another full editing suite. We\u2019re still focused on screen recording, plus automated \/ one-click polishing that helps makers get a clean, share-ready video much faster.<\/p>\n<\/p>\n<p>For more advanced editing needs, a dedicated editor like Premiere, Final Cut, or DaVinci Resolve would still be the better place to finish the work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/I7BSFMORY72OEB\" class=\"app-title\">Magic Patterns Agent 2.0<\/a><\/p>\n<div class=\"one-liner\">The best AI design agent to go from idea to production<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">284<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magic Patterns Agent 2.0 \u662f\u4e00\u6b3e AI \u8bbe\u8ba1\u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u8fde\u63a5\u4f01\u4e1a\u771f\u5b9e\u7684\u8bbe\u8ba1\u7cfb\u7edf\uff08\u5982 NPM \u7ec4\u4ef6\u5e93\uff09\uff0c\u8ba9\u4ea7\u54c1\u56e2\u961f\u5c06\u521b\u610f\u5feb\u901f\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684\u539f\u578b\uff0c\u5e76\u76f4\u63a5\u751f\u6210\u751f\u4ea7\u7ea7\u4ee3\u7801\u4ea4\u63a5\u7ed9\u5de5\u7a0b\u5e08\uff0c\u89e3\u51b3\u4f20\u7edf\u539f\u578b\u8bbe\u8ba1\u901f\u5ea6\u6162\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u8131\u8282\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e832d5e-c32c-4eed-8edc-35ebaad97adc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09e5d611-a462-4afa-8651-d3190580c840.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d6d6c70-b27d-49fe-aeb6-df612ee29c6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5efef9b-4bab-479c-a838-9d4fea3d58c0.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\/d116e7a2-aaa1-47da-ac6a-60cc149dfae3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tRQ0MeUyleA\"><source src=\"https:\/\/www.youtube.com\/watch?v=tRQ0MeUyleA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Figma\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6808\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u5339\u914d\u771f\u5b9e\u8bbe\u8ba1\u7cfb\u7edf\u201d\u7684\u80fd\u529b\uff0c\u8ba4\u4e3a\u8fd9\u662f\u533a\u522b\u4e8e\u901a\u7528AI\u5de5\u5177\u7684\u6838\u5fc3\u4f18\u52bf\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u9996\u6b21\u4ea4\u4e92\u7684\u5f15\u5bfc\uff0c\u7528\u6237\u6613\u8ff7\u832b\uff1b2. \u5b9e\u9645\u843d\u5730\u7684\u7ec6\u8282\uff0c\u5982\u5982\u4f55\u7cbe\u786e\u5339\u914d\u56fe\u6807\u3001\u8272\u5f69\uff1b3. \u4e0eClaude Design\u3001Google Stitch\u7684\u7ade\u4e89\u58c1\u5792\u5728\u54ea\uff1b4. \u5de5\u7a0b\u4ea4\u63a5\u662f\u5426\u771f\u7684\u80fd\u76f4\u63a5\u4f7f\u7528\u7ec4\u4ef6\u5e93\u4ee3\u7801\u3002\u7528\u6237\u5f3a\u8c03\u5176ROI\u6781\u9ad8\uff0c\u80fd\u66ff\u4ee3Figma\u7684\u90e8\u5206\u5de5\u4f5c\u6d41\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 Magic Patterns Agent 2.0 \u7684\u6838\u5fc3\u7406\u5ff5\u662f\u5bf9\u7684\uff0c\u4f46\u201c\u4ece\u60f3\u6cd5\u5230\u751f\u4ea7\u201d\u8fd9\u53e5\u53e3\u53f7\u558a\u5f97\u592a\u6ee1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210UI\u201d\uff0c\u800c\u662f\u201c\u7f1d\u5408\u201d\u3002\u5b83\u505a\u4e86\u51e0\u4e4e\u6240\u6709AI\u8bbe\u8ba1\u5de5\u5177\u90fd\u505a\u4e0d\u5230\uff0c\u4f46\u4f01\u4e1a\u6700\u75db\u7684\u4e8b\uff1a\u5582\u7ed9AI\u7684\u4e0d\u662f\u4e00\u5f20\u622a\u56fe\u6216\u4e00\u6bb5\u63cf\u8ff0\uff0c\u800c\u662f\u4f60\u516c\u53f8\u7684React\u7ec4\u4ef6\u5e93\uff08NPM\u76f4\u8fde\uff09\u3002\u8fd9\u610f\u5473\u7740\u5b83\u751f\u6210\u7684\u539f\u578b\u4e0d\u662f\u201c\u770b\u8d77\u6765\u50cf\u201d\u4f60\u7684\u4ea7\u54c1\uff0c\u800c\u662f\u201c\u7528\u8d77\u6765\u5c31\u662f\u201d\u2014\u2014\u4ee3\u7801\u662f\u73b0\u6210\u7684\uff0c\u7ec4\u4ef6\u662f\u6ce8\u518c\u597d\u7684\u3002\u8fd9\u76f4\u63a5\u6233\u7834\u4e86Figma\u5230\u5f00\u53d1\u4e4b\u95f4\u7684\u90a3\u5c42\u7eb8\uff0c\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5b83\u80fd\u7559\u4f4f1500+\u4ed8\u8d39\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u9700\u8981\u6cfc\u51b7\u6c34\u3002\u7b2c\u4e00\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u201c\u8bbe\u8ba1\u7cfb\u7edf\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\uff0c\u5176\u8f93\u51fa\u8d28\u91cf\u4e25\u91cd\u4f9d\u8d56\u4e8e\u516c\u53f8\u8bbe\u8ba1\u7cfb\u7edf\u7684\u5b8c\u5907\u6027\u3002\u5982\u679c\u4f60\u7684\u7ec4\u4ef6\u5e93\u672c\u5c31\u662f\u4e00\u5768\u5c4e\uff0cAI\u53ea\u4f1a\u62c9\u51fa\u4e00\u76d8\u66f4\u7cbe\u81f4\u7684\u5c4e\u3002\u7b2c\u4e8c\uff0c\u5b83\u5b9a\u4f4d\u4e8e\u201c\u539f\u578b\u201d\u800c\u975e\u201c\u5168\u6808\u201d\uff0c\u7528\u6237\u8bc4\u8bba\u4e5f\u8bc1\u5b9e\u4e86\u8fd9\u4e00\u70b9\uff08Lovable\u5e72\u5168\u6808\uff0cMagic Patterns\u5e72\u8bbe\u8ba1\uff09\u3002\u8fd9\u610f\u5473\u7740\u5b83\u65e0\u6cd5\u89e3\u51b3\u540e\u7aef\u4e0e\u4e1a\u52a1\u903b\u8f91\u7684\u590d\u6742\u6027\uff0c\u524d\u7aef\u539f\u578b\u4e4b\u4e0a\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u4ecd\u9700\u5927\u91cf\u4eba\u5de5\u3002\u7b2c\u4e09\uff0cMCP 2.0\u4e0eCoding Agent\u7684\u5bf9\u63a5\u770b\u4f3c\u9177\u70ab\uff0c\u5b9e\u9645\u662f\u628a\u95ee\u9898\u8e22\u7ed9\u4e86\u4e0b\u6e38\u2014\u2014\u5982\u679c\u4f60\u7684AI Coding Agent\u770b\u4e0d\u61c2\u5b83\u7684\u8f93\u51fa\uff0c\u6216\u8005\u73af\u5883\u914d\u7f6e\u4e0d\u517c\u5bb9\uff0c\u8fd9\u4f9d\u7136\u662f\u53e6\u4e00\u4e2a\u6570\u636e\u5b64\u5c9b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u8bc4\u4ef7\uff1a\u5b83\u662f\u4e00\u4e2a\u6781\u5176\u51fa\u8272\u7684\u201c\u8bbe\u8ba1-\u5f00\u53d1\u6865\u6881\u201d\uff0c\u4f46\u8bf7\u8bb0\u4f4f\uff0c\u6865\u6881\u672c\u8eab\u4e0d\u51b3\u5b9a\u76ee\u7684\u5730\u3002\u5b83\u6700\u9002\u5408\u5df2\u6709\u6210\u719f\u8bbe\u8ba1\u7cfb\u7edf\u7684\u4e2d\u5927\u578b\u56e2\u961f\uff0c\u5bf9\u4e8e\u4ece\u96f6\u5f00\u59cb\u7684\u516c\u53f8\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u597d\u770b\u7684\u73a9\u5177\u3002\u5728AI\u5de5\u5177\u65e5\u65b0\u6708\u5f02\u7684\u4eca\u5929\uff0c\u5b83\u7684\u62a4\u57ce\u6cb3\u5c31\u662f\u201c\u6df1\u5165\u5ba2\u6237\u771f\u5b9e\u7684\u6280\u672f\u6808\u201d\u8fd9\u4e2a\u810f\u6d3b\u7d2f\u6d3b\uff0c\u8fd9\u5f88\u9ad8\u660e\uff0c\u4e5f\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\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\">Magic Patterns Agent 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">AI design tool to create prototypes using your existing styles and design system, handoff to engineering, and build software faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! We’re back with our 5th launch ever!<\/p>\n<\/p>\n<p>Today, we’re launching <strong>Magic Patterns Agent 2.0<\/strong>, the culmination of 3 years of observing real customer workflows and AI design use cases.<\/p>\n<p>Every day, a new AI design tool comes out, but Magic Patterns is battle-tested. Our first launch ever was 3 years ago on this website, and today 1,500+ product teams at companies like Granola, Vanta, and Freedom Mortgage use Magic Patterns to go from idea to production.<\/p>\n<\/p>\n<p>With Magic Patterns, designers, PMs, and founders use their company’s <em>real<\/em> design system to create interactive mockups and hand off to engineering.<\/p>\n<p>Today, on Magic Patterns, we’re announcing:<\/p>\n<ul>\n<li>\n<p><strong>Skills<\/strong>: drop in any SKILL file to give our AI agent specialized instructions on demand<\/p>\n<\/li>\n<li>\n<p><strong>Connectors<\/strong>: pull in context from your favorite tools<\/p>\n<\/li>\n<li>\n<p><strong>MCP 2.0:<\/strong> export production-ready code to your coding agents with our MCP.<\/p>\n<\/li>\n<\/ul>\n<p>We’ve also made several improvements to our Agent. In our eval harness, we’re seeing it use 15% fewer credits, 10% faster time-to-first-token, and an 8% performance improvement (measured by error rate). Agent 2.0 gives you faster, more reliable outputs at lower cost.<\/p>\n<p>We can’t wait to see what you’ll build with Magic Patterns. Happy prompting!<\/p>\n<p>P.S. It feels so good to be back on Product Hunt!<\/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\/@alexdanilowicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexdanilowicz<\/a> Really interesting product, the speed of going from idea to UI is really compelling.<\/p>\n<\/p>\n<p>One thing I find with tools like this is that the first interaction carries a lot of weight. If users aren\u2019t fully clear on what they\u2019ll get from that first prompt, they tend to explore instead of commit.<\/p>\n<\/p>\n<p>Do you see most users experimenting first, or getting to a usable output quickly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexdanilowicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexdanilowicz<\/a> How do the new Skills\/Connectors handle pulling live design system context from tools like Figma or Notion into agent prompts? Does it auto-map components for founders skipping designers entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Daily user of MagicPatterns here. It has (NEARLY) completely replaced my need for Figma. I’m ALSO a heavy user of Claude Code – but there’s nothing like going from one single prompt to a visual working prototype. And no tool does it as well as MagicPatterns – for the product designers workflow(IMO). I’m also a Lovable user – but for different use cases. When I’m in Design Mode -> I choose MagicPatterns. When I’m in – hack on this backend\/scripting problem -> Claude Code. When I want to whip up a full stack app fast that I think I’ll take to market -> probably Lovable. But again – besides <strong><em>MAYBE<\/em><\/strong> v0 – no one has been at this AS long – and with AS much of a customer obsession as Alex and Teddy at MagicPatterns. Big big fan.<\/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\/@switmer777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@switmer777<\/a>– feedback from daily users like you has been influential to the product. Appreciate you writing this.<\/p>\n<p>You’re calling out how each tool has it’s own strength, which I think is largely forgotten as it feels like a new tool comes out every day.<\/p>\n<p>We’re stay very focused on prototyping and frontend use cases… for the last 3 years! Always been the vision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Absolutely recommend magic patterns from the bottom of my wallet \u2764\ufe0f<\/p>\n<\/p>\n<p>The ROI of having a tool like this in the teams’ pocket is immense. Your imagination is the limit. It’s not only prototypes, but videos,<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/posts\/jorgeakairos_product-context-gets-fragmented-fast-calls-ugcPost-7453103110559989760-RLi1?utm_source=share&utm_medium=member_desktop&rcm=ACoAAA3wf1oBsjKvFE7YMZDQsQwLLZx-AYoUh6o\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/posts\/jorgeakairos_product-context-gets-fragmented-fast-calls-ugcPost-7453103110559989760-RLi1<\/a><\/p>\n<p>local tools,<\/p>\n<p><a href=\"https:\/\/www.magicpatterns.com\/c\/5yywrafwujevlik1ljzqp7\/preview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/c\/5yywrafwujevlik1ljzqp7\/preview<\/a><\/p>\n<\/p>\n<p>and even games…<br \/><a href=\"https:\/\/project-anarchy-cookbook.magicpatterns.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/project-anarchy-cookbook.magicpatterns.app\/<\/a><\/p>\n<p>This team ships \ud83d\ude80<\/p>\n<p>And they’re also great people. Los m\u00e1ximos!<\/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\/@jalcantara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jalcantara<\/a> thank you, Jorge! That’s kind of you. Thanks for following us since the beginning!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Product Hunt is where it all started for us, so excited to be back with this launch!<\/p>\n<p>One thing I’m especially proud of: alongside Agent 2.0, we rebuilt the editor UI from scratch. <\/p>\n<p>For those of you who’ve used Magic Patterns before, you’ll feel the difference immediately:<\/p>\n<ul>\n<li>\n<p>The <strong>chat thread is way easier to scan<\/strong>, surfacing the information that matters to you<\/p>\n<\/li>\n<li>\n<p><strong>Visual Editing <\/strong>got a huge refresh, making one of our most popular features better and easier to use<\/p>\n<\/li>\n<li>\n<p><strong>Model Picker <\/strong>is now available, you can now pick the right model for your prompt, all the way from Gemini 3 to Opus 4.7<\/p>\n<\/li>\n<\/ul>\n<p>Three years of watching how people actually use this tool went into this redesign. <\/p>\n<p>We can’t wait to hear your feedback!<\/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 on the launch I’ve been using it for my sales decks recently!<\/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\/@castano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@castano<\/a> always be closing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “match your existing design system” angle is a huge deal \u2014 most design agents spit out generic tailwind and call it a day. how does the agent actually pick up on an existing system? scanning components, reading tokens, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tijogaucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tijogaucher<\/a> Hi, we can link to the NPM library directly! Making it truly 1:1 <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/overview<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you get the exact icons and colour scheme right? And how much data quantity is required from company’s design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tanvi_thakur1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanvi_thakur1<\/a> You can define whatever icons your company is already using! <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/get-started\/fonts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/get-started\/fonts<\/a><\/p>\n<p>And import your colors from Figma! <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/colors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/colors<\/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\">Super cool. Go, Magic Patterns team!<\/div>\n<div class=\"comment-actions\">\n<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\/@suleimenov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suleimenov<\/a> thanks Arman!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What\u2019s the most common breaking point that makes a team switch from Figma-first prototyping (or Figma Make) to Magic Patterns? Is it speed, interactivity realism, design-system consistency, or the engineering handoff\u2014and what does the first week of adoption look like when it clicks?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> You can hear it directly from our customers: <a href=\"https:\/\/www.magicpatterns.com\/customers\/lendi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/customers\/lendi<\/a><\/p>\n<p>“Prototyping now happens during design discussions, rather than as a separate phase taking days or weeks after every meeting.” \u2014 senior designer at Australia’s fastest growing fintech.<\/p>\n<p>In general, across our customers, I see that it’s speed. They can now make updates live, literally during a meeting versus having to “circle back.”<\/p>\n<p>We’re also one of the only tools that connect to your real design system. More on this soon… probably another Product Hunt 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I originally found Magic Patterns on Product Hunt mid-2024 and been building with it ever since. <\/p>\n<p>I’m so excited to start using the different connectors with faster generations in Agent 2.0! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tredubrava\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tredubrava<\/a> Yes our very first launch EVER was on Product Hunt!! Appreciate you saying this!! It’s good to be 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let\u2019s go 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a> We love building with Liveblocks! Powers all the realtime. Every single design in Magic Patterns is multiplayer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! Btw whats your moat over claude design or google’s stitch? Is it affordability, speed or the actual design? Or correct me if am wrong and this is not even competing stitch or claude design<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hey! Both great tools! We’ve been hacking on using your design system with AI for 3 years and so the biggest difference is we can actually <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">connect to your company’s real design system<\/a>. <\/p>\n<p>Magic Patterns generates React code and we can connect to component library via NPM or wherever its hosted, and then use the actual production React component code directly. <\/p>\n<p>Google Stitch I believe mainly pushes for using markdown: a DESIGN.md, which we also support. It’s equivalent of our Rules file: <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/rules\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/rules<\/a>. Claude Design appears to be HTML-first unless you connect to your design system, but then it creates copies of the components? In the case of Claude Design, we also support other models like Gemini 3.1, which tends to produce great designs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the handoff-to-engineering angle is the interesting part \u2014 does it actually respect an existing component library, or does it approximate the look and leave you to re-wire things? curious how that part works in practice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>YES!<\/p>\n<\/p>\n<p>Cannot wait to give the agent a test drive with my OpenClaw setup. Congrats on getting this out there. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designertom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designertom<\/a> most ai-native guy I know right here!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey what did you change in MCP 2.0 – how did the improvements help?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhruba_patra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruba_patra<\/a> more tools! <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/features\/mcp-server\/available_tools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/features\/mcp-server\/available_tools<\/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<\/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\/L7TVXMLTGWYT7X\" class=\"app-title\">Monid<\/a><\/p>\n<div class=\"one-liner\">One wallet, every paid tool your agent needs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">258<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Monid\u662f\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u7edf\u4e00\u652f\u4ed8\u94b1\u5305\uff0c\u901a\u8fc7\u5355\u4e00\u4f59\u989d\u5373\u53ef\u6309\u9700\u8c03\u7528\u8d85\u8fc7215\u4e2a\u4ed8\u8d39API\uff08\u5982\u793e\u4ea4\u5a92\u4f53\u6293\u53d6\u3001\u5e02\u573a\u8d8b\u52bf\u3001\u7ade\u54c1\u8ffd\u8e2a\uff09\uff0c\u5f7b\u5e95\u89e3\u51b3Agent\u5728\u591a\u4e2a\u8ba2\u9605\u5236\u5de5\u5177\u95f4\u5207\u6362\u3001\u7ba1\u7406API\u5bc6\u94a5\u548c\u9884\u7b97\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b212fb78-185b-431b-9dc3-375a8bffeca2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42bfc97d-976a-442f-9d31-ad005a940405.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53a56463-43aa-4ac0-9cef-c716749ba474.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74e8c635-e057-476a-8edf-9612deda1d5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbe94f50-cf90-498f-aa91-9414ea9ccb4a.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\/1185a0af-a959-47df-8c58-ef0cb201449a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VAk6LSDOPcQ\"><source src=\"https:\/\/youtu.be\/VAk6LSDOPcQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Web3<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">API\u94b1\u5305<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u94fe\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u5546\u52a1\u6570\u636e<\/span><br \/>\n <span class=\"tag\">Agent\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ee5\u201c\u6309\u8c03\u7528\u4ed8\u8d39\u201d\u6a21\u5f0f\u53d6\u4ee3\u8ba2\u9605\u5236\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u8fd9\u662fAgent\u573a\u666f\u7684\u521a\u9700\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u652f\u51fa\u5b89\u5168\u4e0a\uff0c\u5982\u5982\u4f55\u9632\u6b62Agent\u5faa\u73af\u8c03\u7528\u8017\u5c3d\u4f59\u989d\u3001\u662f\u5426\u53ef\u8bbe\u5355\u5de5\u5177\u9650\u989d\u6216\u603b\u9884\u7b97\u8b66\u62a5\u3002\u540c\u65f6\uff0c\u5bf9\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u83b7\u53d6\u7684\u7ec6\u7c92\u5ea6\uff08\u5982\u80fd\u5426\u62c9\u53d6\u8bc4\u8bba\uff09\u548c\u4ef7\u683c\u900f\u660e\u5ea6\u6709\u5177\u4f53\u8be2\u95ee\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 Monid\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI Agent\u89c4\u6a21\u5316\u843d\u5730\u7684\u201c\u4e03\u5bf8\u201d\u2014\u2014\u652f\u4ed8\u4e0eAPI\u788e\u7247\u5316\u3002\u5176\u6838\u5fc3\u521b\u65b0\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff1a\u5728Agent\u81ea\u4e3b\u51b3\u7b56\u7684\u6d41\u7a0b\u4e2d\uff0c\u5c06\u201c\u4e70\u5de5\u5177\u201d\u8fd9\u4e2a\u539f\u672c\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u7684\u73af\u8282\u5f7b\u5e95\u81ea\u52a8\u5316\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4f20\u7edfAPI\u5e02\u573a\uff08\u5982RapidAPI\uff09\u7684\u201c\u5f00\u53d1\u8005\u627e\u5de5\u5177\u201d\u6a21\u5f0f\uff0c\u5347\u7ea7\u4e3a\u201cAgent\u81ea\u5df1\u53d1\u73b0\u5e76\u4ed8\u8d39\u4f7f\u7528\u5de5\u5177\u201d\u7684\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u6bcb\u5eb8\u7f6e\u7591\uff1a\u5b83\u8ba9Agent\u4ece\u201c\u53ea\u80fd\u4f7f\u7528\u514d\u8d39\u6216\u9884\u8bbe\u96c6\u6210\u201d\u7684\u964d\u7ea7\u72b6\u6001\uff0c\u8fdb\u5316\u5230\u53ef\u81ea\u4e3b\u8c03\u7528\u9876\u7ea7\u5546\u4e1a\u6570\u636e\u6e90\uff0c\u6781\u5927\u62d3\u5bbd\u4e86\u5e94\u7528\u8fb9\u754c\u3002215+\u7aef\u70b9\u8986\u76d6\u793e\u4ea4\u3001\u533a\u5757\u94fe\u3001\u7535\u5546\u7b49\u9ad8\u9891\u9886\u57df\uff0c\u914d\u5408SKILL.md\u6807\u51c6\u63a5\u53e3\uff0c\u786e\u5b9e\u4e3a\u7ade\u54c1\u8ffd\u8e2a\u3001\u5185\u5bb9\u521b\u4f5c\u3001VC\u8c03\u7814\u7b49\u573a\u666f\u63d0\u4f9b\u4e86\u5373\u65f6\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5de5\u7a0b\u4e0e\u4fe1\u4efb\u7684\u5e73\u8861\u3002\u8bc4\u8bba\u533a\u5bf9\u201c\u4f59\u989d\u88ab\u5faa\u73af\u8017\u5c3d\u201d\u7684\u62c5\u5fe7\u7edd\u975e\u675e\u4eba\u5fe7\u5929\u2014\u2014Agent\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u548c\u5faa\u73af\u8c03\u7528\u7279\u6027\u662f\u5df2\u77e5\u96be\u9898\u3002Monid\u7684\u6301\u4e45\u5316\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\u5176\u667a\u80fd\u9884\u7b97\u63a7\u5236\u80fd\u529b\uff1a\u662f\u7b80\u5355\u8bbe\u7f6e\u786c\u9876\uff0c\u8fd8\u662f\u80fd\u6839\u636e\u4efb\u52a1\u6210\u672c\u3001\u5de5\u5177\u4f18\u5148\u7ea7\u505a\u52a8\u6001\u51b3\u7b56\uff1f\u82e5\u4ec5\u4f9d\u8d56\u7528\u6237\u9884\u8bbe\u201c\u603b\u989d\u4e0a\u9650\u201d\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u7c97\u66b4\u7684\u4fdd\u59c6\u5f0f\u7ba1\u7406\uff0c\u65e0\u6cd5\u5151\u73b0\u201cAgent\u81ea\u6cbb\u201d\u7684\u627f\u8bfa\u3002\u6b64\u5916\uff0c\u5bf9\u5e95\u5c42\u201cx402\u201d\u534f\u8bae\u7684\u4f9d\u8d56\u610f\u5473\u7740\u5176\u7ade\u4e89\u529b\u4e0e\u4ee5\u592a\u574a\u751f\u6001\u7ed1\u5b9a\u8fc7\u7d27\uff0c\u82e5Gas\u8d39\u6ce2\u52a8\u6216\u7528\u6237\u63a5\u53d7\u5ea6\u4f4e\uff0c\u6210\u672c\u4f18\u52bf\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aMonid\u89e3\u51b3\u4e86Agent\u201c\u6709\u94b1\u6ca1\u6cd5\u82b1\u201d\u7684\u5c34\u5c2c\uff0c\u4f46\u201c\u600e\u4e48\u7cbe\u6253\u7ec6\u7b97\u5730\u82b1\u94b1\u201d\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u9177\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002Shengkun\u56e2\u961f\u9700\u8981\u5c3d\u5feb\u5c55\u793a\u5176\u201cAgent\u8d22\u52a1\u7ba1\u7406\u201d\u7684\u900f\u660e\u5ea6\u4e0e\u63a7\u5236\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Monid<\/span>\n <\/div>\n<div class=\"comment-content\">A wallet for your agent. Your agent buys the best tools it needs to work 10x better. Social scraping, market trends, lead gen, competitor tracking, sentiment analysis, all unlocked with one balance. No subscriptions. No API keys.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b I’m Shengkun, co-founder of Monid.<\/p>\n<p>I’ve been building my own agents to automate my work, but it quickly became a nightmare. Connecting to 10-20 APIs, juggling separate subscriptions, payments scattered everywhere. I couldn’t even track what I was actually spending.<\/p>\n<p>So we built <strong>Monid, a wallet for agents to buy any paid tool they need.<\/strong> <br \/>One single balance. 215+ endpoints. No subscriptions. <br \/>Agents need flexibility and should never be blocked by paywalls.<\/p>\n<p>With Monid, your agent can tap into powerful premium tools to:<\/p>\n<ul>\n<li>\n<p>Access every major social platform including TikTok, Facebook, Instagram, X, LinkedIn, Reddit, and more<\/p>\n<\/li>\n<li>\n<p>Search for people across platforms with enriched details<\/p>\n<\/li>\n<li>\n<p>Pull blockchain data<\/p>\n<\/li>\n<li>\n<p>Pull ecommerce data<\/p>\n<\/li>\n<\/ul>\n<p>Our beta users are already using it for competitor tracking, social media content creation, VC sourcing, ecommerce product selection, and more.<\/p>\n<p>Monid works with any agent, including Claude Code, OpenClaw, and Hermes Agent. Just send this to your agent to get started:<\/p>\n<pre><code>set up <a href=\"https:\/\/monid.ai\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/monid.ai\/SKILL.md<\/a><\/code><\/pre>\n<\/p>\n<p><strong>Everyone here gets $3 in free credits.<\/strong> <\/p>\n<\/p>\n<p>We’ll be hanging around all day to answer questions, please try it out and let me know how it works for you!<\/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\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> <\/p>\n<p>Dear Shengkun,<\/p>\n<p>Congrats on the launch! Monid is brilliant\u2014unifying 215+ endpoints with a single balance and removing paywalls for agents is a game-changer. Can\u2019t wait to see how users leverage it for social, blockchain and ecommerce!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> Clean idea turning fragmented APIs into one wallet layer is exactly the kind of abstraction agents need to actually scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> For someone running PH launch research (tracking upvotes, Hunter patterns, forum trends), how smooth is Monid for pulling multi-platform data like LI comments + Reddit threads into one agent workflow? Does it handle rate limits or auth flows automatically across those 215+ endpoints?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, I\u2019m Feiyou, co-founder of Monid \ud83d\ude80<\/p>\n<p>The promise of agents is <strong>autonomy<\/strong>. <br \/>But today, they\u2019re still heavily constrained.<\/p>\n<p>Without a human, an agent can only go as far as free tools and pre-built integrations. It\u2019s limited to what\u2019s already wired in.<\/p>\n<p>With a human, the human becomes the bottleneck.<\/p>\n<p>And often, humans don\u2019t even know what tools or data sources exist.<\/p>\n<p>So either way, agents hit a ceiling.<\/p>\n<p>We believe agents need the ability to:<\/p>\n<ul>\n<li>\n<p>discover tools and data at runtime<\/p>\n<\/li>\n<li>\n<p>decide what\u2019s worth using<\/p>\n<\/li>\n<li>\n<p>and pay for premium resources when it makes sense<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s why we built Monid, <strong>a wallet where agents can find and use the right tools on demand, including paid APIs, data, and services<\/strong>.<\/p>\n<p>What\u2019s something your agent <em>should<\/em> be able to do today, but can\u2019t<\/p>\n<p>Would love your thoughts, ideas, or use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pay per call is how all API access should work for agents. subscriptions assume humans. agents are different.<\/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\/@kai_winding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kai_winding<\/a> subscriptions won’t work. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> onboarding is the smoothest agent setup I’ve ever done. other tools should copy 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\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/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>how granular is the social media data? like can my agent pull comments or just posts?<\/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\/@charlene_he1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlene_he1<\/a> It depends on which platform you use it for. You can pull comments from X, Facebook, Reddit, Youtube, and TikTok with Monid, and the list is growing.<\/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>Most ‘agent platforms’ are just LLM wrappers. Monid is actual infrastructure. Respect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yunfei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yunfei<\/a> thanks for 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<pre><code>the API subscription model is broken for agent use cases. pay per call is the way.<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zhangcan_ding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhangcan_ding<\/a> exactly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>x402 under the hood is a cool call \u2014 how do you handle the agent accidentally burning through a balance on a loop? is there per-tool spend limits or just a hard wallet cap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! An <a href=\"https:\/\/www.producthunt.com\/products\/x402\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"x402\" target=\"_blank\" rel=\"noopener\">@x402<\/a> -based product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “no subscriptions, no API keys” framing is interesting \u2014 managing a dozen tool subscriptions for one agent gets expensive fast. how does pricing work under the hood, is it usage-based per tool call or some kind of credit system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Super interesting! What do the safeguards look like to make sure my agent won’t bankrupt 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful for the future boom of A2A interactions! Just curious whether it would be possible to set a ceiling\/warning for agent expenditure. Would appreciate if the agents wouldn’t drain my coffer too much before I know lol <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My ecommerce agent now picks winning products autonomously because it can actually pull real marketplace data. Wild.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 actually useful. Would users have the option to choose which tools they gonna buy for certain scraping tasks. like there might be a couple tools with price variation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yjbdr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yjbdr<\/a> agents will see all the options and would be able to make decisions based on your task! if you want to specify which tool to use, that’s def also possible. <\/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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TNCTG4QNPA3ONR\" class=\"app-title\">Claude Code \/ultrareview<\/a><\/p>\n<div class=\"one-liner\">Cloud code review using a fleet of parallel agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">182<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Code\u7684\u63d2\u4ef6\/ultrareview\u901a\u8fc7\u5728\u4e91\u7aef\u6c99\u7bb1\u4e2d\u5e76\u884c\u542f\u52a8\u591aAI\u4ee3\u7406\u5bf9\u4ee3\u7801\u5206\u652f\u6216PR\u8fdb\u884c\u72ec\u7acb\u9a8c\u8bc1\uff0c\u65e8\u5728\u6355\u83b7\u5355\u6b21\u5ba1\u67e5\u53ef\u80fd\u9057\u6f0f\u7684\u9690\u853dBug\uff0c\u89e3\u51b3\u5927\u578b\u53d8\u66f4\u5408\u5e76\u524d\u7684\u9ad8\u6210\u672c\u9519\u8bef\u98ce\u9669\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5049a18d-359f-4faf-a292-c5c968164402.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88278903-d277-48e0-b3a7-6209e4768a35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3de55f0e-744d-44e5-9f27-0467a4702ec9.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\/113a6c31-aa63-476f-9c06-4b0c02d8d313.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\/ae97f3b3-65ab-4ac6-ab4b-e14a0a346f39.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u5e76\u884c<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">Bug\u72ec\u7acb\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">Claude Code\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">PR\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u964d\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u8bef\u62a5\u7387\u63a7\u5236\u3001\u8de8\u6587\u4ef6\u4f9d\u8d56\u94fe\u9a8c\u8bc1\uff08\u5982Schema\u53d8\u66f4\u5bf9\u4e0b\u6e38API\u5f71\u54cd\uff09\u3001\u591a\u4ee3\u7406\u7ed3\u679c\u53bb\u91cd\u3001\u8fed\u4ee3PR\u4fee\u590d\u9a8c\u8bc1\u3002\u6709\u7528\u6237\u8ba4\u53ef\u5e76\u884c\u9a8c\u8bc1\u964d\u5e7b\u89c9\u7684\u601d\u8def\uff0c\u4f46\u62c5\u5fc3\u201c\u7b2c\u4e09\u4e2a\u4ee3\u7406\u201d\u80fd\u6355\u83b7\u7684\u573a\u666f\u662f\u5426\u6709\u6548\uff0c\u4ee5\u53ca\u7b2c\u4e09\u65b9\u96c6\u6210\u6587\u6863\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ultrareview\u7684\u5de7\u5999\u4e4b\u5904\u4e0d\u5728\u4e8e\u201c\u591a\u4e00\u4e2a\u5ba1\u67e5\u8005\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u5177\u6709\u201c\u72ec\u7acb\u9a8c\u8bc1\u95ed\u73af\u201d\u7684\u591a\u4ee3\u7406\u534f\u4f5c\u8303\u5f0f\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3AI\u4ee3\u7801\u5ba1\u67e5\u4e2d\u6700\u987d\u56fa\u7684\u75db\u70b9\u2014\u2014\u5e7b\u89c9\u4e0e\u5047\u9633\u6027\u3002\u4f20\u7edf\u5de5\u5177\u7ed9\u51fa\u7684\u662f\u957f\u4e32\u201c\u53ef\u80fd\u7684\u95ee\u9898\u201d\uff0c\u800c\u5b83\u901a\u8fc7\u591a\u4e2a\u4ee3\u7406\u5728\u9694\u79bb\u6c99\u7bb1\u4e2d\u72ec\u7acb\u8fd0\u884c\u3001\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u8f93\u51fa\u7684\u662f\u201c\u5df2\u590d\u73b0\u7684Bug\u201d\u77ed\u540d\u5355\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u5c06AI\u4ece\u201c\u731c\u6d4b\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u9a8c\u8bc1\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u5ba1\u67e5\u201d\u8fd9\u4e00\u4e34\u65f6\u4efb\u52a1\uff0c\u8f6c\u5316\u4e3a\u4e86\u4e00\u4e2a\u53ef\u5e76\u884c\u8ba1\u7b97\u3001\u975e\u963b\u585e\u7684\u540e\u53f0\u670d\u52a1\u3002\u5f00\u53d1\u8005\u65e0\u9700\u518d\u7b49\u5f85\u5355\u6b21\u5ba1\u67e5\u7684\u7ebf\u6027\u53cd\u9988\uff0c\u4e5f\u65e0\u9700\u624b\u52a8\u53bb\u9a8c\u8bc1AI\u7684\u5efa\u8bae\u662f\u5426\u9760\u8c31\u3002\u4e91\u7aef\u6c99\u7bb1\u9694\u79bb\u4e86\u672c\u5730\u73af\u5883\uff0c\u907f\u514d\u4e86\u5ba1\u67e5\u884c\u4e3a\u5bf9\u5f00\u53d1\u6d41\u7a0b\u7684\u5e72\u6270\uff0c\u8fd9\u662f\u5bf9\u5de5\u7a0b\u6548\u7387\u7684\u6df1\u523b\u7406\u89e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u5728\u4e8e\u5176\u6838\u5fc3\u5047\u8bbe\u2014\u2014\u72ec\u7acb\u7684\u5e73\u884c\u9a8c\u8bc1\u80fd\u5426\u6709\u6548\u8986\u76d6\u590d\u6742\u7684\u8de8\u6587\u4ef6\u3001\u8de8\u670d\u52a1\u4f9d\u8d56\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ee3\u7406\u5b64\u7acb\u53d1\u73b0\u201d\u7684\u8d28\u7591\u975e\u5e38\u7cbe\u51c6\uff1a\u5982\u679c\u4ee3\u7406A\u770b\u5230\u7684Schema\u53d8\u66f4\u4e0d\u88ab\u4ee3\u7406B\u7406\u89e3\u5176API\u5f71\u54cd\uff0c\u90a3\u4e48\u9a8c\u8bc1\u94fe\u6761\u5c31\u4f1a\u65ad\u88c2\u3002\u6700\u7ec8\u4ea7\u54c1\u4f1a\u4e0d\u4f1a\u6ca6\u4e3a\u201c\u6355\u83b7\u6d45\u5c42\u903b\u8f91\u9519\u8bef\uff0c\u4f46\u5bf9\u67b6\u6784\u7ea7\u3001\u8de8\u6a21\u5757\u5f71\u54cd\u65e0\u80fd\u4e3a\u529b\u201d\u7684\u9e21\u808b\uff1f\u5173\u952e\u5728\u4e8e\u5176Multi-agent\u4e4b\u95f4\u7684\u901a\u4fe1\u4e0e\u4e0a\u4e0b\u6587\u5171\u4eab\u673a\u5236\u8bbe\u8ba1\u3002\u5982\u679c\u53ea\u662f\u7b80\u5355\u5e76\u884c\u8dd1\u591a\u4e2a\u5355\u5411\u5ba1\u67e5\uff0c\u90a3\u5b83\u8ddd\u79bb\u201c\u663e\u8457\u51cf\u5c11\u6700\u540e\u4e00\u523b\u7684\u707e\u96be\u6027\u5408\u5e76\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\u6b64\u5916\uff0c\u5bf9Pro\u548cMax\u7528\u6237\u7684\u9650\u5236\uff083\u6b21\u514d\u8d39\uff09\u8868\u660e\u8fd9\u4ecd\u662f\u9ad8\u6210\u672c\u5b9e\u9a8c\u6027\u529f\u80fd\uff0c\u5176\u8d44\u6e90\u6d88\u8017\u4e0e\u6536\u76ca\u7684\u5e73\u8861\u70b9\u5c1a\u9700\u5e02\u573a\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Code \/ultrareview<\/span>\n <\/div>\n<div class=\"comment-content\">Ultrareview runs parallel reviewer agents on your branch or PR in a remote cloud sandbox, independently verifying each bug before reporting it. For Claude Code users on Pro or Max plans.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A single-pass code review, automated or manual, can only catch what one pass catches. Ultrareview takes a different approach.<\/p>\n<p>It is a <strong>\/ultrareview<\/strong> command for Claude Code that spins up a fleet of reviewer agents in a remote cloud sandbox, runs them in parallel across your diff, and independently verifies each finding before reporting it. The result is a short list of confirmed bugs rather than a long list of suggestions to triage.<\/p>\n<p>The workflow is non-blocking by design. You confirm the review scope in a dialog, the agents run in the background, and findings come back as a notification in your CLI session when complete. Typically 10 to 20 minutes. You can close the terminal and it keeps running.<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Multi-agent parallel exploration of the diff<\/p>\n<\/li>\n<li>\n<p>Independent reproduction step cuts false positives before findings land<\/p>\n<\/li>\n<li>\n<p>Remote sandbox keeps your local session free during the review<\/p>\n<\/li>\n<li>\n<p>PR mode pulls directly from GitHub, no local bundling required<\/p>\n<\/li>\n<li>\n<p>Each finding includes file location and fix context<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Claude Code users on Pro or Max plans, specifically before merging substantial changes where a missed bug is expensive. Auth flows, schema migrations, critical refactors.<\/p>\n<p>Research preview, available in Claude Code v2.1.86 and later. Pro and Max users each get 3 free runs to try it.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> For someone shipping B2B tools with heavy workshop integrations (think 50+ connected schemas across frontend\/backend), how does Ultrareview handle cross-file dependency chains? Like if Agent A flags a schema migration issue, does Agent B automatically verify the downstream API impacts, or do you get siloed findings that need manual stitching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does it handle verifying fixes in iterative PRs, like confirming a patch resolves the finding? Tried it on auth flows yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 significantly speed up PR cycle it false positives stay low.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>been doing this manually \u2014 agent reviews, second agent verifies its findings, sometimes a third when something looks uncertain. you get closer to correct, but you’re rebuilding the same scaffolding on every pr. does it actually catch what the third pass was catching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>parallel reviewer agents in a sandbox that independently verify before flagging is a nice take on hallucination control. one question \u2014 how do you dedupe when two agents surface the same bug with slightly different framings? always a pain with multi-agent review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does \/utrareview handle reviewing integration issues? does it require any documentation on CI\/CD setup and external dependencies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Worth every penny<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QEUAKCAHFDOJA6\" class=\"app-title\">Reloop Animation Studio<\/a><\/p>\n<div class=\"one-liner\">Turn any video idea into Pixar, Clay or Manga<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Reloop Animation Studio \u662f\u4e00\u4e2a\u901a\u8fc7\u5bf9\u8bdd\u5f0fAI\u4ee3\u7406\uff0c\u8ba9\u8425\u9500\u4eba\u5458\u65e0\u9700\u63d0\u793a\u8bcd\u3001\u65e0\u9700\u8bbe\u8ba1\u6280\u80fd\uff0c\u5c31\u80fd\u5728\u51e0\u5206\u949f\u5185\u5c06\u4efb\u610f\u89c6\u9891\u521b\u610f\u8f6c\u5316\u4e3a\u76ae\u514b\u65af\u3001\u9ecf\u571f\u6216\u6f2b\u753b\u7b49\u98ce\u683c\u52a8\u753b\u89c6\u9891\u7684\u5de5\u5177\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a43ebb6b-3314-4f80-b761-9df93f19d707.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbe389af-7924-48ea-9204-3ac4974e7ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7206bce6-7069-41ad-9079-1d2d0e3d0bd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3353b0d-1751-4614-a690-e1af3fc48e50.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\/2f37b915-8bc9-4c28-8a3d-fa2141c92987.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/scGwTmmP9AA\"><source src=\"https:\/\/youtu.be\/scGwTmmP9AA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u52a8\u753b\u98ce\u683c\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u5236\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u5173\u6ce8\u98ce\u683c\u591a\u6837\u6027\uff08\u5982B2B\u7684\u6781\u7b80\u6f14\u793a\u98ce\u683c\uff09\u548c\u7ad6\u5c4f\u9002\u914d\u6027\u3002\u540c\u65f6\u5b58\u5728\u6ce8\u518c\u9700\u7ed1\u5b9a\u4fe1\u7528\u5361\u3001\u521d\u671f\u5bf9\u8bdd\u5f0f\u7684\u5ba1\u6838\u4f53\u9a8c\u4e0d\u4f73\u7b49\u62b1\u6028\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u652f\u6301\u6a2a\u7ad6\u5c4f\uff0c\u4e14\u514d\u8d39\u8bd5\u7528\u671f\u5185\u4e0d\u6263\u8d39\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 Reloop Animation Studio \u5c55\u793a\u4e86AI\u89c6\u9891\u751f\u6210\u5de5\u5177\u4ece\u201c\u751f\u6210\u901a\u7528\u5f71\u50cf\u201d\u5230\u201c\u6253\u9020\u5dee\u5f02\u5316\u98ce\u683c\u201d\u7684\u5173\u952e\u8fdb\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u89c6\u9891\u5e02\u573a\u7684\u75db\u70b9\uff1a\u5927\u91cf\u751f\u6210\u7684\u201cAI\u611f\u201d\u89c6\u9891\u56e0\u540c\u8d28\u5316\u800c\u6ca6\u4e3a\u65e0\u4eba\u5173\u6ce8\u7684\u201c\u58c1\u7eb8\u201d\u3002\u901a\u8fc7\u5185\u7f6e\u76ae\u514b\u65af\u3001\u9ecf\u571f\u3001\u6f2b\u753b\u7b49\u9ad8\u8fa8\u8bc6\u5ea6\u98ce\u683c\uff0cReloop\u6210\u529f\u5c06AI\u80fd\u529b\u4ece\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201c\u521b\u610f\u98ce\u683c\u653e\u5927\u5668\u201d\uff0c\u8ba9\u8425\u9500\u4eba\u5458\u80fd\u5feb\u901f\u4e3a\u4e0d\u540c\u573a\u666f\uff08\u5982\u4ea7\u54c1\u53d1\u5e03\u3001\u54c1\u724c\u6545\u4e8b\u3001App Store\u6f14\u793a\uff09\u5339\u914d\u89c6\u89c9\u8bed\u8a00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4e5f\u9762\u4e34\u786c\u4f24\u3002\u9996\u5148\uff0c\u98ce\u683c\u6388\u6743\u662f\u60ac\u800c\u672a\u51b3\u7684\u6cd5\u5f8b\u9690\u60a3\uff0c\u7528\u6237\u8d28\u7591\u201c\u662f\u5426\u4ece\u76ae\u514b\u65af\u83b7\u5f97\u6388\u6743\u201d\u76f4\u6307\u6838\u5fc3\u7248\u6743\u98ce\u9669\uff0c\u82e5\u5904\u7406\u4e0d\u5f53\uff0c\u5546\u7528\u573a\u666f\u5c06\u5bf8\u6b65\u96be\u884c\u3002\u5176\u6b21\uff0c\u5bf9\u8bdd\u5f0fAI\u4ee3\u7406\u867d\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u8bc4\u8bba\u4e2d\u201c\u4e0d\u5e0c\u671b\u5728\u5bf9\u8bdd\u4e2d\u88abAI\u8bc4\u5224\u201d\u7684\u53cd\u9988\uff0c\u63ed\u793a\u4e86AI\u4ea4\u4e92\u8bbe\u8ba1\u4e2d\u201c\u8fc7\u4e8e\u62df\u4eba\u5316\u201d\u53ef\u80fd\u5e26\u6765\u7684\u53cd\u611f\uff0c\u8fd9\u8981\u6c42\u4ea7\u54c1\u5728\u201c\u5f15\u5bfc\u201d\u4e0e\u201c\u5e72\u9884\u201d\u95f4\u66f4\u5ba1\u614e\u5e73\u8861\u3002\u6700\u540e\uff0c\u5f3a\u5236\u7ed1\u5b9a\u4fe1\u7528\u5361\u7684\u8bd5\u7528\u6d41\u7a0b\uff0c\u5728\u9ad8\u7ade\u4e89\u5e02\u573a\u4e2d\u662f\u4e00\u5927\u963b\u529b\uff0c\u76f4\u63a5\u5265\u593a\u4e86\u6f5c\u5728\u7528\u6237\u201c\u5148\u4f53\u9a8c\u518d\u51b3\u7b56\u201d\u7684\u6743\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cReloop\u5728\u89e3\u51b3\u201c\u98ce\u683c\u5355\u4e00\u201d\u8fd9\u4e00\u75db\u70b9\u4e0a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u82e5\u8981\u6301\u7eed\u9886\u5148\uff0c\u5fc5\u987b\u89e3\u51b3\u7248\u6743\u5408\u89c4\u3001\u4ea4\u4e92\u4f53\u9a8c\u4e0e\u7528\u6237\u83b7\u53d6\u6210\u672c\u8fd9\u4e09\u91cd\u6311\u6218\u3002\u5bf9\u4e8e\u54c1\u724c\u65b9\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u7684\u201c\u89c6\u89c9\u5f39\u836f\u5e93\u201d\uff1b\u4f46\u5bf9\u4e8e\u72ec\u7acb\u521b\u4f5c\u8005\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u98ce\u683c\u5e93\u7684\u6301\u7eed\u66f4\u65b0\u80fd\u529b\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u5c1d\u9c9c\u54c1\u201d\u53d8\u4e3a\u201c\u65e5\u5e38\u5de5\u5177\u201d\u7684\u5173\u952e\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\">Reloop Animation Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Reloop now lets you create animated marketing videos in any visual style. Pixar, 3D Clay, Manga or ultra-realistic Same AI agent as before: just chat about your idea, it builds the creative plan and generates the video. No prompts. No design skills. No animators. You just pick the vibe. Built for marketers and brands who want videos that actually stand out, not another generic AI clip. From idea to animated video, in minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b<\/p>\n<p>You helped us hit #3 a couple months ago, that kept us building<\/p>\n<p>The #1 feedback we got: “Love the agent, but all my videos look the same.” Fair.<\/p>\n<p>So we built Animation Studio.<\/p>\n<p>Same conversational agent that gets your idea without a single prompt, but now it renders in cinematic styles.<\/p>\n<p>Pixar for a product launch.Clay for a brand story. Manga for something that just looks different.<\/p>\n<p>Chat \u2192 AI builds the script + storyboard \u2192 pick a style \u2192 full animated video, ready to publish.<\/p>\n<p>Curious what styles you’d want to see added. Drop them below \ud83d\udc47<\/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\/@clement_janssens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_janssens<\/a> For B2B demos like sales playbooks, any plans for clean explainer styles like Apple keynotes or minimalist motion graphics?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘all my videos look the same’ feedback is exactly the right problem to solve, generic AI video is becoming wallpaper that nobody notices.<\/p>\n<p>As an indie maker about to start creating content for my app, the Clay style caught my eye specifically for App Store preview videos.<\/p>\n<p>Does Reloop handle portrait\/vertical format well for mobile-first content, or is it optimized for landscape?<\/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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Exactly<\/p>\n<\/p>\n<p>Reloop works for both formats (16:9 and 9:16) <\/p>\n<\/p>\n<p>Can’t wait to see what you’re gonna create with the tool<\/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\">I\u2019m quite new here and still exploring animation tools. This looks nice! Is it mostly for marketing videos, or can beginners also use it for simple social media content?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Conversation format can help in brainstorming ideas for campaigns but how much will be the input from tool’s side. That would be the key to improving performance<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>tried to try it out.. I don’t want to sign up and give credit card. just to try the software. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dave_bracken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_bracken<\/a>It\u2019s completely free, Dave. You\u2019ll receive 500 credits just by entering your credit card details. You won\u2019t be charged until the end of the 7-day free trial, and you can cancel anytime. We\u2019ll also send you two reminders before the trial ends.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 don\u2019t like a ChatBot who judges genuinely your answers in onboarding. Prefer to pass.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@miguel_angel_perez_alvarez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miguel_angel_perez_alvarez1<\/a> <\/p>\n<p>Hey Miguel, which chatbot are you talking about?<\/p>\n<\/p>\n<p>Sorry if it\u2019s not what you expected, we\u2019ll try to improve based on your 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>Did you license these styles from Pixar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/YQZHHJUFGCCGK7\" class=\"app-title\">ASI:One<\/a><\/p>\n<div class=\"one-liner\">A personal AI with memory that plans and acts for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">157<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ASI:One\u662f\u4e00\u6b3e\u5177\u5907\u957f\u671f\u8bb0\u5fc6\u7684\u4e2a\u4ebaAI\u52a9\u624b\uff0c\u80fd\u8bb0\u4f4f\u7528\u6237\u504f\u597d\u3001\u81ea\u52a8\u6267\u884c\u65e5\u7a0b\u89c4\u5212\u3001\u7fa4\u7ec4\u534f\u8c03\u7b49\u73b0\u5b9e\u4efb\u52a1\uff0c\u89e3\u51b3\u4f20\u7edfAI\u201c\u5bf9\u8bdd\u5373\u5fd8\u3001\u65e0\u6cd5\u534f\u540c\u884c\u52a8\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/193f45e9-5449-42d0-b59a-bfd6f267af8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c236d57-4339-4a6b-9d12-276f2a739ceb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85c21566-550d-4885-aca4-4d2de93d700b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23370678-749c-4192-bc90-2565dc88dc9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6191b7c-fc4a-439f-b331-578b4469a2a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2edb82d1-1d76-4b24-b5fd-0b5af9334011.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b36bb3e-6099-4293-9434-47ffd232cdd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8b1cbce-c897-42f4-8bb3-8ba33a168b96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba8ff6c5-7616-413a-ba25-3878300ece31.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\/b3564504-6631-4873-8d1d-b6dbb4f4a4c1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WQ1_Qt-6jCw\"><source src=\"https:\/\/www.youtube.com\/watch?v=WQ1_Qt-6jCw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4ebaAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">Agent\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u7fa4\u7ec4\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Agentverse<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4efb\u52a1\u6267\u884c\u4e00\u81f4\u6027\uff0c\u5173\u6ce8\u9690\u79c1\u4fdd\u62a4\uff08\u7fa4\u804a\u4e2dAI\u4e0d\u66b4\u9732\u4e2a\u4eba\u8bb0\u5fc6\uff09\u3001\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u3001\u4e0e\u65e5\u5386\u7684\u6df1\u5ea6\u8054\u52a8\u3001Agentverse\u4ee3\u7406\u9a8c\u8bc1\u673a\u5236\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u6536\u8d39\u8ba1\u5212\uff0c\u53ca\u4e0eOpenClaw\u7b49\u7ade\u54c1\u7684\u6839\u672c\u5dee\u5f02\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 ASI:One\u770b\u4f3c\u662f\u53c8\u4e00\u6b3e\u201c\u6709\u8bb0\u5fc6\u7684AI\u52a9\u624b\u201d\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u8bb0\u5fc6\u672c\u8eab\uff0c\u800c\u662f\u5176\u80cc\u540e\u7684\u201cAgent\u7f51\u7edc\u201d\u548c\u201c\u534f\u8bae\u5c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u591a\u6570AI\u4ea7\u54c1\u4ecd\u56f0\u5728\u201c\u4e00\u4eba\u4e00\u6a21\u578b\u201d\u7684\u5b64\u5c9b\u4e2d\uff0cASI:One\u8bd5\u56fe\u89e3\u51b3\u7684\u75db\u70b9\u662f\u201cAI\u4e4b\u95f4\u7684\u534f\u4f5c\u9e3f\u6c9f\u201d\u3002\u901a\u8fc7Agentverse\u5f15\u5165\u7b2c\u4e09\u65b9\u80fd\u529b\uff0c\u5e76\u901a\u8fc7\u5e95\u5c42\u534f\u8bae\uff08uagents SDK\uff09\u5b9e\u73b0AI-to-AI\u7684\u53ef\u9760\u901a\u4fe1\uff0c\u8fd9\u6bd4\u7b80\u5355\u5730\u8bb0\u4f4f\u7528\u6237\u504f\u597d\uff08\u5982Mem.ai\uff09\u6216\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff08\u5982Zapier\uff09\u66f4\u5177\u6218\u7565\u6df1\u5ea6\u3002\u5b83\u8bd5\u56fe\u5c06AI\u4ece\u4e00\u4e2a\u201c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u4e00\u4e2a\u201c\u7cfb\u7edf\u201d\u2014\u2014\u4e00\u4e2a\u5305\u542b\u4eba\u3001\u4ee3\u7406\u3001\u65e5\u7a0b\u3001\u4efb\u52a1\u7684\u534f\u540c\u7f51\u7edc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6700\u5927\u98ce\u9669\u5728\u4e8e\u6267\u884c\u7ec6\u8282\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9690\u79c1\u8fb9\u754c\u201d\u7684\u56de\u5e94\u770b\u4f3c\u5468\u5168\uff0c\u4f46\u4ecd\u9700\u9a8c\u8bc1\u5728\u590d\u6742\u7fa4\u7ec4\u4e2dAI\u662f\u5426\u771f\u80fd\u7cbe\u51c6\u754c\u5b9a\u4e0a\u4e0b\u6587\u800c\u4e0d\u6cc4\u9732\u4fe1\u606f\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u79cd\u201c\u5f00\u653e\u4ee3\u7406\u5e02\u573a\u201d\uff08Agentverse\uff09\u4e00\u65e6\u89c4\u6a21\u6269\u5927\uff0c\u6076\u610f\u4ee3\u7406\u7684\u8bc6\u522b\u4e0e\u4fe1\u4efb\u7ba1\u7406\u5c06\u6781\u5176\u68d8\u624b\uff0c\u76ee\u524d\u7684\u201c\u9a8c\u8bc1\u5c42+\u7cfb\u7edf\u68c0\u67e5\u201d\u6a21\u5f0f\u53ef\u80fd\u4e0d\u8db3\u4ee5\u5e94\u5bf9\u5927\u89c4\u6a21\u6ee5\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u514d\u8d39\u65e9\u671f\u9636\u6bb5\uff0c\u7528\u6237\u9ecf\u6027\u5c1a\u672a\u7ecf\u53d7\u4ed8\u8d39\u8003\u9a8c\u3002\u5982\u679c\u5b9a\u4ef7\u8fc7\u9ad8\u6216\u9650\u5236\u8fc7\u591a\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u9000\u56de\u66f4\u8f7b\u91cf\u7684\u7ec4\u5408\u65b9\u6848\uff08\u5982Calendly+Claude+Zapier\uff09\u3002\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u201cAI\u5e2e\u4f60\u641e\u5b9a\u4e00\u5207\u201d\u7684\u613f\u666f\u53d8\u6210\u65e5\u5e38\u9ad8\u9891\u4f9d\u8d56\u65f6\uff0c\u7528\u6237\u624d\u771f\u6b63\u8003\u9a8c\u5176\u7a33\u5b9a\u6027\u4e0e\u53ef\u9760\u6027\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\">ASI:One<\/span>\n <\/div>\n<div class=\"comment-content\">ASI:One is a personal AI that remembers your preferences, collaborates with others\u2019 AIs, and executes tasks. Plan nights out, align groups, and book the details automatically. It is connected to millions of agents through Agentverse, giving you on-demand capabilities for research, planning, and real-world tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>AI tools have become powerful. But most of them still feel disconnected. You ask. They answer. The context resets. Nothing carries forward.<\/p>\n<p>We built ASI:One to move beyond that.<\/p>\n<p>ASI:One is a personal AI system that remembers, adapts, collaborates, and takes action. It is designed to stay with you over time, not just respond to isolated prompts.<\/p>\n<\/p>\n<p><strong>No complicated installations on PC or cloud<\/strong>.<\/p>\n<\/p>\n<p>Here\u2019s what you can do with it:<\/p>\n<\/p>\n<p>\ud83e\udde0 Build a personal AI that evolves with you<\/p>\n<p>Shape its personality, set preferences, and let it remember what matters.<\/p>\n<\/p>\n<p>\ud83d\udc65 Create Group Chats with AI built in<\/p>\n<p>Invite others by email and let the AI help coordinate discussions in real time with friends and colleagues.<\/p>\n<\/p>\n<p>\ud83d\uddc2\ufe0f Launch structured Collabs<\/p>\n<p>Set a clear objective and let the AI break it into steps, track progress, and keep context intact.<\/p>\n<\/p>\n<p>\ud83e\udd16 Agents on demand! Type <a href=\"https:\/\/www.producthunt.com\/@agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agent<\/a> inside a conversation and bring in domain-specific capabilities from Agentverse instantly.<\/p>\n<\/p>\n<p>\ud83d\udcc5 Connect Google Calendar and Gmail<\/p>\n<p>Schedule events and handle follow-ups directly from your workspace without jumping between tools.<\/p>\n<\/p>\n<p>Under the hood, ASI:One routes tasks across multiple models and agents depending on what you are trying to accomplish. Research, planning, scheduling, coordination, and execution happen in one place.<\/p>\n<\/p>\n<p>We designed ASI:One for people who want an AI that works with them long term, not just for a single conversation.<\/p>\n<\/p>\n<p>We are here all day to answer questions and hear your thoughts \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>46<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agent<\/a> <a href=\"https:\/\/www.producthunt.com\/@hmsheikh4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmsheikh4<\/a> How do you ensure the AI’s long-term memory doesn’t overwhelm chats or privacy; love the collab potential for team brainstorming, but curious about control tweaks for ongoing projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tested a few products with the same idea of a personal AI agent, and I always put them through a few real-world checks, especially email and daily task handling. A lot of them tend to fall short, or they simply don\u2019t follow through consistently.<\/p>\n<\/p>\n<p>So far, ASI:One is passing those tests, and that\u2019s pretty impressive. It feels like a strong product.<\/p>\n<\/p>\n<p>One question I had: when do you plan to start charging? I\u2019ve been using it quite a bit and testing it a lot, but I haven\u2019t run into any limits yet.<\/p>\n<p>Overall, this looks like a great tool. Congrats to the team on the launch, and wishing ASI:One a great launch! \ud83d\ude80<\/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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Really appreciate you putting it through real-world use, that\u2019s honestly the only way these systems get meaningfully tested.<\/p>\n<\/p>\n<p>And you\u2019re right, the gap is rarely in answering, it\u2019s in <em>following through consistently<\/em>. That\u2019s exactly what we\u2019ve been trying to close.<\/p>\n<\/p>\n<p>On pricing, we\u2019ve intentionally kept things open during this phase. Right now the focus is on usage, feedback, and understanding where people actually get value from the system day to day. For now, keep pushing it as much as you can. That\u2019s the most useful thing for us at this stage. And thanks again for the kind words, means a lot to the team! \ud83d\ude4c<\/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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> <\/p>\n<p>Really appreciate you putting it through real-world tests, especially around email and daily tasks. That\u2019s exactly the kind of usage we care about, so it\u2019s great to hear it\u2019s holding up well for you.<\/p>\n<p>Thanks again for taking the time to test it deeply and share this, feedback like this genuinely helps a lot \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>A personal AI with persistent memory that actually plans and acts is exactly where I see the most underused signal \u2014 markets. Prediction markets like Polymarket carry leading indicators that retail and institutional players both ignore because the data is noisy. I built PolyMind (<a href=\"https:\/\/polyminds.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/polyminds.netlify.app\/<\/a>) to surface AI-driven alerts on the largest Polymarket trades in real time. Curious whether ASI:One’s planning layer can plug into external probability streams like that.<\/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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Nice, this is a solid use case!<\/p>\n<\/p>\n<p>You\u2019re right about prediction markets, the signal is there but most people don\u2019t know what to do with it in real time. Where this could get interesting with ASI:One is probably not just consuming PolyMind alerts, but tying them to context. If the system already knows what I\u2019m tracking or thinking about, a spike in probability or a large trade doesn\u2019t stay an isolated alert, it becomes something actionable.<\/p>\n<\/p>\n<p>The planning layer is exactly where this fits. External streams like yours can be pulled in as agents, and then used inside a broader flow instead of just dashboards or notifications.<\/p>\n<\/p>\n<p>PolyMind looks like a clean layer on top of Polymarket. Very interesting project! \ud83d\ude42<\/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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Really interesting angle, markets are such a noisy space, its a good idea to bring this on ASI:One and surface the signal<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it handle recurring tasks or scheduling around a user’s calendar? Building something that schedules TV around when people are actually free and curious how you approach the planning layer.<\/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\/@brian_h4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_h4<\/a> With ASI:One recurring tasks are more like delegation than scheduling. You basically tell it once – do X at Y time – and it keeps running in the background until you change it. So when calendar is connected, it gets <em>smarter<\/em>. It can align tasks with your actual availability, review your week, prep you ahead of events, or adjust around conflicts instead of blindly firing at a fixed time.<\/p>\n<\/p>\n<p>So in your example, it\u2019s not just <em>schedule when free<\/em>, it\u2019s:<\/p>\n<ul>\n<li>\n<p>Understand when you\u2019re free<\/p>\n<\/li>\n<li>\n<p>Run the task at the right time,<\/p>\n<\/li>\n<li>\n<p>and adapt as your schedule evolves.<\/p>\n<\/li>\n<\/ul>\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>Group chats with my friends their AIs: how does it handle privacy and sensitive information?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tibo_wiels\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tibo_wiels<\/a> Great question, and honestly one of the first things we spent time thinking about.<\/p>\n<\/p>\n<p>In group chats, the AI doesn\u2019t just freely access everything. It works within the boundaries of what each person has shared in that specific context. Your personal memory, preferences, or connected data aren\u2019t automatically exposed to others.<\/p>\n<\/p>\n<p>So if we\u2019re in a group, the AI helps coordinate, summarise, and move things forward based on what\u2019s happening in that chat, not by pulling in your private history. The idea is to keep collaboration useful without breaking trust. You get the benefit of shared context where it\u2019s needed, while your personal layer stays yours.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/@rishankjhavar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rishankjhavar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishankjhavar<\/a> <br \/>BTW, how curated is the Agentverse network right now? Are agents verified in some way or is it more open marketplace?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you for trying out our product! Yes, its an open market place but also we have a verification layer for the agents and the verified agents have higher rankings, trust and are more discoverable over the unverified agents. But all agents are evaluated by our system to flag and malicious agents! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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! Right now, it\u2019s an open marketplace with a verification layer on top. Verified agents get higher visibility and trust, but the ecosystem stays open so new agents can come in and be used.<\/p>\n<\/p>\n<p>On top of that, there are system-level checks to flag anything malicious, so there\u2019s a balance between openness and safety.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 have some questions just think that I’m kind of thinking about I apologize if they come across blunt it’s not my intention, but I’m seeing a lot of the same things being deployed and I’m trying to figure out what makes them different.<\/p>\n<\/p>\n<p>Is this just another implementation of Open Claw? What prevents a user from configuring this on their own? What makes yours unique? <\/p>\n<\/p>\n<p>How do you address the publicly documented issues and concerns?<\/p>\n<\/p>\n<p>I’ve seen so many iterations of this lately. What makes you guys really stand out in your opinion?<\/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\/@hgottfried\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hgottfried<\/a> Fair questions, and honestly ones we think about a lot too. This isn\u2019t just OpenClaw.<\/p>\n<p>What we\u2019re building is closer to a connected system rather than a setup. The differentiation shows up in how things work together:<\/p>\n<ul>\n<li>\n<p>Your personal AI isn\u2019t isolated, it can collaborate with others\u2019 AIs in group chats and collabs<\/p>\n<\/li>\n<li>\n<p>There\u2019s a real network layer through Agentverse, where agents that can do things are discoverable and can be pulled in on demand<\/p>\n<\/li>\n<\/ul>\n<p>On concerns, completely fair. A lot of products in this space look similar early on. For us, the focus has been on making the system reliable, scoped properly, and actually useful in day-to-day use.<\/p>\n<p>The real difference, in our view, is that this is not just a tool or a workflow, it\u2019s a system that connects people, agents, and capabilities in one place.<\/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>the “collaborates with others’ AIs” part is what I’m curious about \u2014 is that agent-to-agent handoff happening in plain language, or is there a protocol underneath? feels like the messy part everyone handwaves past<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tijogaucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tijogaucher<\/a> Great question \u2014 The answer is <strong>It’s both.<\/strong><\/p>\n<p>There’s a formal protocol underneath, but the interface is natural language.<\/p>\n<p>The messy part isn’t handwaved \u2014 it’s abstracted. Developers can:<\/p>\n<ul>\n<li>\n<p>Use the protocol directly (via <strong>uagents<\/strong> SDK) for fine-grained control<\/p>\n<\/li>\n<li>\n<p>Or let ASI:One handle orchestration automatically through the agentic LLM<\/p>\n<\/li>\n<\/ul>\n<p>The protocol ensures reliability, while natural language keeps it flexible. Best of both worlds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A6EELXYZTEHDZ7\" class=\"app-title\">Blink AI CFO<\/a><\/p>\n<div class=\"one-liner\">AI CFO that autonomously trades stocks and options via Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">142<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Blink AI CFO \u662f\u4e00\u6b3e\u5d4c\u5165 Slack\/Telegram \u7684AI\u4ee3\u7406\uff0c\u80fd\u81ea\u4e3b\u6267\u884c\u80a1\u7968\u671f\u6743\u4ea4\u6613\u3001\u751f\u6210\u534e\u5c14\u8857\u7ea7\u8d22\u52a1\u6a21\u578b\u3001\u81ea\u52a8\u66f4\u65b0P&L\u5e76\u8f93\u51fa\u53ef\u7528\u7684Excel\/PPT\uff0c\u8ba9\u521b\u59cb\u4eba\u65e0\u9700\u4eb2\u81ea\u52a8\u624b\uff0c\u5c31\u80fd\u5b9e\u65f6\u638c\u63e1\u516c\u53f8\u8d22\u52a1\u4e0e\u6295\u878d\u8d44\u51b3\u7b56\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16361c9f-778f-4bd3-b3d9-3f77ed5676a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cc4ab13-52ef-44c6-9224-ac551c2e3428.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c196c7a3-00e5-420a-aa97-ba187673807b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03a63cd8-f56a-48ec-805f-feca5d766f94.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\/b98efcc1-05aa-4eb6-a71e-cbd58392fee1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DanUwRiyK4Y\"><source src=\"https:\/\/youtu.be\/DanUwRiyK4Y\" 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\">Investing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8d22\u52a1\u5b98<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8P&L<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u80a1\u7968\u671f\u6743<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">Stripe\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u8005deck<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u6570\u636e\u51c6\u786e\u6027\uff08\u5c24\u5176\u5b9e\u65f6P&L\u6295\u5f71\u7cbe\u5ea6\uff09\u3001\u662f\u5426\u652f\u6301\u6a21\u62df\u76d8\u6d4b\u8bd5\u3001\u591a\u60c5\u666fDCF\u6a21\u578b\u4e0e\u654f\u611f\u6027\u5206\u6790\uff0c\u4ee5\u53ca\u5bf9Excel\u516c\u5f0f\u94fe\u63a5\u3001PPT\u8f93\u51fa\u8d28\u91cf\u7684\u80af\u5b9a\u3002\u6709\u7528\u6237\u8be2\u95ee\u80fd\u5426\u5148\u505aAlpaca\u7eb8\u4e0a\u4ea4\u6613\u518d\u5b9e\u76d8\uff0c\u521b\u59cb\u4eba\u786e\u8ba4\u9700\u4eba\u529b\u786e\u8ba4\u540e\u624d\u6267\u884c\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 Blink AI CFO \u672c\u8d28\u4e0a\u662f\u201c\u6781\u5ba2\u7248\u8d22\u52a1\u5916\u5305 + \u4ea4\u6613\u673a\u5668\u4eba\u201d\u7684\u4e8c\u5408\u4e00\u5957\u88c5\uff0c\u7784\u51c6\u7684\u662f\u90a3\u4e9b\u65e2\u538c\u6076\u624b\u5de5\u505a\u8868\u3001\u53c8\u5e7b\u60f3\u201c\u7761\u540e\u4ea4\u6613\u201d\u7684\u72ec\u7acb\u521b\u59cb\u4eba\u3002\u4ea7\u54c1\u903b\u8f91\u8db3\u591f\u6027\u611f\uff1a\u7528\u4e00\u4e2aSlash\u547d\u4ee4\u5b8c\u6210CFO\u768480%\u82e6\u6d3b\u2014\u2014\u4ece\u80a1\u7968\u4ea4\u6613\u5230\u4e09\u8868\u4e00\u56fe\uff0c\u8f93\u51fa\u8fd8\u90fd\u662f\u53ef\u7f16\u8f91\u7684\u771f\u6587\u4ef6\u800c\u975eAI\u5e7b\u89c9\u3002\u4f46\u51b7\u9759\u6765\u770b\uff0c\u98ce\u9669\u70b9\u540c\u6837\u523a\u773c\uff1a\u4e00\u662f\u201c\u81ea\u4e3b\u4ea4\u6613\u201d\u5728\u5f53\u524d\u76d1\u7ba1\u6846\u67b6\u4e0b\uff08\u5c24\u5176\u6d89\u53caRobinhood\u6563\u6237\u8d26\u6237\uff09\u5408\u89c4\u8fb9\u754c\u6a21\u7cca\uff0c\u5373\u4fbf\u6709\u201c\u4e8c\u6b21\u786e\u8ba4\u201d\uff0cAI\u76ef\u76d8\u4e0b\u5355\u7684\u5dee\u65c5\u8d39\u3001\u6ed1\u70b9\u3001\u534a\u591c\u9ed1\u5929\u9e45\u7b49\u5b9e\u64cd\u7ec6\u8282\u5c1a\u672a\u88ab\u9a8c\u8bc1\uff1b\u4e8c\u662f\u5b9e\u65f6P&L\u7684\u201c\u51c6\u4e0d\u51c6\u201d\u672c\u8d28\u53d6\u51b3\u4e8e\u4e0a\u6e38\u6570\u636e\u6e90\u5ef6\u8fdf\u4e0eStripe\/Brex\u7684API\u7a33\u5b9a\u6027\uff0c\u800c\u975eAI\u672c\u8eab\u6709\u591a\u806a\u660e\uff1b\u4e09\u662f\u591a\u6a21\u578b\u8c03\u5ea6\uff08Claude+GPT+Gemini\uff09\u66f4\u50cf\u662f\u6280\u672f\u5671\u5934\uff0c\u5b9e\u9645\u4efb\u52a1\u8def\u7531\u662f\u5426\u771f\u80fd\u201c\u8ba9\u6700\u5408\u9002\u7684\u6a21\u578b\u505a\u6700\u5408\u9002\u7684\u4e8b\u201d\uff0c\u8fd8\u662f\u5355\u7eaf\u5806\u6599\uff0c\u6709\u5f85\u4ea7\u54c1\u6587\u6863\u8bc1\u660e\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u53d6\u4ee3\u9ad8\u76dbCFO\uff0c\u800c\u5728\u4e8e\u8ba9\u6708\u79df22\u7f8e\u5143\u7684\u521b\u59cb\u4eba\uff0c\u83b7\u5f97\u4e00\u4e2a7\u00d724\u5c0f\u65f6\u4e0d\u4f1a\u79bb\u804c\u3001\u80fd\u540c\u65f6\u76ef5\u4e2a\u8d26\u6237\u7684\u201c\u6570\u5b57\u5b9e\u4e60\u751f\u201d\u3002\u4f46\u8bf7\u8bb0\u4f4f\uff1a\u4efb\u4f55\u5904\u7406\u771f\u91d1\u767d\u94f6\u7684AI\uff0c\u90fd\u9700\u8981\u4e00\u8f6e\u5b8c\u6574\u718a\u5e02\u7684\u538b\u529b\u6d4b\u8bd5\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u9002\u5408\u505a\u201c\u51b3\u7b56\u8f85\u52a9\u201d\uff0c\u800c\u975e\u201c\u51b3\u7b56\u6267\u884c\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\">Blink AI CFO<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI CFO makes you money, 24\/7, from inside Slack. Blink AI CFO autonomously trades stocks and options through Alpaca or Robinhood, builds Wall Street-grade financial models, updates your P&L from live Stripe and QuickBooks data, and ships investor decks on demand. Every output is a real artifact \u2014 Excel models, live P&L sheets, investor-grade Slides \u2014 with Claude Opus 4.7, GPT-5.4, Gemini 3.1 Pro, and 180+ models included. Live in 60 seconds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \u2014 Kai here, founder of Blink.new.<\/p>\n<p>The reason we built Blink AI CFO is simple: I wanted an AI that trades stocks, builds the financial models, runs my projections, keeps the P&L current, and ships the decks. That’s the whole job of a CFO boiled down to the parts I never wanted to spend my own time on, and no single off-the-shelf tool actually handled any of it end-to-end.<\/p>\n<p>So we built the agent that does. Blink AI CFO autonomously executes stock and options trades through Alpaca or Robinhood on your pre-set rules, builds Wall Street-grade financial models, updates your P&L from live Stripe, QuickBooks, and Brex data, runs your projections, and ships investor decks on demand \u2014 all from a single message in Slack, Telegram, or Discord.<\/p>\n<p>Every output is a real artifact, not a chat summary. Three things I’m proudest of:<\/p>\n<p><strong>\u2192 Autonomous trading that actually executes.<\/strong> One message \u2014 “analyze the top 10 stocks by market cap and execute the trades” \u2014 runs the full research and places the orders through Alpaca, within your rules and with a human confirmation before anything live.<br \/><strong>\u2192 Wall Street-grade modeling on demand.<\/strong> Ask it to build a model for a public comp like MSFT, or for your own company’s next quarter, and you get a formatted Excel or Google Sheets model with live formulas, scenarios, and charts \u2014 not a rough spreadsheet sketch.<br \/><strong>\u2192 Live P&L and projections. <\/strong>It pulls Stripe, QuickBooks, Brex, and your bank every day, keeps your P&L current, and rolls projections forward so your board numbers are always ready.<\/p>\n<p>Under the hood you get Claude Opus 4.7, GPT-5.4, Gemini 3.1 Pro, and 180+ other models included with no API keys, plus 200+ connectors spanning Alpaca, Robinhood, Stripe, QuickBooks, Brex, Google Sheets, Slides, Docs, Gmail, and more. Live in under 60 seconds, from $22 a month.<\/p>\n<p>Genuinely curious: what would you put an AI CFO to work on first \u2014 a trade, a financial model, a P&L update, or an investor deck?<\/p>\n<p>I’ll be responding to every comment today. Thanks for taking a look.<\/p>\n<p>\u2014 Kai<\/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\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a> As someone scaling a B2B startup, I’d put it to work first on live P&L updates from Stripe\/Brex to spot revenue trends instantly. How accurate are the projections when pulling real-time data like that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a> positive, hey team congrats on being top ten for the day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a> Looks great! Can it also do paper trading on Alpaca first not to risk any funds until it is tested?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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, I 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having worked closely with this, the thing that genuinely surprised me was the data accuracy. For tasks this sensitive, that’s always been the hardest problem to solve. Most AI tools will confidently hallucinate a number and keep moving. Gerald doesn’t do that. When it’s unsure about a data point it has sourced, it flags it rather than guessing, which is exactly the behaviour you want when you’re dealing with financials that end up in front of investors or a board. It is also extremely crucial for automated trading through Alpaca\/Robinhood.<\/p>\n<p>The Excel and PPT output quality is also something you have to see to believe. The spreadsheets aren’t just populated templates. Cells are actually linked, formulas reference each other correctly, and the model holds together structurally the way a real analyst would build it. The PPT design is equally impressive, the formatting, layout, and visual hierarchy are genuinely presentation-ready out of the box.<\/p>\n<p>These are the two areas where most AI finance tools fall flat and they happen to be where Gerald is strongest. Really proud of what the team has built 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arya_chandra2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_chandra2<\/a> Have you tested it on multi-scenario DCF models yet, like sensitivity analysis with linked charts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@arya_chandra2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_chandra2<\/a> Exactly right. What impressed me the most about Gerald, the AI CFO, is his ability to build accurate Excel models with formulas correctly linked to the input cells.<\/p>\n<p>This approach alone allows it to eliminate the problem of AI hallucination and actually build its expertise and business acumen into your financial models. I am super excited for the future where AI agents help amplify the work of humans and give leverage back to the business owners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! \ud83d\ude80<br \/>The <strong>self-correcting bugs<\/strong> feature alone sold me. Every other tool gets you 80% there and then ghosts you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Exactly right. <a href=\"http:\/\/Blink.new\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Blink.new<\/a> is the only agentic platform in the market today that achieves superhuman accuracy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Kai! Looks awesome. Agents handling money could be a huge time saver. 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>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Oh absolutely! Letting agents handle your money sounds risky, but it’s actually not. This is what we discovered after working months with AI agent employees: it gives you a ton of leverage and allows you to scale your business 10x faster.<\/p>\n<p>Thank you so much for your best wishes. I hope you’ll give it a shot 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>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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RGYNLRAZZTBN6T\" class=\"app-title\">Wellows<\/a><\/p>\n<div class=\"one-liner\">See how AI talks about your brand \u2014 and fix it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wellows\u662f\u4e00\u6b3eAI\u54c1\u724c\u53ef\u89c1\u6027\u4f18\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u5206\u6790ChatGPT\u3001Perplexity\u7b49\u5927\u6a21\u578b\u5f15\u7528\u7684\u7b2c\u4e09\u65b9\u6765\u6e90\uff0c\u5e2e\u52a9\u54c1\u724c\u53d1\u73b0\u5e76\u4fee\u590d\u81ea\u5df1\u5728AI\u68c0\u7d22\u4e2d\u7684\u201c\u88ab\u63d0\u53ca\u201d\u6f0f\u6d1e\uff0c\u4ece\u800c\u63d0\u5347\u4fe1\u4efb\u3001\u6d41\u91cf\u548c\u8f6c\u5316\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b046a3a-9942-4e93-ab5c-d6a76a92aa30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91611083-4c2d-4d91-ad66-cfb2f813e7b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/670114f8-dc3c-46ae-9e39-6d8a279e97a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90134785-5365-4b07-98b5-10d55dd35ec8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/551f226b-47a5-4f43-93f6-5f5dad44c4c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bd181f6-2a81-4946-b8e0-da0adee98720.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b99db86-0d26-496f-832c-f42b5ba2a74c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5360c46c-17c0-4f80-a7a4-4fb361c35675.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\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316(GEO)<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f15\u7528\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\u4f18\u5316\u73b0\u6709\u5185\u5bb9\u201d\u800c\u975e\u76f2\u76ee\u521b\u4f5c\u7684\u7b56\u7565\uff0c\u4ee5\u53ca\u4ece\u5f15\u7528\u6e90\u5934\u89e3\u51b3\u53ef\u89c1\u6027\u95ee\u9898\u7684\u601d\u8def\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u6784\u5efaBuzzstream\u7c7b\u5916\u8054\u5de5\u5177\u96c6\u6210\u3001\u652f\u6301\u591a\u54c1\u724c\u4eea\u8868\u76d8\u4ee5\u6ee1\u8db3\u4ee3\u7406\u5546\u9700\u6c42\u3001\u4f18\u5316\u79fb\u52a8\u7aef\u9875\u9762\u9002\u914d\u3001\u5e76\u63d0\u4f9b\u66f4\u7cbe\u7ec6\u7684\u8de8\u65f6\u95f4\u8d8b\u52bf\u8ffd\u8e2a\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 Wellows\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5927\u591a\u6570\u54c1\u724c\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5f53AI\u56de\u7b54\u6210\u4e3a\u6d41\u91cf\u5165\u53e3\uff0c\u4f60\u7684\u54c1\u724c\u662f\u5426\u5728\u88ab\u5f15\u7528\u7684\u90a3\u4e00\u7bc7\u7bc7\u6587\u7ae0\u91cc\uff1f\u5b83\u8df3\u51fa\u4e86\u4f20\u7edf\u201c\u76d1\u6d4bAI\u63d0\u53ca\u6b21\u6570\u201d\u7684\u80a4\u6d45\u5c42\u9762\uff0c\u76f4\u6307\u6839\u672c\u2014\u2014\u5927\u6a21\u578b\u4e0d\u76f4\u63a5\u5f15\u7528\u54c1\u724c\uff0c\u800c\u662f\u5f15\u7528\u4fe1\u606f\u6e90\uff1b\u5982\u679c\u54c1\u724c\u4e0d\u5728\u300a\u798f\u5e03\u65af\u300b\u3001Reddit\u6216\u4e13\u4e1a\u535a\u5ba2\u4e2d\u88ab\u63d0\u53ca\uff0c\u6240\u8c13\u201cAI\u53ef\u89c1\u6027\u201d\u5c31\u662f\u865a\u5047\u7e41\u8363\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u4ece\u7ed3\u679c\u8ffd\u6eaf\u5230\u539f\u56e0\u201d\uff0c\u5e76\u901a\u8fc7\u201c\u4f18\u5316-\u521b\u5efa-\u5916\u8054\u201d\u7684\u95ed\u73af\u7ed9\u51fa\u53ef\u843d\u5730\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u7a7a\u6d1e\u7684\u6570\u636e\u62a5\u544a\u3002\u5bf9\u4e8e\u4e00\u4e2a\u6210\u957f\u4e2d\u7684\u5de5\u5177\uff0c\u7528\u6237\u5df2\u654f\u9510\u6307\u51fa\u5176\u77ed\u677f\uff1a\u7f3a\u4e4f\u50cfBuzzstream\u8fd9\u6837\u7684\u5916\u8054\u81ea\u52a8\u5316\u5de5\u5177\u3001\u591a\u54c1\u724c\u7ba1\u7406\u529f\u80fd\u5c1a\u6d45\u3001\u4e14\u79fb\u52a8\u7aef\u652f\u6301\u4e0d\u8db3\u3002\u8fd9\u4e9b\u90fd\u662f\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u5fc5\u7528\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u969c\u788d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5b9a\u4ef7\u4e0e\u529f\u80fd\u5bf9\u4e2d\u5c0f\u54c1\u724c\u8f83\u4e3a\u53cb\u597d\uff0c\u4f46\u80fd\u5426\u670d\u52a1\u597d\u4ee3\u7406\u5546\u548c\u5927\u578b\u4f01\u4e1a\uff0c\u53d6\u51b3\u4e8e\u5176API\u548c\u6279\u91cf\u7ba1\u7406\u80fd\u529b\u7684\u6210\u719f\u5ea6\u3002\u53e6\u4e00\u4e2a\u9690\u60a3\u662f\uff0c\u968f\u7740\u5927\u6a21\u578b\u6570\u636e\u6e90\u903b\u8f91\u7684\u9891\u7e41\u8fed\u4ee3\uff08\u5982\u5e73\u53f0\u7b97\u6cd5\u66f4\u65b0\u3001\u65b0\u6765\u6e90\u5c4f\u853d\uff09\uff0c\u5176\u5f15\u7528\u6570\u636e\u5e93\u7684\u5b9e\u65f6\u6027\u548c\u5e7f\u5ea6\u5c06\u6210\u4e3a\u62a4\u57ce\u6cb3\u3002\u82e5\u4ec5\u4f9d\u8d56\u9759\u6001\u722c\u53d6\u548c\u9884\u7f6e\u6a21\u578b\uff0c\u58c1\u5792\u5e76\u4e0d\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aWellows\u89e3\u51b3\u4e86AI\u65f6\u4ee3\u54c1\u724c\u8425\u9500\u7684\u4e00\u4e2a\u65b0\u76f2\u533a\uff0c\u4f46\u522b\u6307\u671b\u5b83\u66ff\u4f60\u521b\u9020\u6d41\u91cf\u2014\u2014\u5b83\u53ea\u662f\u544a\u8bc9\u4f60\u53bb\u54ea\u91cc\u201c\u63d2\u65d7\u201d\u3002\u5bf9\u4e8e\u60f3\u62a2\u5360AI\u68c0\u7d22\u5148\u673a\u7684\u54c1\u724c\u548c\u4ee3\u7406\u673a\u6784\uff0c\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u6295\u5165\u8bd5\u9519\u6210\u672c\u7684\u8d77\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Wellows<\/span>\n <\/div>\n<div class=\"comment-content\">Wellows helps your customers find you via AI, earning you trust, traffic, and conversions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m impressed by Wellow’s approach to GEO \u2014 offering clear and actionable steps to take over an extended period (e.g. 90 days) of time to win greater share of citations on platforms like ChatGPT and Perplexity. <\/p>\n<\/p>\n<p>The pricing is also <em>very <\/em>reasonable. <\/p>\n<\/p>\n<p>What I particularly appreciate is their focus on leveling up your <em>existing<\/em> content rather than writing new stuff. <\/p>\n<\/p>\n<p>And yes, if you have gaps, they have a content engine that will help you fill them in, on brand, and on time! <\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> For someone with scattered workshop notes + PH launch playbooks already live, how does Wellow identify citation gaps ? Does it scan your current assets first, then suggest targeted upgrades for ChatGPT\/Perplexity pickup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>I\u2019m Masab, founder of Wellows. Before I say anything else: we\u2019ve launched on PH before \u2014 our previous product KIVA hit <strong>#3 in January 2025<\/strong>. So I know this community doesn\u2019t mess around, and I don\u2019t plan to waste your time.<\/p>\n<p><strong>The problem in one sentence:<\/strong><\/p>\n<p>Most AI visibility tools tell you <em>if<\/em> your brand got mentioned. None of them tell you <em>why<\/em> \u2014 or what to do about it.<\/p>\n<p>AI models don\u2019t pull answers from thin air. They pull from sources. If your brand isn\u2019t in the sources being cited \u2014 Forbes, Reddit, TechRadar, niche blogs \u2014 your \u201cvisibility score\u201d is borrowed, not earned. And your competitors might own more of that real estate than you think.<\/p>\n<p><strong>What Wellows does differently:<\/strong><\/p>\n<p><em>We go a layer deeper.<\/em> When an LLM cites a third-party source, we scrape that citation and check whether your brand (and your competitors\u2019) appears inside it. That\u2019s what powers your <strong>AI Visibility Score<\/strong> \u2014 not raw mentions, but actual citation presence.<\/p>\n<p>Then we close the loop:<\/p>\n<ul>\n<li>\n<p><strong>Optimize<\/strong> \u2014 We tell you which <em>existing<\/em> pages to point at which prompts before suggesting you create anything new<\/p>\n<\/li>\n<li>\n<p><strong>Create<\/strong> \u2014 When new content is needed, our AI writing agent drafts it in a citation-ready structure<\/p>\n<\/li>\n<li>\n<p><strong>Outreach<\/strong> \u2014 We surface the exact URLs where LLMs are already pulling from in your space, plus contact emails to actually get placed there<\/p>\n<\/li>\n<\/ul>\n<p>Customers like<strong> Cloudways, Secure, Vettio, and PureVPN<\/strong> are already using it. 6,000+ users have shaped every feature you see today.<\/p>\n<p><strong>A candid note:<\/strong><\/p>\n<p>Wellows is a work in progress \u2014 and I mean that genuinely, not as a hedge. Everything we\u2019ve built has come from users telling us what\u2019s broken. If something feels off, I want to know. I\u2019ll be here all day.<\/p>\n<p><strong>PH-exclusive offer:<\/strong> 20% off all plans for your first 3 months \u2014 <strong>use “ProductHunt” when checking out<\/strong>.<\/p>\n<p>And a huge thank you to <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> for believing in this early and bringing us to this community. Means more than you know.<\/p>\n<p>\u2014 Masab<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <a href=\"https:\/\/www.producthunt.com\/@masabgadit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masabgadit<\/a> For someone building personal brand in tech, how do you recommend prioritizing prompts\/topics to optimize existing content before creating new pieces?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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. I have used Wellows and as Chris said, the unique thing about it is that it doesn’t stop at just showing visibility. It exactly tells you step by step how to win on different AI platforms, specifically around content. I have known the team for a long time; it all comes from their own experience of running multiple sites that generated millions of monthly organic website visitors.<\/p>\n<p>One advice I would give is to build connectors with tools like Buzzstream because the next step after creating content is to outreach and publish at the right places.<\/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\/@invinciblesaad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@invinciblesaad<\/a> Thank you so much, Saad \ud83d\ude4f, this genuinely means a lot.<\/p>\n<p>Cloudways has been one of those partners that backed us early, and having a team with your scale and experience put their trust in Wellows has pushed us to keep raising the bar. <\/p>\n<p>A huge thank you to you and the entire Cloudways team for the belief, the honest feedback, and for shaping so much of what Wellows is today.<\/p>\n<p>Regarding Buzzstream: Thats in the making:) Ill share more details with you.<\/p>\n<p>Grateful to have you in our corner \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Wellows for a while now, and the part that really changed how I think about AI visibility is the citation\/source layer. Most tools stop at \u201cyou were mentioned X times in ChatGPT.\u201d Wellows goes one step deepe. It shows which third-party pages the model is actually pulling from, and whether your brand is present there or not. That shift is important because it makes things actionable. Instead of asking \u201chow do I get mentioned more,\u201d it becomes \u201cwhich of these 10\u201315 articles do I need to be part of?\u201d That\u2019s something you can actually work on, reach out, get included, improve positioning.<\/p>\n<p>Also, the \u201coptimize existing content first\u201d flow helped a lot. <br \/>Congrats on the launch, Masab and team well deserved \ud83d\udc4f<\/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\/@nkirkan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nkirkan<\/a> Thank you so much, Nurkan \ud83d\ude4f<\/p>\n<p>Grateful to have you as an early user, your feedback has shaped so much of Wellows. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is the angle most e-com brands are completely blind to right now. they optimize for Google but have zero visibility on how ChatGPT or Perplexity describe their products to buyers.<\/p>\n<p>curious about the agency side, any plans for a multi-brand dashboard? agencies managing 10+ clients would need that before adopting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@romain_delgado\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_delgado<\/a> Of course, in fact, many of our users are marketing agencies. Wellows already supports multiple projects, and each project has its own visibility tracking and analysis. So if you’re managing 10+ clients, that\u2019s absolutely a use case we have in mind.<\/p>\n<p>Feel free to let me know if we can help in any way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘leveling up existing content rather than writing new stuff’ angle is what got me, just launched my first iOS app and I have a landing page already, just don’t know if it’s AI-citation-ready.<\/p>\n<p>Does Wellows work for mobile app pages or is it mainly focused on SaaS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Thanks for being here \ud83d\ude42<\/p>\n<p>Wellows works for any web page. Feel free to share your page with me, and I\u2019ll be happy to check it for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been tracking llm visibility for our own product manually \u2014 the part that’s hardest to do by hand isn’t the initial snapshot. it’s knowing whether what you changed last month actually moved anything. the trend is more useful than the score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Of course, that\u2019s not the best use of human hours, and it also creates plenty of room for human error. The challenge becomes exponentially harder when you\u2019re tracking multiple prompts across multiple LLMs, each returning different citations. <\/p>\n<p>At Wellows, we have a separate tab where users can see exactly what changed daily, which citations changed, and for which prompt. You can also compare any two dates, transparently!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch \ud83d\udc4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<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\/@kulsoom_awan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulsoom_awan1<\/a> Thanks \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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M72WKX32D3X4KG\" class=\"app-title\">Typewise AI Customer Service<\/a><\/p>\n<div class=\"one-liner\">Automate customer support across systems with AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Typewise\u901a\u8fc7AI\u4ee3\u7406\u81ea\u52a8\u6267\u884c\u8de8\u7cfb\u7edf\u5ba2\u670d\u64cd\u4f5c\uff0c\u8ba9\u4f01\u4e1a\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u76ee\u6807\u5373\u53ef\u6784\u5efa\u7aef\u5230\u7aef\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u65e0\u9700\u6d41\u7a0b\u56fe\u6216\u4ee3\u7801\uff0c\u89e3\u51b3\u4f20\u7edf\u5ba2\u670d\u5de5\u5177\u914d\u7f6e\u590d\u6742\u3001\u7cfb\u7edf\u96c6\u6210\u5272\u88c2\u4e14\u7f3a\u4e4f\u4eba\u7c7b\u76d1\u7763\u95ed\u73af\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eeaf454-07b1-4b3b-9b6f-2c8b809e1a00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e7ce038-2f50-4697-bf0a-039c1249a4d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31c5f113-dd8b-4ccf-b17a-368c3d05654e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbe8a28c-c254-46be-9496-fb23acd684ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c10993b-e549-47e4-89fe-5f630e9e94f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/866341be-e678-44a2-a991-e59876d32877.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b0ab2cf-be57-4007-84d9-5d0c8d94ea9e.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\/b081a7f6-f030-40c5-8935-53b85abd4274.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=M4Epx_CIv9s&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=M4Epx_CIv9s&feature=youtu.be\" 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\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u670d\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u89c4\u5219\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">MCP\u8de8\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u5355\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4eff\u771f\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">AI Supervisor<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u670d\u6548\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u81ea\u7136\u8bed\u8a00\u914d\u7f6e+\u8de8\u7cfb\u7edf\u5b9e\u64cd\u201d\u80fd\u529b\uff0c\u5173\u6ce8\u9000\u6b3e\u7b49\u9ad8\u98ce\u9669\u64cd\u4f5c\u9700\u4eba\u5de5\u5ba1\u6279\uff0c\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1aAI\u5bf9\u201c\u610f\u56fe\u6f02\u79fb\u201d\u7684\u76d1\u63a7\u4e0e\u4eff\u771f\u56de\u6eaf\u529f\u80fd\u662f\u751f\u4ea7\u73af\u5883\u5173\u952e\uff1b\u8de8\u6e20\u9053\uff08\u5982WhatsApp\u8f6c\u90ae\u4ef6\uff09\u7684\u65e0\u7f1d\u4e0a\u4e0b\u6587\u4fdd\u6301\u9700\u6301\u7eed\u4f18\u5316\uff1b\u667a\u80fd\u4f53\u5bf9\u653f\u7b56\u5408\u89c4\u7684\u7406\u89e3\u6df1\u5ea6\u4ecd\u9700\u63d0\u5347\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 Typewise\u7684\u7a81\u56f4\u4e0d\u5728\u4e8e\u201c\u591a\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u800c\u5728\u4e8e\u91cd\u6784\u4e86\u5ba2\u670d\u81ea\u52a8\u5316\u7684\u63a7\u5236\u8303\u5f0f\u3002\u5f53\u7ade\u54c1\u8fd8\u5728\u7528\u6d41\u7a0b\u56fe\u548cIFTTT\u903b\u8f91\u62fc\u51d1\u81ea\u52a8\u5316\u65f6\uff0cTypewise\u8ba9AI\u4f5c\u4e3a\u201c\u81ea\u4e3b\u4ee3\u7406\u201d\u76f4\u63a5\u8c03\u7528Postman\u3001Google Play\u7b49\u7cfb\u7edf\u7684MCP\u63a5\u53e3\u6267\u884c\u771f\u5b9e\u64cd\u4f5c\u2014\u2014\u8fd9\u662f\u4ece\u201c\u56de\u7b54\u590d\u6742\u95ee\u9898\u7684\u5de5\u5177\u201d\u5411\u201c\u89e3\u51b3\u95ee\u9898\u7684\u4e3b\u4f53\u201d\u7684\u672c\u8d28\u8dc3\u8fc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u8ba9\u4ea7\u54c1\u8131\u79bbdemo\u611f\u7684\u662f\u5176\u5bf9\u201c\u4eba\u673a\u8fb9\u754c\u201d\u7684\u57fa\u5efa\u6295\u5165\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4eff\u771f\u56de\u653e\u201d\u201c\u610f\u56fe\u6f02\u79fb\u68c0\u6d4b\u201d\u201c\u52a8\u4f5c\u5e8f\u5217\u9a8c\u6536\u201d\uff0c\u66b4\u9732\u4e86\u591a\u6570AI\u5ba2\u670d\u4ea7\u54c1\u7684\u81f4\u547d\u76f2\u533a\uff1a\u8ba4\u4e3a\u80fd\u56de\u7b54\u5c31\u80fd\u89e3\u51b3\u3002Typewise\u5728AI Supervisor\u5c42\u7cbe\u51c6\u5212\u5b9a\u4e86\u4eba\u7c7b\u7684\u4fdd\u7559\u5730\u2014\u2014\u9ad8\u98ce\u9669\u64cd\u4f5c\u9700\u5ba1\u6279\u3001\u8de8\u6e20\u9053\u8bed\u5883\u4e0d\u4e22\u5931\u3001\u667a\u80fd\u4f53\u95f4\u53ef\u5207\u6362\u2014\u2014\u8fd9\u8ba9\u201c\u6df7\u5408\u667a\u80fd\u201d\u4e0d\u518d\u662f\u8425\u9500\u6982\u5ff5\u800c\u6210\u4e3a\u5b89\u5168\u7f51\u3002MCP\u539f\u751f\u67b6\u6784\u5219\u4ece\u96c6\u6210\u5c42\u9762\u89c4\u907f\u4e86\u201c\u5f00\u53d1\u4e0d\u505c\u3001\u6574\u5408\u65e0\u6b62\u201d\u7684\u8def\u5f84\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u7528\u6237\u95ee\u201c\u63a7\u5236\u6743\u5728\u63d0\u793a\u8bcd\u3001\u7b56\u7565\u8fd8\u662f\u5b66\u4e60\u884c\u4e3a\u201d\u65f6\uff0c\u56e2\u961f\u7684\u56de\u7b54\u4ecd\u504f\u5411\u9884\u8bbe\u89c4\u5219\uff08\u516c\u53f8\u7ea7\/\u6e20\u9053\u7ea7\/\u4e13\u5bb6\u7ea7\u6307\u4ee4\uff09\uff0c\u8fd9\u6697\u793a\u5f53\u524dAI\u7684\u81ea\u4e3b\u51b3\u7b56\u8fb9\u754c\u6709\u9650\u3002\u82e5\u653f\u7b56\u5408\u89c4\u4e0e\u52a8\u6001\u5224\u65ad\u59cb\u7ec8\u4f9d\u8d56\u4eba\u5de5\u9884\u8bbe\uff0c\u672c\u8d28\u4ecd\u662f\u201c\u9ad8\u7ea7\u89c4\u5219\u5f15\u64ce\u201d\u800c\u975e\u771f\u6b63\u5b66\u4e60\u578b\u4ee3\u7406\u3002\u6b64\u5916\uff0c\u8bc4\u4ef7\u4e2d\u66b4\u9732\u7684\u201c\u8f93\u51fa\u8d28\u91cf\u68c0\u6d4b\u4ec5\u8986\u76d620%\u6545\u969c\u201d\u8bf4\u660e\uff0cAgent\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u9690\u6027\u9519\u8bef\uff08\u5982\u5de5\u5177\u8c03\u7528\u987a\u5e8f\u9519\u8bef\u3001\u653f\u7b56\u7cbe\u795e\u8fdd\u80cc\uff09\u5c1a\u672a\u88ab\u6709\u6548\u653b\u514b\u3002\u5bf9\u4e8e\u4f01\u4e1a\u800c\u8a00\uff0c\u5bb9\u5fcdAI\u201c\u505a\u9519\u201d\u7684\u6210\u672c\u8fdc\u9ad8\u4e8e\u201c\u4e0d\u56de\u7b54\u201d\u2014\u2014\u8fd9\u5c06\u662fTypewise\u4ece\u65e9\u671f\u91c7\u7528\u8005\u8fc8\u5411\u4e3b\u6d41\u5e02\u573a\u7684\u751f\u6b7b\u7ebf\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\">Typewise AI Customer Service<\/span>\n <\/div>\n<div class=\"comment-content\">Typewise is an AI-first customer service platform where orchestrated agents resolve requests end-to-end by taking real actions across your stack. Teams describe outcomes in natural language and the platform compiles them into working automations. No flowcharts, no code. Hybrid intelligence keeps humans in control through seamless AI-human handoffs and rich policy controls. It’s the AI Agent Platform that gets things done.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>I’m Janis, CTO at Typewise, and it honestly feels a bit surreal to finally put this out into the world.<\/p>\n<p>One of the things I’m most proud of is the UX. We didn’t want another tool that requires a week of onboarding and a 40-page manual. Setting up Typewise should feel closer to onboarding a new team member than configuring enterprise software, you tell it what it should and shouldn’t do, point it at the systems it needs, and it gets to work.<\/p>\n<p>The hard part was making that feel effortless without cutting corners on safety. We spent a huge amount of time on the layers underneath: what the AI is allowed to know, what it’s allowed to do, where a human needs to stay in the loop. That interplay between AI and human was the real design challenge for us, not the model itself.<\/p>\n<p>I genuinely believe customer service is one of the clearest cases where AI can take the grind out of the job without replacing the people who care about it. And seeing it actually land with real teams is the part I still can’t quite get used to.<\/p>\n<p>After such a long build, I’m really curious to hear what you think of it. Honest first impressions, what stands out, what feels off, all of it very welcome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m David, co-founder of Typewise. Here’s a hot take: most “AI customer service” tools are just glorified chatbots with better marketing. They still need you to build flows, write rules, and babysit them.<\/p>\n<p>We built Typewise to be fundamentally different. It’s an AI agent system that builds your AI customer service for you. Describe your goals in natural language, and our platform creates specialist agents, connects to your systems, and starts resolving tickets autonomously.<\/p>\n<\/p>\n<p>But it also knows its limits. The AI supervisor detects when a human should step in and hands off seamlessly with full context. Your team picks up in a clean, beautiful UI that makes customer service actually enjoyable.<\/p>\n<p>No flowcharts. No code. No manual tuning. The AI manages itself.<\/p>\n<p>We’re already live with enterprises and YC startups across Europe & US, and the early results speak for themselves. Excited to share this with the PH community. Would love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@davideberle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davideberle<\/a> <br \/>no flowcharts, no bespoke integrations per customer, real actions in real systems, clean human handoff when needed. <br \/>Good to see a polished product already used by enterprises and SMBs !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really proud to have been working on this as an AI engineer. I\u2019ve been dogfooding it at my side company and it’s become the thing I’d miss most if it disappeared. It\u2019s saved me so much time responding to customer emails. Tickets get solved automatically with relevant context and tools, but also there\u2019s a human in the loop element for tickets the AI can\u2019t fully solve.<\/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\/@george_roberts2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_roberts2<\/a> dog-feeding is also the only way of improving all the little things that turn a product into a great product!<\/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\/@george_roberts2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_roberts2<\/a> Great to hear! I’m preparing the invoice now \ud83d\ude04<\/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>What about initiating refunds, e.g. we need to make them via Postman or in the Google Play Order management. Can it handle? Operate on cross-platforms?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes! Typewise can connect to Postman or Google Play through MCP allowing Typewise to autonomously trigger refunds.<\/p>\n<p>For added security, human approval can be turned on so that Typewise asks a human agent for approval before processing the refund. This lets Typewise handle the entire conversation but still have humans review important decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> In the past every new integration used to mean a custom connector, now it’s much more “point at the system, describe what you want, done” through MCPs. Refunds are a good example of where the human approval layer truly proves its value. Since these are high-stakes situations, allowing the AI to handle the whole conversation while pausing for a quick human review before the actual refund is processed hits the ideal balance. But it’s totally up to you when you want human approval.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>One thing I’ve learned working on agents in production: what kills you isn’t bugs, it’s drift. Three weeks in, CSAT dips a few points and nobody on the team can actually tell you what changed. <\/p>\n<p>That’s why on the AI side we pushed hard to have simulation and evaluation as first-class primitives, not bolted-on features. It’s the piece of this release I’m most confident about!<\/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\/@federico_betti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_betti<\/a> it’s about making confidence visible, which is what esp. enterprises or any brand-concious company wants. only when you trust the system can you let it loose onto your customers.<\/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\/@federico_betti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_betti<\/a> Yes, drift was one of the scariest things for us. You don’t really notice it until CSAT dips or something shows up in an escalation, and by then you’re reconstructing what happened from logs. That’s why simulation and eval as first-class primitives mattered so much, we wanted “did this change make things better or worse” to have an actual answer before anything hits prod.<\/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>Going MCP-native from day one saved us from the usual \u201cwe\u2019ll add that integration next quarter\u201d loop. And with 6000+ connectors most customer requests are just a quick config change instead of something we have to slot into the roadmap.<br \/>From the engineering side, that\u2019s what made this launch feel steady instead of a sprint we\u2019d regret later.<\/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\/@peeckdann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peeckdann<\/a> yes and it’s also nice to speak to customers about that; before I had a meeting for a booking integration, and since that platform (etermin) has an MCP, integration is easy, and that also alleviates “this will be expensive” concerns.<\/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\/@peeckdann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peeckdann<\/a> Yes, being able to connect all your services that easily is definitely a game changer. And technical teams can even easily build their own MCP servers if they want to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could be very useful! Honestly, I am so frustrated with some chatbots at many companies that provide no resolution at all. One question though if users don\u2019t define flows then where does control actually live like in prompts, policies or learned behavior??<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Thanks, and yeah, totally feel you on the bad chatbot experiences \ud83d\ude05<\/p>\n<\/p>\n<p>Short answer: the AI is smart out of the box, no flows required. You connect your knowledge base, upload docs, plug in your systems, and it uses that automatically to answer.<\/p>\n<\/p>\n<p>On top of that, you can add instructions at three levels:<\/p>\n<p>\u2022 Company-wide: general rules that apply everywhere<\/p>\n<p>\u2022 Per channel: specific guidance for chat, email, etc.<\/p>\n<p>\u2022 Per AI specialist: tailored to specific types of requests<\/p>\n<\/p>\n<p>So no rigid flows to define. You can start simple and layer in more instructions as you learn what works.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> in addition, the benefit is also that the AI supervisor can switch between specialists, which is difficult for flow-based systems, say you first have a support query (support) and then need an upgrade to my account (sales)<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hello. Thank you very much for your comment. My current view is that no chatbot should replace a doctor whom the patient trusts. It\u2019s more like a digital archive that you can share with the doctor you trust. If desired, the AI can access your latest test results and, based on that data, provide general recommendations on what to ask your doctor and what to look out for. If you\u2019re being treated for autoimmune thyroiditis, thyrotoxicosis, or have undergone surgery for thyroid cancer, this app will help your doctor monitor changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Turning existing docs into live automations through natural language is the future of complex tools. Flowchart builders are too cumbersome; users don\u2019t want to wrestle with messy diagrams, they want to write in plain language and let the system handle the rest.<br \/>\nI’ve spent a lot of time designing Typewise to remove this friction, and the team and I have obsessed over every detail along the way. I\u2019m proud to see it finally out in the wild, and I\u2019m really looking forward to hearing what you all think!<\/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\/@geeooleeo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geeooleeo<\/a> the easiness how to set up agents, like instructing a human colleague, is what wins customer’s hearts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@geeooleeo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geeooleeo<\/a> Exactly, and the next exciting new feature which will make it even easier and more powerful, is just around the corner \ud83d\ude04<\/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>A persistent conversation object with channel-agnostic events turned out to be the right abstraction for cross-channel context, rather than a thread-per-channel stitched at read time. Took a few iterations to land on, and most of that work isn’t visible from the outside, which is exactly the bar we set on the engineering side. A customer moving from WhatsApp to email shouldn’t have to notice the platform at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebbmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebbmn<\/a> Exactly. Not only should the customer be unaware of the switch but human agents handling a ticket should not notice it either.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebbmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebbmn<\/a> This was one of those architecture decisions that sounds obvious in hindsight but took real conviction to get right. The “thread-per-channel stitched at read time” approach is what most platforms default to, and it always leaks. Glad we pushed through the iterations. The best infrastructure is the kind customers never think about.<\/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>Proud of the team for getting this out. The simulator does both: historical replay against new instruction versions for regression coverage, and synthetic generation for the long tail. <br \/>We argued on the engineering side about which to build first, and eventually decided neither one on its own makes the evaluation loop useful rather than theatrical. Both landing cleanly is the part I’m most invested in.<\/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\/@ivander\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivander<\/a> That debate was worth having. Replay without generation gives you confidence on known cases but zero coverage on edge cases. Generation without replay gives you breadth but no regression safety. Both together is what makes it an actual evaluation loop instead of a demo checkbox.<\/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>Response-quality grading on its own never catches the interesting failures. Action-sequence validation against an expected workflow, invariants on which tools get called for a given intent, custom policies beyond simple output checks; that’s where the real agent bugs live. <\/p>\n<p>Getting that into the harness as a proper API rather than a checkbox was the thing we kept pushing for on the QA side.<\/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\/@edib_imamovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edib_imamovic<\/a> Yes, being able to simulate cases is very important because even conversations about the same topic can go in many different paths.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edib_imamovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edib_imamovic<\/a> Exactly. Output grading catches maybe 20% of what actually goes wrong with agents in production. The real failures are silent: wrong tool called, correct-looking response but skipped a step, policy followed in letter but not in spirit. This is the layer most agent platforms don’t even attempt. Glad you’re calling it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A defensible ROI estimate in 60 seconds shortens discovery by a full call when you’re running against an incumbent. <\/p>\n<p>Saw it during a live demo last month, which is not something calculator widgets usually pull off. Small feature, outsized impact, and a detail I kept advocating for from the GTM side. A proper end to end solution for once!<\/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\/@dominic_bahmani_fard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominic_bahmani_fard<\/a> You were right to push for this. A calculator widget sounds like a “nice to have” until you see a prospect skip a 30-minute discovery call because they already know the numbers. That’s the kind of detail that compounds across hundreds of deals. Small feature, outsized impact, exactly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/45RZOC6DPOC66Z\" class=\"app-title\">Gemini Enterprise Agent Platform<\/a><\/p>\n<div class=\"one-liner\">Google’s platform to run AI agents at enterprise scale<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Cloud\u63a8\u51fa\u7684\u4f01\u4e1a\u7ea7AI\u667a\u80fd\u4f53\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u5e73\u53f0\uff0c\u89e3\u51b3\u4ece\u539f\u578b\u5230\u89c4\u6a21\u5316\u90e8\u7f72\u4e2d\u667a\u80fd\u4f53\u8eab\u4efd\u3001\u4e0a\u4e0b\u6587\u3001\u5b89\u5168\u4e0e\u8fd0\u7ef4\u7684\u6cbb\u7406\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb949309-f971-4ebd-ac0a-e0997ba05bb6.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\/131dbf54-349c-4905-8918-2b1935757602.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\/2bbab428-17ca-4501-96e1-488060c6ddab.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\/bdde747e-0c58-4176-a23b-127baf017569.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d6572d4-957e-4754-8519-11aa0e02fbcd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5c3e762-cbd4-47c6-b01a-712ab7c7b88b.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\/ae24824f-aaff-4c86-a003-ca90888e6aa2.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\/df1782e5-cf9c-4061-8af1-bf05d3db8c42.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=j8qW5poBkEU&t=3s\"><source src=\"https:\/\/www.youtube.com\/watch?v=j8qW5poBkEU&t=3s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">AI\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Google Cloud<\/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\u540c\u5e73\u53f0\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u89c4\u6a21\u5316\u540e\u7684\u6cbb\u7406\u75db\u70b9\uff0c\u5c24\u5176\u5173\u6ce8\u8eab\u4efd\u7edf\u4e00\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u3001\u51b7\u542f\u52a8\u5ef6\u8fdf\u53ca\u751f\u4ea7\u73af\u5883\u8c03\u8bd5\u80fd\u529b\u3002\u90e8\u5206\u5efa\u8bae\u5f3a\u5316\u4e0e\u73b0\u6709CI\/CD\u5de5\u5177\u94fe\u7684\u96c6\u6210\u6587\u6863\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini Enterprise Agent Platform\u7684\u63a8\u51fa\uff0c\u6807\u5fd7\u7740AI Agent\u7ade\u8d5b\u4ece\u201c\u80fd\u4e0d\u80fd\u9020\u201d\u8fdb\u5165\u201c\u80fd\u4e0d\u80fd\u7ba1\u201d\u7684\u65b0\u9636\u6bb5\u3002Google\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u6a21\u578b\u4f9b\u5e94\u5546\uff0c\u800c\u662f\u8bd5\u56fe\u7528\u4e00\u5957\u6807\u51c6\u5316\u6cbb\u7406\u6808\u5361\u4f4f\u4f01\u4e1a\u5165\u53e3\u2014\u2014Agent Gateway\u7edf\u4e00\u5b89\u5168\u3001Memory Bank\u89e3\u51b3\u957f\u7a0b\u4e0a\u4e0b\u6587\u65ad\u88c2\u3001Agent Runtime\u4fdd\u8bc1\u7eed\u822a\uff0c\u4e09\u8005\u76f4\u51fb\u5f53\u524dAgent\u843d\u5730\u6700\u75db\u7684\u4e09\u5ea7\u5927\u5c71\uff1a\u5b89\u5168\u5931\u63a7\u3001\u72b6\u6001\u4e22\u5931\u3001\u8fd0\u7ef4\u9ed1\u6d1e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\uff0c\u8fd9\u5957\u201c\u5168\u5bb6\u6876\u201d\u7684\u4ee3\u4ef7\u662f\u6df1\u5ea6\u7ed1\u5b9aGoogle Cloud\u751f\u6001\u3002\u5bf9\u4e8e\u5df2\u7ecf\u5728AWS\u6216\u81ea\u5efaK8s\u4e0a\u8dd1Agent\u7684\u56e2\u961f\uff0c\u8fc1\u79fb\u6210\u672c\u4e0d\u4f4e\u3002\u6b64\u5916\uff0c\u867d\u7136\u63d0\u53ca\u201c200+\u6a21\u578b\u201d\uff0c\u4f46\u6838\u5fc3\u7ba1\u63a7\u903b\u8f91\u5fc5\u7136\u504f\u5411Gemini\u7cfb\u5217\uff0c\u7b2c\u4e09\u65b9\u6a21\u578b\u652f\u6301\u6df1\u5ea6\u4ecd\u6709\u5f85\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u628aAgent\u751f\u547d\u5468\u671f\u91cc\u7684\u201c\u810f\u6d3b\u201d\u6253\u5305\u6210\u4ea7\u54c1\u2014\u2014\u8eab\u4efd\u7ba1\u7406\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u4eff\u771f\u6d4b\u8bd5\uff0c\u8fd9\u4e9b\u8fc7\u53bb\u9700\u8981DevOps\u56e2\u961f\u624b\u6413\u7684\u4e2d\u95f4\u4ef6\uff0c\u73b0\u5728\u6210\u4e3a\u7b2c\u4e00\u65b9\u80fd\u529b\u3002\u5bf9\u4e8e\u91d1\u878d\u3001\u533b\u7597\u7b49\u5408\u89c4\u654f\u611f\u884c\u4e1a\uff0c\u8fd9\u53ef\u80fd\u662f\u4ece\u201c\u5c1d\u9c9c\u201d\u5230\u201c\u6295\u4ea7\u201d\u7684\u5173\u952e\u4e00\u8dc3\u3002\u4e0d\u8fc7\uff0c\u516d\u4e07\u4ebfToken\u6d41\u91cf\u80cc\u4e66\u4e0b\uff0c\u5e73\u53f0\u80fd\u5426\u652f\u6491\u771f\u6b63\u7684\u8d85\u5927\u89c4\u6a21\u5f02\u6784\u667a\u80fd\u4f53\u535a\u5f08\uff0c\u8fd8\u9700\u7b49\u66f4\u591a\u975eGoogle\u539f\u751f\u5ba2\u6237\u7684\u5b9e\u9645\u538b\u6d4b\u6570\u636e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gemini Enterprise Agent Platform<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini Enterprise Agent Platform lets teams build, scale, govern, and optimize AI agents. Includes Agent Studio, Memory Bank, identity controls, and observability tools for enterprise engineering teams.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The conversation around AI agents shifted. It’s no longer about how to build one. It’s about how to manage thousands of them.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Gemini Enterprise Agent Platform is Google Cloud’s unified environment to build, deploy, govern, and optimize AI agents across enterprise infrastructure.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution:<\/strong> Prototyping an agent is solved. The hard part is what comes after \u2014 assigning identity across a fleet, maintaining context across multi-day workflows, detecting anomalous behavior, and debugging failures in production. Vertex AI handled the model layer. It left the operational layer to custom engineering. Gemini Enterprise Agent Platform closes that gap with first-class tooling at every stage of the agent lifecycle.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Agent Studio: visual canvas for building, testing, and prompt comparison without leaving the development environment<\/p>\n<\/li>\n<li>\n<p>Agent Runtime: sub-second cold starts, agents that run autonomously for days<\/p>\n<\/li>\n<li>\n<p>Memory Bank with Memory Profiles: persistent, low-latency recall of user-specific context across sessions<\/p>\n<\/li>\n<li>\n<p>Agent Gateway: centralized security enforcement across all agents regardless of origin<\/p>\n<\/li>\n<li>\n<p>Agent Simulation and Evaluation: test against synthetic interactions, score against live traffic<\/p>\n<\/li>\n<li>\n<p>Model Garden: 200+ models including Gemini 3.1 Pro, Gemma 4, and third-party models including Claude<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Engineering teams ship production-grade agents without building custom governance infrastructure<\/p>\n<\/li>\n<li>\n<p>Security teams get a unified identity and audit layer across the entire agent fleet<\/p>\n<\/li>\n<li>\n<p>Operations teams get real-time observability and anomaly detection without manual log review<\/p>\n<\/li>\n<li>\n<p>Product teams get pre-built agent templates in Agent Garden covering invoice processing, financial analysis, and code modernization<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Enterprise engineering teams and platform architects at organizations running or planning to run multi-agent systems on Google Cloud.<\/p>\n<\/p>\n<p>Six trillion tokens flow through ADK every month. This is the infrastructure Google built to make that scale governable.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PXJ5XI7V6OAW5H\" class=\"app-title\">Fabric CLI<\/a><\/p>\n<div class=\"one-liner\">Make notes, tasks, and search, directly from the terminal.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fabric CLI\u662f\u4e00\u4e2a\u8ba9\u5f00\u53d1\u8005\u76f4\u63a5\u5728\u7ec8\u7aef\u4e2d\u901a\u8fc7AI\u5b9e\u73b0\u7b14\u8bb0\u8bb0\u5f55\u3001\u4efb\u52a1\u7ba1\u7406\u53ca\u8bed\u4e49\u641c\u7d22\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9891\u7e41\u5207\u6362\u7a97\u53e3\u4fdd\u5b58\u6216\u67e5\u627e\u4fe1\u606f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/791903a8-813d-4672-99fe-a1a428c3a266.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf1e698-3e10-40cc-8274-a11319c00a38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e18037f-8a4f-41c2-a296-959724eb5156.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4867d78-b580-4d01-aa99-1aefcc508ea5.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\/7467ab39-923b-44cc-97ff-d7fff58b1b44.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BXw24uHTX6o\"><source src=\"https:\/\/www.youtube.com\/watch?v=BXw24uHTX6o\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ec8\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u201c\u65e0\u9700\u79bb\u5f00\u7ec8\u7aef\u5373\u53ef\u5feb\u901f\u4fdd\u5b58\u548c\u641c\u7d22\u201d\u7684\u4fbf\u5229\u6027\uff0c\u5b89\u88c5\u7b80\u5355\u65e0\u4f9d\u8d56\u3002\u5f00\u53d1\u8005\u8d5e\u8d4f\u5176\u4e0e\u7f16\u7a0bAI\u4ee3\u7406\u7ed3\u5408\u7684\u8bb0\u5fc6\u6301\u4e45\u5316\u80fd\u529b\uff0c\u5e76\u8ba4\u4e3a\u641c\u7d22\u901f\u5ea6\u5feb\u3002\u65e0\u8d1f\u9762\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 Fabric CLI\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u7ec8\u7aef\u539f\u6559\u65e8\u4e3b\u4e49\u201d\u5f00\u53d1\u8005\u7fa4\u4f53\u7684\u5fc3\u7406\u2014\u2014\u4ed6\u4eec\u5b81\u613f\u5199\u4e00\u884c\u547d\u4ee4\u4e5f\u4e0d\u613f\u52a8\u4e00\u4e0b\u9f20\u6807\u3002\u4ea7\u54c1\u672c\u8eab\u5e76\u4e0d\u7b97\u98a0\u8986\uff1aAI\u7b14\u8bb0+\u641c\u7d22\u7684\u7ec4\u5408\u5728GUI\u7aef\u5e76\u4e0d\u65b0\u9c9c\uff0c\u4f46\u5c06\u5176\u5c01\u88c5\u4e3a\u65e0\u4f9d\u8d56\u7684\u4e00\u884c\u5b89\u88c5CLI\uff0c\u5e76\u6253\u901a\u4e0eClaude Code\u3001Cursor\u7b49\u7f16\u7801\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7ba1\u9053\uff0c\u8fd9\u62db\u201c\u501f\u529b\u6253\u529b\u201d\u76f8\u5f53\u8001\u9053\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8bb0\u5f55\u201d\uff0c\u800c\u5728\u4e8e\u6210\u4e3aAI\u95f4\u5171\u4eab\u7684\u201c\u957f\u671f\u8bb0\u5fc6\u5c42\u201d\uff0c\u8ba9\u5b64\u7acb\u7684\u4e00\u95ee\u4e00\u7b54\u8fdb\u5316\u4e3a\u8fde\u7eed\u8ba4\u77e5\u3002\u4e0d\u8fc7\uff0c\u9690\u60a3\u4e5f\u5f88\u660e\u663e\uff1a200ms\u7684\u54cd\u5e94\u610f\u5473\u7740\u6df1\u5ea6\u63a8\u7406\u88ab\u727a\u7272\uff0c\u4e00\u65e6\u7528\u6237\u9700\u6c42\u4ece\u201c\u6a21\u7cca\u641c\u7d22\u201d\u5347\u7ea7\u5230\u201c\u590d\u6742\u4efb\u52a1\u534f\u4f5c\u201d\uff0cCLI\u7684\u5355\u8584\u4ea4\u4e92\u53ef\u80fd\u8fc5\u901f\u66b4\u9732\u77ed\u677f\u3002\u6b64\u5916\uff0c\u4f9d\u8d56Fabric\u81ea\u6709\u751f\u6001\u7684\u95ed\u6e90\u5b58\u50a8\uff0c\u5bf9\u5f00\u6e90\u6027\u504f\u6267\u7684\u5f00\u53d1\u8005\u6216\u8bb8\u662f\u4e00\u9053\u9690\u5f62\u7684\u95e8\u69db\u3002\u76ee\u524d\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u597d\u7684\u201c\u94a9\u5b50\u201d\u2014\u2014\u5148\u901a\u8fc7\u514d\u8d39\u548c\u6781\u7b80\u5b89\u88c5\u5c06\u7528\u6237\u9501\u8fdbFabric\u7684\u683c\u5f0f\u8ff7\u5bab\uff0c\u540e\u7eed\u7684\u76c8\u5229\u6216\u8fdb\u9636\u529f\u80fd\u53d8\u73b0\u624d\u662f\u771f\u6b63\u7684\u68cb\u76d8\u3002\u5bf9\u4e8e\u5fd9\u788c\u7684\u6280\u672f\u5199\u4f5c\u8005\u548c\u5355\u5175\u4f5c\u6218\u7684\u6781\u5ba2\uff0c\u5b83\u5df2\u662f\u964d\u7ef4\u6253\u51fb\uff1b\u4f46\u5bf9\u9700\u8981\u56e2\u961f\u77e5\u8bc6\u534f\u540c\u7684\u7ec4\u7ec7\uff0c\u8fd9\u4f9d\u7136\u662f\u4e00\u5757\u7f8e\u4e3d\u4f46\u672a\u5b8c\u6210\u7684\u62fc\u56fe\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\">Fabric CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Write, make, collaborate, and publish \u2013 with a personal AI that knows your projects, files, and ideas. Now available from your terminal too. A personal memory layer for you, and your agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Johnny here from Fabric \ud83d\udc4b<\/p>\n<p>We’re back! And this time we built something specifically for the developers and tinkerers in the community.<\/p>\n<p>Today we’re launching Fabric CLI \ud83d\udda5\ufe0f<\/p>\n<p>Your entire Fabric library, right from your terminal. Search it, save to it, talk to it. <br \/>Never tab out again.<\/p>\n<p>\u2726 What is it?<br \/>A free command-line tool that connects to your Fabric workspace. One line to install, no dependencies. You get:<br \/>\u2022 fabric save “revisit the auth retry logic”<br \/>\u2022 fabric search “mixture of experts diagram”<br \/>\u2022 fabric ask “summarize everything tagged with project-atlas”<\/p>\n<p>AI search that finds what you meant in about 200ms. An AI agent that can summarize, tag, move files, create notes. All without leaving the shell.<\/p>\n<p>\u2726 Why we built this<\/p>\n<p>We kept hearing from developers: “I love Fabric but I live in my terminal.” Fair enough.<br \/>But there’s a bigger reason too. Coding agents like Claude Code, Codex, and Cursor are incredible, but they forget everything between sessions. They have no persistent memory.<\/p>\n<p>With the CLI, any agent that can run a shell command can pull context from your Fabric library before starting a task and save what it learned when it’s done. Your agents get smarter over time instead of starting from scratch.<\/p>\n<p>\u2726 Quick recap of Fabric for the uninitiated:<br \/>\ud83e\udde0 An AI workspace that organizes itself around how you actually think<br \/>\ud83e\udd16 Frontier memory engine (more on this soon)<br \/>\ud83d\udd0d Semantic search across everything you’ve ever saved<br \/>\ud83d\udcf1 Apps on web, mobile, desktop, and now the terminal<\/p>\n<p>Free to use. One line install. Give it a spin and let us know what you think!<\/p>\n<p>We read every piece of feedback and it genuinely shapes what we build next. <br \/>Thank you for being part of this with us \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I basically live in the terminal and kept alt-tabbing to the app to save things or look stuff up. now I don’t. one line install, no deps, and it just works<\/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>Personally, very happy that we made this \u2013 super handy to save a quick thought without leaving the terminal!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is basically how I use Fabric now. I just pipe things into fabric save without really thinking about it. The search is surprisingly fast!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3BTK5AJZUYK4RN\" class=\"app-title\">Docsio<\/a><\/p>\n<div class=\"one-liner\">Lovable for doc sites<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Docsio \u662f\u4e00\u6b3e\u901a\u8fc7\u7c98\u8d34\u7f51\u5740\u5c31\u80fd\u81ea\u52a8\u6293\u53d6\u54c1\u724c\u89c6\u89c9\u5e76\u751f\u6210\u5b8c\u6574\u6587\u6863\u7ad9\u70b9\u7684AI\u5de5\u5177\uff0c\u5e2e\u52a9SaaS\u521b\u4e1a\u8005\u5728\u51e0\u5206\u949f\u5185\u5feb\u901f\u642d\u5efa\u4e13\u4e1a\u3001\u53ef\u7f16\u8f91\u3001\u53ef\u53d1\u5e03\u7684\u6587\u6863\u7f51\u7ad9\uff0c\u7701\u53bb\u624b\u52a8\u914d\u7f6e\u548c\u8bbe\u8ba1\u6210\u672c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6406e518-6c04-44ea-88a9-94f5c5285aa5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/951052d0-7792-4b07-a4e2-c8e605bf8da3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75d12661-ef53-49fe-b7b0-24bc22acb6c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d639bf02-afa7-4133-9850-15bd80b1255b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01d77063-b6f2-4c02-ba11-60eabbb67f77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76b57269-9034-4293-b7b7-9d6a921482e5.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\">API<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u7ad9\u70b9<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u57df\u540d<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\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\u4ea7\u54c1\u6613\u7528\u6027\u548c\u5b9a\u4ef7\u4f18\u52bf\u3002\u95ee\u9898\u96c6\u4e2d\u5728\u5bf9AI\u751f\u6210\u7684\u6587\u6863\u7ed3\u6784\u671f\u671b\uff1a\u8bc4\u8bba\u8be2\u95ee\u662f\u5426\u5305\u542b\u201cGetting Started\u201d\u6307\u5357\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u9ed8\u8ba4\u57fa\u4e8eDiataxis\u6846\u67b6\u751f\u6210\u7ed3\u6784\u5316\u5185\u5bb9\u4e14\u53efAI\u8c03\u6574\u3002\u8fd8\u6709\u7528\u6237\u53cd\u9988\u81ea\u5b9a\u4e49\u57df\u540d\u7ed1\u5b9a\u5b58\u5728bug\uff0c\u56e2\u961f\u5df2\u5feb\u901f\u4fee\u590d\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 Docsio\u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff1a\u201cLovable for doc sites\u201d\u3002\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u5e76\u975e\u6587\u6863\u5236\u4f5c\u672c\u8eab\uff0c\u800c\u662f\u5c0f\u56e2\u961f\u5728\u54c1\u724c\u4e00\u81f4\u6027\u3001\u90e8\u7f72\u901f\u5ea6\u548c\u7ef4\u62a4\u6210\u672c\u4e4b\u95f4\u7684\u4e09\u89d2\u77db\u76fe\u3002\u4f20\u7edf\u65b9\u6848\u8981\u4e48\u8d35\uff08ReadMe\u3001GitBook Pro\u7b49\u6bcf\u6708\u6570\u767e\u7f8e\u5143\uff09\uff0c\u8981\u4e48\u4e11\uff08Markdown\u88f8\u5954\u6216CSS\u82e6\u529b\u6d3b\uff09\uff0c\u8981\u4e48\u4f4e\u6548\uff08\u5de5\u7a0b\u5e08\u88ab\u8feb\u5199\u6587\u6863\uff09\u3002Docsio\u7528\u201c\u7c98\u8d34URL\u2192\u81ea\u52a8\u6293\u53d6\u54c1\u724c\u2192AI\u751f\u6210+\u4ea4\u4e92\u7f16\u8f91\u201d\u4e00\u6761\u9f99\u64cd\u4f5c\uff0c\u786e\u5b9e\u662f\u5bf9\u201c\u6587\u6863\u5373\u4ea7\u54c1\u201d\u7406\u5ff5\u7684\u5408\u683c\u5151\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u548c\u4ea7\u54c1\u903b\u8f91\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u54c1\u724c\u5316\u6587\u6863\u6a21\u677f\u751f\u6210\u5668\u201d\u52a0\u201cAI\u7f16\u8f91\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u201c\u667a\u80fd\u6587\u6863\u52a9\u624b\u201d\u3002\u5b83\u4f9d\u8d56\u7528\u6237\u5df2\u6709\u5185\u5bb9\uff08\u7ad9\u5185\u6293\u53d6\u3001Notion\u3001PRD\u7b49\uff09\u4f5c\u4e3a\u7d20\u6750\uff0cAI\u66f4\u591a\u5728\u505a\u7ed3\u6784\u5316\u91cd\u7ec4\u3001\u5e03\u5c40\u4f18\u5316\u548c\u6587\u6848\u6da6\u8272\uff0c\u800c\u975e\u4ece\u96f6\u7406\u89e3\u4ea7\u54c1\u610f\u56fe\u3002\u8fd9\u610f\u5473\u7740\u5b83\u66f4\u9002\u5408\u5df2\u6709\u4ea7\u54c1\u5185\u5bb9\u79ef\u7d2f\u7684\u56e2\u961f\uff0c\u800c\u975e\u201c\u6587\u6863\u8fd8\u4e0d\u5b58\u5728\u201d\u7684\u56e2\u961f\u2014\u2014\u540e\u8005\u4ecd\u9700\u5148\u5199\u539f\u59cb\u7d20\u6750\u3002\u53e6\u5916\uff0cAI\u751f\u6210\u5185\u5bb9\u662f\u5426\u51c6\u786e\u3001\u5bf9\u590d\u6742API\u6216\u6280\u672f\u7ec6\u8282\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4eae\u70b9\u5728\u4e8e\u5f00\u53d1\u8005\u56de\u5e94\u201c\u4e00\u63a8\u51fa\u5c31\u7ed3\u6784\u5316\u6587\u6863\u6846\u67b6\uff08Diataxis\uff09\u201d\uff0c\u4ee5\u53caAI\u804a\u5929\u7f16\u8f91\u5668\u201c\u50cfCursor\u4f46\u7528\u4e8e\u6587\u6863\u201d\uff0c\u8fd9\u4e9b\u8bbe\u8ba1\u90fd\u663e\u793a\u51fa\u5bf9\u6587\u6863\u4f7f\u7528\u573a\u666f\uff08\u7528\u6237\u641c\u5bfb\u4fe1\u606f\uff09\u7684\u6df1\u523b\u7406\u89e3\u3002\u5b9a\u4ef7\u65b9\u9762\uff0c50%\u6298\u6263\u540ePro\u7248\u5e94\u4f4e\u4e8e150\u7f8e\u5143\/\u6708\uff0c\u786e\u5b9e\u662f\u5bf9\u5c0f\u56e2\u961f\u53cb\u597d\u7684\u4fe1\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff1a\u8fd9\u662f\u4e00\u4e2a\u201c\u591f\u7528\u201d\u800c\u975e\u201c\u6781\u81f4\u201d\u7684\u5de5\u5177\u3002\u5b83\u89e3\u51b3\u7684\u662f\u4ece0\u52301\u7684\u6587\u6863\u843d\u5730\u6548\u7387\uff0c\u800c\u4e0d\u662f\u4ece1\u5230100\u7684\u6587\u6863\u8d28\u91cf\u4f18\u5316\u3002\u4e00\u65e6\u6587\u6863\u89c4\u6a21\u53d8\u5927\u3001\u591a\u7248\u672c\u5e76\u5b58\u6216\u9700\u8981\u56fd\u9645\u5316\uff0c\u5b83\u662f\u5426\u80fd\u8f7b\u677e\u6269\u5c55\uff0c\u662f\u6f5c\u5728\u9690\u60a3\u3002\u6b64\u5916\uff0cAI\u7f16\u8f91\u5668\u7684\u201c\u53ef\u63a7\u6027\u201d\uff08\u80fd\u5426\u7cbe\u51c6\u8c03\u6574\u4e13\u4e1a\u672f\u8bed\u3001API\u53c2\u6570\u3001\u4ee3\u7801\u793a\u4f8b\uff09\u51b3\u5b9a\u4e86\u5b83\u80fd\u5426\u4ece\u201c\u5feb\u901f\u539f\u578b\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u957f\u671f\u6587\u6863\u7ba1\u7406\u5e73\u53f0\u201d\u3002\u76ee\u524d\u6765\u770b\uff0cDocsio\u66f4\u50cf\u662f\u5bf9\u65e9\u671f\u56e2\u961f\u7684\u4e00\u6b21\u65f6\u95f4\u6295\u8d44\uff0c\u800c\u957f\u671f\u4efb\u52a1\u4f9d\u7136\u9700\u8981\u4e13\u4e1a\u6587\u6863\u5de5\u7a0b\u5e08\u7684\u4ecb\u5165\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\">Docsio<\/span>\n <\/div>\n<div class=\"comment-content\">Paste your URL and Docsio builds a complete, branded documentation site, in minutes. Your colors, your logo, your content. Edit with AI, preview live, publish to your domain. Start for free. No catch, no trial, no credit card.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Aidan, one of the builders of <a href=\"https:\/\/www.producthunt.com\/products\/docsio\" target=\"_blank\" rel=\"noopener\">@Docsio<\/a><\/p>\n<\/p>\n<p><strong>Docsio turns your product into a fully branded docs site in minutes, editable by chatting with an AI agent.<\/strong><\/p>\n<\/p>\n<p>We built this for small SaaS founders who need proper docs but don’t want a janky DIY setup or a $300\/mo bill.<\/p>\n<p>If you’re shipping a product and your docs are an afterthought (or don’t exist yet), this is for you.<\/p>\n<\/p>\n<p>\u270d\ufe0f <strong>Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p>Paste your product URL, or drop in your own content (Notion, PRDs, specs, whatever).<\/p>\n<\/li>\n<li>\n<p>We scrape your site, pull your brand (colors, logo, fonts, favicon), and build a complete docs site with real content. You watch it happen live.<\/p>\n<\/li>\n<li>\n<p>Chat with the AI agent to edit anything. One click to publish with SSL and a custom domain.<\/p>\n<\/li>\n<\/ol>\n<p><strong>Why you want Docsio:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>AI agent editor:<\/strong> Like Cursor or Claude Code, but for docs. Full file access, so if you can describe it, it builds it.<\/p>\n<\/li>\n<li>\n<p><strong>Auto brand extraction:<\/strong> Your docs look like your product from the first preview. Zero CSS work.<\/p>\n<\/li>\n<li>\n<p><strong>Live preview:<\/strong> Sandboxed dev server with hot reload and mobile preview. What you see is what ships.<\/p>\n<\/li>\n<li>\n<p><strong>AI chat widget:<\/strong> Every published site gets an “Ask AI” trained on your docs.<\/p>\n<\/li>\n<li>\n<p><strong>MCP server:<\/strong> Plug your docs into Cursor, Claude, and other AI coding tools.<\/p>\n<\/li>\n<li>\n<p><strong>Isolated sandboxes:<\/strong> Your content is yours. Nothing shared, nothing trained on.<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udf89 <strong>For the PH community:<\/strong> To celebrate the launch, <strong>use code PHLAUNCH50 to get 50% off a Pro subscription.<\/strong><\/p>\n<\/p>\n<p>Paste your URL and show us the docs site it builds for you \ud83e\udd0e<\/p>\n<p>P.S – Noticed Product Hunt’s docs could use a little love, <a href=\"https:\/\/producthunt.docs.docsio.co\/docs\/intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">check out what it made with just the URL!<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Within minutes we went from this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/986e3f13-fa15-4888-b30f-dd3b7225e813.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>to this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ace64eb-037a-452d-b46e-3cfc36de6926.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Most doc sites price like this:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9991f007-d7fe-4994-9d89-337e24a087a5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Whereas Docsio prices like this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d4cfd70-0bba-4fa2-af3d-c83e236a01fa.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>It’s easy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Jameson, another one of the Cofounders of Docsio.<\/p>\n<\/p>\n<p>And we really couldn’t be more excited to share this with the PH community today.<\/p>\n<\/p>\n<p>We built Docsio because we wanted something smarter than what was out there.<\/p>\n<\/p>\n<p>Would love to hear your feedback, answer any questions, and connect with anyone who’s interested. <\/p>\n<\/p>\n<p>Drop a comment below, I’m here all day! <\/p>\n<\/p>\n<p>\u2013 Jameson<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a good one ! But docs need to address so many pain points ! Does this start with a “Getting Started”.<\/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\/@dhruba_patra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruba_patra<\/a> Thanks! And yeah, totally hear you – docs have to do a lot of jobs.<\/p>\n<p>Short answer: yes, Getting Started is usually the first section it builds. Docsio follows the Diataxis framework, so your site comes out structured around the things docs actually need to do – Getting Started \/ Quick Start, how-to guides, reference, and explanation – not just one long wall of text.<\/p>\n<p>But nothing’s locked in. Once the first draft is built, you can tell the AI agent “drop the tutorial section, add a migration guide, split the API ref by resource” and it restructures on the fly. <\/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>If you\u2019ve ever:<br \/>**spent weeks building technical docs<br \/>**paid hundreds per month for simple tools<br \/>**fumbled an onboarding due to outdated docs<br \/>**or pulled engineers off valuable work and into documentation<\/p>\n<p>this one\u2019s for you.<\/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>Hey, congratulations on the launch \ud83c\udf89<\/p>\n<\/p>\n<p>Really great tool – I just created a docs site for my startup, Fendemo.<\/p>\n<\/p>\n<p>But I\u2019m running into an issue when trying to connect a custom domain. It shows this error:<\/p>\n<\/p>\n<p>Cannot add <a href=\"http:\/\/docs.fendemo.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.fendemo.com<\/a> since it\u2019s already in use by one of your projects (pending verification).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@noumanalidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noumanalidev<\/a> Thanks so much for trying it out Nouman – Let me check that out for you real quick!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noumanalidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noumanalidev<\/a> Found the bug – want to give it another shot? Sorry about that.<\/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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/B5K3TPGNZPF5O5\" class=\"app-title\">Hookdeck Outpost<\/a><\/p>\n<div class=\"one-liner\">Open-source outbound webhooks for your platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hookdeck Outpost\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u591a\u79df\u6237\u51fa\u7ad9Webhook\u4e8b\u4ef6\u5206\u53d1\u5e73\u53f0\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u51e0\u5206\u949f\u5185\u642d\u5efa\u53ef\u9760\u7684\u4e8b\u4ef6\u6295\u9012\u57fa\u7840\u8bbe\u65bd\uff0c\u6210\u672c\u4ec5\u4e3a\u4f20\u7edf\u65b9\u6848\u7684\u5341\u5206\u4e4b\u4e00\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7bf9838e-6e6b-4bf9-be35-c2ac8e078942.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de89a94c-3af5-4d69-ade4-a719904095b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/486726ad-9df7-4edf-9851-bcfb58762a06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff72e23e-79cb-434b-b38a-63a141514ea2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c205de6c-385b-4b12-978a-9b9427bc1cab.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\/5b8c516c-8842-453c-a555-5db6cb8617b4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=kM9y2fDMKRY\"><source src=\"https:\/\/www.youtube.com\/watch?v=kM9y2fDMKRY\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Webhook<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u961f\u5217<\/span><br \/>\n <span class=\"tag\">SQS<\/span><br \/>\n <span class=\"tag\">Pub\/Sub<\/span><br \/>\n <span class=\"tag\">Kafka<\/span><br \/>\n <span class=\"tag\">\u591a\u79df\u6237<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a9\u6258\u7ba1<\/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\u79f0\u8d5e\u5176\u7a33\u5b9a\u3001\u6210\u672c\u4f4e\u4e14API\u6587\u6863\u4f18\u79c0\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u7528\u6237\u5e0c\u671b\u660e\u786e\u662f\u5426\u652f\u6301\u53d1\u9001\u7aef\u7684\u5e42\u7b49\u6027\u5904\u7406\uff1b\u6709\u7528\u6237\u4eceSVIX\u8fc1\u79fb\u540e\u4f53\u9a8c\u663e\u8457\u63d0\u5347\uff1b\u793e\u533a\u5bf9\u81ea\u6258\u7ba1\u7248\u672c\u53ca\u7ba1\u7406\u7248\u672c\u7684\u7ec4\u5408\u6a21\u5f0f\u8ba4\u53ef\u5ea6\u9ad8\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u91cd\u590d\u9020\u8f6e\u5b50\u7684\u75db\u70b9\u3002\u5c11\u6570\u7528\u6237\u8be2\u95ee\u662f\u5426\u8986\u76d6\u66f4\u591a\u6d88\u606f\u4e2d\u95f4\u4ef6\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 Hookdeck Outpost\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aWebhook\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5e73\u53f0\u578b\u4f01\u4e1a\u5728\u201c\u4e8b\u4ef6\u51fa\u53e3\u201d\u4e0a\u957f\u671f\u88ab\u52a8\u91cd\u590d\u9020\u8f6e\u5b50\u7684\u7ed3\u6784\u6027\u6d6a\u8d39\u3002\u4f20\u7edf\u6536\u7aef\u57fa\u7840\u8bbe\u65bd\uff08\u5982Webhook\u63a5\u6536\u3001API\u7f51\u5173\uff09\u5df2\u9ad8\u5ea6\u6210\u719f\uff0c\u4f46\u51fa\u7aef\u6295\u9012\u2014\u2014\u5305\u62ec\u91cd\u8bd5\u3001\u53bb\u91cd\u3001\u79df\u6237\u9694\u79bb\u3001\u65e5\u5fd7\u3001\u6d88\u8d39\u7aef\u70b9\u7ba1\u7406\u2014\u2014\u51e0\u4e4e\u662f\u6bcf\u4e00\u5bb6\u505aSaaS\u6216API\u5e73\u53f0\u7684\u516c\u53f8\u90fd\u5f97\u81ea\u5df1\u5543\u7684\u786c\u9aa8\u5934\u3002Outpost\u5c06\u8fd9\u4e00\u975e\u6838\u5fc3\u4f46\u6781\u5ea6\u5de5\u7a0b\u5bc6\u96c6\u7684\u73af\u8282\u62bd\u8c61\u6210\u6807\u51c6\u5316\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u91c7\u53d6\u201c\u5f00\u6e90+\u5168\u6258\u7ba1\u7684\u53cc\u6a21\u5f0f\u201d\u7b56\u7565\uff0c\u65e2\u964d\u4f4e\u4e86\u5c1d\u9c9c\u95e8\u69db\uff0c\u4e5f\u907f\u514d\u4e86vendor lock-in\u7684\u987e\u8651\u3002\u5176\u201cEvent Destinations\u201d\u601d\u8def\u6bd4\u5355\u7eaf\u7684HTTP Webhook\u66f4\u5177\u524d\u77bb\u6027\uff0c\u76f4\u6307Stripe\u3001Shopify\u7b49\u5de8\u5934\u5df2\u5728\u63a8\u884c\u7684\u591a\u6e20\u9053\u4e8b\u4ef6\u6295\u9012\u8d8b\u52bf\uff1aHTTP\u4e0d\u4f1a\u6d88\u5931\uff0c\u4f46SQS\u3001Pub\/Sub\u3001Kafka\u7b49\u5f02\u6b65broker\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5ba2\u6237\u7684\u521a\u9700\u3002\u5b9a\u4ef7\u4e0a\uff0c\u6bcf\u767e\u4e07\u4e8b\u4ef610\u7f8e\u5143\u7684\u786e\u5177\u51b2\u51fb\u529b\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u662fHookdeck\u56e2\u961f\u5728\u63a5\u65361000\u4ebfWebhook\u79ef\u7d2f\u7684\u5b9e\u6218\u7ecf\u9a8c\u2014\u2014\u8fd9\u662f\u7eaf\u7cb9\u7684\u6280\u672f\u8303\u5f0f\u96be\u4ee5\u590d\u5236\u7684\u3002\u552f\u4e00\u7684\u9690\u5fe7\u5728\u4e8e\uff0c\u5f00\u6e90\u7248\u672c\u4e0e\u6258\u7ba1\u7248\u672c\u529f\u80fd\u4e00\u81f4\u662f\u5426\u4f1a\u5bfc\u81f4\u4ed8\u8d39\u8f6c\u5316\u7387\u504f\u4f4e\uff1f\u4ee5\u53ca\u9762\u5bf9AWS EventBridge\u3001Confluent Cloud\u7b49\u539f\u751f\u4e91\u670d\u52a1\u7684\u7ade\u4e89\uff0cOutpost\u80fd\u5426\u5728\u201c\u8f7b\u91cf\u5b9a\u5236+\u8de8\u4e91\u4e2d\u7acb\u6027\u201d\u4e0a\u7ef4\u6301\u8db3\u591f\u5dee\u5f02\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u8ddf\u8e2a\u548c\u6295\u5165\u7684\u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u6b63\u5728\u6269\u5927\u5e73\u53f0\u751f\u6001\u3001\u4f46\u4e0d\u60f3\u5728\u4e8b\u4ef6\u6295\u9001\u4e0a\u5206\u5fc3\u505a\u5806\u6808\u7684\u56e2\u961f\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\">Hookdeck Outpost<\/span>\n <\/div>\n<div class=\"comment-content\">Send webhooks in minutes for one-tenth the cost. Outpost is open-source infrastructure that delivers to webhooks, SQS, Pub\/Sub, RabbitMQ, Kafka, and more. Multi-tenant, at-least-once delivery, customer portal \u2014 self-hosted or managed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s been a thrill to build Outpost. We took our experience receiving 100B webhooks from over 7k different vendors and condensed these learnings into a straightforward API and product. It’s the fastest and most scalable way to send webhooks.<\/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 Product Hunt, and thanks to <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for hunting!<\/p>\n<p>We launched Outpost as an open-source project about a year ago to solve a problem we kept seeing: every platform that needs to send webhooks to their customers ends up building the same infrastructure from scratch: retries, tenant isolation, delivery logs, a portal for end users to manage their endpoints. It’s a significant engineering investment for something that isn’t anyone’s core product.<\/p>\n<p>Outpost was our answer to that: open source, self-hostable, and designed to be the last outbound webhook system you need to build.<\/p>\n<p>Outpost doesn’t just do webhooks. It supports Event Destinations, too: your customers can receive events via SQS, Pub\/Sub, Kafka, RabbitMQ, and other brokers and queues, not just HTTP requests. This is something we’ve seen Stripe, Shopify, and Twilio all moving toward, and Outpost gives any platform the same capability out of the box.<\/p>\n<p>We also now offer a managed version (Hookdeck Outpost) for teams that don’t want to run the infrastructure themselves. It runs the exact same codebase (no proprietary fork). Pricing starts at $10 per million events, which makes it the most affordable managed option available.<\/p>\n<p>Would love to hear from anyone who’s currently maintaining a homegrown webhook delivery system. What are the biggest pain points? And if you’ve tried Outpost, what could we do better?<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <a href=\"https:\/\/www.producthunt.com\/@_gw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_gw<\/a> iTICKET has been testing and using Outpost for the last few months and we honestly love it. We originally tried to roll our own webhook system using a bunch of db triggers and polling tasks, and while it worked, moving to Outpost has been a total game changer. It is basically set and forget – we can just trust it to work and go and handle the volume.<\/p>\n<p>We had trialed SVIX previously and while there was nothing wrong with it, Outpost is leaps ahead. It is cost effective, cloud hosted, architecturally solid, and actually just a pleasure to use. The API and docs are fantastic too. Everything does what it says on the tin – it has been remarkably stable and consistent from day one.<\/p>\n<p>Given Outpost is a product of the Hookdeck team and everything they have already established, it is no wonder this works so well. <\/p>\n<p>Working with the team has been awesome, especially Alexandre who has spearheaded things with us and everyone has been incredibly responsive. It has been great contributing to the beta version and seeing how quickly the product has grown over recent months. Huge congrats to the team on the v1.0 launch!<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <a href=\"https:\/\/www.producthunt.com\/@_gw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_gw<\/a> Open sourcing the outbound side is a good call. Most webhook infra is built for receiving, and when you need to send them reliably you end up reinventing retry queues and dead letter handling in your own app code. Does Outpost handle idempotency keys on the sending side or is that left to the consumer?<\/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>Hey Product Hunters \ud83d\udc4b I lead DX at Hookdeck and have been working across the Outpost SDKs, docs, and parts of the codebase.<\/p>\n<p>When we conceived Event Destinations and started building Outpost as the first open-source implementation, we thought it would be interesting and hoped it would land. It’s done far better than we expected. Since the beta, we’ve worked hard with the open-source community and customers, and one of the things we hadn’t specifically planned for was a managed version, but the demand for it was clear enough that we built it. That’s what’s launching today alongside the open-source v1.0.<\/p>\n<p>Outpost is a manifestation of Event Destinations. Platforms need to deliver events wherever their customers actually want them, and to offer a really solid webhook option. HTTP isn’t going anywhere, but for many use cases, delivering directly to a queue, stream, or broker is a better fit. Outpost covers both, and it’s the best outbound event infrastructure available right now. It’s simple, and with that comes really solid DX and ease of integration.<\/p>\n<p>Outpost also fills a clear gap on the agentic side. So many companies are building with agents, for agents, or integrating with agents, and event infrastructure is foundational to a lot of what they need. Agents need to be triggered by events, and agents need to emit events when things happen inside their workflows. On task completion, on state changes, and on handoff. That’s what enables agent-to-agent communication, event-driven agent initialization, and workflows where one agent’s output triggers another agent’s run.<\/p>\n<p>Always looking for feedback on the product in general and on DX in particular.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/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\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a> Thanks Steven!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been using Outpost since the beginning of the year while in beta and it’s been great! Y’all are super responsive with feedback or issues, pricing is more than fair and generous free tier, and the UI is really polished too. Really enjoyed working with you guys and we’re a happy customer \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\/@francistogram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francistogram<\/a> Thanks Francisco, that’s great to hear – it has been good working with you and the 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>Wow, congrats on the launch, team! This is such a real infrastructure problem, and Outpost feels like a very clean, thoughtful answer to it. Love the open-source plus managed approach too. Excited to see this launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> Thanks Kristofer, we appreciate the support! Big Basedash fan here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team for the GA.<\/p>\n<p>We’ve been running Nuntly’s webhook delivery on self-hosted Outpost for months. Best decision we made: ripping out our in-house implementation. <\/p>\n<p>Not going back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@obazoud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@obazoud<\/a> That’s fab to hear, Olivier! Glad it’s working out for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/6FGWLTY7ADJJEU\" class=\"app-title\">Qwen3.6-27B<\/a><\/p>\n<div class=\"one-liner\">The sweet-spot open dense model for coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qwen3.6-27B\u662f\u4e00\u6b3e\u5b8c\u5168\u5f00\u6e90\u7684\u9ad8\u5bc6\u5ea6\u5927\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u7f16\u7801\u4ee3\u7406\u4efb\u52a1\uff0c\u572827B\u53c2\u6570\u89c4\u6a21\u4e0b\u5373\u53ef\u8d85\u8d8a\u6b64\u524d\u65d7\u8230\u7ea7MoE\u6a21\u578b\uff0c\u652f\u6301\u591a\u6a21\u6001\u63a8\u7406\u4e0e\u601d\u8003\u6a21\u5f0f\uff0c\u9002\u5408\u672c\u5730\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u89e3\u51b3\u4e2d\u5c0f\u56e2\u961f\u65e0\u6cd5\u8d1f\u62c5\u5927\u578b\u6a21\u578b\u7684\u9ad8\u6602\u6210\u672c\u4e0e\u90e8\u7f72\u95e8\u69db\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0e4e8e6-5f7e-452e-8ac1-54bb5a294936.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7871d27e-c449-4719-9b9c-89c08e80cd77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8222556d-9300-4ae1-8667-d86f367c35b7.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\/352cb51d-321e-4ec2-b119-11a151223f37.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\">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\u6e90\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5bc6\u96c6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u65d7\u8230<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u84b8\u998f<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7801<\/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\u79f0\u8d5e\u8be5\u6a21\u578b\u4f5c\u4e3a\u5bc6\u96c6\u6a21\u578b\uff0c\u572827B\u53c2\u6570\u4e0b\u7f16\u7801\u6027\u80fd\u5df2\u8d85\u8d8a\u524d\u4ee3397B MoE\u65d7\u8230\uff0c\u8ba4\u4e3a\u5176\u667a\u80fd\u5bc6\u5ea6\u548c\u89c4\u6a21\u201c\u751c\u533a\u201d\u975e\u5e38\u9002\u5408\u672c\u5730\u8fd0\u884c\u3002\u4e5f\u6709\u8bc4\u8bba\u6307\u51fa\uff0c\u82e5\u957f\u671f\u7f16\u7801\u80fd\u529b\u518d\u63d0\u5347\u81f3Opus 4.5\u7ea7\u522b\uff0c\u672c\u5730\u8fd0\u884c\u7684\u4ef7\u503c\u5c06\u96be\u4ee5\u88ab\u4e91\u7aef\u6a21\u578b\u66ff\u4ee3\uff0c\u9884\u8ba16-9\u4e2a\u6708\u540e\u6216\u53ef\u8ffd\u53ca\u66f4\u9ad8\u6c34\u5e73\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 Qwen3.6-27B\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u770b\u662f\u53c2\u6570\u89c4\u6a21\u548c\u6027\u80fd\u6bd4\u503c\u7684\u53c8\u4e00\u6b21\u7a81\u7834\uff0c\u5b9e\u5219\u662f\u5bf9\u5f53\u524dAI\u5927\u6a21\u578b\u4ea7\u4e1a\u201c\u552f\u53c2\u6570\u8bba\u201d\u548c\u201c\u95ed\u6e90\u5784\u65ad\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u6253\u8138\u3002\u5b83\u752827B\u7684\u201c\u5c0f\u8eab\u677f\u201d\u5e72\u7ffb\u4e86\u524d\u4ee3397B MoE\u65d7\u8230\uff0c\u4e14\u662f\u7eaf\u5bc6\u96c6\u67b6\u6784\uff0c\u8fd9\u610f\u5473\u7740\u6b64\u524d\u5927\u91cf\u6a21\u578b\u9760MoE\u5806\u53c2\u6570\u6765\u63a9\u76d6\u6548\u7387\u4f4e\u4e0b\u7684\u7b56\u7565\u6b63\u5728\u5931\u6548\u2014\u2014\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u4e0d\u662f\u6d6e\u5938\u7684\u6743\u91cd\u5806\u53e0\uff0c\u800c\u662f\u5b9e\u6253\u5b9e\u7684\u63a8\u7406\u5bc6\u5ea6\u548c\u90e8\u7f72\u53cb\u597d\u6027\u3002\u4f46\u4ed4\u7ec6\u5ba1\u89c6\uff0c\u8fd9\u4e00\u4f18\u52bf\u76ee\u524d\u9ad8\u5ea6\u805a\u7126\u5728\u7f16\u7801\u4ee3\u7406\u573a\u666f\uff0c\u5c3d\u7ba1\u53f7\u79f0\u201c\u591a\u6a21\u6001\u201d\uff0c\u4f46\u5177\u4f53\u8868\u73b0\u5c1a\u5f85\u7b2c\u4e09\u65b9\u9a8c\u8bc1\uff0c\u4e14\u957f\u671f\u7f16\u7a0b\u80fd\u529b\u8ddd\u79bb\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\uff08\u5982Opus 4.5\uff09\u4ecd\u6709\u5dee\u8ddd\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6027\u80fd\u6570\u503c\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5411\u5e02\u573a\u8bc1\u660e\u4e86\uff1a\u5f00\u6e90\u6a21\u578b\u5b8c\u5168\u53ef\u4ee5\u7528\u66f4\u4f4e\u7684\u8d44\u6e90\u6d88\u8017\u5b9e\u73b0\u63a5\u8fd1\u751a\u81f3\u8d85\u8d8a\u95ed\u6e90\u5de8\u5934\u7684\u6548\u679c\uff0c\u4ece\u800c\u8feb\u4f7f\u4e91\u7aef\u5927\u5382\u91cd\u65b0\u5ba1\u89c6\u5b9a\u4ef7\u903b\u8f91\u548c\u4ea7\u54c1\u5f62\u6001\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u56e2\u961f\u548c\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6ea2\u51fa\uff0c\u66f4\u662f\u4e00\u5242\u201c\u53bb\u4e91\u7aef\u4f9d\u8d56\u201d\u7684\u5f3a\u5fc3\u9488\u3002\u4e0d\u8fc7\uff0c\u82e5Qwen\u7cfb\u5217\u4e0d\u80fd\u5728\u901a\u7528\u63a8\u7406\u548c\u957f\u671f\u4efb\u52a1\u89c4\u5212\u4e0a\u6301\u7eed\u8ddf\u8fdb\uff0c\u5176\u201c\u751c\u533a\u201d\u53ef\u80fd\u5f88\u5feb\u53d8\u6210\u201c\u5c40\u9650\u533a\u201d\u3002\u98ce\u5934\u6b63\u52b2\u65f6\uff0c\u66f4\u5e94\u8b66\u60d5\u6ca6\u4e3a\u5bf9\u6bd4\u7ec4\u4e2d\u7684\u57ab\u811a\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.6-27B<\/span>\n <\/div>\n<div class=\"comment-content\">Qwen3.6-27B is a fully open-source dense model that punches way above its weight. Surpassing the previous 397B MoE flagship in agentic coding, it supports multimodal reasoning and thinking modes while remaining perfectly sized for local self-hosting.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>This is a <strong>dense<\/strong> model, not an MoE, and that matters.<\/p>\n<p>Dense models often show unusually strong intelligence density for their size, and Qwen3.6-27B is a very good example of that. At 27B, it already pushes past <a href=\"https:\/\/www.producthunt.com\/products\/qwen3\/launches\/qwen3-6-35b-a3b\" target=\"_blank\" rel=\"noopener\">Qwen3.6-35B-A3B<\/a> on a number of key coding and reasoning tasks, and more importantly, it beats the previous open-source flagship <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.5-397B-A17B\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen3.5-397B-A17B<\/a> across all major coding benchmarks. That is a pretty serious result for a dense checkpoint at this scale.<\/p>\n<p>And 27B is also just a very <strong>sweet open-source size<\/strong>. It is not so large that normal users or small teams are locked out of deployment, but it is not small either \u2014 it still leaves a lot of headroom for real capability. <\/p>\n<p>In the Qwen3.6 era, this has a very real chance of becoming their most popular open dense model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>we’re almost there. if that long term coding gets bumped up and reaches opus 4.5 levels we’re looking at something serious. i reckon in about 6-9 months they are there or beyond that and approaching opus 4.6 levels. at that rate, for coding, running that locally on your hardware, it’s hard to justify picking a frontier cloud model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2QH453YZAYOXT4\" class=\"app-title\">Workspace agents in ChatGPT<\/a><\/p>\n<div class=\"one-liner\">Codex-powered agents for teams.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChatGPT\u63a8\u51fa\u7684Workplace Agents\u529f\u80fd\uff0c\u8ba9\u56e2\u961f\u80fd\u521b\u5efa\u5171\u4eabAI\u667a\u80fd\u4f53\uff0c\u8de8Slack\u3001Linear\u7b49\u5de5\u5177\u81ea\u52a8\u6267\u884c\u590d\u6742\u3001\u957f\u671f\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u89e3\u51b3\u56e2\u961f\u534f\u4f5c\u4e2d\u91cd\u590d\u8ffd\u8e2a\u548c\u4efb\u52a1\u63a8\u8fdb\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d413337f-c718-41c3-a481-474040d9d7a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be1ad5e9-9348-4254-a8ac-a62efa2067d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0351393e-9539-48c3-be11-efc773f36eeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/529a0069-5675-4b02-a056-36e71d34f3f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e98add3-c408-46e0-9a78-861253230d19.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\/96090d0c-42c3-468e-8fe8-3e7d7fe32314.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yyvVUEPSCu0\"><source src=\"https:\/\/www.youtube.com\/watch?v=yyvVUEPSCu0\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">ChatGPT\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8fd0\u884c\u4efb\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u8be5\u529f\u80fd\u662f\u201c\u771f\u6b63\u7684AI\u961f\u53cb\u201d\uff0c\u80fd\u8de8\u5de5\u5177\u6267\u884c\u590d\u6742\u5de5\u4f5c\u6d41\uff0c\u65e0\u9700\u53cd\u590d\u68c0\u67e5\u3002\u6709\u8bc4\u8bba\u6d41\u9732\u51fa\u5bf9\u201c\u9884\u89c8\u7248\u201d\u7a33\u5b9a\u6027\u548c\u6269\u5c55\u6027\u7684\u9690\u7ea6\u671f\u5f85\uff0c\u4f46\u672a\u660e\u786e\u63d0\u51fa\u95ee\u9898\u6216\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 \u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u5b9e\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u804a\u5929\u201d\uff0c\u800c\u5728\u4e8e\u201cAI\u6267\u884c\u201d\u2014\u2014\u5b83\u8bd5\u56fe\u5c06\u5927\u6a21\u578b\u4ece\u5bf9\u8bdd\u7a97\u53e3\u62fd\u5165\u5b9e\u9645\u5de5\u4f5c\u6d41\u3002Codex\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u80fd\u72ec\u7acb\u8c03\u7528Slack\u3001Linear\u7b49\u5de5\u5177\uff0c\u5e76\u7ef4\u62a4\u957f\u671f\u4efb\u52a1\u72b6\u6001\uff0c\u8fd9\u6bd4\u5355\u7eaf\u751f\u6210\u6587\u672c\u7684ChatGPT\u8fdb\u5316\u4e86\u4e00\u5927\u6b65\u3002\u5bf9\u4e8e\u56e2\u961f\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u5438\u5f15\u529b\u5728\u4e8e\u964d\u4f4e\u4e86\u201c\u4eba\u8089\u8fd0\u7ef4\u201d\u7684\u91cd\u590d\u52b3\u52a8\uff1a\u9886\u5bfc\u4e0d\u518d\u9700\u8981\u9891\u7e41\u8ffd\u95ee\u8fdb\u5ea6\uff0c\u6210\u5458\u4e5f\u4e0d\u5fc5\u624b\u52a8\u540c\u6b65\u4fe1\u606f\u3002\u4f46\u5fc5\u987b\u8b66\u60d5\u7684\u662f\uff0c\u5f53\u524d\u201c\u9884\u89c8\u7248\u201d\u6807\u7b7e\u6697\u793a\u4e86\u6280\u672f\u98ce\u9669\u2014\u2014\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u5728\u590d\u6742\u6743\u9650\u3001\u8de8\u5de5\u5177\u539f\u5b50\u6027\u64cd\u4f5c\u548c\u4efb\u52a1\u4e2d\u65ad\u6062\u590d\u4e0a\uff0c\u6781\u53ef\u80fd\u66b4\u9732\u51fa\u53ef\u9760\u6027\u77ed\u677f\u3002\u6b64\u5916\uff0c\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u6a21\u5f0f\u662f\u5426\u771f\u6b63\u8d34\u5408\u201c\u56e2\u961f\u65e2\u6709\u5de5\u4f5c\u98ce\u683c\u201d\uff0c\u8fd8\u662f\u6ca6\u4e3a\u673a\u68b0\u7684\u89c4\u5219\u5f15\u64ce\uff0c\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42\u77e5\u8bc6\u5e93\u7684\u6784\u5efa\u80fd\u529b\u3002\u5982\u679cOpenAI\u80fd\u89e3\u51b3\u8fd9\u4e9b\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7ec6\u8282\uff0c\u8fd9\u5c06\u662fAI\u4ece\u8f85\u52a9\u5de5\u5177\u5411\u534f\u4f5c\u4f19\u4f34\u8dc3\u8fc1\u7684\u5173\u952e\u4ea7\u54c1\uff1b\u5982\u679c\u53ea\u662f\u628a\u5bf9\u8bdd\u5f0f\u63a5\u53e3\u7b80\u5355\u6620\u5c04\u5230API\u8c03\u7528\uff0c\u5219\u96be\u514d\u6ca6\u4e3a\u9ad8\u7ea7\u7684\u5b8f\u547d\u4ee4\u751f\u6210\u5668\u3002\u5728AI\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u201c\u8ba9\u4ee3\u7406\u5e72\u6d3b\uff0c\u800c\u4e0d\u662f\u5199\u4ee3\u7406\u201d\u624d\u662f\u8861\u91cf\u5176\u771f\u5b9e\u751f\u4ea7\u529b\u7684\u6807\u5c3a\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\">Workspace agents in ChatGPT<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing workspace agents in ChatGPT\u2014shared agents that can handle complex tasks and long-running workflows across tools and teams.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters, I am excited to hunt \ud83d\ude80<\/p>\n<\/p>\n<p>Today I found something really interesting from ChatGPT \u2014 <strong>Workspace Agents<\/strong>.<\/p>\n<p>In simple words, these are like AI teammates that can actually handle work for you. Not just small tasks, but proper workflows.<\/p>\n<\/p>\n<p>You can create an agent once, tell it what to do, and it can:<br \/>\u2013 work across tools like Slack and Linear<br \/>\u2013 keep track of progress<br \/>\u2013 and move things forward without you checking again and again<\/p>\n<\/p>\n<p>What I liked most is that you can set it up based on how your team already works. So it doesn\u2019t feel random\u2014it follows your style.<\/p>\n<\/p>\n<p>You can use it for things like checking leads, managing feedback, making reports, or even doing research.<\/p>\n<p>It\u2019s still in preview, but honestly this feels like a big step towards real AI teammates.<\/p>\n<\/p>\n<p>Curious\u2014what work would you give to an agent first? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XIDYBXB6YNOPOA\" class=\"app-title\">IFTTT MCP<\/a><\/p>\n<div class=\"one-liner\">Connect Claude to 1000+ apps, instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>IFTTT MCP \u901a\u8fc7\u4e00\u4e2aMCP\u6807\u51c6\u63a5\u53e3\uff0c\u8ba9Claude\u76f4\u63a5\u8c03\u7528\u8d85\u8fc71000\u4e2a\u5e94\u7528\u548c\u8bbe\u5907\u7684\u89e6\u53d1\u5668\u4e0e\u52a8\u4f5c\uff08\u5982\u53d1Slack\u3001\u5f00Hue\u706f\uff09\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728AI\u5bf9\u8bdd\u4e2d\u65e0\u6cd5\u76f4\u63a5\u64cd\u63a7\u5916\u90e8\u5de5\u5177\u548c\u81ea\u52a8\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/453c74e4-b83d-458c-a467-8697d4ec8f0a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2zS9h18eiX8\"><source src=\"https:\/\/youtu.be\/2zS9h18eiX8\" 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\/addc9e49-8dfb-4117-964d-1486bf24fb77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1dd5182-62d3-4e04-a29b-a5d239853ca4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81b8d553-9b63-42de-a8f8-07bb98255fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/141cf375-fb6f-49c9-899d-ab74f9066d86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5bb6\u5c45<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">API\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">IFTTT<\/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@chelseaifttt\u8be2\u95ee\u5982\u4f55\u8bbf\u95ee\u53ca\u5177\u4f53\u529f\u80fd\u7ec6\u8282\uff0c\u6709\u6f5c\u5728\u8bd5\u7528\u9700\u6c42\u3002@turantekin\u4f5c\u4e3a15\u5e74\u8001\u7528\u6237\u8868\u793a\u9ad8\u5ea6\u5174\u594b\uff0c\u8ba4\u4e3aMCP\u670d\u52a1\u5668\u5b9e\u73b0\u4e86AI\u4e0eIFTTT\u5de5\u4f5c\u6d41\u7684\u5b8c\u7f8e\u878d\u5408\uff0c\u5e76\u8868\u8fbe\u4e86\u5bf9\u672a\u6765\u529f\u80fd\u7684\u671f\u5f85\u3002\u5b98\u65b9\u8d26\u53f7\u79ef\u6781\u56de\u5e94\u5e76\u5f15\u5bfc\u7528\u6237\u5206\u4eab\u5de5\u4f5c\u6d41\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 IFTTT\u63a8\u51faMCP\u670d\u52a1\u5668\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7ed9\u8001\u65e7\u7684\u4e2d\u4ecb\u5e73\u53f0\u6362\u4e0a\u4e00\u9897AI\u5927\u8111\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0cIFTTT\u7684\u6218\u7565\u773c\u5149\u975e\u5e38\u7cbe\u51c6\uff1a\u5b83\u6ca1\u6709\u9009\u62e9\u9020\u4e00\u4e2a\u548cChatGPT\u3001Claude\u6297\u8861\u7684AI\u52a9\u624b\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u53d8\u6210AI\u7684\u201c\u4e07\u80fd\u9065\u63a7\u5668\u201d\u3002\u8fd9\u62db\u201c\u501f\u58f3\u4e0a\u5e02\u201d\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\uff0cIFTTT\u8fc7\u53bb\u5341\u4f59\u5e74\u79ef\u7d2f\u76841000+\u5e94\u7528\u8fde\u63a5\u5668\u2014\u2014\u8fd9\u4e9b\u770b\u4f3c\u8fc7\u65f6\u7684\u201c\u571f\u5473\u81ea\u52a8\u5316\u201d\u2014\u2014\u7a81\u7136\u6210\u4e86\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u7a00\u7f3a\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u5c42\u9762\uff0cIFTTT MCP\u771f\u6b63\u89e3\u51b3\u7684\u662f\u5927\u6a21\u578b\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\u3002\u5f53\u524d\u804a\u5929AI\u6700\u5927\u7684\u74f6\u9888\u5728\u4e8e\u201c\u80fd\u8bf4\u4e0d\u4f1a\u505a\u201d\uff0c\u800cMCP\u6807\u51c6\u6070\u597d\u63d0\u4f9b\u4e86\u5b89\u5168\u7684\u5de5\u5177\u8c03\u7528\u5165\u53e3\u3002IFTTT\u5c06\u81ea\u5df1\u5c01\u88c5\u6210\u4e00\u4e2a\u6807\u51c6\u7aef\u70b9\uff0c\u7b49\u4e8e\u8ba9Claude\u77ac\u95f4\u83b7\u5f97\u4e86\u51e0\u4e4e\u65e0\u9650\u7684\u7269\u7406\u4e16\u754c\u64cd\u63a7\u6743\u3002\u4ece\u667a\u80fd\u706f\u5230\u4f01\u4e1aSlack\uff0c\u4ece\u4e2a\u4eba\u63d0\u9192\u5230\u5546\u4e1a\u6d41\u7a0b\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u5b9a\u4e49\u4e00\u4e2a\u201cAI\u53ef\u64cd\u4f5c\u4e16\u754c\u201d\u7684\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u8b66\u60d5\uff0c102\u7968\u7684\u53d1\u5e03\u6210\u7ee9\u5728Product Hunt\u4e0a\u5e76\u4e0d\u7b97\u7206\u70b8\uff0c\u8bf4\u660e\u5546\u4e1a\u5316\u843d\u5730\u8fd8\u6709\u8ddd\u79bb\u3002\u6838\u5fc3\u95ee\u9898\u6709\u4e09\uff1a\u7b2c\u4e00\uff0cMCP\u76ee\u524d\u6df1\u5ea6\u7ed1\u5b9aClaude\uff0c\u82e5\u8f6c\u79fb\u5230\u5176\u4ed6AI\uff08\u5982Gemini\u3001GPT-5\uff09\uff0c\u6807\u51c6\u7684\u901a\u7528\u6027\u6709\u5f85\u8003\u9a8c\uff1b\u7b2c\u4e8c\uff0cIFTTT\u7684\u8001\u7528\u6237\u5927\u591a\u662f\u4f4e\u4ee3\u7801\u7231\u597d\u8005\uff0c\u800cAI\u8c03\u7528\u8981\u6c42\u6781\u4f4e\u51fa\u9519\u7387\u548c\u6781\u9ad8\u7684\u5b9e\u65f6\u6027\uff0c\u73b0\u6709\u89e6\u53d1\u5668\u903b\u8f91\u662f\u5426\u9002\u914d\u5927\u6a21\u578b\u7684\u201c\u601d\u8003-\u884c\u52a8\u201d\u8282\u594f\uff1f\u7b2c\u4e09\uff0c\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff08\u5982n8n\u3001Home Assistant\u7684MCP\u5b9e\u73b0\uff09\u6b63\u5728\u5feb\u901f\u6d8c\u73b0\uff0cIFTTT\u7684\u5c01\u95ed\u751f\u6001\u53ef\u80fd\u9762\u4e34\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n IFTTT\u8fd9\u6b21\u51fa\u724c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u4ec5\u5728\u751f\u6001\u4e0a\u505a\u4e86\u4e2a\u201c\u95e8\u6237\u201d\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8eMCP\u63a5\u53e3\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u8ba9AI\u4ee3\u7406\u5728\u65e0\u4eba\u5de5\u5e72\u9884\u4e0b\u81ea\u4e3b\u3001\u53ef\u9760\u5730\u6267\u884c\u590d\u6742\u5de5\u4f5c\u6d41\u3002\u5982\u679c\u53ea\u662f\u7ed9\u539f\u6709\u7684\u201cIf This Then That\u201d\u52a0\u4e86\u4e2aAI\u5bf9\u8bdd\u6846\uff0c\u90a3\u5f88\u53ef\u80fd\u6ca6\u4e3a\u6f02\u4eae\u7684\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">IFTTT MCP<\/span>\n <\/div>\n<div class=\"comment-content\">You can use AI to call IFTTT to create, trigger, and access 1000+ integrations. Send a Slack message, turn on your Hue lights, or create your next Applet, all from a chat in Claude.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone!<\/p>\n<p>We’ve been building IFTTT for over a decade to connect your apps and devices, without a single line of code. With MCP taking off as the standard for AI-to-tool communication, we saw an obvious opportunity to connect IFTTT directly into Claude.<\/p>\n<p>So we built an MCP server that gives Claude instant access to over 1000 apps and services through a single endpoint. We will continue to expand our MCP availability in the coming weeks.<\/p>\n<p>We’d love to hear what you build with it. Drop your workflow ideas in the comments, we’re here all day! \ud83d\ude80<\/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\/@chelseaifttt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chelseaifttt<\/a> This is pretty awesome. How can this be accessed? I’m much Interested in the features. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 IFTTT for 15+ years, yes, I was automating things before it was cool. As a self-proclaimed automation freak, this MCP server news basically made my whole week. The fact that I can now integrate Claude directly into my IFTTT workflows is the crossover episode I never knew I needed. It’s like peanut butter finally meeting chocolate. <\/p>\n<p>Thank you for continuing to make the nerds of the world deeply, unreasonably happy, we see you, and we appreciate you! \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\/@turantekin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@turantekin<\/a> Thank you for being with us for over 15 years, Uygar! \ud83e\udd18 We really appreciate your support and are excited to share more in the coming weeks. Happy automating!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DUWRPDATVXA4VK\" class=\"app-title\">Design.MD<\/a><\/p>\n<div class=\"one-liner\">Drop-in design systems your AI coding agent can read<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Design.MD \u901a\u8fc7\u6807\u51c6\u5316\u7684 Markdown \u6587\u4ef6\uff0c\u5c06\u54c1\u724c\u89c6\u89c9\u8bed\u8a00\uff08\u989c\u8272\u3001\u5b57\u4f53\u3001\u95f4\u8ddd\u7b49\uff09\u8f6c\u5316\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u53ef\u8bfb\u7684\u201c\u8bbe\u8ba1\u6307\u4ee4\u201d\uff0c\u89e3\u51b3AI\u751f\u6210UI\u5343\u7bc7\u4e00\u5f8b\u3001\u7f3a\u4e4f\u54c1\u724c\u611f\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e07e0927-7180-4c2a-8279-08ed0c7ceaa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/509cc5ef-35e2-47b2-b22b-1b1345cfee60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be575b88-210c-468d-ba22-5bcc8133340b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a2161f9-a5bd-4ada-bbf1-8d5ae89c4636.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\/da11a078-038d-47ab-ab8c-9801de52d6a3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/yPyOqIADj44\"><source src=\"https:\/\/youtu.be\/yPyOqIADj44\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">Markdown\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">Cursor<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">UI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8d44\u6e90\u5e93<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\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\u53efMarkdown\u683c\u5f0f\u7684\u6807\u51c6\u5316\u601d\u8def\uff0c\u8ba4\u4e3a\u6bd4\u5728\u63d0\u793a\u8bcd\u4e2d\u63cf\u8ff0\u8bbe\u8ba1\u7cfb\u7edf\u66f4\u9ad8\u6548\uff1b\u6838\u5fc3\u9700\u6c42\u662f\u5e0c\u671b\u652f\u6301\u66f4\u590d\u6742\u7684\u7ec4\u4ef6\u884c\u4e3a\u63cf\u8ff0\uff08\u5982\u60ac\u505c\u72b6\u6001\u3001\u5fae\u4ea4\u4e92\uff09\uff1b\u793e\u533a\u671f\u5f85\u66f4\u591a\u54c1\u724c\u6587\u4ef6\uff0c\u5e76\u6307\u51faLovable\u7b49\u5de5\u5177\u6df1\u5ea6\u9002\u914d\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 Design.MD\u8e29\u4e2d\u4e86\u201cAI\u7f16\u7a0b\u5de5\u5177\u72c2\u98d9\u4f46\u8bbe\u8ba1\u7a00\u788e\u201d\u7684\u884c\u4e1a\u75db\u70b9\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4ee3\u7801\u4e0e\u5ba1\u7f8e\u4e4b\u95f4\u5efa\u7acb\u4e00\u6761\u4f4e\u6469\u64e6\u7684\u534f\u8bae\u901a\u9053\u3002\u5c06\u590d\u6742\u7684\u54c1\u724c\u8bbe\u8ba1\u7cfb\u7edf\u964d\u7ef4\u6210\u7eaf\u6587\u672c\u6587\u6863\uff0c\u65e2\u7ed5\u5f00\u4e86CSS\u8fb9\u754c\u9650\u5236\uff0c\u53c8\u964d\u4f4e\u4e86\u8bbe\u8ba1\u5e08\u4e0eAI\u7684\u534f\u4f5c\u95e8\u69db\uff0c\u582a\u79f0\u7ed9AI\u201c\u5582\u201d\u8bbe\u8ba1\u89c4\u8303\u7684\u73b0\u6210\u83dc\u8c31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u6240\u8c13\u7684\u201cAI\u80fd\u7406\u89e3\u201d\u5f88\u53ef\u80fd\u53ea\u662f\u7b80\u5355\u989c\u8272\u53d8\u91cf\u6620\u5c04\uff0c\u5bf9\u4e8e\u4ea4\u4e92\u903b\u8f91\u3001\u54cd\u5e94\u5f0f\u65ad\u70b9\u3001\u751a\u81f3\u89c6\u89c9\u5c42\u7ea7\u8fd9\u79cd\u52a8\u6001\u611f\u77e5\u5185\u5bb9\uff0cMarkdown\u7684\u6241\u5e73\u7ed3\u6784\u529b\u6709\u4e0d\u902e\u3002\u7528\u6237\u63d0\u5230\u7684\u5fae\u4ea4\u4e92\u548chover\u72b6\u6001\uff0c\u76ee\u524d\u6587\u4ef6\u5185\u53ea\u80fd\u4ee5\u6587\u672c\u63cf\u8ff0\u5b58\u5728\uff0cAI\u80fd\u5426\u6b63\u786e\u6267\u884c\u4ecd\u9ad8\u5ea6\u4f9d\u8d56\u5176\u5e95\u5c42\u6a21\u578b\u7684\u7406\u89e3\u529b\u2014\u2014\u672c\u8d28\u4e0a\u8fd8\u662f\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u7684\u5305\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c60+\u8bbe\u8ba1\u7a3f\u867d\u80fd\u89e3\u51b3\u201c\u4e0d\u60f3\u770bAI\u7070\u8272\u754c\u9762\u201d\u7684\u71c3\u7709\u4e4b\u6025\uff0c\u4f46\u957f\u671f\u770b\uff0c\u56e2\u961f\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u5c06\u8bbe\u8ba1\u7cfb\u7edf\u62c6\u89e3\u4e3aAI\u53ef\u5c40\u90e8\u8c03\u7528\u7684\u8bed\u4e49\u5316\u7ec4\u4ef6\uff08\u7c7b\u4f3cDesign Token\u7684\u901a\u7528\u683c\u5f0f\uff09\uff0c\u800c\u975e\u9760\u5806\u79ef\u54c1\u724c\u6587\u4ef6\u505a\u201c\u8bbe\u8ba1\u754c\u7684\u7d20\u6750\u7ad9\u201d\u3002\u82e5\u53ea\u662f\u628aDribbble\u622a\u56fe\u7528MD\u7ffb\u8bd1\u4e00\u904d\uff0cAI\u59cb\u7ec8\u753b\u4e0d\u51faStripe\u7684\u810a\u6881\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\">Design.MD<\/span>\n <\/div>\n<div class=\"comment-content\">getdesign.md is a collection of DESIGN.md files. One markdown file that captures a brand’s visual language (colors, typography, spacing, components, motion) in a format AI coding agents actually understand. Drop it into your Cursor, Claude Code, Lovable, v0 or Bolt project and ship UI that looks like Stripe, Notion, Linear or Vercel instead of the default AI beige. Browse 60+ ready-made files, request missing brands, or generate your own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I’m Necati, co-founder of getdesign.md.<\/p>\n<p>AI coding agents like Cursor, Claude Code, Lovable and v0 ship working<br \/>\nUI fast. The missing piece is design direction. Without a reference,<br \/>\noutputs tend to land on the same generic look.<\/p>\n<p>DESIGN.md is a small markdown file that captures a brand’s visual<br \/>\nlanguage in a format agents can follow: color tokens, typography, layout,<br \/>\ncomponent behavior, motion, voice.<\/p>\n<p>getdesign.md is a design system inspiration library built for AI<br \/>\ncoding workflows. 60+ brands today (Stripe, Notion, Linear, Vercel,<br \/>\nSpaceX, IBM and more), growing weekly. Browse for inspiration, download<br \/>\nthe DESIGN.md, drop it in your repo, and let your agent build UI that<br \/>\nreflects the vibe you actually want.<\/p>\n<p>Would love your feedback, especially: which brand’s DESIGN.md would<br \/>\nyou want next?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how you guys embraced markdown!<\/p>\n<p>This will forever go very well with Lovable type applications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that you can request missing brands. the format makes so much sense – been frustrated with trying to describe design systems to AI in prompts when there should just be a standard way to encode this stuff. shipping this as markdown files instead of some proprietary format was smart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 brilliant. we’ve been using Cursor daily and always end up with that generic AI beige you mentioned. having a <a href=\"http:\/\/DESIGN.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">DESIGN.md<\/a> file that actually captures brand systems in a format the AI can parse feels like the missing piece. curious how detailed you can get with component behavior – like does it understand hover states and micro-interactions, or mainly static properties?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EXQE7UEAFRR7HN\" class=\"app-title\">MiMo-V2.5 & Pro<\/a><\/p>\n<div class=\"one-liner\">Frontier agent capability with better token efficiency<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MiMo-V2.5\u7cfb\u5217\u901a\u8fc7\u964d\u4f4eToken\u6d88\u8017\u7684\u9ad8\u6548\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u4e0e\u590d\u6742\u5de5\u7a0b\u4efb\u52a1\u667a\u80fd\u4f53\u80fd\u529b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u4e0d\u727a\u7272\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u524a\u51cfAI\u5e94\u7528\u7684\u6210\u672c\u4e0e\u7b97\u529b\u5360\u7528\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59a90c26-1f2b-42bd-a7dd-01402bb496f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44cd0d77-a94f-4012-b6e2-3a4e091a968c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/552e95be-cfb3-4212-a09f-b2f4d4f629b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82dda11b-638e-4db5-a433-8d96b337a3c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98013e59-9ffc-472a-9676-40f098264460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e132537-cb38-4c21-9c2a-5e411742d617.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dd762a6-580b-43cc-9235-58b5d068a19a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19c944df-729d-4ec7-9227-683143cd06e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19e59bfa-9cda-4991-a5a6-362ac83515c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e04c687-22ab-426a-8e38-ed35c690d6e8.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\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">Agent\u80fd\u529b<\/span><br \/>\n <span class=\"tag\">Token\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5c0f\u7c73<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\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\u60ca\u53f9\u4e8e\u5c0f\u7c73MiMo\u7cfb\u5217\u7684\u66f4\u65b0\u901f\u5ea6\uff0c\u8ba4\u4e3aV2.5-Pro\u5728\u667a\u80fd\u4f53\u7f16\u7801\u548c\u957f\u5468\u671f\u4efb\u52a1\u4e0a\u6709\u663e\u8457\u8dc3\u5347\u3002\u540c\u65f6\u6709\u5f00\u53d1\u8005\u6ce8\u610f\u5230\u6f5c\u5728\u7684\u751f\u4ea7\u7ea7\u96c6\u6210\u9700\u6c42\uff0c\u5e76\u4e3b\u52a8\u63d0\u51fa\u63d0\u4f9b\u7cfb\u7edf\u5316\u652f\u6491\u670d\u52a1\uff0c\u9690\u542b\u5bf9\u6a21\u578b\u7a33\u5065\u6027\u4e0e\u90e8\u7f72\u652f\u6301\u7684\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MiMo-V2.5\u7cfb\u5217\u770b\u4f3c\u6253\u51fa\u4e86\u201cToken\u6548\u7387\u201d\u724c\uff0c\u8bd5\u56fe\u5728\u6027\u4ef7\u6bd4\u4e0a\u5077\u88ad\u95ed\u6e90\u5de8\u5934\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5207\u5272\u201c\u591a\u6a21\u6001\u7406\u89e3\u201d\u4e0e\u201c\u590d\u6742\u5de5\u7a0bAgent\u201d\u4e24\u6761\u7ebf\u8def\uff0c\u907f\u514d\u4e86\u5927\u6a21\u578b\u201c\u5168\u80fd\u4f46\u5e73\u5eb8\u201d\u7684\u9677\u9631\u3002V2.5-Pro\u4e13\u653b\u957f\u5468\u671f\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\uff0c\u6280\u672f\u4e0a\u8e29\u5bf9\u4e86\u5f53\u524dAgent\u843d\u5730\u7684\u75db\u70b9\u2014\u2014\u4e0d\u662f\u63a8\u7406\u591a\u806a\u660e\uff0c\u800c\u662f\u80fd\u5426\u7a33\u5b9a\u6267\u884c\u6570\u4e07\u6b65\u4efb\u52a1\u3002V2.5\u5219\u7528\u66f4\u8f7b\u91cf\u7684\u539f\u751f\u591a\u6a21\u6001\u5bf9\u6807\u591a\u6a21\u6001\u573a\u666f\u7684\u7206\u53d1\u9700\u6c42\u3002\u4e0d\u8fc7\uff0c\u60ca\u8273\u7684\u8fed\u4ee3\u901f\u5ea6\u80cc\u540e\uff0c\u5c0f\u7c73\u4ecd\u9700\u76f4\u9762\u4e24\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a\u4e00\u662f\u793e\u533a\u5bf9\u201c\u53ef\u4fe1Agent\u201d\u7684\u96c6\u6210\u4e0e\u8c03\u8bd5\u5de5\u5177\u94fe\u4ecd\u4ed8\u4e4b\u9619\u5982\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u4eba\u55c5\u5230\u8fd9\u4e00\u5546\u673a\uff1b\u4e8c\u662f\u5f00\u6e90\u540e\u751f\u6001\u80fd\u5426\u8dd1\u8d62Meta\u6216Mistral\u7684\u793e\u533a\u51dd\u805a\u529b\uff0c\u51b3\u5b9a\u4e86\u5b83\u662f\u5426\u6b62\u4e8e\u201c\u8dd1\u5206\u597d\u770b\u201d\u3002\u4e00\u53e5\u8bdd\uff1a\u6548\u7387\u63d0\u5347\u662f\u7b56\u7565\uff0c\u672a\u5fc5\u662f\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MiMo-V2.5 & Pro<\/span>\n <\/div>\n<div class=\"comment-content\">The Xiaomi MiMo-V2.5 series introduces V2.5-Pro for complex, long-horizon software engineering and V2.5 for highly efficient, native omnimodal understanding. Both models match frontier performance while drastically reducing token consumption.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Xiaomi MiMo ships new models at a pace that\u2019s honestly astonishing. MiMo-V2.5-Pro is their strongest yet \u2014 big jumps in agentic coding, long-horizon tasks, and real-world reliability. The lighter V2.5 brings native multimodal (image\/audio\/video) on top of that while staying very token-efficient.<\/p>\n<p>MiMo is clearly accelerating to become one of the fastest-moving players in the frontier tier.<\/p>\n<p>Right now you can try it in <a href=\"https:\/\/aistudio.xiaomimimo.com\/#\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MiMo Studio<\/a> and use the whole series through their <a href=\"https:\/\/platform.xiaomimimo.com\/token-plan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Token Plan<\/a>, and the models will be open-sourced soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> , impressive pace on MiMo releases<\/p>\n<p>I help teams turn strong LLMs into reliable, production-ready systems (agents, pipelines, integrations).<\/p>\n<p>If you need help shipping or stabilizing anything quickly, I\u2019m available for short sprints.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MMW5OHRSYVNOUX\" class=\"app-title\">USVC by AngelList<\/a><\/p>\n<div class=\"one-liner\">Back the companies building the future. Before it\u2019s obvious.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>USVC\u662fAngelList\u63a8\u51fa\u7684\u98ce\u6295\u57fa\u91d1\uff0c\u8ba9\u975e\u8ba4\u8bc1\u96f6\u552e\u6295\u8d44\u8005\u6700\u4f4e\u4ee5500\u7f8e\u5143\u8d77\u6295\uff0c\u4e00\u952e\u83b7\u5f97\u79c1\u4eba\u79d1\u6280\u516c\u53f8\u7684\u5e7f\u6cdb\u6295\u8d44\u655e\u53e3\uff0c\u89e3\u51b3\u4e86\u666e\u901a\u4eba\u96be\u4ee5\u53c2\u4e0e\u65e9\u671f\u79d1\u6280\u6295\u8d44\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e9c57d80-80bd-4987-8085-16075ba405f2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/dCMx1IeqdFI\"><source src=\"https:\/\/youtu.be\/dCMx1IeqdFI\" 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\/1f910eb5-7d17-4eb6-b669-0af8c166e888.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c08d8a3-717f-40b9-9835-a606d646b834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a6d7863-d34e-41ae-8f8a-c96fa053a658.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a4362ea-3f0d-4f8a-89a5-3dbb9fda981f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f4a8fec-7436-42d4-885a-51575c06b858.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54e20702-f131-4916-938c-4c180368f8da.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Venture Capital<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4e1a\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u96f6\u552e\u6295\u8d44\u8005<\/span><br \/>\n <span class=\"tag\">\u79c1\u4eba\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u98ce\u6295\u57fa\u91d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u95e8\u69db<\/span><br \/>\n <span class=\"tag\">AngelList<\/span><br \/>\n <span class=\"tag\">AI\u516c\u53f8<\/span><br \/>\n <span class=\"tag\">xAI<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7ec4\u5408<\/span><br \/>\n <span class=\"tag\">\u975e\u8ba4\u8bc1\u6295\u8d44\u8005<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u6b64\u4e3e\u964d\u4f4e\u95e8\u69db\uff0c\u8ba4\u4e3a\u662f\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u3002\u4f46\u4e5f\u8d28\u7591xAI\u6743\u91cd\u8fc7\u9ad8\uff0c\u98ce\u9669\u96c6\u4e2d\uff1b\u53e6\u8be2\u95ee\u6295\u8d44\u662f\u5426\u4ec5\u9650\u7f8e\u56fd\u5c45\u6c11\uff0c\u56de\u590d\u786e\u8ba4\u76ee\u524d\u4ec5\u9650\u7f8e\u56fd\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 USVC\u7684\u91ce\u5fc3\u5728\u4e8e\u201c\u6295\u8d44\u6c11\u4e3b\u5316\u201d\uff0c\u628a\u9876\u7ea7\u98ce\u6295\u7684\u8d4c\u684c\u642c\u5230\u4e86\u6563\u6237\u9762\u524d\u3002500\u7f8e\u5143\u64ac\u52a8OpenAI\u3001xAI\u7b49\u660e\u661f\u516c\u53f8\uff0c\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6253\u5305\u597d\u7684\u76f2\u76d2\u201d\u3002\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u654f\u9510\u6307\u51faxAI\u6743\u91cd\u8fc7\u9ad8\u7684\u95ee\u9898\u2014\u2014\u8fd9\u66b4\u9732\u4e86\u57fa\u91d1\u7ec4\u5408\u7684\u6784\u5efa\u903b\u8f91\u53ef\u80fd\u5e76\u975e\u57fa\u4e8e\u7ecf\u5178\u7684\u98ce\u9669\u5206\u6563\uff0c\u800c\u662f\u66f4\u50cf\u662fAngelList\u7684\u201c\u670b\u53cb\u5708\u6e05\u5355\u201d\u3002\u4e00\u65e6\u67d0\u4f4d\u5173\u7cfb\u5bc6\u5207\u7684CEO\u201c\u7ffb\u8f66\u201d\uff0c\u6574\u4e2a\u7ec4\u5408\u7684\u6536\u76ca\u7387\u5c06\u88ab\u4e25\u91cd\u62d6\u7d2f\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u7c7b\u57fa\u91d1\u7f3a\u4e4f\u6d41\u52a8\u6027\uff0c\u6563\u6237\u6295\u7684\u94b1\u5b9e\u9645\u4e0a\u662f\u9501\u5b9a\u7684\uff0c\u800c\u9000\u51fa\u5468\u671f\u548c\u56de\u62a5\u7387\u5929\u82b1\u677f\u5b8c\u5168\u53d6\u51b3\u4e8e\u57fa\u91d1\u7ba1\u7406\u548c\u5e02\u573a\u60c5\u7eea\u3002\u5bf9\u4e8e\u666e\u901a\u6295\u8d44\u8005\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u79cd\u9ad8\u98ce\u9669\u3001\u9ad8\u60c5\u7eea\u4ef7\u503c\u7684\u201c\u793e\u4ea4\u6295\u8d44\u201d\uff0c\u800c\u975e\u7a33\u5065\u7684\u8d44\u4ea7\u914d\u7f6e\u9009\u62e9\u3002Naval\u7684\u80cc\u4e66\u80fd\u5e26\u6765\u4fe1\u4efb\uff0c\u4f46\u65e0\u6cd5\u6d88\u9664\u5e95\u5c42\u9879\u76ee\u5931\u8d25\u6982\u7387\u3002USVC\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5e2e\u6563\u6237\u8d5a\u94b1\uff0c\u800c\u5728\u4e8e\u4e3aAngelList\u5f00\u8f9f\u4e86\u4e00\u6761\u4ece\u673a\u6784LP\u5230\u5927\u4f17LP\u7684\u52df\u8d44\u65b0\u901a\u9053\uff0c\u5e76\u5728\u65e9\u671f\u9501\u5b9a\u9ad8\u51c0\u503c\u6563\u6237\u7684\u957f\u671f\u8d44\u91d1\u3002\u81f3\u4e8e\u7528\u6237\u662f\u5426\u771f\u80fd\u201cBefore it\u2019s obvious\u201d\uff0c\u6050\u6015\u66f4\u591a\u53d6\u51b3\u4e8e\u4f60\u62bc\u6ce8\u7684\u662fxAI\u8fd8\u662f\u4e0b\u4e00\u4e2aWebvan\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\">USVC by AngelList<\/span>\n <\/div>\n<div class=\"comment-content\">USVC is a venture capital fund from AngelList. One investment, broad exposure to private tech \u2014 starting at $500.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Folks at AngelList launched USVC and I think it’s going to make a huge impact on the way people invest.<\/p>\n<p>Backed by AngelList, any retail investor (no accreditation required) can now invest as low as $500 in private technology companies. Current portfolio includes xAI, Anthropic, Legora, OpenAI, Vercel and more.<\/p>\n<p>What a game-changing move from Naval and Ankur.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Questions: why is XAI so overweighted? Are you planing to add more companies to the portfolio and spread the risks a little bit, so that it is priced more as industry average and if one CEO screws something, one company doesn’t bring down the performance of whole portfolio?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Any idea if this is only for US residents or can investors be from any geo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> i think for now it’s only for residents in the US or US citizens. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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{"id":201,"date":"2026-04-24T11:54:10","date_gmt":"2026-04-24T03:54:10","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/24\/2026-04-23\/"},"modified":"2026-04-24T11:54:10","modified_gmt":"2026-04-24T03:54:10","slug":"2026-04-23","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/24\/2026-04-23\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-23"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-23<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-23<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YTS75TBPL3B6AV\" class=\"app-title\">Kollab<\/a><\/p>\n<div class=\"one-liner\">Shared workspace where teams work with agents together<\/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>Kollab\u662f\u4e00\u4e2a\u5c06AI\u4ee3\u7406\u76f4\u63a5\u5d4c\u5165Slack\u3001Telegram\u7b49\u56e2\u961f\u804a\u5929\u5de5\u5177\u4e2d\u7684\u5171\u4eab\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u96f6\u914d\u7f6e\u8fde\u63a5\u5404\u7c7b\u5de5\u5177\u5e76\u590d\u7528\u56e2\u961f\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u591a\u4e2a\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001AI\u5de5\u5177\u90e8\u7f72\u95e8\u69db\u9ad8\u53ca\u534f\u4f5c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd6783f1-d637-44a5-988b-d7ee31abd1c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/791a97e3-6b20-49d1-b30c-44ac81f2de33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35dbbefa-5f3a-471e-960f-57447a585f15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/092d79ba-3793-4855-88e4-eb2e5bb22a80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0aace7a-fb49-4615-82f7-304119c9a292.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\/c34176ac-c182-44be-b58c-dc4ba095a66a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zX8K7R5Sgz0\"><source src=\"https:\/\/www.youtube.com\/watch?v=zX8K7R5Sgz0\" 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\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u534f\u4f5c\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">MCP\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u590d\u7528<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4efb\u52a1\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u5c06\u4ee3\u7406\u5d4c\u5165\u804a\u5929\u5de5\u5177\u548c\u53ef\u590d\u7528\u5de5\u4f5c\u6d41\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u5de5\u5177\u5206\u6563\u3001\u6d41\u7a0b\u91cd\u590d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578bAPI\u5bc6\u94a5\u3001\u63d0\u4f9b\u6280\u80fd\u6743\u9650\u6a21\u677f\uff08\u5982\u53ea\u8bfb\u9650\u5236\uff09\u3001\u660e\u786e\u6280\u80fd\u662f\u5426\u5e26\u6709\u72ec\u7acb\u8bb0\u5fc6\/\u72b6\u6001\u3002\u540c\u65f6\uff0c\u7528\u6237\u8be2\u95ee\u4e86\u5728\u5904\u7406\u975e\u7ed3\u6784\u5316\u8f93\u5165\u65f6\u7684\u8def\u7531\u80fd\u529b\u3001\u591a\u5468\u671f\u9879\u76ee\u4e0b\u7684\u4ee3\u7406\u4ea4\u63a5\u4e0e\u8bb0\u5fc6\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 Kollab\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u800c\u662f\u9009\u62e9\u6210\u4e3a\u56e2\u961f\u73b0\u6709\u5de5\u5177\u7684\u201c\u9ecf\u5408\u5242\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u591a\u5f3a\u5927\u7684\u5355\u4e2aAI\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u5c06\u201cAgent\u201d\u4ece\u4e00\u4e2a\u9700\u8981\u6280\u672f\u95e8\u69db\u7684\u72ec\u7acb\u5de5\u5177\uff0c\u964d\u7ef4\u6210\u5d4c\u5165\u65e5\u5e38\u804a\u5929\u6d41\u7a0b\u3001\u4eba\u4eba\u53ef\u8c03\u7528\u7684\u201c\u56e2\u961f\u6210\u5458\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u8981\u5bb3\uff1a\u5bf9\u4e8e\u5927\u591a\u6570\u56e2\u961f\uff0c\u75db\u70b9\u4e0d\u5728\u4e8e\u6ca1\u6709AI\uff0c\u800c\u5728\u4e8eAI\u4e0e\u5de5\u4f5c\u6d41\u7a0b\u7684\u5272\u88c2\u3002\u901a\u8fc7Bot\u5c06\u4ee3\u7406\u76f4\u63a5\u6295\u5165Slack\/Telegram\uff0c\u7528Skills\u5c06\u4e2a\u4eba\u5de5\u4f5c\u6d41\u8d44\u4ea7\u5316\u3001\u53ef\u590d\u7528\uff0c\u7528Connectors\u9690\u53bbMCP\u7684\u5e95\u5c42\u590d\u6742\u5ea6\u2014\u2014\u8fd9\u4e09\u677f\u65a7\u89e3\u51b3\u4e86\u90e8\u7f72\u95e8\u69db\u9ad8\u3001\u77e5\u8bc6\u96be\u4ee5\u6c89\u6dc0\u3001\u5de5\u5177\u5b64\u5c9b\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\u3002\u5c24\u5176\u662f\u201c\u5b9a\u65f6\u4efb\u52a1\u5373\u5b9a\u65f6\u4ee3\u7406\u201d\u7684\u5b9a\u4f4d\uff0c\u8d4b\u4e88\u4e86\u4f20\u7edfCRON\u81ea\u52a8\u5316\u4ee5AI\u51b3\u7b56\u548c\u8c03\u7528\u7684\u80fd\u529b\uff0c\u60f3\u8c61\u529b\u66f4\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u4ea7\u54c1\u9ad8\u5ea6\u4f9d\u8d56\u7b2c\u4e09\u65b9IM\uff08Slack\/Telegram\uff09\u4f5c\u4e3a\u4ea4\u4e92\u5165\u53e3\uff0c\u82e5\u5e73\u53f0\u653f\u7b56\u53d8\u52a8\u6216\u7ade\u4e89\uff0c\u5b58\u5728\u5931\u8bed\u98ce\u9669\u3002\u5176\u6b21\uff0cMCP\u751f\u6001\u5c1a\u5728\u65e9\u671f\uff0cConnectors\u548cSkills\u7684\u4e30\u5bcc\u5ea6\u4e0e\u7a33\u5b9a\u6027\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\u7528\u6237\u63d0\u51fa\u7684\u6743\u9650\u63a7\u5236\u3001BYOK\u3001\u8de8\u5468\u671f\u8bb0\u5fc6\u7b49\u7591\u95ee\uff0c\u76f4\u6307\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u4fe1\u4efb\u4e0e\u7ba1\u63a7\u6838\u5fc3\u3002\u5982\u679cKollab\u4e0d\u80fd\u5728\u89c4\u6a21\u5316\u540e\u4fdd\u6301\u6280\u80fd\u7684\u201c\u6709\u5e8f\u590d\u7528\u201d\uff08\u907f\u514d\u91cd\u590d\u4e0e\u6df7\u4e71\uff09\uff0c\u5e76\u5904\u7406\u597d\u4efb\u52a1\u95f4\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u5b83\u6781\u6613\u6210\u4e3a\u4e00\u4e2a\u9ad8\u6548\u7684\u201cAI\u804a\u5929\u673a\u5668\u4eba\u201d\u800c\u975e\u771f\u6b63\u7684\u201c\u56e2\u961f\u4e2d\u67a2\u201d\u3002\u8fd9\u662f\u4e00\u6761\u4ece\u201c\u597d\u7528\u7684\u5c0f\u5de5\u5177\u201d\u5230\u201c\u534f\u4f5c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8270\u96be\u8def\u5f84\uff0c\u503c\u5f97\u6301\u7eed\u5173\u6ce8\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\">Kollab<\/span>\n <\/div>\n<div class=\"comment-content\">Kollab is a shared workspace where AI agents become part of your team. Bots bring agents inside your IM like Slack without switching apps, Skills let anyone reuse your best workflows, Connectors link the tools you already use, and Memory keeps context alive across every project. No setup, no busywork.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>YAN here, one of the makers behind Kollab. We built it so our team could stop bouncing between Slack, GitHub, Notion and half a dozen separate agent tools. One agent, sitting across every channel the team already lives in, with any MCP server wired behind it.<\/p>\n<\/p>\n<p>Here’s how we use it ourselves. Kollab’s hooked into our Slack and Telegram bots, with Notion MCP and GitHub MCP behind them. Inside our work group, anyone (devs or not) can ping the bot to look at code, review a feature, or file an issue. In the community group, users @Kollab to report bugs or ask how something works, and every message routes through Notion MCP straight onto our backend board. Feedback used to get lost in DMs; now it doesn’t.<\/p>\n<\/p>\n<p>The piece we underestimated most is scheduled tasks. We thought we were shipping a digest job, but a scheduled task on Kollab is really a timed agent. The same cron can call any MCP tool, pull from the knowledge base, run as a specific agent role, and post back to any channel. Ours right now: one drafts a weekly changelog from GitHub issues, one cross-checks our status page against Sentry, one pings the on-call before standup. Same thing under the hood, totally different jobs on top.<\/p>\n<\/p>\n<p>When we need more than a quick answer, there’s AgentCore. Long-running agent with its own filesystem and a browser built in. We’ve been using it to stand up small demo sites and internal tools instead of writing throwaway scripts. And since skills are just regular GitHub repos, anything the team keeps repeating turns into a skill the whole org can install by name. We’re still early on this part, and it’s probably where we’ll end up finding the weirdest uses.<\/p>\n<\/p>\n<p>Question for PH: if you had one agent sitting across your team’s channels with full MCP reach, what’s the first scheduled task or skill you’d write? No idea what people will come up with. So far the answers have been all over the map, and two of them are already in our next release.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@Kollab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Kollab<\/a> <a href=\"https:\/\/www.producthunt.com\/@yan_labs_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yan_labs_<\/a> First thing I\u2019d build is a daily signal agent that pulls bugs, user feedback, and deploy health into one concise morning digest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@Kollab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Kollab<\/a> <a href=\"https:\/\/www.producthunt.com\/@yan_labs_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yan_labs_<\/a> For a non-dev like me coordinating feedback across Telegram community \u2192 Notion board \u2192 GitHub issues, how does Kollab’s routing handle messy real-world inputs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I’m Gavin, the CEO and founder of Kollab.<\/p>\n<\/p>\n<p>While building my previous SaaS product (Buildin), I realized a fundamental issue: even with deep AI integration, most tools operate on a “SaaS + AI” logic where AI is merely a helpful sidekick. However, with the rapid rise of Claude Code, MCP, and similar breakthroughs, we are officially entering the Agent era.<\/p>\n<\/p>\n<p><strong>Yet, the barrier to entry for using Agents at work is still way too high.<\/strong> Terminals, npm installs, MCP configurations, system prompts, memory management… these technical hurdles keep 90% of everyday users out. Even for the tech-savvy who <em>do<\/em> know how to set them up, their Agent environments remain siloed on local machines, making it incredibly hard to share workflows or best practices across a team.<\/p>\n<\/p>\n<p><strong>That\u2019s exactly why we built Kollab.<\/strong> We designed Kollab to be the central hub for team-agent collaboration. We focused on three core pillars to make this happen:<\/p>\n<ol>\n<li>\n<p><strong>Zero-Barrier Configuration:<\/strong> We made the complexity of MCPs and coding environments completely invisible. Through our Connectors, you can integrate tools like Notion, GitHub, Figma, Linear, and Slack with just a few clicks, allowing your Agents to seamlessly access and act on your actual business data.<\/p>\n<\/li>\n<li>\n<p><strong>The Compounding Power of Team Knowledge:<\/strong> This is what makes Kollab truly special. When any team member creates a new Skill or sets up a workflow, it\u2019s immediately added to your team’s shared Skill Marketplace. One person’s “aha” moment instantly scales into an organizational capability. No more reinventing the wheel.<\/p>\n<\/li>\n<li>\n<p><strong>Work Where Collaboration Already Happens:<\/strong> You shouldn’t have to change your habits to use AI. With Kollab, you can deploy your Agents as Bots directly into Slack or Telegram. Just tag them in your chat, and they\u2019ll take instructions and execute long-running automated tasks right alongside your human teammates.<\/p>\n<\/li>\n<\/ol>\n<p>Internally, our product, engineering, and ops teams are already sharing over 20 active skills for our daily workflows. We firmly believe that Agents shouldn’t just be about boosting individual productivity\u2014they should serve as the central nervous system for team collaboration.<\/p>\n<\/p>\n<p>We\u2019d love for you to try Kollab and would be incredibly grateful for your honest feedback!<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/kollab.im\/product\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/kollab.im\/product<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gavinwang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavinwang<\/a> Hi Gavin, wanted to connect, I like the value proposition, do you have linkedin?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gavinwang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavinwang<\/a> Kollab\u2019s positioning is strong especially making MCP + agents feel \u201cinvisible\u201d instead of developer-only tooling.<br \/>The real mot will be how well those shared skills actually compound without becoming messy or duplicated at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gavinwang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavinwang<\/a> Kollab feels like a smart step toward making agents actually usable for non-dev teams especially hiding the MCP and setup complexity. The real test will be how naturally those shared Skills fit into day-to-day work without becoming noisy or duplicative 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>Hey \ud83d\udc4b I’m jiayi, one of the makers behind Kollab.<\/p>\n<p><a href=\"https:\/\/kollab.im\/product\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Kollab<\/strong><\/a> is an AI-native workspace. Unlike doc tools with AI added on top, Kollab puts Agents front and center. You give them tasks, they execute, and everything stays in a shared workspace your team can actually use.<\/p>\n<p>Here’s a real example. Our team <strong>runs a blog<\/strong>. It used to be all manual: <strong>track trends, find topics, write drafts, make images, review. <\/strong>Same grind every week.<\/p>\n<p>Now in Kollab:<\/p>\n<ol>\n<li>\n<p>A scheduled task <strong>searches target keywords every morning<\/strong> and drops new topic ideas into the workspace<\/p>\n<\/li>\n<li>\n<p>Another task picks up new topics automatically, <strong>writes drafts and generates images<\/strong><\/p>\n<\/li>\n<li>\n<p>A review task runs a saved Skill to <strong>check tone, structure, and SEO<\/strong><\/p>\n<\/li>\n<li>\n<p>When it’s done, <strong>the Bot sends a message in our channel<\/strong> so the team knows it’s ready for final review<\/p>\n<\/li>\n<\/ol>\n<p>Three scheduled tasks running in the background. Skills defined once, reused every time. <strong>We just do the last step: review and publish. <\/strong>What used to take a team days now takes one person a few minutes.<\/p>\n<p>No code. No stitching five tools together. Set up a Skill, set a schedule, let Agents do the work.<\/p>\n<\/p>\n<p><strong>Teamwork, done with Kollab.<\/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\/@jiayifun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiayifun<\/a> How does Kollab handle agent handoffs or memory across multi-week projects, like evolving a series?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’ve been using Kollab internally for a few weeks now. <\/p>\n<\/p>\n<p>The biggest win for us is Skills \u2014 once someone builds a workflow, the whole team can reuse it instantly. No more explaining the same process over and over. Really changes how we share knowledge across the 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> That\u2019s awesome to hear! Skills reusability is honestly one of the things we\u2019re most proud of. Someone figures out a workflow once, and the whole team gets it. And it keeps getting better as more skills pile up. Thanks for trying it out \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels very practical. Most teams don\u2019t lack tools \u2014 they lack something that ties everything together. An agent that sits across channels and actually executes workflows (not just answers) could remove a lot of operational overhead.<\/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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Thanks Alexia! Spot on \u2014 most teams have plenty of tools, what\u2019s missing is something that actually connects them and gets things done. That\u2019s why we built Kollab. Instead of adding another app to the stack, we drop the Agent right into Slack, Telegram, wherever your team already hangs out. It picks up tasks, hits MCP servers, runs the workflow. No extra tabs, no context switching.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83d\udc4b I’m Lynn, one of the makers behind Kollab.<\/p>\n<p><strong>Kollab is the AI workspace that actually gets how teams work.<\/strong> \ud83c\udfafI’ve been looking for a platform that doesn’t just bolt AI onto project management, but truly unifies agents, knowledge, and team collaboration in one place. Kollab nails it.<\/p>\n<p>What stands out:<\/p>\n<ul>\n<li>\n<p><strong>One CLI to rule them all<\/strong> \u2014 spaces, projects, tasks, skills, bots, timers, MCP servers, memory. Everything is accessible through a single, clean<strong>kollab<\/strong> command. No more jumping between ten different tools.<\/p>\n<\/li>\n<li>\n<p><strong>Knowledge-base powered<\/strong> \u2014 ask questions across your projects and get real answers grounded in your docs, not generic LLM hallucinations.<\/p>\n<\/li>\n<li>\n<p><strong>Agent-first by design<\/strong> \u2014 timers, bots, and skills aren’t afterthoughts. They’re first-class citizens you can configure, automate, and deploy.<\/p>\n<\/li>\n<li>\n<p><strong>Model flexibility<\/strong> \u2014 choose between Lite, Pro, and Max tiers depending on the task, so you’re not overpaying for simple queries.<\/p>\n<\/li>\n<\/ul>\n<p>For teams building with AI, Kollab feels like the operating system we should have had all along. Clean architecture, real automation, and collaborative by default.<\/p>\n<p>Upvoted and excited to see where this goes! \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting positioning. Feels less like \u201canother agent tool\u201d and more like an orchestration layer across where work already happens. If teams can actually rely on it for day-to-day ops, this could become pretty sticky.<\/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\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> Yes! What we need to do is connect all the functions together. Horizontal connection<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> Thanks! That\u2019s exactly how we think about it \u2014 not another standalone tool, but a layer that sits where your team already works and orchestrates everything from there. We\u2019ve been using it ourselves daily and yeah, it gets sticky fast \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Didn’t expect this one to land for me, but it did.<\/p>\n<p>The core bet is that the agent should live in Slack or Telegram instead of some separate dashboard you have to open. That’s just correct. Most teams aren’t lacking AI tools \u2014 they’re lacking time to go find them when they actually need them.<\/p>\n<p>The Skills system is what shifts it from “team chatbot” to something real. One person builds the workflow, everyone reuses it. Luo from HeyForm said it better than I can: no more explaining the same process over and over. <\/p>\n<\/p>\n<p>One thing I’d love to know: what’s running under the hood, model-wise? And is there a path to bringing your own API key? For teams that already have Claude or GPT-4 access through work, that could be a dealbreaker \u2014 or a non-issue, depending on how it’s built. <\/p>\n<\/p>\n<p>Also curious about MCP tool limits. ChatGPT caps at 30 tools per connector \u2014 what’s the ceiling here? With complex workflows pulling from GitHub, Sentry, Slack, and a few others at once, that number matters more than it looks. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_minchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_minchev<\/a> Thank you very much for your reply! Very professional question.<\/p>\n<\/p>\n<p>Currently, we support three model tiers for switching, corresponding to:<\/p>\n<p>LITE: minimax 2.7<\/p>\n<p>PRO: claude 4.6 sonnet<\/p>\n<p>MAX: claude 4.7 opus<\/p>\n<p>We will also update our best model as the large models iterate, ensuring the best experience for users at the moment.<\/p>\n<\/p>\n<p>For those large multiplayer companies, their AI consumes a lot, and our future plans may include adding BYOK or other channel discount methods.<\/p>\n<p>MCP can be simultaneously activated up to 30-50 mainly due to the model’s context limitation, for example, 4.7 opus with 1M context can activate more MCPs. However, for users, credit consumption is also very fast. Different roles can be assigned to different tasks or bots, and only the required MCPs can be activated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tried a bunch of AI productivity tools, and most of them feel like single-player experiences. Kollab is the first one that actually makes sense for a 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> Thanks! You nailed it. Most AI tools are built for solo use, but real work happens as a team. We designed Kollab around that from day one. Agents run in a shared workspace where everyone can see the output, reuse skills, and build on each other\u2019s work. Glad that came through!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 bots triggering from Slack and syncing back to the workspace is a nice loop, but how about when someone edits the output inside Kollab, does that change reflect back in the Slack thread?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 seeing this live \u2014 adding agents into team workflows is a smart, natural evolution. Congratulations on the rollout!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Super excited to see this live! Bringing agents directly into team workflows feels like the right layer to build on. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it’s great to have AI team! Congrats on 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the PH launch, Kollab! \ud83c\udf89 <a href=\"https:\/\/www.producthunt.com\/@yan_labs_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yan_labs_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yan_labs_<\/a> <br \/>Bringing AI agents right into Slack (without switching apps) + persistent Memory + reusable Skills = finally a workspace that doesn’t fight the way teams actually work. \ud83d\udc4f<\/p>\n<p>Love the “scheduled task as a timed agent” idea \u2013 that’s way more powerful than boring cron jobs. And AgentCore with its own filesystem\/browser? Seriously cool.<\/p>\n<p>One practical suggestion from a collaboration perspective: as teams scale trust in agents, consider adding <strong>role\u2011based permission templates for Skills<\/strong> \u2013 e.g., a Skill can read Notion but not write, or only usable in certain channels. That would lower the “what if the agent messes up” fear and unlock wider adoption. \ud83d\ude4c<\/p>\n<p>Question for you: do you support custom agent personas right now? Like a “code reviewer” vs “customer support” bot with different tone\/knowledge bases. <\/p>\n<p>Congrats again \u2013 can’t wait to see what wild scheduled tasks your community builds! \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>the Skills concept is interesting \u2014 is a Skill basically a reusable prompt+tool bundle, or does it carry its own memory\/state across runs? trying to understand where it sits between a workflow and a full agent<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is huge! Congratulations on the launch<\/div>\n<div class=\"comment-actions\">\n<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\/@gavin_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavin_luo<\/a> Thanks so much Gavin! Really appreciate the support \ud83d\ude4c If you ever want to give it a spin with your team, we\u2019d love to hear your 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>I’m not a developer, and that’s exactly why Kollab works for me. No terminal, no config files. <\/p>\n<\/p>\n<p>I just connect my tools, set up what I need, and the agent handles it. Finally an AI tool that doesn’t assume everyone can 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lavana_cricko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lavana_cricko<\/a> @lavana_cricko Thanks Lavana! That\u2019s exactly what we\u2019re going for. AI shouldn\u2019t require a dev setup. Glad it just works for you \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 do you handle agent coordination across workflows? Building an AI scheduling assistant for TV and curious about your approach to chaining agent 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brian_h4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_h4<\/a> Great question! In Kollab, each agent can call any MCP server behind the scenes, so chaining tasks is really about connecting the right tools. For example, a scheduled task can pull data from one source, process it, then post results to a channel or update a doc, all in one flow. For something like a TV scheduling assistant, you could set up a skill that coordinates across your content database and team channels. Would love to hear more about what you\u2019re building. Feel free to reach out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/CQAQYQT3PJXRQM\" class=\"app-title\">FocuSee 2.0<\/a><\/p>\n<div class=\"one-liner\">Record screen to get polished demos & tutorials<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">306<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FocuSee 2.0 \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5c4f\u5e55\u5f55\u5236\u4e0e\u81ea\u52a8\u7cbe\u4fee\u5de5\u5177\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u5f55\u5236\u5b8c\u4ea7\u54c1\u6f14\u793a\u3001\u6559\u7a0b\u6216\u8425\u9500\u89c6\u9891\u540e\uff0c\u65e0\u9700\u624b\u52a8\u7f16\u8f91\u5373\u53ef\u5feb\u901f\u5f97\u5230\u5177\u5907\u4e13\u4e1a\u8d28\u611f\u3001\u53ef\u76f4\u63a5\u5206\u4eab\u7684\u6210\u54c1\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u201c\u5f55\u5236\u201d\u4e0e\u201c\u53d1\u5e03\u201d\u4e4b\u95f4\u7e41\u7410\u8017\u65f6\u7684\u624b\u52a8\u540e\u671f\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40f24c5a-d512-4b01-99d4-1c36b4a25e4d.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2652f4b1-d3d6-4531-bb95-45cc488bba37.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2664d041-9223-4ddb-89ca-bd685d35f8cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0323038-798e-4027-9f65-5dc46c0a7231.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6aa159e4-03d5-4d13-bbfa-8cf8878d30a6.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\/0edd75ca-8d95-43e6-b098-71703779b5b9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QiMPKfFOJ6s\"><source src=\"https:\/\/www.youtube.com\/watch?v=QiMPKfFOJ6s\" 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\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6559\u7a0b\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">3D\u8fd0\u955c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u53bb\u53e3\u8bed\u8bcd<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u5f55\u5c4f<\/span><br \/>\n <span class=\"tag\">\u80cc\u666f\u66ff\u6362<\/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\u5f55\u5b8c\u5373\u5f97\u6210\u54c1\u201d\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u88ab\u72ec\u7acb\u5f00\u53d1\u8005\u9752\u7750\u3002\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u79fb\u52a8\u5f55\u5c4f\uff08\u9700USB\u8fde\u63a5\uff09\u3001\u975e\u6bcd\u8bed\u8005\u7684\u53bb\u53e3\u8bed\u8bcd\u6548\u679c\u3001\u662f\u5426\u80fd\u4fdd\u7559\u6559\u5b66\u89c6\u9891\u4e2d\u7684\u81ea\u7136\u505c\u987f\u3001\u4ee5\u53ca\u80fd\u5426\u5bfc\u51fa\u5230\u4e13\u4e1a\u7f16\u8f91\u5668\u8fdb\u884c\u5fae\u8c03\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 FocuSee 2.0 \u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u5e73\u5eb8\u7684\u201c\u5f55\u5c4f+\u526a\u8f91\u201d\u7f1d\u5408\u602a\uff0c\u800c\u662f\u4e00\u4e2a\u7784\u51c6\u201c\u6700\u7ec8\u4ea4\u4ed8\u7269\u201d\u7684\u81ea\u52a8\u5316\u540e\u671f\u5904\u7406\u7ba1\u9053\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u66f4\u591a\u7f16\u8f91\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u7528AI\u66b4\u529b\u538b\u7f29\u4e86\u4ece\u201c\u539f\u59cb\u7d20\u6750\u201d\u5230\u201c\u53ef\u53d1\u5e03\u89c6\u9891\u201d\u4e4b\u95f4\u7684\u975e\u521b\u9020\u6027\u52b3\u52a8\u65f6\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e24\u5927\u6838\u5fc3\u4eae\u70b9\u6293\u4f4f\u4e86\u521b\u4f5c\u8005\u7684\u771f\u6b63\u75db\u70b9\u3002\u7b2c\u4e00\u662f**\u53bb\u53e3\u8bed\u8bcd\u548c\u58f0\u97f3\u589e\u5f3a**\uff0c\u8fd9\u76f4\u63a5\u89e3\u51b3\u4e86\u975e\u4e13\u4e1a\u914d\u97f3\u8005\u5728\u201c\u81ea\u7136\u8868\u8fbe\u201d\u4e0e\u201c\u5e72\u51c0\u8f93\u51fa\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u7b2c\u4e8c\u662f**3D\u8fd0\u955c\u548c\u81ea\u52a8\u8ddf\u968f**\uff08\u867d\u7136\u672a\u88ab\u7528\u6237\u660e\u786e\u63d0\u53ca\uff0c\u4f46\u8fd9\u662f\u5b9e\u73b0\u201c\u81ea\u52a8\u7cbe\u4fee\u201d\u7684\u5173\u952e\uff09\uff0c\u5b83\u7528\u7b97\u6cd5\u6a21\u62df\u4e86\u4e13\u4e1a\u526a\u8f91\u5e08\u624b\u52a8\u505a\u5173\u952e\u5e27\u7684\u7e41\u7410\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u4e5f\u5b58\u5728\u4e00\u4e9b\u6f5c\u5728\u98ce\u9669\u3002\u9996\u5148\uff0c**\u81ea\u52a8\u5316\u610f\u5473\u7740\u5bf9\u521b\u4f5c\u8005\u63a7\u5236\u6743\u7684\u5265\u593a**\u3002\u5bf9\u4e8e\u9700\u8981\u7cbe\u7ec6\u63a7\u5236\u8282\u594f\u3001\u5f3a\u8c03\u7279\u5b9a\u505c\u987f\u7684\u6559\u5b66\u89c6\u9891\uff0cAI\u7684\u201c\u6e05\u7406\u201d\u53ef\u80fd\u4f1a\u7834\u574f\u539f\u672c\u7684\u6d41\u7545\u611f\u3002\u5176\u6b21\uff0c**\u201c\u96f6\u7f16\u8f91\u201d\u662f\u4e00\u4e2a\u76f8\u5bf9\u6982\u5ff5**\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u4e86\u5bfc\u51fa\u5230Premiere\u7b49\u4e13\u4e1a\u8f6f\u4ef6\u7684\u9700\u6c42\uff0c\u8fd9\u6070\u6070\u8bf4\u660eFocuSee 2.0\u66f4\u9002\u5408\u5feb\u901f\u4ea7\u51fa\uff0c\u800c\u975e\u6df1\u5ea6\u521b\u4f5c\u3002\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u7ec6\u8282\u6216\u590d\u6742\u53d9\u4e8b\u7684\u5185\u5bb9\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u201c\u7c97\u526a\u201d\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c**\u79fb\u52a8\u5f55\u5c4f\u9700USB\u8fde\u63a5**\u5728\u65e0\u7ebf\u5316\u8d8b\u52bf\u4e0b\u663e\u5f97\u6709\u4e9b\u4e0d\u4fbf\uff0c\u53ef\u80fd\u4f1a\u529d\u9000\u90e8\u5206\u91cd\u5ea6\u79fb\u52a8\u7aef\u521b\u4f5c\u8005\u3002\u5bf9\u4e8e\u975e\u82f1\u8bed\u4f7f\u7528\u8005\uff0cAI\u7684\u201c\u77eb\u6b63\u201d\u662f\u5426\u8fc7\u5ea6\u4ecd\u9700\u66f4\u591a\u7528\u6237\u53cd\u9988\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u6765\u770b\uff0cFocuSee 2.0 \u5bf9**\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u5c0f\u89c4\u6a21\u8425\u9500\u56e2\u961f**\u6765\u8bf4\u662f\u6781\u4f73\u7684\u201c\u63d0\u6548\u5229\u5668\u201d\u3002\u5b83\u8ba9\u201c\u770b\u8d77\u6765\u4e13\u4e1a\u201d\u4e0d\u518d\u9700\u8981\u6602\u8d35\u7684\u8bbe\u5907\u548c\u5b66\u5f92\u5236\u822c\u7684\u526a\u8f91\u6280\u5de7\u3002\u4f46\u5b83\u5e76\u975e\u4e07\u80fd\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u827a\u672f\u6027\u6216\u53d9\u4e8b\u8282\u594f\u7684\u4e13\u4e1a\u89c6\u9891\u56e2\u961f\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u53ef\u9009\u7684\u201c\u9884\u5904\u7406\u201d\u6b65\u9aa4\uff0c\u800c\u975e\u66ff\u4ee3\u54c1\u3002\u5176\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8eAI\u7b97\u6cd5\u7684\u667a\u80fd\u7a0b\u5ea6\u2014\u2014\u5bf9\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u8d8a\u6df1\uff0c\u5b83\u5c31\u8d8a\u80fd\u4ece\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u961f\u53cb\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\">FocuSee 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">FocuSee 2.0 makes it easier to create professional-looking, share-ready product demos, tutorials, and marketing videos with AI-powered capabilities like mobile screen recording, 3D Motion, annotations, auto subtitles, background removal, voice enhancement, filler word removal, and noise reduction. You can get a polished video just minutes after you finish recording, without hours of manual editing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters! \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019re really happy to be back here 2 years after our first launch, this time with FocuSee 2.0.<\/p>\n<\/p>\n<p>Over the past two years, we\u2019ve kept working on one idea: making \u201c<strong>record your screen and get a polished video automatically<\/strong>\u201d feel more complete, more natural, and more aligned with how people actually create today.<\/p>\n<\/p>\n<p>Along the way, we talked with many users and learned the same thing over and over: people don\u2019t just want to record their screens. They want to quickly turn rough recordings into polished videos for product demos, tutorials, walkthroughs, online courses, marketing videos, and more \u2014 without spending hours editing afterward.<\/p>\n<\/p>\n<p>That\u2019s really what shaped FocuSee 2.0.<\/p>\n<\/p>\n<p>We kept refining the product around real workflows and habits, and this release is the result of that work.<\/p>\n<\/p>\n<p><strong>What\u2019s new in FocuSee 2.0?<\/strong><\/p>\n<p>\u2714\ufe0f <strong>Record mobile demos and tutorials as easily as desktop workflows<\/strong>, with iOS and Android screen recording now built in.<\/p>\n<p>\u2714\ufe0f <strong>Go beyond flat zoom with 3D Motion<\/strong>, adding more cinematic depth when you want stronger visual storytelling.<\/p>\n<p>\u2714\ufe0f <strong>Keep your delivery natural and confident <\/strong>with in-built teleprompter, so you spend less time stopping and starting over.<\/p>\n<p>\u2714\ufe0f <strong>Make every step easier to follow<\/strong> with annotations, magnifier and highlight effects, auto subtitles, and visualized keyboard shortcuts.<\/p>\n<p>\u2714\ufe0f <strong>Keep sensitive information out of view <\/strong>more easily with blur effects.<\/p>\n<p>\u2714\ufe0f <strong>Make rough recordings look and sound more refined <\/strong>with AI background removal or replacement, voice enhancement, noise reduction, and filler word & silence removal.<\/p>\n<p>\u2714\ufe0f<strong> Choose the presentation style that best fits your story <\/strong>with AI avatars and dynamic camera layouts.<\/p>\n<\/p>\n<p>All of these improvements are built around the same idea: <strong>helping you create more polished, professional videos without making your workflow heavier.<\/strong><\/p>\n<\/p>\n<p>We\u2019re genuinely grateful to everyone who shared feedback, feature requests, and real use cases with us over the past two years. <strong>FocuSee 2.0 is a much better product because of those conversations.<\/strong><\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>As a thank-you to the Product Hunt community, we\u2019re also offering an extra 30% off.<\/strong><\/p>\n<p>Use code <strong>PH30OFF <\/strong>at checkout (valid for the next 3 days).<\/p>\n<\/p>\n<p>We\u2019d love to hear what you think and answer any questions. Thanks so much for checking out FocuSee 2.0!<\/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\/@inc_focusee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inc_focusee<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/velo-4\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/velo-4<\/a> launched this month.<br \/>how do you compare it with them in terms of output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@inc_focusee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inc_focusee<\/a> For someone building PH launch tutorials or LI workshop walkthroughs, how well does the AI handle cleaning up natural “teaching moments” like pauses for emphasis or jumping between tabs? Does it preserve that authentic flow while adding subtitles\/3D motion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@inc_focusee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inc_focusee<\/a> wow wow congrats on being top 1 for today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This screen recording + auto zoom combo looks genuinely useful for SaaS demos.<br \/>\nQuick question, does the filler word removal work well for non-native English speakers, or does it over-correct? That’s usually the dealbreaker for me with AI voice tools.<\/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> The filler word removal works for non-native English speakers. Now you can get AI credits for free to try this feature yourself with free trial. Please do have a try and let me know what you think of this feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gap between ‘I just recorded this’ and ‘this looks professionally edited’ has always been the biggest friction point for indie makers. Focusee 2.0 seems to nail that last mile especially the filler word removal, that one’s a dealbreaker for me with AI voice tools since I’m not a native english speaker lol. The 3D motion is a nice touch too, adds that cinematic feel without having to touch a timeline<\/p>\n<p>Congrats on the launch! \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\/@alimkhan_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alimkhan_y<\/a> Thanks so much \ud83d\ude4c<\/p>\n<\/p>\n<p>Yeah, after talking with a lot of makers, this became even clearer to us: recording is the easy part. The painful part is turning that raw take into something clean enough to share without spending another hour in an editor.<\/p>\n<\/p>\n<p>Filler word removal was a big one for us too, especially for non-native English speakers or anyone recording unscripted demos.<\/p>\n<\/p>\n<p>And 3D Motion is probably my personal favorite. It makes the video feel more polished without adding extra editing work.<\/p>\n<\/p>\n<p>Really appreciate you checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The iOS screen recording built in is the feature I’ve been waiting for, as an indie iOS maker I’ve been jumping between QuickTime, my iPhone, and a separate editor just to make a decent app demo.<\/p>\n<\/p>\n<p>Two years of user feedback clearly shaped this into something much more complete.<\/p>\n<\/p>\n<p>Does the mobile recording work wirelessly or does it need a USB connection to the Mac?<\/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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Thanks for the nice words. Yeah, FocuSee is more complete with the genuine feedback from users. USB connection is required for mobile recording to ensure stability.<\/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>Looks like a great all-in-one for SAAS demos. No need to use 10 apps for a single video anymore?<\/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\/@roman3070\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman3070<\/a> Yeah, that’s our goal\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>Hey PH family! \ud83d\ude4c Co-maker here.<\/p>\n<\/p>\n<p>Morgan said it best, but I just want to jump in and add a massive THANK YOU to this community. FocuSee 2.0 was quite literally shaped by the feedback, feature requests, and support we received from our first launch here.<\/p>\n<\/p>\n<p>We’re pushing the boundaries of what “zero-editing” means, and the new AI enhancements and 3D camera motions are designed to make your videos look like you hired a professional editor.<\/p>\n<\/p>\n<p>We built FocuSee 2.0 to do the heavy lifting for you so you can focus on your message, not the timeline.<\/p>\n<\/p>\n<p>We’re all ears today! What kind of videos are you all planning to create with FocuSee 2.0? Let us know, and drop any questions you have below! \ud83d\udc47<\/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>Is it possible to add a device frame to the video<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chrisdancy1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisdancy1<\/a> Yes, you can add a device frame. Currently, there are frames of iPhone, iPad, Samsung and Google Pixel devices for you to choose from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>will give it a test today. Hoping its good – this is a real pain for someone with no video editing skills \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_uxpin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_uxpin<\/a> Thanks so much for giving it a try! Would love to hear what you think after testing it\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it give you the option to edit raw or lightly edited clips to your own timing in a main stream editor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> Yes, you can export the recording and bring the raw or lightly edited clip into your usual video editor to fine-tune the timing.<\/p>\n<\/p>\n<p>That said, FocuSee isn\u2019t trying to be another full editing suite. We\u2019re still focused on screen recording, plus automated \/ one-click polishing that helps makers get a clean, share-ready video much faster.<\/p>\n<\/p>\n<p>For more advanced editing needs, a dedicated editor like Premiere, Final Cut, or DaVinci Resolve would still be the better place to finish the work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/I7BSFMORY72OEB\" class=\"app-title\">Magic Patterns Agent 2.0<\/a><\/p>\n<div class=\"one-liner\">The best AI design agent to go from idea to production<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">284<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magic Patterns Agent 2.0 \u662f\u4e00\u6b3e AI \u8bbe\u8ba1\u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u8fde\u63a5\u4f01\u4e1a\u771f\u5b9e\u7684\u8bbe\u8ba1\u7cfb\u7edf\uff08\u5982 NPM \u7ec4\u4ef6\u5e93\uff09\uff0c\u8ba9\u4ea7\u54c1\u56e2\u961f\u5c06\u521b\u610f\u5feb\u901f\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684\u539f\u578b\uff0c\u5e76\u76f4\u63a5\u751f\u6210\u751f\u4ea7\u7ea7\u4ee3\u7801\u4ea4\u63a5\u7ed9\u5de5\u7a0b\u5e08\uff0c\u89e3\u51b3\u4f20\u7edf\u539f\u578b\u8bbe\u8ba1\u901f\u5ea6\u6162\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u8131\u8282\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e832d5e-c32c-4eed-8edc-35ebaad97adc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09e5d611-a462-4afa-8651-d3190580c840.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d6d6c70-b27d-49fe-aeb6-df612ee29c6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5efef9b-4bab-479c-a838-9d4fea3d58c0.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\/d116e7a2-aaa1-47da-ac6a-60cc149dfae3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tRQ0MeUyleA\"><source src=\"https:\/\/www.youtube.com\/watch?v=tRQ0MeUyleA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Figma\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6808\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u5339\u914d\u771f\u5b9e\u8bbe\u8ba1\u7cfb\u7edf\u201d\u7684\u80fd\u529b\uff0c\u8ba4\u4e3a\u8fd9\u662f\u533a\u522b\u4e8e\u901a\u7528AI\u5de5\u5177\u7684\u6838\u5fc3\u4f18\u52bf\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u9996\u6b21\u4ea4\u4e92\u7684\u5f15\u5bfc\uff0c\u7528\u6237\u6613\u8ff7\u832b\uff1b2. \u5b9e\u9645\u843d\u5730\u7684\u7ec6\u8282\uff0c\u5982\u5982\u4f55\u7cbe\u786e\u5339\u914d\u56fe\u6807\u3001\u8272\u5f69\uff1b3. \u4e0eClaude Design\u3001Google Stitch\u7684\u7ade\u4e89\u58c1\u5792\u5728\u54ea\uff1b4. \u5de5\u7a0b\u4ea4\u63a5\u662f\u5426\u771f\u7684\u80fd\u76f4\u63a5\u4f7f\u7528\u7ec4\u4ef6\u5e93\u4ee3\u7801\u3002\u7528\u6237\u5f3a\u8c03\u5176ROI\u6781\u9ad8\uff0c\u80fd\u66ff\u4ee3Figma\u7684\u90e8\u5206\u5de5\u4f5c\u6d41\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 Magic Patterns Agent 2.0 \u7684\u6838\u5fc3\u7406\u5ff5\u662f\u5bf9\u7684\uff0c\u4f46\u201c\u4ece\u60f3\u6cd5\u5230\u751f\u4ea7\u201d\u8fd9\u53e5\u53e3\u53f7\u558a\u5f97\u592a\u6ee1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210UI\u201d\uff0c\u800c\u662f\u201c\u7f1d\u5408\u201d\u3002\u5b83\u505a\u4e86\u51e0\u4e4e\u6240\u6709AI\u8bbe\u8ba1\u5de5\u5177\u90fd\u505a\u4e0d\u5230\uff0c\u4f46\u4f01\u4e1a\u6700\u75db\u7684\u4e8b\uff1a\u5582\u7ed9AI\u7684\u4e0d\u662f\u4e00\u5f20\u622a\u56fe\u6216\u4e00\u6bb5\u63cf\u8ff0\uff0c\u800c\u662f\u4f60\u516c\u53f8\u7684React\u7ec4\u4ef6\u5e93\uff08NPM\u76f4\u8fde\uff09\u3002\u8fd9\u610f\u5473\u7740\u5b83\u751f\u6210\u7684\u539f\u578b\u4e0d\u662f\u201c\u770b\u8d77\u6765\u50cf\u201d\u4f60\u7684\u4ea7\u54c1\uff0c\u800c\u662f\u201c\u7528\u8d77\u6765\u5c31\u662f\u201d\u2014\u2014\u4ee3\u7801\u662f\u73b0\u6210\u7684\uff0c\u7ec4\u4ef6\u662f\u6ce8\u518c\u597d\u7684\u3002\u8fd9\u76f4\u63a5\u6233\u7834\u4e86Figma\u5230\u5f00\u53d1\u4e4b\u95f4\u7684\u90a3\u5c42\u7eb8\uff0c\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5b83\u80fd\u7559\u4f4f1500+\u4ed8\u8d39\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u9700\u8981\u6cfc\u51b7\u6c34\u3002\u7b2c\u4e00\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u201c\u8bbe\u8ba1\u7cfb\u7edf\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\uff0c\u5176\u8f93\u51fa\u8d28\u91cf\u4e25\u91cd\u4f9d\u8d56\u4e8e\u516c\u53f8\u8bbe\u8ba1\u7cfb\u7edf\u7684\u5b8c\u5907\u6027\u3002\u5982\u679c\u4f60\u7684\u7ec4\u4ef6\u5e93\u672c\u5c31\u662f\u4e00\u5768\u5c4e\uff0cAI\u53ea\u4f1a\u62c9\u51fa\u4e00\u76d8\u66f4\u7cbe\u81f4\u7684\u5c4e\u3002\u7b2c\u4e8c\uff0c\u5b83\u5b9a\u4f4d\u4e8e\u201c\u539f\u578b\u201d\u800c\u975e\u201c\u5168\u6808\u201d\uff0c\u7528\u6237\u8bc4\u8bba\u4e5f\u8bc1\u5b9e\u4e86\u8fd9\u4e00\u70b9\uff08Lovable\u5e72\u5168\u6808\uff0cMagic Patterns\u5e72\u8bbe\u8ba1\uff09\u3002\u8fd9\u610f\u5473\u7740\u5b83\u65e0\u6cd5\u89e3\u51b3\u540e\u7aef\u4e0e\u4e1a\u52a1\u903b\u8f91\u7684\u590d\u6742\u6027\uff0c\u524d\u7aef\u539f\u578b\u4e4b\u4e0a\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u4ecd\u9700\u5927\u91cf\u4eba\u5de5\u3002\u7b2c\u4e09\uff0cMCP 2.0\u4e0eCoding Agent\u7684\u5bf9\u63a5\u770b\u4f3c\u9177\u70ab\uff0c\u5b9e\u9645\u662f\u628a\u95ee\u9898\u8e22\u7ed9\u4e86\u4e0b\u6e38\u2014\u2014\u5982\u679c\u4f60\u7684AI Coding Agent\u770b\u4e0d\u61c2\u5b83\u7684\u8f93\u51fa\uff0c\u6216\u8005\u73af\u5883\u914d\u7f6e\u4e0d\u517c\u5bb9\uff0c\u8fd9\u4f9d\u7136\u662f\u53e6\u4e00\u4e2a\u6570\u636e\u5b64\u5c9b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u8bc4\u4ef7\uff1a\u5b83\u662f\u4e00\u4e2a\u6781\u5176\u51fa\u8272\u7684\u201c\u8bbe\u8ba1-\u5f00\u53d1\u6865\u6881\u201d\uff0c\u4f46\u8bf7\u8bb0\u4f4f\uff0c\u6865\u6881\u672c\u8eab\u4e0d\u51b3\u5b9a\u76ee\u7684\u5730\u3002\u5b83\u6700\u9002\u5408\u5df2\u6709\u6210\u719f\u8bbe\u8ba1\u7cfb\u7edf\u7684\u4e2d\u5927\u578b\u56e2\u961f\uff0c\u5bf9\u4e8e\u4ece\u96f6\u5f00\u59cb\u7684\u516c\u53f8\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u597d\u770b\u7684\u73a9\u5177\u3002\u5728AI\u5de5\u5177\u65e5\u65b0\u6708\u5f02\u7684\u4eca\u5929\uff0c\u5b83\u7684\u62a4\u57ce\u6cb3\u5c31\u662f\u201c\u6df1\u5165\u5ba2\u6237\u771f\u5b9e\u7684\u6280\u672f\u6808\u201d\u8fd9\u4e2a\u810f\u6d3b\u7d2f\u6d3b\uff0c\u8fd9\u5f88\u9ad8\u660e\uff0c\u4e5f\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\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\">Magic Patterns Agent 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">AI design tool to create prototypes using your existing styles and design system, handoff to engineering, and build software faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! We’re back with our 5th launch ever!<\/p>\n<\/p>\n<p>Today, we’re launching <strong>Magic Patterns Agent 2.0<\/strong>, the culmination of 3 years of observing real customer workflows and AI design use cases.<\/p>\n<p>Every day, a new AI design tool comes out, but Magic Patterns is battle-tested. Our first launch ever was 3 years ago on this website, and today 1,500+ product teams at companies like Granola, Vanta, and Freedom Mortgage use Magic Patterns to go from idea to production.<\/p>\n<\/p>\n<p>With Magic Patterns, designers, PMs, and founders use their company’s <em>real<\/em> design system to create interactive mockups and hand off to engineering.<\/p>\n<p>Today, on Magic Patterns, we’re announcing:<\/p>\n<ul>\n<li>\n<p><strong>Skills<\/strong>: drop in any SKILL file to give our AI agent specialized instructions on demand<\/p>\n<\/li>\n<li>\n<p><strong>Connectors<\/strong>: pull in context from your favorite tools<\/p>\n<\/li>\n<li>\n<p><strong>MCP 2.0:<\/strong> export production-ready code to your coding agents with our MCP.<\/p>\n<\/li>\n<\/ul>\n<p>We’ve also made several improvements to our Agent. In our eval harness, we’re seeing it use 15% fewer credits, 10% faster time-to-first-token, and an 8% performance improvement (measured by error rate). Agent 2.0 gives you faster, more reliable outputs at lower cost.<\/p>\n<p>We can’t wait to see what you’ll build with Magic Patterns. Happy prompting!<\/p>\n<p>P.S. It feels so good to be back on Product Hunt!<\/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\/@alexdanilowicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexdanilowicz<\/a> Really interesting product, the speed of going from idea to UI is really compelling.<\/p>\n<\/p>\n<p>One thing I find with tools like this is that the first interaction carries a lot of weight. If users aren\u2019t fully clear on what they\u2019ll get from that first prompt, they tend to explore instead of commit.<\/p>\n<\/p>\n<p>Do you see most users experimenting first, or getting to a usable output quickly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexdanilowicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexdanilowicz<\/a> How do the new Skills\/Connectors handle pulling live design system context from tools like Figma or Notion into agent prompts? Does it auto-map components for founders skipping designers entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Daily user of MagicPatterns here. It has (NEARLY) completely replaced my need for Figma. I’m ALSO a heavy user of Claude Code – but there’s nothing like going from one single prompt to a visual working prototype. And no tool does it as well as MagicPatterns – for the product designers workflow(IMO). I’m also a Lovable user – but for different use cases. When I’m in Design Mode -> I choose MagicPatterns. When I’m in – hack on this backend\/scripting problem -> Claude Code. When I want to whip up a full stack app fast that I think I’ll take to market -> probably Lovable. But again – besides <strong><em>MAYBE<\/em><\/strong> v0 – no one has been at this AS long – and with AS much of a customer obsession as Alex and Teddy at MagicPatterns. Big big fan.<\/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\/@switmer777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@switmer777<\/a>– feedback from daily users like you has been influential to the product. Appreciate you writing this.<\/p>\n<p>You’re calling out how each tool has it’s own strength, which I think is largely forgotten as it feels like a new tool comes out every day.<\/p>\n<p>We’re stay very focused on prototyping and frontend use cases… for the last 3 years! Always been the vision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Absolutely recommend magic patterns from the bottom of my wallet \u2764\ufe0f<\/p>\n<\/p>\n<p>The ROI of having a tool like this in the teams’ pocket is immense. Your imagination is the limit. It’s not only prototypes, but videos,<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/posts\/jorgeakairos_product-context-gets-fragmented-fast-calls-ugcPost-7453103110559989760-RLi1?utm_source=share&utm_medium=member_desktop&rcm=ACoAAA3wf1oBsjKvFE7YMZDQsQwLLZx-AYoUh6o\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/posts\/jorgeakairos_product-context-gets-fragmented-fast-calls-ugcPost-7453103110559989760-RLi1<\/a><\/p>\n<p>local tools,<\/p>\n<p><a href=\"https:\/\/www.magicpatterns.com\/c\/5yywrafwujevlik1ljzqp7\/preview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/c\/5yywrafwujevlik1ljzqp7\/preview<\/a><\/p>\n<\/p>\n<p>and even games…<br \/><a href=\"https:\/\/project-anarchy-cookbook.magicpatterns.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/project-anarchy-cookbook.magicpatterns.app\/<\/a><\/p>\n<p>This team ships \ud83d\ude80<\/p>\n<p>And they’re also great people. Los m\u00e1ximos!<\/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\/@jalcantara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jalcantara<\/a> thank you, Jorge! That’s kind of you. Thanks for following us since the beginning!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Product Hunt is where it all started for us, so excited to be back with this launch!<\/p>\n<p>One thing I’m especially proud of: alongside Agent 2.0, we rebuilt the editor UI from scratch. <\/p>\n<p>For those of you who’ve used Magic Patterns before, you’ll feel the difference immediately:<\/p>\n<ul>\n<li>\n<p>The <strong>chat thread is way easier to scan<\/strong>, surfacing the information that matters to you<\/p>\n<\/li>\n<li>\n<p><strong>Visual Editing <\/strong>got a huge refresh, making one of our most popular features better and easier to use<\/p>\n<\/li>\n<li>\n<p><strong>Model Picker <\/strong>is now available, you can now pick the right model for your prompt, all the way from Gemini 3 to Opus 4.7<\/p>\n<\/li>\n<\/ul>\n<p>Three years of watching how people actually use this tool went into this redesign. <\/p>\n<p>We can’t wait to hear your feedback!<\/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 on the launch I’ve been using it for my sales decks recently!<\/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\/@castano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@castano<\/a> always be closing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “match your existing design system” angle is a huge deal \u2014 most design agents spit out generic tailwind and call it a day. how does the agent actually pick up on an existing system? scanning components, reading tokens, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tijogaucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tijogaucher<\/a> Hi, we can link to the NPM library directly! Making it truly 1:1 <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/overview<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you get the exact icons and colour scheme right? And how much data quantity is required from company’s design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tanvi_thakur1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanvi_thakur1<\/a> You can define whatever icons your company is already using! <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/get-started\/fonts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/get-started\/fonts<\/a><\/p>\n<p>And import your colors from Figma! <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/colors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/colors<\/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\">Super cool. Go, Magic Patterns team!<\/div>\n<div class=\"comment-actions\">\n<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\/@suleimenov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suleimenov<\/a> thanks Arman!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What\u2019s the most common breaking point that makes a team switch from Figma-first prototyping (or Figma Make) to Magic Patterns? Is it speed, interactivity realism, design-system consistency, or the engineering handoff\u2014and what does the first week of adoption look like when it clicks?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> You can hear it directly from our customers: <a href=\"https:\/\/www.magicpatterns.com\/customers\/lendi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/customers\/lendi<\/a><\/p>\n<p>“Prototyping now happens during design discussions, rather than as a separate phase taking days or weeks after every meeting.” \u2014 senior designer at Australia’s fastest growing fintech.<\/p>\n<p>In general, across our customers, I see that it’s speed. They can now make updates live, literally during a meeting versus having to “circle back.”<\/p>\n<p>We’re also one of the only tools that connect to your real design system. More on this soon… probably another Product Hunt 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I originally found Magic Patterns on Product Hunt mid-2024 and been building with it ever since. <\/p>\n<p>I’m so excited to start using the different connectors with faster generations in Agent 2.0! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tredubrava\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tredubrava<\/a> Yes our very first launch EVER was on Product Hunt!! Appreciate you saying this!! It’s good to be 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let\u2019s go 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a> We love building with Liveblocks! Powers all the realtime. Every single design in Magic Patterns is multiplayer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! Btw whats your moat over claude design or google’s stitch? Is it affordability, speed or the actual design? Or correct me if am wrong and this is not even competing stitch or claude design<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hey! Both great tools! We’ve been hacking on using your design system with AI for 3 years and so the biggest difference is we can actually <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">connect to your company’s real design system<\/a>. <\/p>\n<p>Magic Patterns generates React code and we can connect to component library via NPM or wherever its hosted, and then use the actual production React component code directly. <\/p>\n<p>Google Stitch I believe mainly pushes for using markdown: a DESIGN.md, which we also support. It’s equivalent of our Rules file: <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/rules\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/design-systems\/self-serve\/rules<\/a>. Claude Design appears to be HTML-first unless you connect to your design system, but then it creates copies of the components? In the case of Claude Design, we also support other models like Gemini 3.1, which tends to produce great designs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the handoff-to-engineering angle is the interesting part \u2014 does it actually respect an existing component library, or does it approximate the look and leave you to re-wire things? curious how that part works in practice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>YES!<\/p>\n<\/p>\n<p>Cannot wait to give the agent a test drive with my OpenClaw setup. Congrats on getting this out there. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designertom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designertom<\/a> most ai-native guy I know right here!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey what did you change in MCP 2.0 – how did the improvements help?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhruba_patra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruba_patra<\/a> more tools! <a href=\"https:\/\/www.magicpatterns.com\/docs\/documentation\/features\/mcp-server\/available_tools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.magicpatterns.com\/docs\/documentation\/features\/mcp-server\/available_tools<\/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<\/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\/L7TVXMLTGWYT7X\" class=\"app-title\">Monid<\/a><\/p>\n<div class=\"one-liner\">One wallet, every paid tool your agent needs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">258<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Monid\u662f\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u7edf\u4e00\u652f\u4ed8\u94b1\u5305\uff0c\u901a\u8fc7\u5355\u4e00\u4f59\u989d\u5373\u53ef\u6309\u9700\u8c03\u7528\u8d85\u8fc7215\u4e2a\u4ed8\u8d39API\uff08\u5982\u793e\u4ea4\u5a92\u4f53\u6293\u53d6\u3001\u5e02\u573a\u8d8b\u52bf\u3001\u7ade\u54c1\u8ffd\u8e2a\uff09\uff0c\u5f7b\u5e95\u89e3\u51b3Agent\u5728\u591a\u4e2a\u8ba2\u9605\u5236\u5de5\u5177\u95f4\u5207\u6362\u3001\u7ba1\u7406API\u5bc6\u94a5\u548c\u9884\u7b97\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b212fb78-185b-431b-9dc3-375a8bffeca2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42bfc97d-976a-442f-9d31-ad005a940405.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53a56463-43aa-4ac0-9cef-c716749ba474.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74e8c635-e057-476a-8edf-9612deda1d5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbe94f50-cf90-498f-aa91-9414ea9ccb4a.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\/1185a0af-a959-47df-8c58-ef0cb201449a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VAk6LSDOPcQ\"><source src=\"https:\/\/youtu.be\/VAk6LSDOPcQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Web3<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">API\u94b1\u5305<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u94fe\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u5546\u52a1\u6570\u636e<\/span><br \/>\n <span class=\"tag\">Agent\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ee5\u201c\u6309\u8c03\u7528\u4ed8\u8d39\u201d\u6a21\u5f0f\u53d6\u4ee3\u8ba2\u9605\u5236\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u8fd9\u662fAgent\u573a\u666f\u7684\u521a\u9700\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u652f\u51fa\u5b89\u5168\u4e0a\uff0c\u5982\u5982\u4f55\u9632\u6b62Agent\u5faa\u73af\u8c03\u7528\u8017\u5c3d\u4f59\u989d\u3001\u662f\u5426\u53ef\u8bbe\u5355\u5de5\u5177\u9650\u989d\u6216\u603b\u9884\u7b97\u8b66\u62a5\u3002\u540c\u65f6\uff0c\u5bf9\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u83b7\u53d6\u7684\u7ec6\u7c92\u5ea6\uff08\u5982\u80fd\u5426\u62c9\u53d6\u8bc4\u8bba\uff09\u548c\u4ef7\u683c\u900f\u660e\u5ea6\u6709\u5177\u4f53\u8be2\u95ee\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 Monid\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI Agent\u89c4\u6a21\u5316\u843d\u5730\u7684\u201c\u4e03\u5bf8\u201d\u2014\u2014\u652f\u4ed8\u4e0eAPI\u788e\u7247\u5316\u3002\u5176\u6838\u5fc3\u521b\u65b0\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff1a\u5728Agent\u81ea\u4e3b\u51b3\u7b56\u7684\u6d41\u7a0b\u4e2d\uff0c\u5c06\u201c\u4e70\u5de5\u5177\u201d\u8fd9\u4e2a\u539f\u672c\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u7684\u73af\u8282\u5f7b\u5e95\u81ea\u52a8\u5316\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4f20\u7edfAPI\u5e02\u573a\uff08\u5982RapidAPI\uff09\u7684\u201c\u5f00\u53d1\u8005\u627e\u5de5\u5177\u201d\u6a21\u5f0f\uff0c\u5347\u7ea7\u4e3a\u201cAgent\u81ea\u5df1\u53d1\u73b0\u5e76\u4ed8\u8d39\u4f7f\u7528\u5de5\u5177\u201d\u7684\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u6bcb\u5eb8\u7f6e\u7591\uff1a\u5b83\u8ba9Agent\u4ece\u201c\u53ea\u80fd\u4f7f\u7528\u514d\u8d39\u6216\u9884\u8bbe\u96c6\u6210\u201d\u7684\u964d\u7ea7\u72b6\u6001\uff0c\u8fdb\u5316\u5230\u53ef\u81ea\u4e3b\u8c03\u7528\u9876\u7ea7\u5546\u4e1a\u6570\u636e\u6e90\uff0c\u6781\u5927\u62d3\u5bbd\u4e86\u5e94\u7528\u8fb9\u754c\u3002215+\u7aef\u70b9\u8986\u76d6\u793e\u4ea4\u3001\u533a\u5757\u94fe\u3001\u7535\u5546\u7b49\u9ad8\u9891\u9886\u57df\uff0c\u914d\u5408SKILL.md\u6807\u51c6\u63a5\u53e3\uff0c\u786e\u5b9e\u4e3a\u7ade\u54c1\u8ffd\u8e2a\u3001\u5185\u5bb9\u521b\u4f5c\u3001VC\u8c03\u7814\u7b49\u573a\u666f\u63d0\u4f9b\u4e86\u5373\u65f6\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5de5\u7a0b\u4e0e\u4fe1\u4efb\u7684\u5e73\u8861\u3002\u8bc4\u8bba\u533a\u5bf9\u201c\u4f59\u989d\u88ab\u5faa\u73af\u8017\u5c3d\u201d\u7684\u62c5\u5fe7\u7edd\u975e\u675e\u4eba\u5fe7\u5929\u2014\u2014Agent\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u548c\u5faa\u73af\u8c03\u7528\u7279\u6027\u662f\u5df2\u77e5\u96be\u9898\u3002Monid\u7684\u6301\u4e45\u5316\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\u5176\u667a\u80fd\u9884\u7b97\u63a7\u5236\u80fd\u529b\uff1a\u662f\u7b80\u5355\u8bbe\u7f6e\u786c\u9876\uff0c\u8fd8\u662f\u80fd\u6839\u636e\u4efb\u52a1\u6210\u672c\u3001\u5de5\u5177\u4f18\u5148\u7ea7\u505a\u52a8\u6001\u51b3\u7b56\uff1f\u82e5\u4ec5\u4f9d\u8d56\u7528\u6237\u9884\u8bbe\u201c\u603b\u989d\u4e0a\u9650\u201d\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u7c97\u66b4\u7684\u4fdd\u59c6\u5f0f\u7ba1\u7406\uff0c\u65e0\u6cd5\u5151\u73b0\u201cAgent\u81ea\u6cbb\u201d\u7684\u627f\u8bfa\u3002\u6b64\u5916\uff0c\u5bf9\u5e95\u5c42\u201cx402\u201d\u534f\u8bae\u7684\u4f9d\u8d56\u610f\u5473\u7740\u5176\u7ade\u4e89\u529b\u4e0e\u4ee5\u592a\u574a\u751f\u6001\u7ed1\u5b9a\u8fc7\u7d27\uff0c\u82e5Gas\u8d39\u6ce2\u52a8\u6216\u7528\u6237\u63a5\u53d7\u5ea6\u4f4e\uff0c\u6210\u672c\u4f18\u52bf\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aMonid\u89e3\u51b3\u4e86Agent\u201c\u6709\u94b1\u6ca1\u6cd5\u82b1\u201d\u7684\u5c34\u5c2c\uff0c\u4f46\u201c\u600e\u4e48\u7cbe\u6253\u7ec6\u7b97\u5730\u82b1\u94b1\u201d\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u9177\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002Shengkun\u56e2\u961f\u9700\u8981\u5c3d\u5feb\u5c55\u793a\u5176\u201cAgent\u8d22\u52a1\u7ba1\u7406\u201d\u7684\u900f\u660e\u5ea6\u4e0e\u63a7\u5236\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Monid<\/span>\n <\/div>\n<div class=\"comment-content\">A wallet for your agent. Your agent buys the best tools it needs to work 10x better. Social scraping, market trends, lead gen, competitor tracking, sentiment analysis, all unlocked with one balance. No subscriptions. No API keys.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b I’m Shengkun, co-founder of Monid.<\/p>\n<p>I’ve been building my own agents to automate my work, but it quickly became a nightmare. Connecting to 10-20 APIs, juggling separate subscriptions, payments scattered everywhere. I couldn’t even track what I was actually spending.<\/p>\n<p>So we built <strong>Monid, a wallet for agents to buy any paid tool they need.<\/strong> <br \/>One single balance. 215+ endpoints. No subscriptions. <br \/>Agents need flexibility and should never be blocked by paywalls.<\/p>\n<p>With Monid, your agent can tap into powerful premium tools to:<\/p>\n<ul>\n<li>\n<p>Access every major social platform including TikTok, Facebook, Instagram, X, LinkedIn, Reddit, and more<\/p>\n<\/li>\n<li>\n<p>Search for people across platforms with enriched details<\/p>\n<\/li>\n<li>\n<p>Pull blockchain data<\/p>\n<\/li>\n<li>\n<p>Pull ecommerce data<\/p>\n<\/li>\n<\/ul>\n<p>Our beta users are already using it for competitor tracking, social media content creation, VC sourcing, ecommerce product selection, and more.<\/p>\n<p>Monid works with any agent, including Claude Code, OpenClaw, and Hermes Agent. Just send this to your agent to get started:<\/p>\n<pre><code>set up <a href=\"https:\/\/monid.ai\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/monid.ai\/SKILL.md<\/a><\/code><\/pre>\n<\/p>\n<p><strong>Everyone here gets $3 in free credits.<\/strong> <\/p>\n<\/p>\n<p>We’ll be hanging around all day to answer questions, please try it out and let me know how it works for you!<\/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\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> <\/p>\n<p>Dear Shengkun,<\/p>\n<p>Congrats on the launch! Monid is brilliant\u2014unifying 215+ endpoints with a single balance and removing paywalls for agents is a game-changer. Can\u2019t wait to see how users leverage it for social, blockchain and ecommerce!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> Clean idea turning fragmented APIs into one wallet layer is exactly the kind of abstraction agents need to actually scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> For someone running PH launch research (tracking upvotes, Hunter patterns, forum trends), how smooth is Monid for pulling multi-platform data like LI comments + Reddit threads into one agent workflow? Does it handle rate limits or auth flows automatically across those 215+ endpoints?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, I\u2019m Feiyou, co-founder of Monid \ud83d\ude80<\/p>\n<p>The promise of agents is <strong>autonomy<\/strong>. <br \/>But today, they\u2019re still heavily constrained.<\/p>\n<p>Without a human, an agent can only go as far as free tools and pre-built integrations. It\u2019s limited to what\u2019s already wired in.<\/p>\n<p>With a human, the human becomes the bottleneck.<\/p>\n<p>And often, humans don\u2019t even know what tools or data sources exist.<\/p>\n<p>So either way, agents hit a ceiling.<\/p>\n<p>We believe agents need the ability to:<\/p>\n<ul>\n<li>\n<p>discover tools and data at runtime<\/p>\n<\/li>\n<li>\n<p>decide what\u2019s worth using<\/p>\n<\/li>\n<li>\n<p>and pay for premium resources when it makes sense<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s why we built Monid, <strong>a wallet where agents can find and use the right tools on demand, including paid APIs, data, and services<\/strong>.<\/p>\n<p>What\u2019s something your agent <em>should<\/em> be able to do today, but can\u2019t<\/p>\n<p>Would love your thoughts, ideas, or use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pay per call is how all API access should work for agents. subscriptions assume humans. agents are different.<\/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\/@kai_winding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kai_winding<\/a> subscriptions won’t work. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> onboarding is the smoothest agent setup I’ve ever done. other tools should copy 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\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/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>how granular is the social media data? like can my agent pull comments or just posts?<\/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\/@charlene_he1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlene_he1<\/a> It depends on which platform you use it for. You can pull comments from X, Facebook, Reddit, Youtube, and TikTok with Monid, and the list is growing.<\/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>Most ‘agent platforms’ are just LLM wrappers. Monid is actual infrastructure. Respect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yunfei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yunfei<\/a> thanks for 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<pre><code>the API subscription model is broken for agent use cases. pay per call is the way.<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zhangcan_ding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhangcan_ding<\/a> exactly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>x402 under the hood is a cool call \u2014 how do you handle the agent accidentally burning through a balance on a loop? is there per-tool spend limits or just a hard wallet cap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! An <a href=\"https:\/\/www.producthunt.com\/products\/x402\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"x402\" target=\"_blank\" rel=\"noopener\">@x402<\/a> -based product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “no subscriptions, no API keys” framing is interesting \u2014 managing a dozen tool subscriptions for one agent gets expensive fast. how does pricing work under the hood, is it usage-based per tool call or some kind of credit system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Super interesting! What do the safeguards look like to make sure my agent won’t bankrupt 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful for the future boom of A2A interactions! Just curious whether it would be possible to set a ceiling\/warning for agent expenditure. Would appreciate if the agents wouldn’t drain my coffer too much before I know lol <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My ecommerce agent now picks winning products autonomously because it can actually pull real marketplace data. Wild.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 actually useful. Would users have the option to choose which tools they gonna buy for certain scraping tasks. like there might be a couple tools with price variation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yjbdr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yjbdr<\/a> agents will see all the options and would be able to make decisions based on your task! if you want to specify which tool to use, that’s def also possible. <\/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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TNCTG4QNPA3ONR\" class=\"app-title\">Claude Code \/ultrareview<\/a><\/p>\n<div class=\"one-liner\">Cloud code review using a fleet of parallel agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">182<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Code\u7684\u63d2\u4ef6\/ultrareview\u901a\u8fc7\u5728\u4e91\u7aef\u6c99\u7bb1\u4e2d\u5e76\u884c\u542f\u52a8\u591aAI\u4ee3\u7406\u5bf9\u4ee3\u7801\u5206\u652f\u6216PR\u8fdb\u884c\u72ec\u7acb\u9a8c\u8bc1\uff0c\u65e8\u5728\u6355\u83b7\u5355\u6b21\u5ba1\u67e5\u53ef\u80fd\u9057\u6f0f\u7684\u9690\u853dBug\uff0c\u89e3\u51b3\u5927\u578b\u53d8\u66f4\u5408\u5e76\u524d\u7684\u9ad8\u6210\u672c\u9519\u8bef\u98ce\u9669\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5049a18d-359f-4faf-a292-c5c968164402.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88278903-d277-48e0-b3a7-6209e4768a35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3de55f0e-744d-44e5-9f27-0467a4702ec9.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\/113a6c31-aa63-476f-9c06-4b0c02d8d313.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\/ae97f3b3-65ab-4ac6-ab4b-e14a0a346f39.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u5e76\u884c<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">Bug\u72ec\u7acb\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">Claude Code\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">PR\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u964d\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u8bef\u62a5\u7387\u63a7\u5236\u3001\u8de8\u6587\u4ef6\u4f9d\u8d56\u94fe\u9a8c\u8bc1\uff08\u5982Schema\u53d8\u66f4\u5bf9\u4e0b\u6e38API\u5f71\u54cd\uff09\u3001\u591a\u4ee3\u7406\u7ed3\u679c\u53bb\u91cd\u3001\u8fed\u4ee3PR\u4fee\u590d\u9a8c\u8bc1\u3002\u6709\u7528\u6237\u8ba4\u53ef\u5e76\u884c\u9a8c\u8bc1\u964d\u5e7b\u89c9\u7684\u601d\u8def\uff0c\u4f46\u62c5\u5fc3\u201c\u7b2c\u4e09\u4e2a\u4ee3\u7406\u201d\u80fd\u6355\u83b7\u7684\u573a\u666f\u662f\u5426\u6709\u6548\uff0c\u4ee5\u53ca\u7b2c\u4e09\u65b9\u96c6\u6210\u6587\u6863\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ultrareview\u7684\u5de7\u5999\u4e4b\u5904\u4e0d\u5728\u4e8e\u201c\u591a\u4e00\u4e2a\u5ba1\u67e5\u8005\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u5177\u6709\u201c\u72ec\u7acb\u9a8c\u8bc1\u95ed\u73af\u201d\u7684\u591a\u4ee3\u7406\u534f\u4f5c\u8303\u5f0f\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3AI\u4ee3\u7801\u5ba1\u67e5\u4e2d\u6700\u987d\u56fa\u7684\u75db\u70b9\u2014\u2014\u5e7b\u89c9\u4e0e\u5047\u9633\u6027\u3002\u4f20\u7edf\u5de5\u5177\u7ed9\u51fa\u7684\u662f\u957f\u4e32\u201c\u53ef\u80fd\u7684\u95ee\u9898\u201d\uff0c\u800c\u5b83\u901a\u8fc7\u591a\u4e2a\u4ee3\u7406\u5728\u9694\u79bb\u6c99\u7bb1\u4e2d\u72ec\u7acb\u8fd0\u884c\u3001\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u8f93\u51fa\u7684\u662f\u201c\u5df2\u590d\u73b0\u7684Bug\u201d\u77ed\u540d\u5355\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u5c06AI\u4ece\u201c\u731c\u6d4b\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u9a8c\u8bc1\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u5ba1\u67e5\u201d\u8fd9\u4e00\u4e34\u65f6\u4efb\u52a1\uff0c\u8f6c\u5316\u4e3a\u4e86\u4e00\u4e2a\u53ef\u5e76\u884c\u8ba1\u7b97\u3001\u975e\u963b\u585e\u7684\u540e\u53f0\u670d\u52a1\u3002\u5f00\u53d1\u8005\u65e0\u9700\u518d\u7b49\u5f85\u5355\u6b21\u5ba1\u67e5\u7684\u7ebf\u6027\u53cd\u9988\uff0c\u4e5f\u65e0\u9700\u624b\u52a8\u53bb\u9a8c\u8bc1AI\u7684\u5efa\u8bae\u662f\u5426\u9760\u8c31\u3002\u4e91\u7aef\u6c99\u7bb1\u9694\u79bb\u4e86\u672c\u5730\u73af\u5883\uff0c\u907f\u514d\u4e86\u5ba1\u67e5\u884c\u4e3a\u5bf9\u5f00\u53d1\u6d41\u7a0b\u7684\u5e72\u6270\uff0c\u8fd9\u662f\u5bf9\u5de5\u7a0b\u6548\u7387\u7684\u6df1\u523b\u7406\u89e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u5728\u4e8e\u5176\u6838\u5fc3\u5047\u8bbe\u2014\u2014\u72ec\u7acb\u7684\u5e73\u884c\u9a8c\u8bc1\u80fd\u5426\u6709\u6548\u8986\u76d6\u590d\u6742\u7684\u8de8\u6587\u4ef6\u3001\u8de8\u670d\u52a1\u4f9d\u8d56\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ee3\u7406\u5b64\u7acb\u53d1\u73b0\u201d\u7684\u8d28\u7591\u975e\u5e38\u7cbe\u51c6\uff1a\u5982\u679c\u4ee3\u7406A\u770b\u5230\u7684Schema\u53d8\u66f4\u4e0d\u88ab\u4ee3\u7406B\u7406\u89e3\u5176API\u5f71\u54cd\uff0c\u90a3\u4e48\u9a8c\u8bc1\u94fe\u6761\u5c31\u4f1a\u65ad\u88c2\u3002\u6700\u7ec8\u4ea7\u54c1\u4f1a\u4e0d\u4f1a\u6ca6\u4e3a\u201c\u6355\u83b7\u6d45\u5c42\u903b\u8f91\u9519\u8bef\uff0c\u4f46\u5bf9\u67b6\u6784\u7ea7\u3001\u8de8\u6a21\u5757\u5f71\u54cd\u65e0\u80fd\u4e3a\u529b\u201d\u7684\u9e21\u808b\uff1f\u5173\u952e\u5728\u4e8e\u5176Multi-agent\u4e4b\u95f4\u7684\u901a\u4fe1\u4e0e\u4e0a\u4e0b\u6587\u5171\u4eab\u673a\u5236\u8bbe\u8ba1\u3002\u5982\u679c\u53ea\u662f\u7b80\u5355\u5e76\u884c\u8dd1\u591a\u4e2a\u5355\u5411\u5ba1\u67e5\uff0c\u90a3\u5b83\u8ddd\u79bb\u201c\u663e\u8457\u51cf\u5c11\u6700\u540e\u4e00\u523b\u7684\u707e\u96be\u6027\u5408\u5e76\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\u6b64\u5916\uff0c\u5bf9Pro\u548cMax\u7528\u6237\u7684\u9650\u5236\uff083\u6b21\u514d\u8d39\uff09\u8868\u660e\u8fd9\u4ecd\u662f\u9ad8\u6210\u672c\u5b9e\u9a8c\u6027\u529f\u80fd\uff0c\u5176\u8d44\u6e90\u6d88\u8017\u4e0e\u6536\u76ca\u7684\u5e73\u8861\u70b9\u5c1a\u9700\u5e02\u573a\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Code \/ultrareview<\/span>\n <\/div>\n<div class=\"comment-content\">Ultrareview runs parallel reviewer agents on your branch or PR in a remote cloud sandbox, independently verifying each bug before reporting it. For Claude Code users on Pro or Max plans.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A single-pass code review, automated or manual, can only catch what one pass catches. Ultrareview takes a different approach.<\/p>\n<p>It is a <strong>\/ultrareview<\/strong> command for Claude Code that spins up a fleet of reviewer agents in a remote cloud sandbox, runs them in parallel across your diff, and independently verifies each finding before reporting it. The result is a short list of confirmed bugs rather than a long list of suggestions to triage.<\/p>\n<p>The workflow is non-blocking by design. You confirm the review scope in a dialog, the agents run in the background, and findings come back as a notification in your CLI session when complete. Typically 10 to 20 minutes. You can close the terminal and it keeps running.<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Multi-agent parallel exploration of the diff<\/p>\n<\/li>\n<li>\n<p>Independent reproduction step cuts false positives before findings land<\/p>\n<\/li>\n<li>\n<p>Remote sandbox keeps your local session free during the review<\/p>\n<\/li>\n<li>\n<p>PR mode pulls directly from GitHub, no local bundling required<\/p>\n<\/li>\n<li>\n<p>Each finding includes file location and fix context<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Claude Code users on Pro or Max plans, specifically before merging substantial changes where a missed bug is expensive. Auth flows, schema migrations, critical refactors.<\/p>\n<p>Research preview, available in Claude Code v2.1.86 and later. Pro and Max users each get 3 free runs to try it.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> For someone shipping B2B tools with heavy workshop integrations (think 50+ connected schemas across frontend\/backend), how does Ultrareview handle cross-file dependency chains? Like if Agent A flags a schema migration issue, does Agent B automatically verify the downstream API impacts, or do you get siloed findings that need manual stitching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does it handle verifying fixes in iterative PRs, like confirming a patch resolves the finding? Tried it on auth flows yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 significantly speed up PR cycle it false positives stay low.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>been doing this manually \u2014 agent reviews, second agent verifies its findings, sometimes a third when something looks uncertain. you get closer to correct, but you’re rebuilding the same scaffolding on every pr. does it actually catch what the third pass was catching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>parallel reviewer agents in a sandbox that independently verify before flagging is a nice take on hallucination control. one question \u2014 how do you dedupe when two agents surface the same bug with slightly different framings? always a pain with multi-agent review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does \/utrareview handle reviewing integration issues? does it require any documentation on CI\/CD setup and external dependencies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Worth every penny<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QEUAKCAHFDOJA6\" class=\"app-title\">Reloop Animation Studio<\/a><\/p>\n<div class=\"one-liner\">Turn any video idea into Pixar, Clay or Manga<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Reloop Animation Studio \u662f\u4e00\u4e2a\u901a\u8fc7\u5bf9\u8bdd\u5f0fAI\u4ee3\u7406\uff0c\u8ba9\u8425\u9500\u4eba\u5458\u65e0\u9700\u63d0\u793a\u8bcd\u3001\u65e0\u9700\u8bbe\u8ba1\u6280\u80fd\uff0c\u5c31\u80fd\u5728\u51e0\u5206\u949f\u5185\u5c06\u4efb\u610f\u89c6\u9891\u521b\u610f\u8f6c\u5316\u4e3a\u76ae\u514b\u65af\u3001\u9ecf\u571f\u6216\u6f2b\u753b\u7b49\u98ce\u683c\u52a8\u753b\u89c6\u9891\u7684\u5de5\u5177\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a43ebb6b-3314-4f80-b761-9df93f19d707.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbe389af-7924-48ea-9204-3ac4974e7ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7206bce6-7069-41ad-9079-1d2d0e3d0bd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3353b0d-1751-4614-a690-e1af3fc48e50.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\/2f37b915-8bc9-4c28-8a3d-fa2141c92987.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/scGwTmmP9AA\"><source src=\"https:\/\/youtu.be\/scGwTmmP9AA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u52a8\u753b\u98ce\u683c\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u5236\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u5173\u6ce8\u98ce\u683c\u591a\u6837\u6027\uff08\u5982B2B\u7684\u6781\u7b80\u6f14\u793a\u98ce\u683c\uff09\u548c\u7ad6\u5c4f\u9002\u914d\u6027\u3002\u540c\u65f6\u5b58\u5728\u6ce8\u518c\u9700\u7ed1\u5b9a\u4fe1\u7528\u5361\u3001\u521d\u671f\u5bf9\u8bdd\u5f0f\u7684\u5ba1\u6838\u4f53\u9a8c\u4e0d\u4f73\u7b49\u62b1\u6028\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u652f\u6301\u6a2a\u7ad6\u5c4f\uff0c\u4e14\u514d\u8d39\u8bd5\u7528\u671f\u5185\u4e0d\u6263\u8d39\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 Reloop Animation Studio \u5c55\u793a\u4e86AI\u89c6\u9891\u751f\u6210\u5de5\u5177\u4ece\u201c\u751f\u6210\u901a\u7528\u5f71\u50cf\u201d\u5230\u201c\u6253\u9020\u5dee\u5f02\u5316\u98ce\u683c\u201d\u7684\u5173\u952e\u8fdb\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u89c6\u9891\u5e02\u573a\u7684\u75db\u70b9\uff1a\u5927\u91cf\u751f\u6210\u7684\u201cAI\u611f\u201d\u89c6\u9891\u56e0\u540c\u8d28\u5316\u800c\u6ca6\u4e3a\u65e0\u4eba\u5173\u6ce8\u7684\u201c\u58c1\u7eb8\u201d\u3002\u901a\u8fc7\u5185\u7f6e\u76ae\u514b\u65af\u3001\u9ecf\u571f\u3001\u6f2b\u753b\u7b49\u9ad8\u8fa8\u8bc6\u5ea6\u98ce\u683c\uff0cReloop\u6210\u529f\u5c06AI\u80fd\u529b\u4ece\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201c\u521b\u610f\u98ce\u683c\u653e\u5927\u5668\u201d\uff0c\u8ba9\u8425\u9500\u4eba\u5458\u80fd\u5feb\u901f\u4e3a\u4e0d\u540c\u573a\u666f\uff08\u5982\u4ea7\u54c1\u53d1\u5e03\u3001\u54c1\u724c\u6545\u4e8b\u3001App Store\u6f14\u793a\uff09\u5339\u914d\u89c6\u89c9\u8bed\u8a00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4e5f\u9762\u4e34\u786c\u4f24\u3002\u9996\u5148\uff0c\u98ce\u683c\u6388\u6743\u662f\u60ac\u800c\u672a\u51b3\u7684\u6cd5\u5f8b\u9690\u60a3\uff0c\u7528\u6237\u8d28\u7591\u201c\u662f\u5426\u4ece\u76ae\u514b\u65af\u83b7\u5f97\u6388\u6743\u201d\u76f4\u6307\u6838\u5fc3\u7248\u6743\u98ce\u9669\uff0c\u82e5\u5904\u7406\u4e0d\u5f53\uff0c\u5546\u7528\u573a\u666f\u5c06\u5bf8\u6b65\u96be\u884c\u3002\u5176\u6b21\uff0c\u5bf9\u8bdd\u5f0fAI\u4ee3\u7406\u867d\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u8bc4\u8bba\u4e2d\u201c\u4e0d\u5e0c\u671b\u5728\u5bf9\u8bdd\u4e2d\u88abAI\u8bc4\u5224\u201d\u7684\u53cd\u9988\uff0c\u63ed\u793a\u4e86AI\u4ea4\u4e92\u8bbe\u8ba1\u4e2d\u201c\u8fc7\u4e8e\u62df\u4eba\u5316\u201d\u53ef\u80fd\u5e26\u6765\u7684\u53cd\u611f\uff0c\u8fd9\u8981\u6c42\u4ea7\u54c1\u5728\u201c\u5f15\u5bfc\u201d\u4e0e\u201c\u5e72\u9884\u201d\u95f4\u66f4\u5ba1\u614e\u5e73\u8861\u3002\u6700\u540e\uff0c\u5f3a\u5236\u7ed1\u5b9a\u4fe1\u7528\u5361\u7684\u8bd5\u7528\u6d41\u7a0b\uff0c\u5728\u9ad8\u7ade\u4e89\u5e02\u573a\u4e2d\u662f\u4e00\u5927\u963b\u529b\uff0c\u76f4\u63a5\u5265\u593a\u4e86\u6f5c\u5728\u7528\u6237\u201c\u5148\u4f53\u9a8c\u518d\u51b3\u7b56\u201d\u7684\u6743\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cReloop\u5728\u89e3\u51b3\u201c\u98ce\u683c\u5355\u4e00\u201d\u8fd9\u4e00\u75db\u70b9\u4e0a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u82e5\u8981\u6301\u7eed\u9886\u5148\uff0c\u5fc5\u987b\u89e3\u51b3\u7248\u6743\u5408\u89c4\u3001\u4ea4\u4e92\u4f53\u9a8c\u4e0e\u7528\u6237\u83b7\u53d6\u6210\u672c\u8fd9\u4e09\u91cd\u6311\u6218\u3002\u5bf9\u4e8e\u54c1\u724c\u65b9\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u7684\u201c\u89c6\u89c9\u5f39\u836f\u5e93\u201d\uff1b\u4f46\u5bf9\u4e8e\u72ec\u7acb\u521b\u4f5c\u8005\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u98ce\u683c\u5e93\u7684\u6301\u7eed\u66f4\u65b0\u80fd\u529b\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u5c1d\u9c9c\u54c1\u201d\u53d8\u4e3a\u201c\u65e5\u5e38\u5de5\u5177\u201d\u7684\u5173\u952e\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\">Reloop Animation Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Reloop now lets you create animated marketing videos in any visual style. Pixar, 3D Clay, Manga or ultra-realistic Same AI agent as before: just chat about your idea, it builds the creative plan and generates the video. No prompts. No design skills. No animators. You just pick the vibe. Built for marketers and brands who want videos that actually stand out, not another generic AI clip. From idea to animated video, in minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b<\/p>\n<p>You helped us hit #3 a couple months ago, that kept us building<\/p>\n<p>The #1 feedback we got: “Love the agent, but all my videos look the same.” Fair.<\/p>\n<p>So we built Animation Studio.<\/p>\n<p>Same conversational agent that gets your idea without a single prompt, but now it renders in cinematic styles.<\/p>\n<p>Pixar for a product launch.Clay for a brand story. Manga for something that just looks different.<\/p>\n<p>Chat \u2192 AI builds the script + storyboard \u2192 pick a style \u2192 full animated video, ready to publish.<\/p>\n<p>Curious what styles you’d want to see added. Drop them below \ud83d\udc47<\/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\/@clement_janssens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_janssens<\/a> For B2B demos like sales playbooks, any plans for clean explainer styles like Apple keynotes or minimalist motion graphics?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘all my videos look the same’ feedback is exactly the right problem to solve, generic AI video is becoming wallpaper that nobody notices.<\/p>\n<p>As an indie maker about to start creating content for my app, the Clay style caught my eye specifically for App Store preview videos.<\/p>\n<p>Does Reloop handle portrait\/vertical format well for mobile-first content, or is it optimized for landscape?<\/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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Exactly<\/p>\n<\/p>\n<p>Reloop works for both formats (16:9 and 9:16) <\/p>\n<\/p>\n<p>Can’t wait to see what you’re gonna create with the tool<\/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\">I\u2019m quite new here and still exploring animation tools. This looks nice! Is it mostly for marketing videos, or can beginners also use it for simple social media content?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Conversation format can help in brainstorming ideas for campaigns but how much will be the input from tool’s side. That would be the key to improving performance<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>tried to try it out.. I don’t want to sign up and give credit card. just to try the software. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dave_bracken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_bracken<\/a>It\u2019s completely free, Dave. You\u2019ll receive 500 credits just by entering your credit card details. You won\u2019t be charged until the end of the 7-day free trial, and you can cancel anytime. We\u2019ll also send you two reminders before the trial ends.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 don\u2019t like a ChatBot who judges genuinely your answers in onboarding. Prefer to pass.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@miguel_angel_perez_alvarez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miguel_angel_perez_alvarez1<\/a> <\/p>\n<p>Hey Miguel, which chatbot are you talking about?<\/p>\n<\/p>\n<p>Sorry if it\u2019s not what you expected, we\u2019ll try to improve based on your 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>Did you license these styles from Pixar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/YQZHHJUFGCCGK7\" class=\"app-title\">ASI:One<\/a><\/p>\n<div class=\"one-liner\">A personal AI with memory that plans and acts for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">157<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ASI:One\u662f\u4e00\u6b3e\u5177\u5907\u957f\u671f\u8bb0\u5fc6\u7684\u4e2a\u4ebaAI\u52a9\u624b\uff0c\u80fd\u8bb0\u4f4f\u7528\u6237\u504f\u597d\u3001\u81ea\u52a8\u6267\u884c\u65e5\u7a0b\u89c4\u5212\u3001\u7fa4\u7ec4\u534f\u8c03\u7b49\u73b0\u5b9e\u4efb\u52a1\uff0c\u89e3\u51b3\u4f20\u7edfAI\u201c\u5bf9\u8bdd\u5373\u5fd8\u3001\u65e0\u6cd5\u534f\u540c\u884c\u52a8\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/193f45e9-5449-42d0-b59a-bfd6f267af8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c236d57-4339-4a6b-9d12-276f2a739ceb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85c21566-550d-4885-aca4-4d2de93d700b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23370678-749c-4192-bc90-2565dc88dc9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6191b7c-fc4a-439f-b331-578b4469a2a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2edb82d1-1d76-4b24-b5fd-0b5af9334011.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b36bb3e-6099-4293-9434-47ffd232cdd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8b1cbce-c897-42f4-8bb3-8ba33a168b96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba8ff6c5-7616-413a-ba25-3878300ece31.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\/b3564504-6631-4873-8d1d-b6dbb4f4a4c1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WQ1_Qt-6jCw\"><source src=\"https:\/\/www.youtube.com\/watch?v=WQ1_Qt-6jCw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4ebaAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">Agent\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u7fa4\u7ec4\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Agentverse<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4efb\u52a1\u6267\u884c\u4e00\u81f4\u6027\uff0c\u5173\u6ce8\u9690\u79c1\u4fdd\u62a4\uff08\u7fa4\u804a\u4e2dAI\u4e0d\u66b4\u9732\u4e2a\u4eba\u8bb0\u5fc6\uff09\u3001\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u3001\u4e0e\u65e5\u5386\u7684\u6df1\u5ea6\u8054\u52a8\u3001Agentverse\u4ee3\u7406\u9a8c\u8bc1\u673a\u5236\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u6536\u8d39\u8ba1\u5212\uff0c\u53ca\u4e0eOpenClaw\u7b49\u7ade\u54c1\u7684\u6839\u672c\u5dee\u5f02\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 ASI:One\u770b\u4f3c\u662f\u53c8\u4e00\u6b3e\u201c\u6709\u8bb0\u5fc6\u7684AI\u52a9\u624b\u201d\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u8bb0\u5fc6\u672c\u8eab\uff0c\u800c\u662f\u5176\u80cc\u540e\u7684\u201cAgent\u7f51\u7edc\u201d\u548c\u201c\u534f\u8bae\u5c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u591a\u6570AI\u4ea7\u54c1\u4ecd\u56f0\u5728\u201c\u4e00\u4eba\u4e00\u6a21\u578b\u201d\u7684\u5b64\u5c9b\u4e2d\uff0cASI:One\u8bd5\u56fe\u89e3\u51b3\u7684\u75db\u70b9\u662f\u201cAI\u4e4b\u95f4\u7684\u534f\u4f5c\u9e3f\u6c9f\u201d\u3002\u901a\u8fc7Agentverse\u5f15\u5165\u7b2c\u4e09\u65b9\u80fd\u529b\uff0c\u5e76\u901a\u8fc7\u5e95\u5c42\u534f\u8bae\uff08uagents SDK\uff09\u5b9e\u73b0AI-to-AI\u7684\u53ef\u9760\u901a\u4fe1\uff0c\u8fd9\u6bd4\u7b80\u5355\u5730\u8bb0\u4f4f\u7528\u6237\u504f\u597d\uff08\u5982Mem.ai\uff09\u6216\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff08\u5982Zapier\uff09\u66f4\u5177\u6218\u7565\u6df1\u5ea6\u3002\u5b83\u8bd5\u56fe\u5c06AI\u4ece\u4e00\u4e2a\u201c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u4e00\u4e2a\u201c\u7cfb\u7edf\u201d\u2014\u2014\u4e00\u4e2a\u5305\u542b\u4eba\u3001\u4ee3\u7406\u3001\u65e5\u7a0b\u3001\u4efb\u52a1\u7684\u534f\u540c\u7f51\u7edc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6700\u5927\u98ce\u9669\u5728\u4e8e\u6267\u884c\u7ec6\u8282\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9690\u79c1\u8fb9\u754c\u201d\u7684\u56de\u5e94\u770b\u4f3c\u5468\u5168\uff0c\u4f46\u4ecd\u9700\u9a8c\u8bc1\u5728\u590d\u6742\u7fa4\u7ec4\u4e2dAI\u662f\u5426\u771f\u80fd\u7cbe\u51c6\u754c\u5b9a\u4e0a\u4e0b\u6587\u800c\u4e0d\u6cc4\u9732\u4fe1\u606f\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u79cd\u201c\u5f00\u653e\u4ee3\u7406\u5e02\u573a\u201d\uff08Agentverse\uff09\u4e00\u65e6\u89c4\u6a21\u6269\u5927\uff0c\u6076\u610f\u4ee3\u7406\u7684\u8bc6\u522b\u4e0e\u4fe1\u4efb\u7ba1\u7406\u5c06\u6781\u5176\u68d8\u624b\uff0c\u76ee\u524d\u7684\u201c\u9a8c\u8bc1\u5c42+\u7cfb\u7edf\u68c0\u67e5\u201d\u6a21\u5f0f\u53ef\u80fd\u4e0d\u8db3\u4ee5\u5e94\u5bf9\u5927\u89c4\u6a21\u6ee5\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u514d\u8d39\u65e9\u671f\u9636\u6bb5\uff0c\u7528\u6237\u9ecf\u6027\u5c1a\u672a\u7ecf\u53d7\u4ed8\u8d39\u8003\u9a8c\u3002\u5982\u679c\u5b9a\u4ef7\u8fc7\u9ad8\u6216\u9650\u5236\u8fc7\u591a\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u9000\u56de\u66f4\u8f7b\u91cf\u7684\u7ec4\u5408\u65b9\u6848\uff08\u5982Calendly+Claude+Zapier\uff09\u3002\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u201cAI\u5e2e\u4f60\u641e\u5b9a\u4e00\u5207\u201d\u7684\u613f\u666f\u53d8\u6210\u65e5\u5e38\u9ad8\u9891\u4f9d\u8d56\u65f6\uff0c\u7528\u6237\u624d\u771f\u6b63\u8003\u9a8c\u5176\u7a33\u5b9a\u6027\u4e0e\u53ef\u9760\u6027\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\">ASI:One<\/span>\n <\/div>\n<div class=\"comment-content\">ASI:One is a personal AI that remembers your preferences, collaborates with others\u2019 AIs, and executes tasks. Plan nights out, align groups, and book the details automatically. It is connected to millions of agents through Agentverse, giving you on-demand capabilities for research, planning, and real-world tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>AI tools have become powerful. But most of them still feel disconnected. You ask. They answer. The context resets. Nothing carries forward.<\/p>\n<p>We built ASI:One to move beyond that.<\/p>\n<p>ASI:One is a personal AI system that remembers, adapts, collaborates, and takes action. It is designed to stay with you over time, not just respond to isolated prompts.<\/p>\n<\/p>\n<p><strong>No complicated installations on PC or cloud<\/strong>.<\/p>\n<\/p>\n<p>Here\u2019s what you can do with it:<\/p>\n<\/p>\n<p>\ud83e\udde0 Build a personal AI that evolves with you<\/p>\n<p>Shape its personality, set preferences, and let it remember what matters.<\/p>\n<\/p>\n<p>\ud83d\udc65 Create Group Chats with AI built in<\/p>\n<p>Invite others by email and let the AI help coordinate discussions in real time with friends and colleagues.<\/p>\n<\/p>\n<p>\ud83d\uddc2\ufe0f Launch structured Collabs<\/p>\n<p>Set a clear objective and let the AI break it into steps, track progress, and keep context intact.<\/p>\n<\/p>\n<p>\ud83e\udd16 Agents on demand! Type <a href=\"https:\/\/www.producthunt.com\/@agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agent<\/a> inside a conversation and bring in domain-specific capabilities from Agentverse instantly.<\/p>\n<\/p>\n<p>\ud83d\udcc5 Connect Google Calendar and Gmail<\/p>\n<p>Schedule events and handle follow-ups directly from your workspace without jumping between tools.<\/p>\n<\/p>\n<p>Under the hood, ASI:One routes tasks across multiple models and agents depending on what you are trying to accomplish. Research, planning, scheduling, coordination, and execution happen in one place.<\/p>\n<\/p>\n<p>We designed ASI:One for people who want an AI that works with them long term, not just for a single conversation.<\/p>\n<\/p>\n<p>We are here all day to answer questions and hear your thoughts \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>46<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agent<\/a> <a href=\"https:\/\/www.producthunt.com\/@hmsheikh4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmsheikh4<\/a> How do you ensure the AI’s long-term memory doesn’t overwhelm chats or privacy; love the collab potential for team brainstorming, but curious about control tweaks for ongoing projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tested a few products with the same idea of a personal AI agent, and I always put them through a few real-world checks, especially email and daily task handling. A lot of them tend to fall short, or they simply don\u2019t follow through consistently.<\/p>\n<\/p>\n<p>So far, ASI:One is passing those tests, and that\u2019s pretty impressive. It feels like a strong product.<\/p>\n<\/p>\n<p>One question I had: when do you plan to start charging? I\u2019ve been using it quite a bit and testing it a lot, but I haven\u2019t run into any limits yet.<\/p>\n<p>Overall, this looks like a great tool. Congrats to the team on the launch, and wishing ASI:One a great launch! \ud83d\ude80<\/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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Really appreciate you putting it through real-world use, that\u2019s honestly the only way these systems get meaningfully tested.<\/p>\n<\/p>\n<p>And you\u2019re right, the gap is rarely in answering, it\u2019s in <em>following through consistently<\/em>. That\u2019s exactly what we\u2019ve been trying to close.<\/p>\n<\/p>\n<p>On pricing, we\u2019ve intentionally kept things open during this phase. Right now the focus is on usage, feedback, and understanding where people actually get value from the system day to day. For now, keep pushing it as much as you can. That\u2019s the most useful thing for us at this stage. And thanks again for the kind words, means a lot to the team! \ud83d\ude4c<\/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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> <\/p>\n<p>Really appreciate you putting it through real-world tests, especially around email and daily tasks. That\u2019s exactly the kind of usage we care about, so it\u2019s great to hear it\u2019s holding up well for you.<\/p>\n<p>Thanks again for taking the time to test it deeply and share this, feedback like this genuinely helps a lot \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>A personal AI with persistent memory that actually plans and acts is exactly where I see the most underused signal \u2014 markets. Prediction markets like Polymarket carry leading indicators that retail and institutional players both ignore because the data is noisy. I built PolyMind (<a href=\"https:\/\/polyminds.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/polyminds.netlify.app\/<\/a>) to surface AI-driven alerts on the largest Polymarket trades in real time. Curious whether ASI:One’s planning layer can plug into external probability streams like that.<\/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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Nice, this is a solid use case!<\/p>\n<\/p>\n<p>You\u2019re right about prediction markets, the signal is there but most people don\u2019t know what to do with it in real time. Where this could get interesting with ASI:One is probably not just consuming PolyMind alerts, but tying them to context. If the system already knows what I\u2019m tracking or thinking about, a spike in probability or a large trade doesn\u2019t stay an isolated alert, it becomes something actionable.<\/p>\n<\/p>\n<p>The planning layer is exactly where this fits. External streams like yours can be pulled in as agents, and then used inside a broader flow instead of just dashboards or notifications.<\/p>\n<\/p>\n<p>PolyMind looks like a clean layer on top of Polymarket. Very interesting project! \ud83d\ude42<\/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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Really interesting angle, markets are such a noisy space, its a good idea to bring this on ASI:One and surface the signal<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it handle recurring tasks or scheduling around a user’s calendar? Building something that schedules TV around when people are actually free and curious how you approach the planning layer.<\/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\/@brian_h4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_h4<\/a> With ASI:One recurring tasks are more like delegation than scheduling. You basically tell it once – do X at Y time – and it keeps running in the background until you change it. So when calendar is connected, it gets <em>smarter<\/em>. It can align tasks with your actual availability, review your week, prep you ahead of events, or adjust around conflicts instead of blindly firing at a fixed time.<\/p>\n<\/p>\n<p>So in your example, it\u2019s not just <em>schedule when free<\/em>, it\u2019s:<\/p>\n<ul>\n<li>\n<p>Understand when you\u2019re free<\/p>\n<\/li>\n<li>\n<p>Run the task at the right time,<\/p>\n<\/li>\n<li>\n<p>and adapt as your schedule evolves.<\/p>\n<\/li>\n<\/ul>\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>Group chats with my friends their AIs: how does it handle privacy and sensitive information?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tibo_wiels\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tibo_wiels<\/a> Great question, and honestly one of the first things we spent time thinking about.<\/p>\n<\/p>\n<p>In group chats, the AI doesn\u2019t just freely access everything. It works within the boundaries of what each person has shared in that specific context. Your personal memory, preferences, or connected data aren\u2019t automatically exposed to others.<\/p>\n<\/p>\n<p>So if we\u2019re in a group, the AI helps coordinate, summarise, and move things forward based on what\u2019s happening in that chat, not by pulling in your private history. The idea is to keep collaboration useful without breaking trust. You get the benefit of shared context where it\u2019s needed, while your personal layer stays yours.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/@rishankjhavar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rishankjhavar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishankjhavar<\/a> <br \/>BTW, how curated is the Agentverse network right now? Are agents verified in some way or is it more open marketplace?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you for trying out our product! Yes, its an open market place but also we have a verification layer for the agents and the verified agents have higher rankings, trust and are more discoverable over the unverified agents. But all agents are evaluated by our system to flag and malicious agents! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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! Right now, it\u2019s an open marketplace with a verification layer on top. Verified agents get higher visibility and trust, but the ecosystem stays open so new agents can come in and be used.<\/p>\n<\/p>\n<p>On top of that, there are system-level checks to flag anything malicious, so there\u2019s a balance between openness and safety.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 have some questions just think that I’m kind of thinking about I apologize if they come across blunt it’s not my intention, but I’m seeing a lot of the same things being deployed and I’m trying to figure out what makes them different.<\/p>\n<\/p>\n<p>Is this just another implementation of Open Claw? What prevents a user from configuring this on their own? What makes yours unique? <\/p>\n<\/p>\n<p>How do you address the publicly documented issues and concerns?<\/p>\n<\/p>\n<p>I’ve seen so many iterations of this lately. What makes you guys really stand out in your opinion?<\/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\/@hgottfried\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hgottfried<\/a> Fair questions, and honestly ones we think about a lot too. This isn\u2019t just OpenClaw.<\/p>\n<p>What we\u2019re building is closer to a connected system rather than a setup. The differentiation shows up in how things work together:<\/p>\n<ul>\n<li>\n<p>Your personal AI isn\u2019t isolated, it can collaborate with others\u2019 AIs in group chats and collabs<\/p>\n<\/li>\n<li>\n<p>There\u2019s a real network layer through Agentverse, where agents that can do things are discoverable and can be pulled in on demand<\/p>\n<\/li>\n<\/ul>\n<p>On concerns, completely fair. A lot of products in this space look similar early on. For us, the focus has been on making the system reliable, scoped properly, and actually useful in day-to-day use.<\/p>\n<p>The real difference, in our view, is that this is not just a tool or a workflow, it\u2019s a system that connects people, agents, and capabilities in one place.<\/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>the “collaborates with others’ AIs” part is what I’m curious about \u2014 is that agent-to-agent handoff happening in plain language, or is there a protocol underneath? feels like the messy part everyone handwaves past<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tijogaucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tijogaucher<\/a> Great question \u2014 The answer is <strong>It’s both.<\/strong><\/p>\n<p>There’s a formal protocol underneath, but the interface is natural language.<\/p>\n<p>The messy part isn’t handwaved \u2014 it’s abstracted. Developers can:<\/p>\n<ul>\n<li>\n<p>Use the protocol directly (via <strong>uagents<\/strong> SDK) for fine-grained control<\/p>\n<\/li>\n<li>\n<p>Or let ASI:One handle orchestration automatically through the agentic LLM<\/p>\n<\/li>\n<\/ul>\n<p>The protocol ensures reliability, while natural language keeps it flexible. Best of both worlds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A6EELXYZTEHDZ7\" class=\"app-title\">Blink AI CFO<\/a><\/p>\n<div class=\"one-liner\">AI CFO that autonomously trades stocks and options via Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">142<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Blink AI CFO \u662f\u4e00\u6b3e\u5d4c\u5165 Slack\/Telegram \u7684AI\u4ee3\u7406\uff0c\u80fd\u81ea\u4e3b\u6267\u884c\u80a1\u7968\u671f\u6743\u4ea4\u6613\u3001\u751f\u6210\u534e\u5c14\u8857\u7ea7\u8d22\u52a1\u6a21\u578b\u3001\u81ea\u52a8\u66f4\u65b0P&L\u5e76\u8f93\u51fa\u53ef\u7528\u7684Excel\/PPT\uff0c\u8ba9\u521b\u59cb\u4eba\u65e0\u9700\u4eb2\u81ea\u52a8\u624b\uff0c\u5c31\u80fd\u5b9e\u65f6\u638c\u63e1\u516c\u53f8\u8d22\u52a1\u4e0e\u6295\u878d\u8d44\u51b3\u7b56\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16361c9f-778f-4bd3-b3d9-3f77ed5676a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cc4ab13-52ef-44c6-9224-ac551c2e3428.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c196c7a3-00e5-420a-aa97-ba187673807b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03a63cd8-f56a-48ec-805f-feca5d766f94.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\/b98efcc1-05aa-4eb6-a71e-cbd58392fee1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DanUwRiyK4Y\"><source src=\"https:\/\/youtu.be\/DanUwRiyK4Y\" 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\">Investing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8d22\u52a1\u5b98<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8P&L<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u80a1\u7968\u671f\u6743<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">Stripe\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u8005deck<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u6570\u636e\u51c6\u786e\u6027\uff08\u5c24\u5176\u5b9e\u65f6P&L\u6295\u5f71\u7cbe\u5ea6\uff09\u3001\u662f\u5426\u652f\u6301\u6a21\u62df\u76d8\u6d4b\u8bd5\u3001\u591a\u60c5\u666fDCF\u6a21\u578b\u4e0e\u654f\u611f\u6027\u5206\u6790\uff0c\u4ee5\u53ca\u5bf9Excel\u516c\u5f0f\u94fe\u63a5\u3001PPT\u8f93\u51fa\u8d28\u91cf\u7684\u80af\u5b9a\u3002\u6709\u7528\u6237\u8be2\u95ee\u80fd\u5426\u5148\u505aAlpaca\u7eb8\u4e0a\u4ea4\u6613\u518d\u5b9e\u76d8\uff0c\u521b\u59cb\u4eba\u786e\u8ba4\u9700\u4eba\u529b\u786e\u8ba4\u540e\u624d\u6267\u884c\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 Blink AI CFO \u672c\u8d28\u4e0a\u662f\u201c\u6781\u5ba2\u7248\u8d22\u52a1\u5916\u5305 + \u4ea4\u6613\u673a\u5668\u4eba\u201d\u7684\u4e8c\u5408\u4e00\u5957\u88c5\uff0c\u7784\u51c6\u7684\u662f\u90a3\u4e9b\u65e2\u538c\u6076\u624b\u5de5\u505a\u8868\u3001\u53c8\u5e7b\u60f3\u201c\u7761\u540e\u4ea4\u6613\u201d\u7684\u72ec\u7acb\u521b\u59cb\u4eba\u3002\u4ea7\u54c1\u903b\u8f91\u8db3\u591f\u6027\u611f\uff1a\u7528\u4e00\u4e2aSlash\u547d\u4ee4\u5b8c\u6210CFO\u768480%\u82e6\u6d3b\u2014\u2014\u4ece\u80a1\u7968\u4ea4\u6613\u5230\u4e09\u8868\u4e00\u56fe\uff0c\u8f93\u51fa\u8fd8\u90fd\u662f\u53ef\u7f16\u8f91\u7684\u771f\u6587\u4ef6\u800c\u975eAI\u5e7b\u89c9\u3002\u4f46\u51b7\u9759\u6765\u770b\uff0c\u98ce\u9669\u70b9\u540c\u6837\u523a\u773c\uff1a\u4e00\u662f\u201c\u81ea\u4e3b\u4ea4\u6613\u201d\u5728\u5f53\u524d\u76d1\u7ba1\u6846\u67b6\u4e0b\uff08\u5c24\u5176\u6d89\u53caRobinhood\u6563\u6237\u8d26\u6237\uff09\u5408\u89c4\u8fb9\u754c\u6a21\u7cca\uff0c\u5373\u4fbf\u6709\u201c\u4e8c\u6b21\u786e\u8ba4\u201d\uff0cAI\u76ef\u76d8\u4e0b\u5355\u7684\u5dee\u65c5\u8d39\u3001\u6ed1\u70b9\u3001\u534a\u591c\u9ed1\u5929\u9e45\u7b49\u5b9e\u64cd\u7ec6\u8282\u5c1a\u672a\u88ab\u9a8c\u8bc1\uff1b\u4e8c\u662f\u5b9e\u65f6P&L\u7684\u201c\u51c6\u4e0d\u51c6\u201d\u672c\u8d28\u53d6\u51b3\u4e8e\u4e0a\u6e38\u6570\u636e\u6e90\u5ef6\u8fdf\u4e0eStripe\/Brex\u7684API\u7a33\u5b9a\u6027\uff0c\u800c\u975eAI\u672c\u8eab\u6709\u591a\u806a\u660e\uff1b\u4e09\u662f\u591a\u6a21\u578b\u8c03\u5ea6\uff08Claude+GPT+Gemini\uff09\u66f4\u50cf\u662f\u6280\u672f\u5671\u5934\uff0c\u5b9e\u9645\u4efb\u52a1\u8def\u7531\u662f\u5426\u771f\u80fd\u201c\u8ba9\u6700\u5408\u9002\u7684\u6a21\u578b\u505a\u6700\u5408\u9002\u7684\u4e8b\u201d\uff0c\u8fd8\u662f\u5355\u7eaf\u5806\u6599\uff0c\u6709\u5f85\u4ea7\u54c1\u6587\u6863\u8bc1\u660e\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u53d6\u4ee3\u9ad8\u76dbCFO\uff0c\u800c\u5728\u4e8e\u8ba9\u6708\u79df22\u7f8e\u5143\u7684\u521b\u59cb\u4eba\uff0c\u83b7\u5f97\u4e00\u4e2a7\u00d724\u5c0f\u65f6\u4e0d\u4f1a\u79bb\u804c\u3001\u80fd\u540c\u65f6\u76ef5\u4e2a\u8d26\u6237\u7684\u201c\u6570\u5b57\u5b9e\u4e60\u751f\u201d\u3002\u4f46\u8bf7\u8bb0\u4f4f\uff1a\u4efb\u4f55\u5904\u7406\u771f\u91d1\u767d\u94f6\u7684AI\uff0c\u90fd\u9700\u8981\u4e00\u8f6e\u5b8c\u6574\u718a\u5e02\u7684\u538b\u529b\u6d4b\u8bd5\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u9002\u5408\u505a\u201c\u51b3\u7b56\u8f85\u52a9\u201d\uff0c\u800c\u975e\u201c\u51b3\u7b56\u6267\u884c\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\">Blink AI CFO<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI CFO makes you money, 24\/7, from inside Slack. Blink AI CFO autonomously trades stocks and options through Alpaca or Robinhood, builds Wall Street-grade financial models, updates your P&L from live Stripe and QuickBooks data, and ships investor decks on demand. Every output is a real artifact \u2014 Excel models, live P&L sheets, investor-grade Slides \u2014 with Claude Opus 4.7, GPT-5.4, Gemini 3.1 Pro, and 180+ models included. Live in 60 seconds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \u2014 Kai here, founder of Blink.new.<\/p>\n<p>The reason we built Blink AI CFO is simple: I wanted an AI that trades stocks, builds the financial models, runs my projections, keeps the P&L current, and ships the decks. That’s the whole job of a CFO boiled down to the parts I never wanted to spend my own time on, and no single off-the-shelf tool actually handled any of it end-to-end.<\/p>\n<p>So we built the agent that does. Blink AI CFO autonomously executes stock and options trades through Alpaca or Robinhood on your pre-set rules, builds Wall Street-grade financial models, updates your P&L from live Stripe, QuickBooks, and Brex data, runs your projections, and ships investor decks on demand \u2014 all from a single message in Slack, Telegram, or Discord.<\/p>\n<p>Every output is a real artifact, not a chat summary. Three things I’m proudest of:<\/p>\n<p><strong>\u2192 Autonomous trading that actually executes.<\/strong> One message \u2014 “analyze the top 10 stocks by market cap and execute the trades” \u2014 runs the full research and places the orders through Alpaca, within your rules and with a human confirmation before anything live.<br \/><strong>\u2192 Wall Street-grade modeling on demand.<\/strong> Ask it to build a model for a public comp like MSFT, or for your own company’s next quarter, and you get a formatted Excel or Google Sheets model with live formulas, scenarios, and charts \u2014 not a rough spreadsheet sketch.<br \/><strong>\u2192 Live P&L and projections. <\/strong>It pulls Stripe, QuickBooks, Brex, and your bank every day, keeps your P&L current, and rolls projections forward so your board numbers are always ready.<\/p>\n<p>Under the hood you get Claude Opus 4.7, GPT-5.4, Gemini 3.1 Pro, and 180+ other models included with no API keys, plus 200+ connectors spanning Alpaca, Robinhood, Stripe, QuickBooks, Brex, Google Sheets, Slides, Docs, Gmail, and more. Live in under 60 seconds, from $22 a month.<\/p>\n<p>Genuinely curious: what would you put an AI CFO to work on first \u2014 a trade, a financial model, a P&L update, or an investor deck?<\/p>\n<p>I’ll be responding to every comment today. Thanks for taking a look.<\/p>\n<p>\u2014 Kai<\/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\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a> As someone scaling a B2B startup, I’d put it to work first on live P&L updates from Stripe\/Brex to spot revenue trends instantly. How accurate are the projections when pulling real-time data like that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a> positive, hey team congrats on being top ten for the day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kf_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kf_builds<\/a> Looks great! Can it also do paper trading on Alpaca first not to risk any funds until it is tested?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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, I 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having worked closely with this, the thing that genuinely surprised me was the data accuracy. For tasks this sensitive, that’s always been the hardest problem to solve. Most AI tools will confidently hallucinate a number and keep moving. Gerald doesn’t do that. When it’s unsure about a data point it has sourced, it flags it rather than guessing, which is exactly the behaviour you want when you’re dealing with financials that end up in front of investors or a board. It is also extremely crucial for automated trading through Alpaca\/Robinhood.<\/p>\n<p>The Excel and PPT output quality is also something you have to see to believe. The spreadsheets aren’t just populated templates. Cells are actually linked, formulas reference each other correctly, and the model holds together structurally the way a real analyst would build it. The PPT design is equally impressive, the formatting, layout, and visual hierarchy are genuinely presentation-ready out of the box.<\/p>\n<p>These are the two areas where most AI finance tools fall flat and they happen to be where Gerald is strongest. Really proud of what the team has built 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arya_chandra2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_chandra2<\/a> Have you tested it on multi-scenario DCF models yet, like sensitivity analysis with linked charts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@arya_chandra2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_chandra2<\/a> Exactly right. What impressed me the most about Gerald, the AI CFO, is his ability to build accurate Excel models with formulas correctly linked to the input cells.<\/p>\n<p>This approach alone allows it to eliminate the problem of AI hallucination and actually build its expertise and business acumen into your financial models. I am super excited for the future where AI agents help amplify the work of humans and give leverage back to the business owners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! \ud83d\ude80<br \/>The <strong>self-correcting bugs<\/strong> feature alone sold me. Every other tool gets you 80% there and then ghosts you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Exactly right. <a href=\"http:\/\/Blink.new\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Blink.new<\/a> is the only agentic platform in the market today that achieves superhuman accuracy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Kai! Looks awesome. Agents handling money could be a huge time saver. 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>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Oh absolutely! Letting agents handle your money sounds risky, but it’s actually not. This is what we discovered after working months with AI agent employees: it gives you a ton of leverage and allows you to scale your business 10x faster.<\/p>\n<p>Thank you so much for your best wishes. I hope you’ll give it a shot 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>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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RGYNLRAZZTBN6T\" class=\"app-title\">Wellows<\/a><\/p>\n<div class=\"one-liner\">See how AI talks about your brand \u2014 and fix it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wellows\u662f\u4e00\u6b3eAI\u54c1\u724c\u53ef\u89c1\u6027\u4f18\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u5206\u6790ChatGPT\u3001Perplexity\u7b49\u5927\u6a21\u578b\u5f15\u7528\u7684\u7b2c\u4e09\u65b9\u6765\u6e90\uff0c\u5e2e\u52a9\u54c1\u724c\u53d1\u73b0\u5e76\u4fee\u590d\u81ea\u5df1\u5728AI\u68c0\u7d22\u4e2d\u7684\u201c\u88ab\u63d0\u53ca\u201d\u6f0f\u6d1e\uff0c\u4ece\u800c\u63d0\u5347\u4fe1\u4efb\u3001\u6d41\u91cf\u548c\u8f6c\u5316\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b046a3a-9942-4e93-ab5c-d6a76a92aa30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91611083-4c2d-4d91-ad66-cfb2f813e7b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/670114f8-dc3c-46ae-9e39-6d8a279e97a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90134785-5365-4b07-98b5-10d55dd35ec8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/551f226b-47a5-4f43-93f6-5f5dad44c4c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bd181f6-2a81-4946-b8e0-da0adee98720.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b99db86-0d26-496f-832c-f42b5ba2a74c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5360c46c-17c0-4f80-a7a4-4fb361c35675.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\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316(GEO)<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f15\u7528\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\u4f18\u5316\u73b0\u6709\u5185\u5bb9\u201d\u800c\u975e\u76f2\u76ee\u521b\u4f5c\u7684\u7b56\u7565\uff0c\u4ee5\u53ca\u4ece\u5f15\u7528\u6e90\u5934\u89e3\u51b3\u53ef\u89c1\u6027\u95ee\u9898\u7684\u601d\u8def\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u6784\u5efaBuzzstream\u7c7b\u5916\u8054\u5de5\u5177\u96c6\u6210\u3001\u652f\u6301\u591a\u54c1\u724c\u4eea\u8868\u76d8\u4ee5\u6ee1\u8db3\u4ee3\u7406\u5546\u9700\u6c42\u3001\u4f18\u5316\u79fb\u52a8\u7aef\u9875\u9762\u9002\u914d\u3001\u5e76\u63d0\u4f9b\u66f4\u7cbe\u7ec6\u7684\u8de8\u65f6\u95f4\u8d8b\u52bf\u8ffd\u8e2a\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 Wellows\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5927\u591a\u6570\u54c1\u724c\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5f53AI\u56de\u7b54\u6210\u4e3a\u6d41\u91cf\u5165\u53e3\uff0c\u4f60\u7684\u54c1\u724c\u662f\u5426\u5728\u88ab\u5f15\u7528\u7684\u90a3\u4e00\u7bc7\u7bc7\u6587\u7ae0\u91cc\uff1f\u5b83\u8df3\u51fa\u4e86\u4f20\u7edf\u201c\u76d1\u6d4bAI\u63d0\u53ca\u6b21\u6570\u201d\u7684\u80a4\u6d45\u5c42\u9762\uff0c\u76f4\u6307\u6839\u672c\u2014\u2014\u5927\u6a21\u578b\u4e0d\u76f4\u63a5\u5f15\u7528\u54c1\u724c\uff0c\u800c\u662f\u5f15\u7528\u4fe1\u606f\u6e90\uff1b\u5982\u679c\u54c1\u724c\u4e0d\u5728\u300a\u798f\u5e03\u65af\u300b\u3001Reddit\u6216\u4e13\u4e1a\u535a\u5ba2\u4e2d\u88ab\u63d0\u53ca\uff0c\u6240\u8c13\u201cAI\u53ef\u89c1\u6027\u201d\u5c31\u662f\u865a\u5047\u7e41\u8363\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u4ece\u7ed3\u679c\u8ffd\u6eaf\u5230\u539f\u56e0\u201d\uff0c\u5e76\u901a\u8fc7\u201c\u4f18\u5316-\u521b\u5efa-\u5916\u8054\u201d\u7684\u95ed\u73af\u7ed9\u51fa\u53ef\u843d\u5730\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u7a7a\u6d1e\u7684\u6570\u636e\u62a5\u544a\u3002\u5bf9\u4e8e\u4e00\u4e2a\u6210\u957f\u4e2d\u7684\u5de5\u5177\uff0c\u7528\u6237\u5df2\u654f\u9510\u6307\u51fa\u5176\u77ed\u677f\uff1a\u7f3a\u4e4f\u50cfBuzzstream\u8fd9\u6837\u7684\u5916\u8054\u81ea\u52a8\u5316\u5de5\u5177\u3001\u591a\u54c1\u724c\u7ba1\u7406\u529f\u80fd\u5c1a\u6d45\u3001\u4e14\u79fb\u52a8\u7aef\u652f\u6301\u4e0d\u8db3\u3002\u8fd9\u4e9b\u90fd\u662f\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u5fc5\u7528\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u969c\u788d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5b9a\u4ef7\u4e0e\u529f\u80fd\u5bf9\u4e2d\u5c0f\u54c1\u724c\u8f83\u4e3a\u53cb\u597d\uff0c\u4f46\u80fd\u5426\u670d\u52a1\u597d\u4ee3\u7406\u5546\u548c\u5927\u578b\u4f01\u4e1a\uff0c\u53d6\u51b3\u4e8e\u5176API\u548c\u6279\u91cf\u7ba1\u7406\u80fd\u529b\u7684\u6210\u719f\u5ea6\u3002\u53e6\u4e00\u4e2a\u9690\u60a3\u662f\uff0c\u968f\u7740\u5927\u6a21\u578b\u6570\u636e\u6e90\u903b\u8f91\u7684\u9891\u7e41\u8fed\u4ee3\uff08\u5982\u5e73\u53f0\u7b97\u6cd5\u66f4\u65b0\u3001\u65b0\u6765\u6e90\u5c4f\u853d\uff09\uff0c\u5176\u5f15\u7528\u6570\u636e\u5e93\u7684\u5b9e\u65f6\u6027\u548c\u5e7f\u5ea6\u5c06\u6210\u4e3a\u62a4\u57ce\u6cb3\u3002\u82e5\u4ec5\u4f9d\u8d56\u9759\u6001\u722c\u53d6\u548c\u9884\u7f6e\u6a21\u578b\uff0c\u58c1\u5792\u5e76\u4e0d\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aWellows\u89e3\u51b3\u4e86AI\u65f6\u4ee3\u54c1\u724c\u8425\u9500\u7684\u4e00\u4e2a\u65b0\u76f2\u533a\uff0c\u4f46\u522b\u6307\u671b\u5b83\u66ff\u4f60\u521b\u9020\u6d41\u91cf\u2014\u2014\u5b83\u53ea\u662f\u544a\u8bc9\u4f60\u53bb\u54ea\u91cc\u201c\u63d2\u65d7\u201d\u3002\u5bf9\u4e8e\u60f3\u62a2\u5360AI\u68c0\u7d22\u5148\u673a\u7684\u54c1\u724c\u548c\u4ee3\u7406\u673a\u6784\uff0c\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u6295\u5165\u8bd5\u9519\u6210\u672c\u7684\u8d77\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Wellows<\/span>\n <\/div>\n<div class=\"comment-content\">Wellows helps your customers find you via AI, earning you trust, traffic, and conversions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m impressed by Wellow’s approach to GEO \u2014 offering clear and actionable steps to take over an extended period (e.g. 90 days) of time to win greater share of citations on platforms like ChatGPT and Perplexity. <\/p>\n<\/p>\n<p>The pricing is also <em>very <\/em>reasonable. <\/p>\n<\/p>\n<p>What I particularly appreciate is their focus on leveling up your <em>existing<\/em> content rather than writing new stuff. <\/p>\n<\/p>\n<p>And yes, if you have gaps, they have a content engine that will help you fill them in, on brand, and on time! <\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> For someone with scattered workshop notes + PH launch playbooks already live, how does Wellow identify citation gaps ? Does it scan your current assets first, then suggest targeted upgrades for ChatGPT\/Perplexity pickup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>I\u2019m Masab, founder of Wellows. Before I say anything else: we\u2019ve launched on PH before \u2014 our previous product KIVA hit <strong>#3 in January 2025<\/strong>. So I know this community doesn\u2019t mess around, and I don\u2019t plan to waste your time.<\/p>\n<p><strong>The problem in one sentence:<\/strong><\/p>\n<p>Most AI visibility tools tell you <em>if<\/em> your brand got mentioned. None of them tell you <em>why<\/em> \u2014 or what to do about it.<\/p>\n<p>AI models don\u2019t pull answers from thin air. They pull from sources. If your brand isn\u2019t in the sources being cited \u2014 Forbes, Reddit, TechRadar, niche blogs \u2014 your \u201cvisibility score\u201d is borrowed, not earned. And your competitors might own more of that real estate than you think.<\/p>\n<p><strong>What Wellows does differently:<\/strong><\/p>\n<p><em>We go a layer deeper.<\/em> When an LLM cites a third-party source, we scrape that citation and check whether your brand (and your competitors\u2019) appears inside it. That\u2019s what powers your <strong>AI Visibility Score<\/strong> \u2014 not raw mentions, but actual citation presence.<\/p>\n<p>Then we close the loop:<\/p>\n<ul>\n<li>\n<p><strong>Optimize<\/strong> \u2014 We tell you which <em>existing<\/em> pages to point at which prompts before suggesting you create anything new<\/p>\n<\/li>\n<li>\n<p><strong>Create<\/strong> \u2014 When new content is needed, our AI writing agent drafts it in a citation-ready structure<\/p>\n<\/li>\n<li>\n<p><strong>Outreach<\/strong> \u2014 We surface the exact URLs where LLMs are already pulling from in your space, plus contact emails to actually get placed there<\/p>\n<\/li>\n<\/ul>\n<p>Customers like<strong> Cloudways, Secure, Vettio, and PureVPN<\/strong> are already using it. 6,000+ users have shaped every feature you see today.<\/p>\n<p><strong>A candid note:<\/strong><\/p>\n<p>Wellows is a work in progress \u2014 and I mean that genuinely, not as a hedge. Everything we\u2019ve built has come from users telling us what\u2019s broken. If something feels off, I want to know. I\u2019ll be here all day.<\/p>\n<p><strong>PH-exclusive offer:<\/strong> 20% off all plans for your first 3 months \u2014 <strong>use “ProductHunt” when checking out<\/strong>.<\/p>\n<p>And a huge thank you to <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> for believing in this early and bringing us to this community. Means more than you know.<\/p>\n<p>\u2014 Masab<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <a href=\"https:\/\/www.producthunt.com\/@masabgadit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masabgadit<\/a> For someone building personal brand in tech, how do you recommend prioritizing prompts\/topics to optimize existing content before creating new pieces?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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. I have used Wellows and as Chris said, the unique thing about it is that it doesn’t stop at just showing visibility. It exactly tells you step by step how to win on different AI platforms, specifically around content. I have known the team for a long time; it all comes from their own experience of running multiple sites that generated millions of monthly organic website visitors.<\/p>\n<p>One advice I would give is to build connectors with tools like Buzzstream because the next step after creating content is to outreach and publish at the right places.<\/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\/@invinciblesaad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@invinciblesaad<\/a> Thank you so much, Saad \ud83d\ude4f, this genuinely means a lot.<\/p>\n<p>Cloudways has been one of those partners that backed us early, and having a team with your scale and experience put their trust in Wellows has pushed us to keep raising the bar. <\/p>\n<p>A huge thank you to you and the entire Cloudways team for the belief, the honest feedback, and for shaping so much of what Wellows is today.<\/p>\n<p>Regarding Buzzstream: Thats in the making:) Ill share more details with you.<\/p>\n<p>Grateful to have you in our corner \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Wellows for a while now, and the part that really changed how I think about AI visibility is the citation\/source layer. Most tools stop at \u201cyou were mentioned X times in ChatGPT.\u201d Wellows goes one step deepe. It shows which third-party pages the model is actually pulling from, and whether your brand is present there or not. That shift is important because it makes things actionable. Instead of asking \u201chow do I get mentioned more,\u201d it becomes \u201cwhich of these 10\u201315 articles do I need to be part of?\u201d That\u2019s something you can actually work on, reach out, get included, improve positioning.<\/p>\n<p>Also, the \u201coptimize existing content first\u201d flow helped a lot. <br \/>Congrats on the launch, Masab and team well deserved \ud83d\udc4f<\/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\/@nkirkan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nkirkan<\/a> Thank you so much, Nurkan \ud83d\ude4f<\/p>\n<p>Grateful to have you as an early user, your feedback has shaped so much of Wellows. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is the angle most e-com brands are completely blind to right now. they optimize for Google but have zero visibility on how ChatGPT or Perplexity describe their products to buyers.<\/p>\n<p>curious about the agency side, any plans for a multi-brand dashboard? agencies managing 10+ clients would need that before adopting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@romain_delgado\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_delgado<\/a> Of course, in fact, many of our users are marketing agencies. Wellows already supports multiple projects, and each project has its own visibility tracking and analysis. So if you’re managing 10+ clients, that\u2019s absolutely a use case we have in mind.<\/p>\n<p>Feel free to let me know if we can help in any way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘leveling up existing content rather than writing new stuff’ angle is what got me, just launched my first iOS app and I have a landing page already, just don’t know if it’s AI-citation-ready.<\/p>\n<p>Does Wellows work for mobile app pages or is it mainly focused on SaaS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Thanks for being here \ud83d\ude42<\/p>\n<p>Wellows works for any web page. Feel free to share your page with me, and I\u2019ll be happy to check it for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been tracking llm visibility for our own product manually \u2014 the part that’s hardest to do by hand isn’t the initial snapshot. it’s knowing whether what you changed last month actually moved anything. the trend is more useful than the score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Of course, that\u2019s not the best use of human hours, and it also creates plenty of room for human error. The challenge becomes exponentially harder when you\u2019re tracking multiple prompts across multiple LLMs, each returning different citations. <\/p>\n<p>At Wellows, we have a separate tab where users can see exactly what changed daily, which citations changed, and for which prompt. You can also compare any two dates, transparently!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch \ud83d\udc4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<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\/@kulsoom_awan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulsoom_awan1<\/a> Thanks \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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M72WKX32D3X4KG\" class=\"app-title\">Typewise AI Customer Service<\/a><\/p>\n<div class=\"one-liner\">Automate customer support across systems with AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Typewise\u901a\u8fc7AI\u4ee3\u7406\u81ea\u52a8\u6267\u884c\u8de8\u7cfb\u7edf\u5ba2\u670d\u64cd\u4f5c\uff0c\u8ba9\u4f01\u4e1a\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u76ee\u6807\u5373\u53ef\u6784\u5efa\u7aef\u5230\u7aef\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u65e0\u9700\u6d41\u7a0b\u56fe\u6216\u4ee3\u7801\uff0c\u89e3\u51b3\u4f20\u7edf\u5ba2\u670d\u5de5\u5177\u914d\u7f6e\u590d\u6742\u3001\u7cfb\u7edf\u96c6\u6210\u5272\u88c2\u4e14\u7f3a\u4e4f\u4eba\u7c7b\u76d1\u7763\u95ed\u73af\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eeaf454-07b1-4b3b-9b6f-2c8b809e1a00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e7ce038-2f50-4697-bf0a-039c1249a4d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31c5f113-dd8b-4ccf-b17a-368c3d05654e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbe8a28c-c254-46be-9496-fb23acd684ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c10993b-e549-47e4-89fe-5f630e9e94f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/866341be-e678-44a2-a991-e59876d32877.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b0ab2cf-be57-4007-84d9-5d0c8d94ea9e.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\/b081a7f6-f030-40c5-8935-53b85abd4274.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=M4Epx_CIv9s&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=M4Epx_CIv9s&feature=youtu.be\" 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\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u670d\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u89c4\u5219\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">MCP\u8de8\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u5355\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4eff\u771f\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">AI Supervisor<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u670d\u6548\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u81ea\u7136\u8bed\u8a00\u914d\u7f6e+\u8de8\u7cfb\u7edf\u5b9e\u64cd\u201d\u80fd\u529b\uff0c\u5173\u6ce8\u9000\u6b3e\u7b49\u9ad8\u98ce\u9669\u64cd\u4f5c\u9700\u4eba\u5de5\u5ba1\u6279\uff0c\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1aAI\u5bf9\u201c\u610f\u56fe\u6f02\u79fb\u201d\u7684\u76d1\u63a7\u4e0e\u4eff\u771f\u56de\u6eaf\u529f\u80fd\u662f\u751f\u4ea7\u73af\u5883\u5173\u952e\uff1b\u8de8\u6e20\u9053\uff08\u5982WhatsApp\u8f6c\u90ae\u4ef6\uff09\u7684\u65e0\u7f1d\u4e0a\u4e0b\u6587\u4fdd\u6301\u9700\u6301\u7eed\u4f18\u5316\uff1b\u667a\u80fd\u4f53\u5bf9\u653f\u7b56\u5408\u89c4\u7684\u7406\u89e3\u6df1\u5ea6\u4ecd\u9700\u63d0\u5347\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 Typewise\u7684\u7a81\u56f4\u4e0d\u5728\u4e8e\u201c\u591a\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u800c\u5728\u4e8e\u91cd\u6784\u4e86\u5ba2\u670d\u81ea\u52a8\u5316\u7684\u63a7\u5236\u8303\u5f0f\u3002\u5f53\u7ade\u54c1\u8fd8\u5728\u7528\u6d41\u7a0b\u56fe\u548cIFTTT\u903b\u8f91\u62fc\u51d1\u81ea\u52a8\u5316\u65f6\uff0cTypewise\u8ba9AI\u4f5c\u4e3a\u201c\u81ea\u4e3b\u4ee3\u7406\u201d\u76f4\u63a5\u8c03\u7528Postman\u3001Google Play\u7b49\u7cfb\u7edf\u7684MCP\u63a5\u53e3\u6267\u884c\u771f\u5b9e\u64cd\u4f5c\u2014\u2014\u8fd9\u662f\u4ece\u201c\u56de\u7b54\u590d\u6742\u95ee\u9898\u7684\u5de5\u5177\u201d\u5411\u201c\u89e3\u51b3\u95ee\u9898\u7684\u4e3b\u4f53\u201d\u7684\u672c\u8d28\u8dc3\u8fc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u8ba9\u4ea7\u54c1\u8131\u79bbdemo\u611f\u7684\u662f\u5176\u5bf9\u201c\u4eba\u673a\u8fb9\u754c\u201d\u7684\u57fa\u5efa\u6295\u5165\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4eff\u771f\u56de\u653e\u201d\u201c\u610f\u56fe\u6f02\u79fb\u68c0\u6d4b\u201d\u201c\u52a8\u4f5c\u5e8f\u5217\u9a8c\u6536\u201d\uff0c\u66b4\u9732\u4e86\u591a\u6570AI\u5ba2\u670d\u4ea7\u54c1\u7684\u81f4\u547d\u76f2\u533a\uff1a\u8ba4\u4e3a\u80fd\u56de\u7b54\u5c31\u80fd\u89e3\u51b3\u3002Typewise\u5728AI Supervisor\u5c42\u7cbe\u51c6\u5212\u5b9a\u4e86\u4eba\u7c7b\u7684\u4fdd\u7559\u5730\u2014\u2014\u9ad8\u98ce\u9669\u64cd\u4f5c\u9700\u5ba1\u6279\u3001\u8de8\u6e20\u9053\u8bed\u5883\u4e0d\u4e22\u5931\u3001\u667a\u80fd\u4f53\u95f4\u53ef\u5207\u6362\u2014\u2014\u8fd9\u8ba9\u201c\u6df7\u5408\u667a\u80fd\u201d\u4e0d\u518d\u662f\u8425\u9500\u6982\u5ff5\u800c\u6210\u4e3a\u5b89\u5168\u7f51\u3002MCP\u539f\u751f\u67b6\u6784\u5219\u4ece\u96c6\u6210\u5c42\u9762\u89c4\u907f\u4e86\u201c\u5f00\u53d1\u4e0d\u505c\u3001\u6574\u5408\u65e0\u6b62\u201d\u7684\u8def\u5f84\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u7528\u6237\u95ee\u201c\u63a7\u5236\u6743\u5728\u63d0\u793a\u8bcd\u3001\u7b56\u7565\u8fd8\u662f\u5b66\u4e60\u884c\u4e3a\u201d\u65f6\uff0c\u56e2\u961f\u7684\u56de\u7b54\u4ecd\u504f\u5411\u9884\u8bbe\u89c4\u5219\uff08\u516c\u53f8\u7ea7\/\u6e20\u9053\u7ea7\/\u4e13\u5bb6\u7ea7\u6307\u4ee4\uff09\uff0c\u8fd9\u6697\u793a\u5f53\u524dAI\u7684\u81ea\u4e3b\u51b3\u7b56\u8fb9\u754c\u6709\u9650\u3002\u82e5\u653f\u7b56\u5408\u89c4\u4e0e\u52a8\u6001\u5224\u65ad\u59cb\u7ec8\u4f9d\u8d56\u4eba\u5de5\u9884\u8bbe\uff0c\u672c\u8d28\u4ecd\u662f\u201c\u9ad8\u7ea7\u89c4\u5219\u5f15\u64ce\u201d\u800c\u975e\u771f\u6b63\u5b66\u4e60\u578b\u4ee3\u7406\u3002\u6b64\u5916\uff0c\u8bc4\u4ef7\u4e2d\u66b4\u9732\u7684\u201c\u8f93\u51fa\u8d28\u91cf\u68c0\u6d4b\u4ec5\u8986\u76d620%\u6545\u969c\u201d\u8bf4\u660e\uff0cAgent\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u9690\u6027\u9519\u8bef\uff08\u5982\u5de5\u5177\u8c03\u7528\u987a\u5e8f\u9519\u8bef\u3001\u653f\u7b56\u7cbe\u795e\u8fdd\u80cc\uff09\u5c1a\u672a\u88ab\u6709\u6548\u653b\u514b\u3002\u5bf9\u4e8e\u4f01\u4e1a\u800c\u8a00\uff0c\u5bb9\u5fcdAI\u201c\u505a\u9519\u201d\u7684\u6210\u672c\u8fdc\u9ad8\u4e8e\u201c\u4e0d\u56de\u7b54\u201d\u2014\u2014\u8fd9\u5c06\u662fTypewise\u4ece\u65e9\u671f\u91c7\u7528\u8005\u8fc8\u5411\u4e3b\u6d41\u5e02\u573a\u7684\u751f\u6b7b\u7ebf\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\">Typewise AI Customer Service<\/span>\n <\/div>\n<div class=\"comment-content\">Typewise is an AI-first customer service platform where orchestrated agents resolve requests end-to-end by taking real actions across your stack. Teams describe outcomes in natural language and the platform compiles them into working automations. No flowcharts, no code. Hybrid intelligence keeps humans in control through seamless AI-human handoffs and rich policy controls. It’s the AI Agent Platform that gets things done.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>I’m Janis, CTO at Typewise, and it honestly feels a bit surreal to finally put this out into the world.<\/p>\n<p>One of the things I’m most proud of is the UX. We didn’t want another tool that requires a week of onboarding and a 40-page manual. Setting up Typewise should feel closer to onboarding a new team member than configuring enterprise software, you tell it what it should and shouldn’t do, point it at the systems it needs, and it gets to work.<\/p>\n<p>The hard part was making that feel effortless without cutting corners on safety. We spent a huge amount of time on the layers underneath: what the AI is allowed to know, what it’s allowed to do, where a human needs to stay in the loop. That interplay between AI and human was the real design challenge for us, not the model itself.<\/p>\n<p>I genuinely believe customer service is one of the clearest cases where AI can take the grind out of the job without replacing the people who care about it. And seeing it actually land with real teams is the part I still can’t quite get used to.<\/p>\n<p>After such a long build, I’m really curious to hear what you think of it. Honest first impressions, what stands out, what feels off, all of it very welcome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m David, co-founder of Typewise. Here’s a hot take: most “AI customer service” tools are just glorified chatbots with better marketing. They still need you to build flows, write rules, and babysit them.<\/p>\n<p>We built Typewise to be fundamentally different. It’s an AI agent system that builds your AI customer service for you. Describe your goals in natural language, and our platform creates specialist agents, connects to your systems, and starts resolving tickets autonomously.<\/p>\n<\/p>\n<p>But it also knows its limits. The AI supervisor detects when a human should step in and hands off seamlessly with full context. Your team picks up in a clean, beautiful UI that makes customer service actually enjoyable.<\/p>\n<p>No flowcharts. No code. No manual tuning. The AI manages itself.<\/p>\n<p>We’re already live with enterprises and YC startups across Europe & US, and the early results speak for themselves. Excited to share this with the PH community. Would love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@davideberle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davideberle<\/a> <br \/>no flowcharts, no bespoke integrations per customer, real actions in real systems, clean human handoff when needed. <br \/>Good to see a polished product already used by enterprises and SMBs !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really proud to have been working on this as an AI engineer. I\u2019ve been dogfooding it at my side company and it’s become the thing I’d miss most if it disappeared. It\u2019s saved me so much time responding to customer emails. Tickets get solved automatically with relevant context and tools, but also there\u2019s a human in the loop element for tickets the AI can\u2019t fully solve.<\/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\/@george_roberts2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_roberts2<\/a> dog-feeding is also the only way of improving all the little things that turn a product into a great product!<\/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\/@george_roberts2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_roberts2<\/a> Great to hear! I’m preparing the invoice now \ud83d\ude04<\/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>What about initiating refunds, e.g. we need to make them via Postman or in the Google Play Order management. Can it handle? Operate on cross-platforms?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes! Typewise can connect to Postman or Google Play through MCP allowing Typewise to autonomously trigger refunds.<\/p>\n<p>For added security, human approval can be turned on so that Typewise asks a human agent for approval before processing the refund. This lets Typewise handle the entire conversation but still have humans review important decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> In the past every new integration used to mean a custom connector, now it’s much more “point at the system, describe what you want, done” through MCPs. Refunds are a good example of where the human approval layer truly proves its value. Since these are high-stakes situations, allowing the AI to handle the whole conversation while pausing for a quick human review before the actual refund is processed hits the ideal balance. But it’s totally up to you when you want human approval.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>One thing I’ve learned working on agents in production: what kills you isn’t bugs, it’s drift. Three weeks in, CSAT dips a few points and nobody on the team can actually tell you what changed. <\/p>\n<p>That’s why on the AI side we pushed hard to have simulation and evaluation as first-class primitives, not bolted-on features. It’s the piece of this release I’m most confident about!<\/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\/@federico_betti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_betti<\/a> it’s about making confidence visible, which is what esp. enterprises or any brand-concious company wants. only when you trust the system can you let it loose onto your customers.<\/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\/@federico_betti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_betti<\/a> Yes, drift was one of the scariest things for us. You don’t really notice it until CSAT dips or something shows up in an escalation, and by then you’re reconstructing what happened from logs. That’s why simulation and eval as first-class primitives mattered so much, we wanted “did this change make things better or worse” to have an actual answer before anything hits prod.<\/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>Going MCP-native from day one saved us from the usual \u201cwe\u2019ll add that integration next quarter\u201d loop. And with 6000+ connectors most customer requests are just a quick config change instead of something we have to slot into the roadmap.<br \/>From the engineering side, that\u2019s what made this launch feel steady instead of a sprint we\u2019d regret later.<\/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\/@peeckdann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peeckdann<\/a> yes and it’s also nice to speak to customers about that; before I had a meeting for a booking integration, and since that platform (etermin) has an MCP, integration is easy, and that also alleviates “this will be expensive” concerns.<\/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\/@peeckdann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peeckdann<\/a> Yes, being able to connect all your services that easily is definitely a game changer. And technical teams can even easily build their own MCP servers if they want to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could be very useful! Honestly, I am so frustrated with some chatbots at many companies that provide no resolution at all. One question though if users don\u2019t define flows then where does control actually live like in prompts, policies or learned behavior??<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Thanks, and yeah, totally feel you on the bad chatbot experiences \ud83d\ude05<\/p>\n<\/p>\n<p>Short answer: the AI is smart out of the box, no flows required. You connect your knowledge base, upload docs, plug in your systems, and it uses that automatically to answer.<\/p>\n<\/p>\n<p>On top of that, you can add instructions at three levels:<\/p>\n<p>\u2022 Company-wide: general rules that apply everywhere<\/p>\n<p>\u2022 Per channel: specific guidance for chat, email, etc.<\/p>\n<p>\u2022 Per AI specialist: tailored to specific types of requests<\/p>\n<\/p>\n<p>So no rigid flows to define. You can start simple and layer in more instructions as you learn what works.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> in addition, the benefit is also that the AI supervisor can switch between specialists, which is difficult for flow-based systems, say you first have a support query (support) and then need an upgrade to my account (sales)<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hello. Thank you very much for your comment. My current view is that no chatbot should replace a doctor whom the patient trusts. It\u2019s more like a digital archive that you can share with the doctor you trust. If desired, the AI can access your latest test results and, based on that data, provide general recommendations on what to ask your doctor and what to look out for. If you\u2019re being treated for autoimmune thyroiditis, thyrotoxicosis, or have undergone surgery for thyroid cancer, this app will help your doctor monitor changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Turning existing docs into live automations through natural language is the future of complex tools. Flowchart builders are too cumbersome; users don\u2019t want to wrestle with messy diagrams, they want to write in plain language and let the system handle the rest.<br \/>\nI’ve spent a lot of time designing Typewise to remove this friction, and the team and I have obsessed over every detail along the way. I\u2019m proud to see it finally out in the wild, and I\u2019m really looking forward to hearing what you all think!<\/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\/@geeooleeo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geeooleeo<\/a> the easiness how to set up agents, like instructing a human colleague, is what wins customer’s hearts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@geeooleeo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geeooleeo<\/a> Exactly, and the next exciting new feature which will make it even easier and more powerful, is just around the corner \ud83d\ude04<\/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>A persistent conversation object with channel-agnostic events turned out to be the right abstraction for cross-channel context, rather than a thread-per-channel stitched at read time. Took a few iterations to land on, and most of that work isn’t visible from the outside, which is exactly the bar we set on the engineering side. A customer moving from WhatsApp to email shouldn’t have to notice the platform at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebbmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebbmn<\/a> Exactly. Not only should the customer be unaware of the switch but human agents handling a ticket should not notice it either.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebbmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebbmn<\/a> This was one of those architecture decisions that sounds obvious in hindsight but took real conviction to get right. The “thread-per-channel stitched at read time” approach is what most platforms default to, and it always leaks. Glad we pushed through the iterations. The best infrastructure is the kind customers never think about.<\/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>Proud of the team for getting this out. The simulator does both: historical replay against new instruction versions for regression coverage, and synthetic generation for the long tail. <br \/>We argued on the engineering side about which to build first, and eventually decided neither one on its own makes the evaluation loop useful rather than theatrical. Both landing cleanly is the part I’m most invested in.<\/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\/@ivander\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivander<\/a> That debate was worth having. Replay without generation gives you confidence on known cases but zero coverage on edge cases. Generation without replay gives you breadth but no regression safety. Both together is what makes it an actual evaluation loop instead of a demo checkbox.<\/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>Response-quality grading on its own never catches the interesting failures. Action-sequence validation against an expected workflow, invariants on which tools get called for a given intent, custom policies beyond simple output checks; that’s where the real agent bugs live. <\/p>\n<p>Getting that into the harness as a proper API rather than a checkbox was the thing we kept pushing for on the QA side.<\/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\/@edib_imamovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edib_imamovic<\/a> Yes, being able to simulate cases is very important because even conversations about the same topic can go in many different paths.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edib_imamovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edib_imamovic<\/a> Exactly. Output grading catches maybe 20% of what actually goes wrong with agents in production. The real failures are silent: wrong tool called, correct-looking response but skipped a step, policy followed in letter but not in spirit. This is the layer most agent platforms don’t even attempt. Glad you’re calling it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A defensible ROI estimate in 60 seconds shortens discovery by a full call when you’re running against an incumbent. <\/p>\n<p>Saw it during a live demo last month, which is not something calculator widgets usually pull off. Small feature, outsized impact, and a detail I kept advocating for from the GTM side. A proper end to end solution for once!<\/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\/@dominic_bahmani_fard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominic_bahmani_fard<\/a> You were right to push for this. A calculator widget sounds like a “nice to have” until you see a prospect skip a 30-minute discovery call because they already know the numbers. That’s the kind of detail that compounds across hundreds of deals. Small feature, outsized impact, exactly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/45RZOC6DPOC66Z\" class=\"app-title\">Gemini Enterprise Agent Platform<\/a><\/p>\n<div class=\"one-liner\">Google’s platform to run AI agents at enterprise scale<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Cloud\u63a8\u51fa\u7684\u4f01\u4e1a\u7ea7AI\u667a\u80fd\u4f53\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u5e73\u53f0\uff0c\u89e3\u51b3\u4ece\u539f\u578b\u5230\u89c4\u6a21\u5316\u90e8\u7f72\u4e2d\u667a\u80fd\u4f53\u8eab\u4efd\u3001\u4e0a\u4e0b\u6587\u3001\u5b89\u5168\u4e0e\u8fd0\u7ef4\u7684\u6cbb\u7406\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb949309-f971-4ebd-ac0a-e0997ba05bb6.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\/131dbf54-349c-4905-8918-2b1935757602.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\/2bbab428-17ca-4501-96e1-488060c6ddab.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\/bdde747e-0c58-4176-a23b-127baf017569.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d6572d4-957e-4754-8519-11aa0e02fbcd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5c3e762-cbd4-47c6-b01a-712ab7c7b88b.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\/ae24824f-aaff-4c86-a003-ca90888e6aa2.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\/df1782e5-cf9c-4061-8af1-bf05d3db8c42.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=j8qW5poBkEU&t=3s\"><source src=\"https:\/\/www.youtube.com\/watch?v=j8qW5poBkEU&t=3s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">AI\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Google Cloud<\/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\u540c\u5e73\u53f0\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u89c4\u6a21\u5316\u540e\u7684\u6cbb\u7406\u75db\u70b9\uff0c\u5c24\u5176\u5173\u6ce8\u8eab\u4efd\u7edf\u4e00\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u3001\u51b7\u542f\u52a8\u5ef6\u8fdf\u53ca\u751f\u4ea7\u73af\u5883\u8c03\u8bd5\u80fd\u529b\u3002\u90e8\u5206\u5efa\u8bae\u5f3a\u5316\u4e0e\u73b0\u6709CI\/CD\u5de5\u5177\u94fe\u7684\u96c6\u6210\u6587\u6863\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini Enterprise Agent Platform\u7684\u63a8\u51fa\uff0c\u6807\u5fd7\u7740AI Agent\u7ade\u8d5b\u4ece\u201c\u80fd\u4e0d\u80fd\u9020\u201d\u8fdb\u5165\u201c\u80fd\u4e0d\u80fd\u7ba1\u201d\u7684\u65b0\u9636\u6bb5\u3002Google\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u6a21\u578b\u4f9b\u5e94\u5546\uff0c\u800c\u662f\u8bd5\u56fe\u7528\u4e00\u5957\u6807\u51c6\u5316\u6cbb\u7406\u6808\u5361\u4f4f\u4f01\u4e1a\u5165\u53e3\u2014\u2014Agent Gateway\u7edf\u4e00\u5b89\u5168\u3001Memory Bank\u89e3\u51b3\u957f\u7a0b\u4e0a\u4e0b\u6587\u65ad\u88c2\u3001Agent Runtime\u4fdd\u8bc1\u7eed\u822a\uff0c\u4e09\u8005\u76f4\u51fb\u5f53\u524dAgent\u843d\u5730\u6700\u75db\u7684\u4e09\u5ea7\u5927\u5c71\uff1a\u5b89\u5168\u5931\u63a7\u3001\u72b6\u6001\u4e22\u5931\u3001\u8fd0\u7ef4\u9ed1\u6d1e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\uff0c\u8fd9\u5957\u201c\u5168\u5bb6\u6876\u201d\u7684\u4ee3\u4ef7\u662f\u6df1\u5ea6\u7ed1\u5b9aGoogle Cloud\u751f\u6001\u3002\u5bf9\u4e8e\u5df2\u7ecf\u5728AWS\u6216\u81ea\u5efaK8s\u4e0a\u8dd1Agent\u7684\u56e2\u961f\uff0c\u8fc1\u79fb\u6210\u672c\u4e0d\u4f4e\u3002\u6b64\u5916\uff0c\u867d\u7136\u63d0\u53ca\u201c200+\u6a21\u578b\u201d\uff0c\u4f46\u6838\u5fc3\u7ba1\u63a7\u903b\u8f91\u5fc5\u7136\u504f\u5411Gemini\u7cfb\u5217\uff0c\u7b2c\u4e09\u65b9\u6a21\u578b\u652f\u6301\u6df1\u5ea6\u4ecd\u6709\u5f85\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u628aAgent\u751f\u547d\u5468\u671f\u91cc\u7684\u201c\u810f\u6d3b\u201d\u6253\u5305\u6210\u4ea7\u54c1\u2014\u2014\u8eab\u4efd\u7ba1\u7406\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u4eff\u771f\u6d4b\u8bd5\uff0c\u8fd9\u4e9b\u8fc7\u53bb\u9700\u8981DevOps\u56e2\u961f\u624b\u6413\u7684\u4e2d\u95f4\u4ef6\uff0c\u73b0\u5728\u6210\u4e3a\u7b2c\u4e00\u65b9\u80fd\u529b\u3002\u5bf9\u4e8e\u91d1\u878d\u3001\u533b\u7597\u7b49\u5408\u89c4\u654f\u611f\u884c\u4e1a\uff0c\u8fd9\u53ef\u80fd\u662f\u4ece\u201c\u5c1d\u9c9c\u201d\u5230\u201c\u6295\u4ea7\u201d\u7684\u5173\u952e\u4e00\u8dc3\u3002\u4e0d\u8fc7\uff0c\u516d\u4e07\u4ebfToken\u6d41\u91cf\u80cc\u4e66\u4e0b\uff0c\u5e73\u53f0\u80fd\u5426\u652f\u6491\u771f\u6b63\u7684\u8d85\u5927\u89c4\u6a21\u5f02\u6784\u667a\u80fd\u4f53\u535a\u5f08\uff0c\u8fd8\u9700\u7b49\u66f4\u591a\u975eGoogle\u539f\u751f\u5ba2\u6237\u7684\u5b9e\u9645\u538b\u6d4b\u6570\u636e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gemini Enterprise Agent Platform<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini Enterprise Agent Platform lets teams build, scale, govern, and optimize AI agents. Includes Agent Studio, Memory Bank, identity controls, and observability tools for enterprise engineering teams.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The conversation around AI agents shifted. It’s no longer about how to build one. It’s about how to manage thousands of them.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Gemini Enterprise Agent Platform is Google Cloud’s unified environment to build, deploy, govern, and optimize AI agents across enterprise infrastructure.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution:<\/strong> Prototyping an agent is solved. The hard part is what comes after \u2014 assigning identity across a fleet, maintaining context across multi-day workflows, detecting anomalous behavior, and debugging failures in production. Vertex AI handled the model layer. It left the operational layer to custom engineering. Gemini Enterprise Agent Platform closes that gap with first-class tooling at every stage of the agent lifecycle.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Agent Studio: visual canvas for building, testing, and prompt comparison without leaving the development environment<\/p>\n<\/li>\n<li>\n<p>Agent Runtime: sub-second cold starts, agents that run autonomously for days<\/p>\n<\/li>\n<li>\n<p>Memory Bank with Memory Profiles: persistent, low-latency recall of user-specific context across sessions<\/p>\n<\/li>\n<li>\n<p>Agent Gateway: centralized security enforcement across all agents regardless of origin<\/p>\n<\/li>\n<li>\n<p>Agent Simulation and Evaluation: test against synthetic interactions, score against live traffic<\/p>\n<\/li>\n<li>\n<p>Model Garden: 200+ models including Gemini 3.1 Pro, Gemma 4, and third-party models including Claude<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Engineering teams ship production-grade agents without building custom governance infrastructure<\/p>\n<\/li>\n<li>\n<p>Security teams get a unified identity and audit layer across the entire agent fleet<\/p>\n<\/li>\n<li>\n<p>Operations teams get real-time observability and anomaly detection without manual log review<\/p>\n<\/li>\n<li>\n<p>Product teams get pre-built agent templates in Agent Garden covering invoice processing, financial analysis, and code modernization<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Enterprise engineering teams and platform architects at organizations running or planning to run multi-agent systems on Google Cloud.<\/p>\n<\/p>\n<p>Six trillion tokens flow through ADK every month. This is the infrastructure Google built to make that scale governable.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PXJ5XI7V6OAW5H\" class=\"app-title\">Fabric CLI<\/a><\/p>\n<div class=\"one-liner\">Make notes, tasks, and search, directly from the terminal.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fabric CLI\u662f\u4e00\u4e2a\u8ba9\u5f00\u53d1\u8005\u76f4\u63a5\u5728\u7ec8\u7aef\u4e2d\u901a\u8fc7AI\u5b9e\u73b0\u7b14\u8bb0\u8bb0\u5f55\u3001\u4efb\u52a1\u7ba1\u7406\u53ca\u8bed\u4e49\u641c\u7d22\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9891\u7e41\u5207\u6362\u7a97\u53e3\u4fdd\u5b58\u6216\u67e5\u627e\u4fe1\u606f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/791903a8-813d-4672-99fe-a1a428c3a266.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf1e698-3e10-40cc-8274-a11319c00a38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e18037f-8a4f-41c2-a296-959724eb5156.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4867d78-b580-4d01-aa99-1aefcc508ea5.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\/7467ab39-923b-44cc-97ff-d7fff58b1b44.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BXw24uHTX6o\"><source src=\"https:\/\/www.youtube.com\/watch?v=BXw24uHTX6o\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ec8\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u201c\u65e0\u9700\u79bb\u5f00\u7ec8\u7aef\u5373\u53ef\u5feb\u901f\u4fdd\u5b58\u548c\u641c\u7d22\u201d\u7684\u4fbf\u5229\u6027\uff0c\u5b89\u88c5\u7b80\u5355\u65e0\u4f9d\u8d56\u3002\u5f00\u53d1\u8005\u8d5e\u8d4f\u5176\u4e0e\u7f16\u7a0bAI\u4ee3\u7406\u7ed3\u5408\u7684\u8bb0\u5fc6\u6301\u4e45\u5316\u80fd\u529b\uff0c\u5e76\u8ba4\u4e3a\u641c\u7d22\u901f\u5ea6\u5feb\u3002\u65e0\u8d1f\u9762\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 Fabric CLI\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u7ec8\u7aef\u539f\u6559\u65e8\u4e3b\u4e49\u201d\u5f00\u53d1\u8005\u7fa4\u4f53\u7684\u5fc3\u7406\u2014\u2014\u4ed6\u4eec\u5b81\u613f\u5199\u4e00\u884c\u547d\u4ee4\u4e5f\u4e0d\u613f\u52a8\u4e00\u4e0b\u9f20\u6807\u3002\u4ea7\u54c1\u672c\u8eab\u5e76\u4e0d\u7b97\u98a0\u8986\uff1aAI\u7b14\u8bb0+\u641c\u7d22\u7684\u7ec4\u5408\u5728GUI\u7aef\u5e76\u4e0d\u65b0\u9c9c\uff0c\u4f46\u5c06\u5176\u5c01\u88c5\u4e3a\u65e0\u4f9d\u8d56\u7684\u4e00\u884c\u5b89\u88c5CLI\uff0c\u5e76\u6253\u901a\u4e0eClaude Code\u3001Cursor\u7b49\u7f16\u7801\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7ba1\u9053\uff0c\u8fd9\u62db\u201c\u501f\u529b\u6253\u529b\u201d\u76f8\u5f53\u8001\u9053\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8bb0\u5f55\u201d\uff0c\u800c\u5728\u4e8e\u6210\u4e3aAI\u95f4\u5171\u4eab\u7684\u201c\u957f\u671f\u8bb0\u5fc6\u5c42\u201d\uff0c\u8ba9\u5b64\u7acb\u7684\u4e00\u95ee\u4e00\u7b54\u8fdb\u5316\u4e3a\u8fde\u7eed\u8ba4\u77e5\u3002\u4e0d\u8fc7\uff0c\u9690\u60a3\u4e5f\u5f88\u660e\u663e\uff1a200ms\u7684\u54cd\u5e94\u610f\u5473\u7740\u6df1\u5ea6\u63a8\u7406\u88ab\u727a\u7272\uff0c\u4e00\u65e6\u7528\u6237\u9700\u6c42\u4ece\u201c\u6a21\u7cca\u641c\u7d22\u201d\u5347\u7ea7\u5230\u201c\u590d\u6742\u4efb\u52a1\u534f\u4f5c\u201d\uff0cCLI\u7684\u5355\u8584\u4ea4\u4e92\u53ef\u80fd\u8fc5\u901f\u66b4\u9732\u77ed\u677f\u3002\u6b64\u5916\uff0c\u4f9d\u8d56Fabric\u81ea\u6709\u751f\u6001\u7684\u95ed\u6e90\u5b58\u50a8\uff0c\u5bf9\u5f00\u6e90\u6027\u504f\u6267\u7684\u5f00\u53d1\u8005\u6216\u8bb8\u662f\u4e00\u9053\u9690\u5f62\u7684\u95e8\u69db\u3002\u76ee\u524d\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u597d\u7684\u201c\u94a9\u5b50\u201d\u2014\u2014\u5148\u901a\u8fc7\u514d\u8d39\u548c\u6781\u7b80\u5b89\u88c5\u5c06\u7528\u6237\u9501\u8fdbFabric\u7684\u683c\u5f0f\u8ff7\u5bab\uff0c\u540e\u7eed\u7684\u76c8\u5229\u6216\u8fdb\u9636\u529f\u80fd\u53d8\u73b0\u624d\u662f\u771f\u6b63\u7684\u68cb\u76d8\u3002\u5bf9\u4e8e\u5fd9\u788c\u7684\u6280\u672f\u5199\u4f5c\u8005\u548c\u5355\u5175\u4f5c\u6218\u7684\u6781\u5ba2\uff0c\u5b83\u5df2\u662f\u964d\u7ef4\u6253\u51fb\uff1b\u4f46\u5bf9\u9700\u8981\u56e2\u961f\u77e5\u8bc6\u534f\u540c\u7684\u7ec4\u7ec7\uff0c\u8fd9\u4f9d\u7136\u662f\u4e00\u5757\u7f8e\u4e3d\u4f46\u672a\u5b8c\u6210\u7684\u62fc\u56fe\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\">Fabric CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Write, make, collaborate, and publish \u2013 with a personal AI that knows your projects, files, and ideas. Now available from your terminal too. A personal memory layer for you, and your agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Johnny here from Fabric \ud83d\udc4b<\/p>\n<p>We’re back! And this time we built something specifically for the developers and tinkerers in the community.<\/p>\n<p>Today we’re launching Fabric CLI \ud83d\udda5\ufe0f<\/p>\n<p>Your entire Fabric library, right from your terminal. Search it, save to it, talk to it. <br \/>Never tab out again.<\/p>\n<p>\u2726 What is it?<br \/>A free command-line tool that connects to your Fabric workspace. One line to install, no dependencies. You get:<br \/>\u2022 fabric save “revisit the auth retry logic”<br \/>\u2022 fabric search “mixture of experts diagram”<br \/>\u2022 fabric ask “summarize everything tagged with project-atlas”<\/p>\n<p>AI search that finds what you meant in about 200ms. An AI agent that can summarize, tag, move files, create notes. All without leaving the shell.<\/p>\n<p>\u2726 Why we built this<\/p>\n<p>We kept hearing from developers: “I love Fabric but I live in my terminal.” Fair enough.<br \/>But there’s a bigger reason too. Coding agents like Claude Code, Codex, and Cursor are incredible, but they forget everything between sessions. They have no persistent memory.<\/p>\n<p>With the CLI, any agent that can run a shell command can pull context from your Fabric library before starting a task and save what it learned when it’s done. Your agents get smarter over time instead of starting from scratch.<\/p>\n<p>\u2726 Quick recap of Fabric for the uninitiated:<br \/>\ud83e\udde0 An AI workspace that organizes itself around how you actually think<br \/>\ud83e\udd16 Frontier memory engine (more on this soon)<br \/>\ud83d\udd0d Semantic search across everything you’ve ever saved<br \/>\ud83d\udcf1 Apps on web, mobile, desktop, and now the terminal<\/p>\n<p>Free to use. One line install. Give it a spin and let us know what you think!<\/p>\n<p>We read every piece of feedback and it genuinely shapes what we build next. <br \/>Thank you for being part of this with us \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I basically live in the terminal and kept alt-tabbing to the app to save things or look stuff up. now I don’t. one line install, no deps, and it just works<\/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>Personally, very happy that we made this \u2013 super handy to save a quick thought without leaving the terminal!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is basically how I use Fabric now. I just pipe things into fabric save without really thinking about it. The search is surprisingly fast!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3BTK5AJZUYK4RN\" class=\"app-title\">Docsio<\/a><\/p>\n<div class=\"one-liner\">Lovable for doc sites<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Docsio \u662f\u4e00\u6b3e\u901a\u8fc7\u7c98\u8d34\u7f51\u5740\u5c31\u80fd\u81ea\u52a8\u6293\u53d6\u54c1\u724c\u89c6\u89c9\u5e76\u751f\u6210\u5b8c\u6574\u6587\u6863\u7ad9\u70b9\u7684AI\u5de5\u5177\uff0c\u5e2e\u52a9SaaS\u521b\u4e1a\u8005\u5728\u51e0\u5206\u949f\u5185\u5feb\u901f\u642d\u5efa\u4e13\u4e1a\u3001\u53ef\u7f16\u8f91\u3001\u53ef\u53d1\u5e03\u7684\u6587\u6863\u7f51\u7ad9\uff0c\u7701\u53bb\u624b\u52a8\u914d\u7f6e\u548c\u8bbe\u8ba1\u6210\u672c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6406e518-6c04-44ea-88a9-94f5c5285aa5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/951052d0-7792-4b07-a4e2-c8e605bf8da3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75d12661-ef53-49fe-b7b0-24bc22acb6c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d639bf02-afa7-4133-9850-15bd80b1255b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01d77063-b6f2-4c02-ba11-60eabbb67f77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76b57269-9034-4293-b7b7-9d6a921482e5.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\">API<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u7ad9\u70b9<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u57df\u540d<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\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\u4ea7\u54c1\u6613\u7528\u6027\u548c\u5b9a\u4ef7\u4f18\u52bf\u3002\u95ee\u9898\u96c6\u4e2d\u5728\u5bf9AI\u751f\u6210\u7684\u6587\u6863\u7ed3\u6784\u671f\u671b\uff1a\u8bc4\u8bba\u8be2\u95ee\u662f\u5426\u5305\u542b\u201cGetting Started\u201d\u6307\u5357\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u9ed8\u8ba4\u57fa\u4e8eDiataxis\u6846\u67b6\u751f\u6210\u7ed3\u6784\u5316\u5185\u5bb9\u4e14\u53efAI\u8c03\u6574\u3002\u8fd8\u6709\u7528\u6237\u53cd\u9988\u81ea\u5b9a\u4e49\u57df\u540d\u7ed1\u5b9a\u5b58\u5728bug\uff0c\u56e2\u961f\u5df2\u5feb\u901f\u4fee\u590d\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 Docsio\u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff1a\u201cLovable for doc sites\u201d\u3002\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u5e76\u975e\u6587\u6863\u5236\u4f5c\u672c\u8eab\uff0c\u800c\u662f\u5c0f\u56e2\u961f\u5728\u54c1\u724c\u4e00\u81f4\u6027\u3001\u90e8\u7f72\u901f\u5ea6\u548c\u7ef4\u62a4\u6210\u672c\u4e4b\u95f4\u7684\u4e09\u89d2\u77db\u76fe\u3002\u4f20\u7edf\u65b9\u6848\u8981\u4e48\u8d35\uff08ReadMe\u3001GitBook Pro\u7b49\u6bcf\u6708\u6570\u767e\u7f8e\u5143\uff09\uff0c\u8981\u4e48\u4e11\uff08Markdown\u88f8\u5954\u6216CSS\u82e6\u529b\u6d3b\uff09\uff0c\u8981\u4e48\u4f4e\u6548\uff08\u5de5\u7a0b\u5e08\u88ab\u8feb\u5199\u6587\u6863\uff09\u3002Docsio\u7528\u201c\u7c98\u8d34URL\u2192\u81ea\u52a8\u6293\u53d6\u54c1\u724c\u2192AI\u751f\u6210+\u4ea4\u4e92\u7f16\u8f91\u201d\u4e00\u6761\u9f99\u64cd\u4f5c\uff0c\u786e\u5b9e\u662f\u5bf9\u201c\u6587\u6863\u5373\u4ea7\u54c1\u201d\u7406\u5ff5\u7684\u5408\u683c\u5151\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u548c\u4ea7\u54c1\u903b\u8f91\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u54c1\u724c\u5316\u6587\u6863\u6a21\u677f\u751f\u6210\u5668\u201d\u52a0\u201cAI\u7f16\u8f91\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u201c\u667a\u80fd\u6587\u6863\u52a9\u624b\u201d\u3002\u5b83\u4f9d\u8d56\u7528\u6237\u5df2\u6709\u5185\u5bb9\uff08\u7ad9\u5185\u6293\u53d6\u3001Notion\u3001PRD\u7b49\uff09\u4f5c\u4e3a\u7d20\u6750\uff0cAI\u66f4\u591a\u5728\u505a\u7ed3\u6784\u5316\u91cd\u7ec4\u3001\u5e03\u5c40\u4f18\u5316\u548c\u6587\u6848\u6da6\u8272\uff0c\u800c\u975e\u4ece\u96f6\u7406\u89e3\u4ea7\u54c1\u610f\u56fe\u3002\u8fd9\u610f\u5473\u7740\u5b83\u66f4\u9002\u5408\u5df2\u6709\u4ea7\u54c1\u5185\u5bb9\u79ef\u7d2f\u7684\u56e2\u961f\uff0c\u800c\u975e\u201c\u6587\u6863\u8fd8\u4e0d\u5b58\u5728\u201d\u7684\u56e2\u961f\u2014\u2014\u540e\u8005\u4ecd\u9700\u5148\u5199\u539f\u59cb\u7d20\u6750\u3002\u53e6\u5916\uff0cAI\u751f\u6210\u5185\u5bb9\u662f\u5426\u51c6\u786e\u3001\u5bf9\u590d\u6742API\u6216\u6280\u672f\u7ec6\u8282\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4eae\u70b9\u5728\u4e8e\u5f00\u53d1\u8005\u56de\u5e94\u201c\u4e00\u63a8\u51fa\u5c31\u7ed3\u6784\u5316\u6587\u6863\u6846\u67b6\uff08Diataxis\uff09\u201d\uff0c\u4ee5\u53caAI\u804a\u5929\u7f16\u8f91\u5668\u201c\u50cfCursor\u4f46\u7528\u4e8e\u6587\u6863\u201d\uff0c\u8fd9\u4e9b\u8bbe\u8ba1\u90fd\u663e\u793a\u51fa\u5bf9\u6587\u6863\u4f7f\u7528\u573a\u666f\uff08\u7528\u6237\u641c\u5bfb\u4fe1\u606f\uff09\u7684\u6df1\u523b\u7406\u89e3\u3002\u5b9a\u4ef7\u65b9\u9762\uff0c50%\u6298\u6263\u540ePro\u7248\u5e94\u4f4e\u4e8e150\u7f8e\u5143\/\u6708\uff0c\u786e\u5b9e\u662f\u5bf9\u5c0f\u56e2\u961f\u53cb\u597d\u7684\u4fe1\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff1a\u8fd9\u662f\u4e00\u4e2a\u201c\u591f\u7528\u201d\u800c\u975e\u201c\u6781\u81f4\u201d\u7684\u5de5\u5177\u3002\u5b83\u89e3\u51b3\u7684\u662f\u4ece0\u52301\u7684\u6587\u6863\u843d\u5730\u6548\u7387\uff0c\u800c\u4e0d\u662f\u4ece1\u5230100\u7684\u6587\u6863\u8d28\u91cf\u4f18\u5316\u3002\u4e00\u65e6\u6587\u6863\u89c4\u6a21\u53d8\u5927\u3001\u591a\u7248\u672c\u5e76\u5b58\u6216\u9700\u8981\u56fd\u9645\u5316\uff0c\u5b83\u662f\u5426\u80fd\u8f7b\u677e\u6269\u5c55\uff0c\u662f\u6f5c\u5728\u9690\u60a3\u3002\u6b64\u5916\uff0cAI\u7f16\u8f91\u5668\u7684\u201c\u53ef\u63a7\u6027\u201d\uff08\u80fd\u5426\u7cbe\u51c6\u8c03\u6574\u4e13\u4e1a\u672f\u8bed\u3001API\u53c2\u6570\u3001\u4ee3\u7801\u793a\u4f8b\uff09\u51b3\u5b9a\u4e86\u5b83\u80fd\u5426\u4ece\u201c\u5feb\u901f\u539f\u578b\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u957f\u671f\u6587\u6863\u7ba1\u7406\u5e73\u53f0\u201d\u3002\u76ee\u524d\u6765\u770b\uff0cDocsio\u66f4\u50cf\u662f\u5bf9\u65e9\u671f\u56e2\u961f\u7684\u4e00\u6b21\u65f6\u95f4\u6295\u8d44\uff0c\u800c\u957f\u671f\u4efb\u52a1\u4f9d\u7136\u9700\u8981\u4e13\u4e1a\u6587\u6863\u5de5\u7a0b\u5e08\u7684\u4ecb\u5165\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\">Docsio<\/span>\n <\/div>\n<div class=\"comment-content\">Paste your URL and Docsio builds a complete, branded documentation site, in minutes. Your colors, your logo, your content. Edit with AI, preview live, publish to your domain. Start for free. No catch, no trial, no credit card.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Aidan, one of the builders of <a href=\"https:\/\/www.producthunt.com\/products\/docsio\" target=\"_blank\" rel=\"noopener\">@Docsio<\/a><\/p>\n<\/p>\n<p><strong>Docsio turns your product into a fully branded docs site in minutes, editable by chatting with an AI agent.<\/strong><\/p>\n<\/p>\n<p>We built this for small SaaS founders who need proper docs but don’t want a janky DIY setup or a $300\/mo bill.<\/p>\n<p>If you’re shipping a product and your docs are an afterthought (or don’t exist yet), this is for you.<\/p>\n<\/p>\n<p>\u270d\ufe0f <strong>Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p>Paste your product URL, or drop in your own content (Notion, PRDs, specs, whatever).<\/p>\n<\/li>\n<li>\n<p>We scrape your site, pull your brand (colors, logo, fonts, favicon), and build a complete docs site with real content. You watch it happen live.<\/p>\n<\/li>\n<li>\n<p>Chat with the AI agent to edit anything. One click to publish with SSL and a custom domain.<\/p>\n<\/li>\n<\/ol>\n<p><strong>Why you want Docsio:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>AI agent editor:<\/strong> Like Cursor or Claude Code, but for docs. Full file access, so if you can describe it, it builds it.<\/p>\n<\/li>\n<li>\n<p><strong>Auto brand extraction:<\/strong> Your docs look like your product from the first preview. Zero CSS work.<\/p>\n<\/li>\n<li>\n<p><strong>Live preview:<\/strong> Sandboxed dev server with hot reload and mobile preview. What you see is what ships.<\/p>\n<\/li>\n<li>\n<p><strong>AI chat widget:<\/strong> Every published site gets an “Ask AI” trained on your docs.<\/p>\n<\/li>\n<li>\n<p><strong>MCP server:<\/strong> Plug your docs into Cursor, Claude, and other AI coding tools.<\/p>\n<\/li>\n<li>\n<p><strong>Isolated sandboxes:<\/strong> Your content is yours. Nothing shared, nothing trained on.<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udf89 <strong>For the PH community:<\/strong> To celebrate the launch, <strong>use code PHLAUNCH50 to get 50% off a Pro subscription.<\/strong><\/p>\n<\/p>\n<p>Paste your URL and show us the docs site it builds for you \ud83e\udd0e<\/p>\n<p>P.S – Noticed Product Hunt’s docs could use a little love, <a href=\"https:\/\/producthunt.docs.docsio.co\/docs\/intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">check out what it made with just the URL!<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Within minutes we went from this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/986e3f13-fa15-4888-b30f-dd3b7225e813.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>to this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ace64eb-037a-452d-b46e-3cfc36de6926.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Most doc sites price like this:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9991f007-d7fe-4994-9d89-337e24a087a5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Whereas Docsio prices like this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d4cfd70-0bba-4fa2-af3d-c83e236a01fa.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>It’s easy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Jameson, another one of the Cofounders of Docsio.<\/p>\n<\/p>\n<p>And we really couldn’t be more excited to share this with the PH community today.<\/p>\n<\/p>\n<p>We built Docsio because we wanted something smarter than what was out there.<\/p>\n<\/p>\n<p>Would love to hear your feedback, answer any questions, and connect with anyone who’s interested. <\/p>\n<\/p>\n<p>Drop a comment below, I’m here all day! <\/p>\n<\/p>\n<p>\u2013 Jameson<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a good one ! But docs need to address so many pain points ! Does this start with a “Getting Started”.<\/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\/@dhruba_patra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruba_patra<\/a> Thanks! And yeah, totally hear you – docs have to do a lot of jobs.<\/p>\n<p>Short answer: yes, Getting Started is usually the first section it builds. Docsio follows the Diataxis framework, so your site comes out structured around the things docs actually need to do – Getting Started \/ Quick Start, how-to guides, reference, and explanation – not just one long wall of text.<\/p>\n<p>But nothing’s locked in. Once the first draft is built, you can tell the AI agent “drop the tutorial section, add a migration guide, split the API ref by resource” and it restructures on the fly. <\/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>If you\u2019ve ever:<br \/>**spent weeks building technical docs<br \/>**paid hundreds per month for simple tools<br \/>**fumbled an onboarding due to outdated docs<br \/>**or pulled engineers off valuable work and into documentation<\/p>\n<p>this one\u2019s for you.<\/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>Hey, congratulations on the launch \ud83c\udf89<\/p>\n<\/p>\n<p>Really great tool – I just created a docs site for my startup, Fendemo.<\/p>\n<\/p>\n<p>But I\u2019m running into an issue when trying to connect a custom domain. It shows this error:<\/p>\n<\/p>\n<p>Cannot add <a href=\"http:\/\/docs.fendemo.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.fendemo.com<\/a> since it\u2019s already in use by one of your projects (pending verification).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@noumanalidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noumanalidev<\/a> Thanks so much for trying it out Nouman – Let me check that out for you real quick!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noumanalidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noumanalidev<\/a> Found the bug – want to give it another shot? Sorry about that.<\/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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/B5K3TPGNZPF5O5\" class=\"app-title\">Hookdeck Outpost<\/a><\/p>\n<div class=\"one-liner\">Open-source outbound webhooks for your platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hookdeck Outpost\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u591a\u79df\u6237\u51fa\u7ad9Webhook\u4e8b\u4ef6\u5206\u53d1\u5e73\u53f0\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u51e0\u5206\u949f\u5185\u642d\u5efa\u53ef\u9760\u7684\u4e8b\u4ef6\u6295\u9012\u57fa\u7840\u8bbe\u65bd\uff0c\u6210\u672c\u4ec5\u4e3a\u4f20\u7edf\u65b9\u6848\u7684\u5341\u5206\u4e4b\u4e00\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7bf9838e-6e6b-4bf9-be35-c2ac8e078942.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de89a94c-3af5-4d69-ade4-a719904095b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/486726ad-9df7-4edf-9851-bcfb58762a06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff72e23e-79cb-434b-b38a-63a141514ea2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c205de6c-385b-4b12-978a-9b9427bc1cab.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\/5b8c516c-8842-453c-a555-5db6cb8617b4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=kM9y2fDMKRY\"><source src=\"https:\/\/www.youtube.com\/watch?v=kM9y2fDMKRY\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Webhook<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u961f\u5217<\/span><br \/>\n <span class=\"tag\">SQS<\/span><br \/>\n <span class=\"tag\">Pub\/Sub<\/span><br \/>\n <span class=\"tag\">Kafka<\/span><br \/>\n <span class=\"tag\">\u591a\u79df\u6237<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a9\u6258\u7ba1<\/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\u79f0\u8d5e\u5176\u7a33\u5b9a\u3001\u6210\u672c\u4f4e\u4e14API\u6587\u6863\u4f18\u79c0\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u7528\u6237\u5e0c\u671b\u660e\u786e\u662f\u5426\u652f\u6301\u53d1\u9001\u7aef\u7684\u5e42\u7b49\u6027\u5904\u7406\uff1b\u6709\u7528\u6237\u4eceSVIX\u8fc1\u79fb\u540e\u4f53\u9a8c\u663e\u8457\u63d0\u5347\uff1b\u793e\u533a\u5bf9\u81ea\u6258\u7ba1\u7248\u672c\u53ca\u7ba1\u7406\u7248\u672c\u7684\u7ec4\u5408\u6a21\u5f0f\u8ba4\u53ef\u5ea6\u9ad8\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u91cd\u590d\u9020\u8f6e\u5b50\u7684\u75db\u70b9\u3002\u5c11\u6570\u7528\u6237\u8be2\u95ee\u662f\u5426\u8986\u76d6\u66f4\u591a\u6d88\u606f\u4e2d\u95f4\u4ef6\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 Hookdeck Outpost\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aWebhook\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5e73\u53f0\u578b\u4f01\u4e1a\u5728\u201c\u4e8b\u4ef6\u51fa\u53e3\u201d\u4e0a\u957f\u671f\u88ab\u52a8\u91cd\u590d\u9020\u8f6e\u5b50\u7684\u7ed3\u6784\u6027\u6d6a\u8d39\u3002\u4f20\u7edf\u6536\u7aef\u57fa\u7840\u8bbe\u65bd\uff08\u5982Webhook\u63a5\u6536\u3001API\u7f51\u5173\uff09\u5df2\u9ad8\u5ea6\u6210\u719f\uff0c\u4f46\u51fa\u7aef\u6295\u9012\u2014\u2014\u5305\u62ec\u91cd\u8bd5\u3001\u53bb\u91cd\u3001\u79df\u6237\u9694\u79bb\u3001\u65e5\u5fd7\u3001\u6d88\u8d39\u7aef\u70b9\u7ba1\u7406\u2014\u2014\u51e0\u4e4e\u662f\u6bcf\u4e00\u5bb6\u505aSaaS\u6216API\u5e73\u53f0\u7684\u516c\u53f8\u90fd\u5f97\u81ea\u5df1\u5543\u7684\u786c\u9aa8\u5934\u3002Outpost\u5c06\u8fd9\u4e00\u975e\u6838\u5fc3\u4f46\u6781\u5ea6\u5de5\u7a0b\u5bc6\u96c6\u7684\u73af\u8282\u62bd\u8c61\u6210\u6807\u51c6\u5316\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u91c7\u53d6\u201c\u5f00\u6e90+\u5168\u6258\u7ba1\u7684\u53cc\u6a21\u5f0f\u201d\u7b56\u7565\uff0c\u65e2\u964d\u4f4e\u4e86\u5c1d\u9c9c\u95e8\u69db\uff0c\u4e5f\u907f\u514d\u4e86vendor lock-in\u7684\u987e\u8651\u3002\u5176\u201cEvent Destinations\u201d\u601d\u8def\u6bd4\u5355\u7eaf\u7684HTTP Webhook\u66f4\u5177\u524d\u77bb\u6027\uff0c\u76f4\u6307Stripe\u3001Shopify\u7b49\u5de8\u5934\u5df2\u5728\u63a8\u884c\u7684\u591a\u6e20\u9053\u4e8b\u4ef6\u6295\u9012\u8d8b\u52bf\uff1aHTTP\u4e0d\u4f1a\u6d88\u5931\uff0c\u4f46SQS\u3001Pub\/Sub\u3001Kafka\u7b49\u5f02\u6b65broker\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5ba2\u6237\u7684\u521a\u9700\u3002\u5b9a\u4ef7\u4e0a\uff0c\u6bcf\u767e\u4e07\u4e8b\u4ef610\u7f8e\u5143\u7684\u786e\u5177\u51b2\u51fb\u529b\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u662fHookdeck\u56e2\u961f\u5728\u63a5\u65361000\u4ebfWebhook\u79ef\u7d2f\u7684\u5b9e\u6218\u7ecf\u9a8c\u2014\u2014\u8fd9\u662f\u7eaf\u7cb9\u7684\u6280\u672f\u8303\u5f0f\u96be\u4ee5\u590d\u5236\u7684\u3002\u552f\u4e00\u7684\u9690\u5fe7\u5728\u4e8e\uff0c\u5f00\u6e90\u7248\u672c\u4e0e\u6258\u7ba1\u7248\u672c\u529f\u80fd\u4e00\u81f4\u662f\u5426\u4f1a\u5bfc\u81f4\u4ed8\u8d39\u8f6c\u5316\u7387\u504f\u4f4e\uff1f\u4ee5\u53ca\u9762\u5bf9AWS EventBridge\u3001Confluent Cloud\u7b49\u539f\u751f\u4e91\u670d\u52a1\u7684\u7ade\u4e89\uff0cOutpost\u80fd\u5426\u5728\u201c\u8f7b\u91cf\u5b9a\u5236+\u8de8\u4e91\u4e2d\u7acb\u6027\u201d\u4e0a\u7ef4\u6301\u8db3\u591f\u5dee\u5f02\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u8ddf\u8e2a\u548c\u6295\u5165\u7684\u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u6b63\u5728\u6269\u5927\u5e73\u53f0\u751f\u6001\u3001\u4f46\u4e0d\u60f3\u5728\u4e8b\u4ef6\u6295\u9001\u4e0a\u5206\u5fc3\u505a\u5806\u6808\u7684\u56e2\u961f\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\">Hookdeck Outpost<\/span>\n <\/div>\n<div class=\"comment-content\">Send webhooks in minutes for one-tenth the cost. Outpost is open-source infrastructure that delivers to webhooks, SQS, Pub\/Sub, RabbitMQ, Kafka, and more. Multi-tenant, at-least-once delivery, customer portal \u2014 self-hosted or managed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s been a thrill to build Outpost. We took our experience receiving 100B webhooks from over 7k different vendors and condensed these learnings into a straightforward API and product. It’s the fastest and most scalable way to send webhooks.<\/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 Product Hunt, and thanks to <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for hunting!<\/p>\n<p>We launched Outpost as an open-source project about a year ago to solve a problem we kept seeing: every platform that needs to send webhooks to their customers ends up building the same infrastructure from scratch: retries, tenant isolation, delivery logs, a portal for end users to manage their endpoints. It’s a significant engineering investment for something that isn’t anyone’s core product.<\/p>\n<p>Outpost was our answer to that: open source, self-hostable, and designed to be the last outbound webhook system you need to build.<\/p>\n<p>Outpost doesn’t just do webhooks. It supports Event Destinations, too: your customers can receive events via SQS, Pub\/Sub, Kafka, RabbitMQ, and other brokers and queues, not just HTTP requests. This is something we’ve seen Stripe, Shopify, and Twilio all moving toward, and Outpost gives any platform the same capability out of the box.<\/p>\n<p>We also now offer a managed version (Hookdeck Outpost) for teams that don’t want to run the infrastructure themselves. It runs the exact same codebase (no proprietary fork). Pricing starts at $10 per million events, which makes it the most affordable managed option available.<\/p>\n<p>Would love to hear from anyone who’s currently maintaining a homegrown webhook delivery system. What are the biggest pain points? And if you’ve tried Outpost, what could we do better?<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <a href=\"https:\/\/www.producthunt.com\/@_gw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_gw<\/a> iTICKET has been testing and using Outpost for the last few months and we honestly love it. We originally tried to roll our own webhook system using a bunch of db triggers and polling tasks, and while it worked, moving to Outpost has been a total game changer. It is basically set and forget – we can just trust it to work and go and handle the volume.<\/p>\n<p>We had trialed SVIX previously and while there was nothing wrong with it, Outpost is leaps ahead. It is cost effective, cloud hosted, architecturally solid, and actually just a pleasure to use. The API and docs are fantastic too. Everything does what it says on the tin – it has been remarkably stable and consistent from day one.<\/p>\n<p>Given Outpost is a product of the Hookdeck team and everything they have already established, it is no wonder this works so well. <\/p>\n<p>Working with the team has been awesome, especially Alexandre who has spearheaded things with us and everyone has been incredibly responsive. It has been great contributing to the beta version and seeing how quickly the product has grown over recent months. Huge congrats to the team on the v1.0 launch!<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <a href=\"https:\/\/www.producthunt.com\/@_gw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_gw<\/a> Open sourcing the outbound side is a good call. Most webhook infra is built for receiving, and when you need to send them reliably you end up reinventing retry queues and dead letter handling in your own app code. Does Outpost handle idempotency keys on the sending side or is that left to the consumer?<\/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>Hey Product Hunters \ud83d\udc4b I lead DX at Hookdeck and have been working across the Outpost SDKs, docs, and parts of the codebase.<\/p>\n<p>When we conceived Event Destinations and started building Outpost as the first open-source implementation, we thought it would be interesting and hoped it would land. It’s done far better than we expected. Since the beta, we’ve worked hard with the open-source community and customers, and one of the things we hadn’t specifically planned for was a managed version, but the demand for it was clear enough that we built it. That’s what’s launching today alongside the open-source v1.0.<\/p>\n<p>Outpost is a manifestation of Event Destinations. Platforms need to deliver events wherever their customers actually want them, and to offer a really solid webhook option. HTTP isn’t going anywhere, but for many use cases, delivering directly to a queue, stream, or broker is a better fit. Outpost covers both, and it’s the best outbound event infrastructure available right now. It’s simple, and with that comes really solid DX and ease of integration.<\/p>\n<p>Outpost also fills a clear gap on the agentic side. So many companies are building with agents, for agents, or integrating with agents, and event infrastructure is foundational to a lot of what they need. Agents need to be triggered by events, and agents need to emit events when things happen inside their workflows. On task completion, on state changes, and on handoff. That’s what enables agent-to-agent communication, event-driven agent initialization, and workflows where one agent’s output triggers another agent’s run.<\/p>\n<p>Always looking for feedback on the product in general and on DX in particular.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/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\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a> Thanks Steven!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been using Outpost since the beginning of the year while in beta and it’s been great! Y’all are super responsive with feedback or issues, pricing is more than fair and generous free tier, and the UI is really polished too. Really enjoyed working with you guys and we’re a happy customer \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\/@francistogram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francistogram<\/a> Thanks Francisco, that’s great to hear – it has been good working with you and the 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>Wow, congrats on the launch, team! This is such a real infrastructure problem, and Outpost feels like a very clean, thoughtful answer to it. Love the open-source plus managed approach too. Excited to see this launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> Thanks Kristofer, we appreciate the support! Big Basedash fan here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team for the GA.<\/p>\n<p>We’ve been running Nuntly’s webhook delivery on self-hosted Outpost for months. Best decision we made: ripping out our in-house implementation. <\/p>\n<p>Not going back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@obazoud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@obazoud<\/a> That’s fab to hear, Olivier! Glad it’s working out for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/6FGWLTY7ADJJEU\" class=\"app-title\">Qwen3.6-27B<\/a><\/p>\n<div class=\"one-liner\">The sweet-spot open dense model for coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qwen3.6-27B\u662f\u4e00\u6b3e\u5b8c\u5168\u5f00\u6e90\u7684\u9ad8\u5bc6\u5ea6\u5927\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u7f16\u7801\u4ee3\u7406\u4efb\u52a1\uff0c\u572827B\u53c2\u6570\u89c4\u6a21\u4e0b\u5373\u53ef\u8d85\u8d8a\u6b64\u524d\u65d7\u8230\u7ea7MoE\u6a21\u578b\uff0c\u652f\u6301\u591a\u6a21\u6001\u63a8\u7406\u4e0e\u601d\u8003\u6a21\u5f0f\uff0c\u9002\u5408\u672c\u5730\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u89e3\u51b3\u4e2d\u5c0f\u56e2\u961f\u65e0\u6cd5\u8d1f\u62c5\u5927\u578b\u6a21\u578b\u7684\u9ad8\u6602\u6210\u672c\u4e0e\u90e8\u7f72\u95e8\u69db\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0e4e8e6-5f7e-452e-8ac1-54bb5a294936.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7871d27e-c449-4719-9b9c-89c08e80cd77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8222556d-9300-4ae1-8667-d86f367c35b7.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\/352cb51d-321e-4ec2-b119-11a151223f37.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\">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\u6e90\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5bc6\u96c6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u65d7\u8230<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u84b8\u998f<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7801<\/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\u79f0\u8d5e\u8be5\u6a21\u578b\u4f5c\u4e3a\u5bc6\u96c6\u6a21\u578b\uff0c\u572827B\u53c2\u6570\u4e0b\u7f16\u7801\u6027\u80fd\u5df2\u8d85\u8d8a\u524d\u4ee3397B MoE\u65d7\u8230\uff0c\u8ba4\u4e3a\u5176\u667a\u80fd\u5bc6\u5ea6\u548c\u89c4\u6a21\u201c\u751c\u533a\u201d\u975e\u5e38\u9002\u5408\u672c\u5730\u8fd0\u884c\u3002\u4e5f\u6709\u8bc4\u8bba\u6307\u51fa\uff0c\u82e5\u957f\u671f\u7f16\u7801\u80fd\u529b\u518d\u63d0\u5347\u81f3Opus 4.5\u7ea7\u522b\uff0c\u672c\u5730\u8fd0\u884c\u7684\u4ef7\u503c\u5c06\u96be\u4ee5\u88ab\u4e91\u7aef\u6a21\u578b\u66ff\u4ee3\uff0c\u9884\u8ba16-9\u4e2a\u6708\u540e\u6216\u53ef\u8ffd\u53ca\u66f4\u9ad8\u6c34\u5e73\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 Qwen3.6-27B\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u770b\u662f\u53c2\u6570\u89c4\u6a21\u548c\u6027\u80fd\u6bd4\u503c\u7684\u53c8\u4e00\u6b21\u7a81\u7834\uff0c\u5b9e\u5219\u662f\u5bf9\u5f53\u524dAI\u5927\u6a21\u578b\u4ea7\u4e1a\u201c\u552f\u53c2\u6570\u8bba\u201d\u548c\u201c\u95ed\u6e90\u5784\u65ad\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u6253\u8138\u3002\u5b83\u752827B\u7684\u201c\u5c0f\u8eab\u677f\u201d\u5e72\u7ffb\u4e86\u524d\u4ee3397B MoE\u65d7\u8230\uff0c\u4e14\u662f\u7eaf\u5bc6\u96c6\u67b6\u6784\uff0c\u8fd9\u610f\u5473\u7740\u6b64\u524d\u5927\u91cf\u6a21\u578b\u9760MoE\u5806\u53c2\u6570\u6765\u63a9\u76d6\u6548\u7387\u4f4e\u4e0b\u7684\u7b56\u7565\u6b63\u5728\u5931\u6548\u2014\u2014\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u4e0d\u662f\u6d6e\u5938\u7684\u6743\u91cd\u5806\u53e0\uff0c\u800c\u662f\u5b9e\u6253\u5b9e\u7684\u63a8\u7406\u5bc6\u5ea6\u548c\u90e8\u7f72\u53cb\u597d\u6027\u3002\u4f46\u4ed4\u7ec6\u5ba1\u89c6\uff0c\u8fd9\u4e00\u4f18\u52bf\u76ee\u524d\u9ad8\u5ea6\u805a\u7126\u5728\u7f16\u7801\u4ee3\u7406\u573a\u666f\uff0c\u5c3d\u7ba1\u53f7\u79f0\u201c\u591a\u6a21\u6001\u201d\uff0c\u4f46\u5177\u4f53\u8868\u73b0\u5c1a\u5f85\u7b2c\u4e09\u65b9\u9a8c\u8bc1\uff0c\u4e14\u957f\u671f\u7f16\u7a0b\u80fd\u529b\u8ddd\u79bb\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\uff08\u5982Opus 4.5\uff09\u4ecd\u6709\u5dee\u8ddd\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6027\u80fd\u6570\u503c\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5411\u5e02\u573a\u8bc1\u660e\u4e86\uff1a\u5f00\u6e90\u6a21\u578b\u5b8c\u5168\u53ef\u4ee5\u7528\u66f4\u4f4e\u7684\u8d44\u6e90\u6d88\u8017\u5b9e\u73b0\u63a5\u8fd1\u751a\u81f3\u8d85\u8d8a\u95ed\u6e90\u5de8\u5934\u7684\u6548\u679c\uff0c\u4ece\u800c\u8feb\u4f7f\u4e91\u7aef\u5927\u5382\u91cd\u65b0\u5ba1\u89c6\u5b9a\u4ef7\u903b\u8f91\u548c\u4ea7\u54c1\u5f62\u6001\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u56e2\u961f\u548c\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6ea2\u51fa\uff0c\u66f4\u662f\u4e00\u5242\u201c\u53bb\u4e91\u7aef\u4f9d\u8d56\u201d\u7684\u5f3a\u5fc3\u9488\u3002\u4e0d\u8fc7\uff0c\u82e5Qwen\u7cfb\u5217\u4e0d\u80fd\u5728\u901a\u7528\u63a8\u7406\u548c\u957f\u671f\u4efb\u52a1\u89c4\u5212\u4e0a\u6301\u7eed\u8ddf\u8fdb\uff0c\u5176\u201c\u751c\u533a\u201d\u53ef\u80fd\u5f88\u5feb\u53d8\u6210\u201c\u5c40\u9650\u533a\u201d\u3002\u98ce\u5934\u6b63\u52b2\u65f6\uff0c\u66f4\u5e94\u8b66\u60d5\u6ca6\u4e3a\u5bf9\u6bd4\u7ec4\u4e2d\u7684\u57ab\u811a\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.6-27B<\/span>\n <\/div>\n<div class=\"comment-content\">Qwen3.6-27B is a fully open-source dense model that punches way above its weight. Surpassing the previous 397B MoE flagship in agentic coding, it supports multimodal reasoning and thinking modes while remaining perfectly sized for local self-hosting.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>This is a <strong>dense<\/strong> model, not an MoE, and that matters.<\/p>\n<p>Dense models often show unusually strong intelligence density for their size, and Qwen3.6-27B is a very good example of that. At 27B, it already pushes past <a href=\"https:\/\/www.producthunt.com\/products\/qwen3\/launches\/qwen3-6-35b-a3b\" target=\"_blank\" rel=\"noopener\">Qwen3.6-35B-A3B<\/a> on a number of key coding and reasoning tasks, and more importantly, it beats the previous open-source flagship <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.5-397B-A17B\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen3.5-397B-A17B<\/a> across all major coding benchmarks. That is a pretty serious result for a dense checkpoint at this scale.<\/p>\n<p>And 27B is also just a very <strong>sweet open-source size<\/strong>. It is not so large that normal users or small teams are locked out of deployment, but it is not small either \u2014 it still leaves a lot of headroom for real capability. <\/p>\n<p>In the Qwen3.6 era, this has a very real chance of becoming their most popular open dense model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>we’re almost there. if that long term coding gets bumped up and reaches opus 4.5 levels we’re looking at something serious. i reckon in about 6-9 months they are there or beyond that and approaching opus 4.6 levels. at that rate, for coding, running that locally on your hardware, it’s hard to justify picking a frontier cloud model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2QH453YZAYOXT4\" class=\"app-title\">Workspace agents in ChatGPT<\/a><\/p>\n<div class=\"one-liner\">Codex-powered agents for teams.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChatGPT\u63a8\u51fa\u7684Workplace Agents\u529f\u80fd\uff0c\u8ba9\u56e2\u961f\u80fd\u521b\u5efa\u5171\u4eabAI\u667a\u80fd\u4f53\uff0c\u8de8Slack\u3001Linear\u7b49\u5de5\u5177\u81ea\u52a8\u6267\u884c\u590d\u6742\u3001\u957f\u671f\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u89e3\u51b3\u56e2\u961f\u534f\u4f5c\u4e2d\u91cd\u590d\u8ffd\u8e2a\u548c\u4efb\u52a1\u63a8\u8fdb\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d413337f-c718-41c3-a481-474040d9d7a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be1ad5e9-9348-4254-a8ac-a62efa2067d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0351393e-9539-48c3-be11-efc773f36eeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/529a0069-5675-4b02-a056-36e71d34f3f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e98add3-c408-46e0-9a78-861253230d19.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\/96090d0c-42c3-468e-8fe8-3e7d7fe32314.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yyvVUEPSCu0\"><source src=\"https:\/\/www.youtube.com\/watch?v=yyvVUEPSCu0\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">ChatGPT\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8fd0\u884c\u4efb\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u8be5\u529f\u80fd\u662f\u201c\u771f\u6b63\u7684AI\u961f\u53cb\u201d\uff0c\u80fd\u8de8\u5de5\u5177\u6267\u884c\u590d\u6742\u5de5\u4f5c\u6d41\uff0c\u65e0\u9700\u53cd\u590d\u68c0\u67e5\u3002\u6709\u8bc4\u8bba\u6d41\u9732\u51fa\u5bf9\u201c\u9884\u89c8\u7248\u201d\u7a33\u5b9a\u6027\u548c\u6269\u5c55\u6027\u7684\u9690\u7ea6\u671f\u5f85\uff0c\u4f46\u672a\u660e\u786e\u63d0\u51fa\u95ee\u9898\u6216\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 \u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u5b9e\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u804a\u5929\u201d\uff0c\u800c\u5728\u4e8e\u201cAI\u6267\u884c\u201d\u2014\u2014\u5b83\u8bd5\u56fe\u5c06\u5927\u6a21\u578b\u4ece\u5bf9\u8bdd\u7a97\u53e3\u62fd\u5165\u5b9e\u9645\u5de5\u4f5c\u6d41\u3002Codex\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u80fd\u72ec\u7acb\u8c03\u7528Slack\u3001Linear\u7b49\u5de5\u5177\uff0c\u5e76\u7ef4\u62a4\u957f\u671f\u4efb\u52a1\u72b6\u6001\uff0c\u8fd9\u6bd4\u5355\u7eaf\u751f\u6210\u6587\u672c\u7684ChatGPT\u8fdb\u5316\u4e86\u4e00\u5927\u6b65\u3002\u5bf9\u4e8e\u56e2\u961f\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u5438\u5f15\u529b\u5728\u4e8e\u964d\u4f4e\u4e86\u201c\u4eba\u8089\u8fd0\u7ef4\u201d\u7684\u91cd\u590d\u52b3\u52a8\uff1a\u9886\u5bfc\u4e0d\u518d\u9700\u8981\u9891\u7e41\u8ffd\u95ee\u8fdb\u5ea6\uff0c\u6210\u5458\u4e5f\u4e0d\u5fc5\u624b\u52a8\u540c\u6b65\u4fe1\u606f\u3002\u4f46\u5fc5\u987b\u8b66\u60d5\u7684\u662f\uff0c\u5f53\u524d\u201c\u9884\u89c8\u7248\u201d\u6807\u7b7e\u6697\u793a\u4e86\u6280\u672f\u98ce\u9669\u2014\u2014\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u5728\u590d\u6742\u6743\u9650\u3001\u8de8\u5de5\u5177\u539f\u5b50\u6027\u64cd\u4f5c\u548c\u4efb\u52a1\u4e2d\u65ad\u6062\u590d\u4e0a\uff0c\u6781\u53ef\u80fd\u66b4\u9732\u51fa\u53ef\u9760\u6027\u77ed\u677f\u3002\u6b64\u5916\uff0c\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u6a21\u5f0f\u662f\u5426\u771f\u6b63\u8d34\u5408\u201c\u56e2\u961f\u65e2\u6709\u5de5\u4f5c\u98ce\u683c\u201d\uff0c\u8fd8\u662f\u6ca6\u4e3a\u673a\u68b0\u7684\u89c4\u5219\u5f15\u64ce\uff0c\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42\u77e5\u8bc6\u5e93\u7684\u6784\u5efa\u80fd\u529b\u3002\u5982\u679cOpenAI\u80fd\u89e3\u51b3\u8fd9\u4e9b\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7ec6\u8282\uff0c\u8fd9\u5c06\u662fAI\u4ece\u8f85\u52a9\u5de5\u5177\u5411\u534f\u4f5c\u4f19\u4f34\u8dc3\u8fc1\u7684\u5173\u952e\u4ea7\u54c1\uff1b\u5982\u679c\u53ea\u662f\u628a\u5bf9\u8bdd\u5f0f\u63a5\u53e3\u7b80\u5355\u6620\u5c04\u5230API\u8c03\u7528\uff0c\u5219\u96be\u514d\u6ca6\u4e3a\u9ad8\u7ea7\u7684\u5b8f\u547d\u4ee4\u751f\u6210\u5668\u3002\u5728AI\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u201c\u8ba9\u4ee3\u7406\u5e72\u6d3b\uff0c\u800c\u4e0d\u662f\u5199\u4ee3\u7406\u201d\u624d\u662f\u8861\u91cf\u5176\u771f\u5b9e\u751f\u4ea7\u529b\u7684\u6807\u5c3a\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\">Workspace agents in ChatGPT<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing workspace agents in ChatGPT\u2014shared agents that can handle complex tasks and long-running workflows across tools and teams.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters, I am excited to hunt \ud83d\ude80<\/p>\n<\/p>\n<p>Today I found something really interesting from ChatGPT \u2014 <strong>Workspace Agents<\/strong>.<\/p>\n<p>In simple words, these are like AI teammates that can actually handle work for you. Not just small tasks, but proper workflows.<\/p>\n<\/p>\n<p>You can create an agent once, tell it what to do, and it can:<br \/>\u2013 work across tools like Slack and Linear<br \/>\u2013 keep track of progress<br \/>\u2013 and move things forward without you checking again and again<\/p>\n<\/p>\n<p>What I liked most is that you can set it up based on how your team already works. So it doesn\u2019t feel random\u2014it follows your style.<\/p>\n<\/p>\n<p>You can use it for things like checking leads, managing feedback, making reports, or even doing research.<\/p>\n<p>It\u2019s still in preview, but honestly this feels like a big step towards real AI teammates.<\/p>\n<\/p>\n<p>Curious\u2014what work would you give to an agent first? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XIDYBXB6YNOPOA\" class=\"app-title\">IFTTT MCP<\/a><\/p>\n<div class=\"one-liner\">Connect Claude to 1000+ apps, instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>IFTTT MCP \u901a\u8fc7\u4e00\u4e2aMCP\u6807\u51c6\u63a5\u53e3\uff0c\u8ba9Claude\u76f4\u63a5\u8c03\u7528\u8d85\u8fc71000\u4e2a\u5e94\u7528\u548c\u8bbe\u5907\u7684\u89e6\u53d1\u5668\u4e0e\u52a8\u4f5c\uff08\u5982\u53d1Slack\u3001\u5f00Hue\u706f\uff09\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728AI\u5bf9\u8bdd\u4e2d\u65e0\u6cd5\u76f4\u63a5\u64cd\u63a7\u5916\u90e8\u5de5\u5177\u548c\u81ea\u52a8\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/453c74e4-b83d-458c-a467-8697d4ec8f0a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2zS9h18eiX8\"><source src=\"https:\/\/youtu.be\/2zS9h18eiX8\" 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\/addc9e49-8dfb-4117-964d-1486bf24fb77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1dd5182-62d3-4e04-a29b-a5d239853ca4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81b8d553-9b63-42de-a8f8-07bb98255fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/141cf375-fb6f-49c9-899d-ab74f9066d86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5bb6\u5c45<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">API\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">IFTTT<\/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@chelseaifttt\u8be2\u95ee\u5982\u4f55\u8bbf\u95ee\u53ca\u5177\u4f53\u529f\u80fd\u7ec6\u8282\uff0c\u6709\u6f5c\u5728\u8bd5\u7528\u9700\u6c42\u3002@turantekin\u4f5c\u4e3a15\u5e74\u8001\u7528\u6237\u8868\u793a\u9ad8\u5ea6\u5174\u594b\uff0c\u8ba4\u4e3aMCP\u670d\u52a1\u5668\u5b9e\u73b0\u4e86AI\u4e0eIFTTT\u5de5\u4f5c\u6d41\u7684\u5b8c\u7f8e\u878d\u5408\uff0c\u5e76\u8868\u8fbe\u4e86\u5bf9\u672a\u6765\u529f\u80fd\u7684\u671f\u5f85\u3002\u5b98\u65b9\u8d26\u53f7\u79ef\u6781\u56de\u5e94\u5e76\u5f15\u5bfc\u7528\u6237\u5206\u4eab\u5de5\u4f5c\u6d41\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 IFTTT\u63a8\u51faMCP\u670d\u52a1\u5668\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7ed9\u8001\u65e7\u7684\u4e2d\u4ecb\u5e73\u53f0\u6362\u4e0a\u4e00\u9897AI\u5927\u8111\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0cIFTTT\u7684\u6218\u7565\u773c\u5149\u975e\u5e38\u7cbe\u51c6\uff1a\u5b83\u6ca1\u6709\u9009\u62e9\u9020\u4e00\u4e2a\u548cChatGPT\u3001Claude\u6297\u8861\u7684AI\u52a9\u624b\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u53d8\u6210AI\u7684\u201c\u4e07\u80fd\u9065\u63a7\u5668\u201d\u3002\u8fd9\u62db\u201c\u501f\u58f3\u4e0a\u5e02\u201d\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\uff0cIFTTT\u8fc7\u53bb\u5341\u4f59\u5e74\u79ef\u7d2f\u76841000+\u5e94\u7528\u8fde\u63a5\u5668\u2014\u2014\u8fd9\u4e9b\u770b\u4f3c\u8fc7\u65f6\u7684\u201c\u571f\u5473\u81ea\u52a8\u5316\u201d\u2014\u2014\u7a81\u7136\u6210\u4e86\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u7a00\u7f3a\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u5c42\u9762\uff0cIFTTT MCP\u771f\u6b63\u89e3\u51b3\u7684\u662f\u5927\u6a21\u578b\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\u3002\u5f53\u524d\u804a\u5929AI\u6700\u5927\u7684\u74f6\u9888\u5728\u4e8e\u201c\u80fd\u8bf4\u4e0d\u4f1a\u505a\u201d\uff0c\u800cMCP\u6807\u51c6\u6070\u597d\u63d0\u4f9b\u4e86\u5b89\u5168\u7684\u5de5\u5177\u8c03\u7528\u5165\u53e3\u3002IFTTT\u5c06\u81ea\u5df1\u5c01\u88c5\u6210\u4e00\u4e2a\u6807\u51c6\u7aef\u70b9\uff0c\u7b49\u4e8e\u8ba9Claude\u77ac\u95f4\u83b7\u5f97\u4e86\u51e0\u4e4e\u65e0\u9650\u7684\u7269\u7406\u4e16\u754c\u64cd\u63a7\u6743\u3002\u4ece\u667a\u80fd\u706f\u5230\u4f01\u4e1aSlack\uff0c\u4ece\u4e2a\u4eba\u63d0\u9192\u5230\u5546\u4e1a\u6d41\u7a0b\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u5b9a\u4e49\u4e00\u4e2a\u201cAI\u53ef\u64cd\u4f5c\u4e16\u754c\u201d\u7684\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u8b66\u60d5\uff0c102\u7968\u7684\u53d1\u5e03\u6210\u7ee9\u5728Product Hunt\u4e0a\u5e76\u4e0d\u7b97\u7206\u70b8\uff0c\u8bf4\u660e\u5546\u4e1a\u5316\u843d\u5730\u8fd8\u6709\u8ddd\u79bb\u3002\u6838\u5fc3\u95ee\u9898\u6709\u4e09\uff1a\u7b2c\u4e00\uff0cMCP\u76ee\u524d\u6df1\u5ea6\u7ed1\u5b9aClaude\uff0c\u82e5\u8f6c\u79fb\u5230\u5176\u4ed6AI\uff08\u5982Gemini\u3001GPT-5\uff09\uff0c\u6807\u51c6\u7684\u901a\u7528\u6027\u6709\u5f85\u8003\u9a8c\uff1b\u7b2c\u4e8c\uff0cIFTTT\u7684\u8001\u7528\u6237\u5927\u591a\u662f\u4f4e\u4ee3\u7801\u7231\u597d\u8005\uff0c\u800cAI\u8c03\u7528\u8981\u6c42\u6781\u4f4e\u51fa\u9519\u7387\u548c\u6781\u9ad8\u7684\u5b9e\u65f6\u6027\uff0c\u73b0\u6709\u89e6\u53d1\u5668\u903b\u8f91\u662f\u5426\u9002\u914d\u5927\u6a21\u578b\u7684\u201c\u601d\u8003-\u884c\u52a8\u201d\u8282\u594f\uff1f\u7b2c\u4e09\uff0c\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff08\u5982n8n\u3001Home Assistant\u7684MCP\u5b9e\u73b0\uff09\u6b63\u5728\u5feb\u901f\u6d8c\u73b0\uff0cIFTTT\u7684\u5c01\u95ed\u751f\u6001\u53ef\u80fd\u9762\u4e34\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n IFTTT\u8fd9\u6b21\u51fa\u724c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u4ec5\u5728\u751f\u6001\u4e0a\u505a\u4e86\u4e2a\u201c\u95e8\u6237\u201d\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8eMCP\u63a5\u53e3\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u8ba9AI\u4ee3\u7406\u5728\u65e0\u4eba\u5de5\u5e72\u9884\u4e0b\u81ea\u4e3b\u3001\u53ef\u9760\u5730\u6267\u884c\u590d\u6742\u5de5\u4f5c\u6d41\u3002\u5982\u679c\u53ea\u662f\u7ed9\u539f\u6709\u7684\u201cIf This Then That\u201d\u52a0\u4e86\u4e2aAI\u5bf9\u8bdd\u6846\uff0c\u90a3\u5f88\u53ef\u80fd\u6ca6\u4e3a\u6f02\u4eae\u7684\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">IFTTT MCP<\/span>\n <\/div>\n<div class=\"comment-content\">You can use AI to call IFTTT to create, trigger, and access 1000+ integrations. Send a Slack message, turn on your Hue lights, or create your next Applet, all from a chat in Claude.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone!<\/p>\n<p>We’ve been building IFTTT for over a decade to connect your apps and devices, without a single line of code. With MCP taking off as the standard for AI-to-tool communication, we saw an obvious opportunity to connect IFTTT directly into Claude.<\/p>\n<p>So we built an MCP server that gives Claude instant access to over 1000 apps and services through a single endpoint. We will continue to expand our MCP availability in the coming weeks.<\/p>\n<p>We’d love to hear what you build with it. Drop your workflow ideas in the comments, we’re here all day! \ud83d\ude80<\/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\/@chelseaifttt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chelseaifttt<\/a> This is pretty awesome. How can this be accessed? I’m much Interested in the features. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 IFTTT for 15+ years, yes, I was automating things before it was cool. As a self-proclaimed automation freak, this MCP server news basically made my whole week. The fact that I can now integrate Claude directly into my IFTTT workflows is the crossover episode I never knew I needed. It’s like peanut butter finally meeting chocolate. <\/p>\n<p>Thank you for continuing to make the nerds of the world deeply, unreasonably happy, we see you, and we appreciate you! \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\/@turantekin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@turantekin<\/a> Thank you for being with us for over 15 years, Uygar! \ud83e\udd18 We really appreciate your support and are excited to share more in the coming weeks. Happy automating!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DUWRPDATVXA4VK\" class=\"app-title\">Design.MD<\/a><\/p>\n<div class=\"one-liner\">Drop-in design systems your AI coding agent can read<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Design.MD \u901a\u8fc7\u6807\u51c6\u5316\u7684 Markdown \u6587\u4ef6\uff0c\u5c06\u54c1\u724c\u89c6\u89c9\u8bed\u8a00\uff08\u989c\u8272\u3001\u5b57\u4f53\u3001\u95f4\u8ddd\u7b49\uff09\u8f6c\u5316\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u53ef\u8bfb\u7684\u201c\u8bbe\u8ba1\u6307\u4ee4\u201d\uff0c\u89e3\u51b3AI\u751f\u6210UI\u5343\u7bc7\u4e00\u5f8b\u3001\u7f3a\u4e4f\u54c1\u724c\u611f\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e07e0927-7180-4c2a-8279-08ed0c7ceaa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/509cc5ef-35e2-47b2-b22b-1b1345cfee60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be575b88-210c-468d-ba22-5bcc8133340b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a2161f9-a5bd-4ada-bbf1-8d5ae89c4636.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\/da11a078-038d-47ab-ab8c-9801de52d6a3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/yPyOqIADj44\"><source src=\"https:\/\/youtu.be\/yPyOqIADj44\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">Markdown\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">Cursor<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">UI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8d44\u6e90\u5e93<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\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\u53efMarkdown\u683c\u5f0f\u7684\u6807\u51c6\u5316\u601d\u8def\uff0c\u8ba4\u4e3a\u6bd4\u5728\u63d0\u793a\u8bcd\u4e2d\u63cf\u8ff0\u8bbe\u8ba1\u7cfb\u7edf\u66f4\u9ad8\u6548\uff1b\u6838\u5fc3\u9700\u6c42\u662f\u5e0c\u671b\u652f\u6301\u66f4\u590d\u6742\u7684\u7ec4\u4ef6\u884c\u4e3a\u63cf\u8ff0\uff08\u5982\u60ac\u505c\u72b6\u6001\u3001\u5fae\u4ea4\u4e92\uff09\uff1b\u793e\u533a\u671f\u5f85\u66f4\u591a\u54c1\u724c\u6587\u4ef6\uff0c\u5e76\u6307\u51faLovable\u7b49\u5de5\u5177\u6df1\u5ea6\u9002\u914d\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 Design.MD\u8e29\u4e2d\u4e86\u201cAI\u7f16\u7a0b\u5de5\u5177\u72c2\u98d9\u4f46\u8bbe\u8ba1\u7a00\u788e\u201d\u7684\u884c\u4e1a\u75db\u70b9\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4ee3\u7801\u4e0e\u5ba1\u7f8e\u4e4b\u95f4\u5efa\u7acb\u4e00\u6761\u4f4e\u6469\u64e6\u7684\u534f\u8bae\u901a\u9053\u3002\u5c06\u590d\u6742\u7684\u54c1\u724c\u8bbe\u8ba1\u7cfb\u7edf\u964d\u7ef4\u6210\u7eaf\u6587\u672c\u6587\u6863\uff0c\u65e2\u7ed5\u5f00\u4e86CSS\u8fb9\u754c\u9650\u5236\uff0c\u53c8\u964d\u4f4e\u4e86\u8bbe\u8ba1\u5e08\u4e0eAI\u7684\u534f\u4f5c\u95e8\u69db\uff0c\u582a\u79f0\u7ed9AI\u201c\u5582\u201d\u8bbe\u8ba1\u89c4\u8303\u7684\u73b0\u6210\u83dc\u8c31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u6240\u8c13\u7684\u201cAI\u80fd\u7406\u89e3\u201d\u5f88\u53ef\u80fd\u53ea\u662f\u7b80\u5355\u989c\u8272\u53d8\u91cf\u6620\u5c04\uff0c\u5bf9\u4e8e\u4ea4\u4e92\u903b\u8f91\u3001\u54cd\u5e94\u5f0f\u65ad\u70b9\u3001\u751a\u81f3\u89c6\u89c9\u5c42\u7ea7\u8fd9\u79cd\u52a8\u6001\u611f\u77e5\u5185\u5bb9\uff0cMarkdown\u7684\u6241\u5e73\u7ed3\u6784\u529b\u6709\u4e0d\u902e\u3002\u7528\u6237\u63d0\u5230\u7684\u5fae\u4ea4\u4e92\u548chover\u72b6\u6001\uff0c\u76ee\u524d\u6587\u4ef6\u5185\u53ea\u80fd\u4ee5\u6587\u672c\u63cf\u8ff0\u5b58\u5728\uff0cAI\u80fd\u5426\u6b63\u786e\u6267\u884c\u4ecd\u9ad8\u5ea6\u4f9d\u8d56\u5176\u5e95\u5c42\u6a21\u578b\u7684\u7406\u89e3\u529b\u2014\u2014\u672c\u8d28\u4e0a\u8fd8\u662f\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u7684\u5305\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c60+\u8bbe\u8ba1\u7a3f\u867d\u80fd\u89e3\u51b3\u201c\u4e0d\u60f3\u770bAI\u7070\u8272\u754c\u9762\u201d\u7684\u71c3\u7709\u4e4b\u6025\uff0c\u4f46\u957f\u671f\u770b\uff0c\u56e2\u961f\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u5c06\u8bbe\u8ba1\u7cfb\u7edf\u62c6\u89e3\u4e3aAI\u53ef\u5c40\u90e8\u8c03\u7528\u7684\u8bed\u4e49\u5316\u7ec4\u4ef6\uff08\u7c7b\u4f3cDesign Token\u7684\u901a\u7528\u683c\u5f0f\uff09\uff0c\u800c\u975e\u9760\u5806\u79ef\u54c1\u724c\u6587\u4ef6\u505a\u201c\u8bbe\u8ba1\u754c\u7684\u7d20\u6750\u7ad9\u201d\u3002\u82e5\u53ea\u662f\u628aDribbble\u622a\u56fe\u7528MD\u7ffb\u8bd1\u4e00\u904d\uff0cAI\u59cb\u7ec8\u753b\u4e0d\u51faStripe\u7684\u810a\u6881\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\">Design.MD<\/span>\n <\/div>\n<div class=\"comment-content\">getdesign.md is a collection of DESIGN.md files. One markdown file that captures a brand’s visual language (colors, typography, spacing, components, motion) in a format AI coding agents actually understand. Drop it into your Cursor, Claude Code, Lovable, v0 or Bolt project and ship UI that looks like Stripe, Notion, Linear or Vercel instead of the default AI beige. Browse 60+ ready-made files, request missing brands, or generate your own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I’m Necati, co-founder of getdesign.md.<\/p>\n<p>AI coding agents like Cursor, Claude Code, Lovable and v0 ship working<br \/>\nUI fast. The missing piece is design direction. Without a reference,<br \/>\noutputs tend to land on the same generic look.<\/p>\n<p>DESIGN.md is a small markdown file that captures a brand’s visual<br \/>\nlanguage in a format agents can follow: color tokens, typography, layout,<br \/>\ncomponent behavior, motion, voice.<\/p>\n<p>getdesign.md is a design system inspiration library built for AI<br \/>\ncoding workflows. 60+ brands today (Stripe, Notion, Linear, Vercel,<br \/>\nSpaceX, IBM and more), growing weekly. Browse for inspiration, download<br \/>\nthe DESIGN.md, drop it in your repo, and let your agent build UI that<br \/>\nreflects the vibe you actually want.<\/p>\n<p>Would love your feedback, especially: which brand’s DESIGN.md would<br \/>\nyou want next?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how you guys embraced markdown!<\/p>\n<p>This will forever go very well with Lovable type applications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that you can request missing brands. the format makes so much sense – been frustrated with trying to describe design systems to AI in prompts when there should just be a standard way to encode this stuff. shipping this as markdown files instead of some proprietary format was smart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 brilliant. we’ve been using Cursor daily and always end up with that generic AI beige you mentioned. having a <a href=\"http:\/\/DESIGN.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">DESIGN.md<\/a> file that actually captures brand systems in a format the AI can parse feels like the missing piece. curious how detailed you can get with component behavior – like does it understand hover states and micro-interactions, or mainly static properties?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EXQE7UEAFRR7HN\" class=\"app-title\">MiMo-V2.5 & Pro<\/a><\/p>\n<div class=\"one-liner\">Frontier agent capability with better token efficiency<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MiMo-V2.5\u7cfb\u5217\u901a\u8fc7\u964d\u4f4eToken\u6d88\u8017\u7684\u9ad8\u6548\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u4e0e\u590d\u6742\u5de5\u7a0b\u4efb\u52a1\u667a\u80fd\u4f53\u80fd\u529b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u4e0d\u727a\u7272\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u524a\u51cfAI\u5e94\u7528\u7684\u6210\u672c\u4e0e\u7b97\u529b\u5360\u7528\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59a90c26-1f2b-42bd-a7dd-01402bb496f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44cd0d77-a94f-4012-b6e2-3a4e091a968c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/552e95be-cfb3-4212-a09f-b2f4d4f629b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82dda11b-638e-4db5-a433-8d96b337a3c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98013e59-9ffc-472a-9676-40f098264460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e132537-cb38-4c21-9c2a-5e411742d617.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dd762a6-580b-43cc-9235-58b5d068a19a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19c944df-729d-4ec7-9227-683143cd06e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19e59bfa-9cda-4991-a5a6-362ac83515c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e04c687-22ab-426a-8e38-ed35c690d6e8.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\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">Agent\u80fd\u529b<\/span><br \/>\n <span class=\"tag\">Token\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5c0f\u7c73<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\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\u60ca\u53f9\u4e8e\u5c0f\u7c73MiMo\u7cfb\u5217\u7684\u66f4\u65b0\u901f\u5ea6\uff0c\u8ba4\u4e3aV2.5-Pro\u5728\u667a\u80fd\u4f53\u7f16\u7801\u548c\u957f\u5468\u671f\u4efb\u52a1\u4e0a\u6709\u663e\u8457\u8dc3\u5347\u3002\u540c\u65f6\u6709\u5f00\u53d1\u8005\u6ce8\u610f\u5230\u6f5c\u5728\u7684\u751f\u4ea7\u7ea7\u96c6\u6210\u9700\u6c42\uff0c\u5e76\u4e3b\u52a8\u63d0\u51fa\u63d0\u4f9b\u7cfb\u7edf\u5316\u652f\u6491\u670d\u52a1\uff0c\u9690\u542b\u5bf9\u6a21\u578b\u7a33\u5065\u6027\u4e0e\u90e8\u7f72\u652f\u6301\u7684\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MiMo-V2.5\u7cfb\u5217\u770b\u4f3c\u6253\u51fa\u4e86\u201cToken\u6548\u7387\u201d\u724c\uff0c\u8bd5\u56fe\u5728\u6027\u4ef7\u6bd4\u4e0a\u5077\u88ad\u95ed\u6e90\u5de8\u5934\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5207\u5272\u201c\u591a\u6a21\u6001\u7406\u89e3\u201d\u4e0e\u201c\u590d\u6742\u5de5\u7a0bAgent\u201d\u4e24\u6761\u7ebf\u8def\uff0c\u907f\u514d\u4e86\u5927\u6a21\u578b\u201c\u5168\u80fd\u4f46\u5e73\u5eb8\u201d\u7684\u9677\u9631\u3002V2.5-Pro\u4e13\u653b\u957f\u5468\u671f\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\uff0c\u6280\u672f\u4e0a\u8e29\u5bf9\u4e86\u5f53\u524dAgent\u843d\u5730\u7684\u75db\u70b9\u2014\u2014\u4e0d\u662f\u63a8\u7406\u591a\u806a\u660e\uff0c\u800c\u662f\u80fd\u5426\u7a33\u5b9a\u6267\u884c\u6570\u4e07\u6b65\u4efb\u52a1\u3002V2.5\u5219\u7528\u66f4\u8f7b\u91cf\u7684\u539f\u751f\u591a\u6a21\u6001\u5bf9\u6807\u591a\u6a21\u6001\u573a\u666f\u7684\u7206\u53d1\u9700\u6c42\u3002\u4e0d\u8fc7\uff0c\u60ca\u8273\u7684\u8fed\u4ee3\u901f\u5ea6\u80cc\u540e\uff0c\u5c0f\u7c73\u4ecd\u9700\u76f4\u9762\u4e24\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a\u4e00\u662f\u793e\u533a\u5bf9\u201c\u53ef\u4fe1Agent\u201d\u7684\u96c6\u6210\u4e0e\u8c03\u8bd5\u5de5\u5177\u94fe\u4ecd\u4ed8\u4e4b\u9619\u5982\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u4eba\u55c5\u5230\u8fd9\u4e00\u5546\u673a\uff1b\u4e8c\u662f\u5f00\u6e90\u540e\u751f\u6001\u80fd\u5426\u8dd1\u8d62Meta\u6216Mistral\u7684\u793e\u533a\u51dd\u805a\u529b\uff0c\u51b3\u5b9a\u4e86\u5b83\u662f\u5426\u6b62\u4e8e\u201c\u8dd1\u5206\u597d\u770b\u201d\u3002\u4e00\u53e5\u8bdd\uff1a\u6548\u7387\u63d0\u5347\u662f\u7b56\u7565\uff0c\u672a\u5fc5\u662f\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MiMo-V2.5 & Pro<\/span>\n <\/div>\n<div class=\"comment-content\">The Xiaomi MiMo-V2.5 series introduces V2.5-Pro for complex, long-horizon software engineering and V2.5 for highly efficient, native omnimodal understanding. Both models match frontier performance while drastically reducing token consumption.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Xiaomi MiMo ships new models at a pace that\u2019s honestly astonishing. MiMo-V2.5-Pro is their strongest yet \u2014 big jumps in agentic coding, long-horizon tasks, and real-world reliability. The lighter V2.5 brings native multimodal (image\/audio\/video) on top of that while staying very token-efficient.<\/p>\n<p>MiMo is clearly accelerating to become one of the fastest-moving players in the frontier tier.<\/p>\n<p>Right now you can try it in <a href=\"https:\/\/aistudio.xiaomimimo.com\/#\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MiMo Studio<\/a> and use the whole series through their <a href=\"https:\/\/platform.xiaomimimo.com\/token-plan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Token Plan<\/a>, and the models will be open-sourced soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> , impressive pace on MiMo releases<\/p>\n<p>I help teams turn strong LLMs into reliable, production-ready systems (agents, pipelines, integrations).<\/p>\n<p>If you need help shipping or stabilizing anything quickly, I\u2019m available for short sprints.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MMW5OHRSYVNOUX\" class=\"app-title\">USVC by AngelList<\/a><\/p>\n<div class=\"one-liner\">Back the companies building the future. Before it\u2019s obvious.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>USVC\u662fAngelList\u63a8\u51fa\u7684\u98ce\u6295\u57fa\u91d1\uff0c\u8ba9\u975e\u8ba4\u8bc1\u96f6\u552e\u6295\u8d44\u8005\u6700\u4f4e\u4ee5500\u7f8e\u5143\u8d77\u6295\uff0c\u4e00\u952e\u83b7\u5f97\u79c1\u4eba\u79d1\u6280\u516c\u53f8\u7684\u5e7f\u6cdb\u6295\u8d44\u655e\u53e3\uff0c\u89e3\u51b3\u4e86\u666e\u901a\u4eba\u96be\u4ee5\u53c2\u4e0e\u65e9\u671f\u79d1\u6280\u6295\u8d44\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e9c57d80-80bd-4987-8085-16075ba405f2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/dCMx1IeqdFI\"><source src=\"https:\/\/youtu.be\/dCMx1IeqdFI\" 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\/1f910eb5-7d17-4eb6-b669-0af8c166e888.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c08d8a3-717f-40b9-9835-a606d646b834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a6d7863-d34e-41ae-8f8a-c96fa053a658.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a4362ea-3f0d-4f8a-89a5-3dbb9fda981f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f4a8fec-7436-42d4-885a-51575c06b858.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54e20702-f131-4916-938c-4c180368f8da.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Venture Capital<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4e1a\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u96f6\u552e\u6295\u8d44\u8005<\/span><br \/>\n <span class=\"tag\">\u79c1\u4eba\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u98ce\u6295\u57fa\u91d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u95e8\u69db<\/span><br \/>\n <span class=\"tag\">AngelList<\/span><br \/>\n <span class=\"tag\">AI\u516c\u53f8<\/span><br \/>\n <span class=\"tag\">xAI<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7ec4\u5408<\/span><br \/>\n <span class=\"tag\">\u975e\u8ba4\u8bc1\u6295\u8d44\u8005<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u6b64\u4e3e\u964d\u4f4e\u95e8\u69db\uff0c\u8ba4\u4e3a\u662f\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u3002\u4f46\u4e5f\u8d28\u7591xAI\u6743\u91cd\u8fc7\u9ad8\uff0c\u98ce\u9669\u96c6\u4e2d\uff1b\u53e6\u8be2\u95ee\u6295\u8d44\u662f\u5426\u4ec5\u9650\u7f8e\u56fd\u5c45\u6c11\uff0c\u56de\u590d\u786e\u8ba4\u76ee\u524d\u4ec5\u9650\u7f8e\u56fd\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 USVC\u7684\u91ce\u5fc3\u5728\u4e8e\u201c\u6295\u8d44\u6c11\u4e3b\u5316\u201d\uff0c\u628a\u9876\u7ea7\u98ce\u6295\u7684\u8d4c\u684c\u642c\u5230\u4e86\u6563\u6237\u9762\u524d\u3002500\u7f8e\u5143\u64ac\u52a8OpenAI\u3001xAI\u7b49\u660e\u661f\u516c\u53f8\uff0c\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6253\u5305\u597d\u7684\u76f2\u76d2\u201d\u3002\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u654f\u9510\u6307\u51faxAI\u6743\u91cd\u8fc7\u9ad8\u7684\u95ee\u9898\u2014\u2014\u8fd9\u66b4\u9732\u4e86\u57fa\u91d1\u7ec4\u5408\u7684\u6784\u5efa\u903b\u8f91\u53ef\u80fd\u5e76\u975e\u57fa\u4e8e\u7ecf\u5178\u7684\u98ce\u9669\u5206\u6563\uff0c\u800c\u662f\u66f4\u50cf\u662fAngelList\u7684\u201c\u670b\u53cb\u5708\u6e05\u5355\u201d\u3002\u4e00\u65e6\u67d0\u4f4d\u5173\u7cfb\u5bc6\u5207\u7684CEO\u201c\u7ffb\u8f66\u201d\uff0c\u6574\u4e2a\u7ec4\u5408\u7684\u6536\u76ca\u7387\u5c06\u88ab\u4e25\u91cd\u62d6\u7d2f\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u7c7b\u57fa\u91d1\u7f3a\u4e4f\u6d41\u52a8\u6027\uff0c\u6563\u6237\u6295\u7684\u94b1\u5b9e\u9645\u4e0a\u662f\u9501\u5b9a\u7684\uff0c\u800c\u9000\u51fa\u5468\u671f\u548c\u56de\u62a5\u7387\u5929\u82b1\u677f\u5b8c\u5168\u53d6\u51b3\u4e8e\u57fa\u91d1\u7ba1\u7406\u548c\u5e02\u573a\u60c5\u7eea\u3002\u5bf9\u4e8e\u666e\u901a\u6295\u8d44\u8005\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u79cd\u9ad8\u98ce\u9669\u3001\u9ad8\u60c5\u7eea\u4ef7\u503c\u7684\u201c\u793e\u4ea4\u6295\u8d44\u201d\uff0c\u800c\u975e\u7a33\u5065\u7684\u8d44\u4ea7\u914d\u7f6e\u9009\u62e9\u3002Naval\u7684\u80cc\u4e66\u80fd\u5e26\u6765\u4fe1\u4efb\uff0c\u4f46\u65e0\u6cd5\u6d88\u9664\u5e95\u5c42\u9879\u76ee\u5931\u8d25\u6982\u7387\u3002USVC\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5e2e\u6563\u6237\u8d5a\u94b1\uff0c\u800c\u5728\u4e8e\u4e3aAngelList\u5f00\u8f9f\u4e86\u4e00\u6761\u4ece\u673a\u6784LP\u5230\u5927\u4f17LP\u7684\u52df\u8d44\u65b0\u901a\u9053\uff0c\u5e76\u5728\u65e9\u671f\u9501\u5b9a\u9ad8\u51c0\u503c\u6563\u6237\u7684\u957f\u671f\u8d44\u91d1\u3002\u81f3\u4e8e\u7528\u6237\u662f\u5426\u771f\u80fd\u201cBefore it\u2019s obvious\u201d\uff0c\u6050\u6015\u66f4\u591a\u53d6\u51b3\u4e8e\u4f60\u62bc\u6ce8\u7684\u662fxAI\u8fd8\u662f\u4e0b\u4e00\u4e2aWebvan\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\">USVC by AngelList<\/span>\n <\/div>\n<div class=\"comment-content\">USVC is a venture capital fund from AngelList. One investment, broad exposure to private tech \u2014 starting at $500.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Folks at AngelList launched USVC and I think it’s going to make a huge impact on the way people invest.<\/p>\n<p>Backed by AngelList, any retail investor (no accreditation required) can now invest as low as $500 in private technology companies. Current portfolio includes xAI, Anthropic, Legora, OpenAI, Vercel and more.<\/p>\n<p>What a game-changing move from Naval and Ankur.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Questions: why is XAI so overweighted? Are you planing to add more companies to the portfolio and spread the risks a little bit, so that it is priced more as industry average and if one CEO screws something, one company doesn’t bring down the performance of whole portfolio?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Any idea if this is only for US residents or can investors be from any geo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> i think for now it’s only for residents in the US or US citizens. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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