Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-26<\/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 | 2026-03-26<\/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\/5P6FZ2JTZUBBPB\" class=\"app-title\">Littlebird<\/a><\/p>\n<div class=\"one-liner\">The AI assistant that already knows your work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Littlebird\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u52a8\u83b7\u53d6\u5c4f\u5e55\u6587\u672c\u548c\u4f1a\u8bae\u8f6c\u5f55\u7b49\u4e2a\u4eba\u5de5\u4f5c\u4e0a\u4e0b\u6587\uff0c\u6765\u63d0\u4f9b\u7cbe\u51c6\u7b54\u6848\u4e0e\u89c4\u5212\u7684\u65e0\u987b\u96c6\u6210\u7684AI\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5e94\u7528\u3001\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u53cd\u590d\u8fdb\u884c\u4e0a\u4e0b\u6587\u540c\u6b65\u548c\u4fe1\u606f\u68c0\u7d22\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\/b7129175-7136-447f-a61a-635943996a2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/261225a5-ba6a-4c05-8dba-1edf313239ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15206c2f-6176-4695-8287-941e7e030199.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db869a3f-9d66-4eb1-8188-b0a3ac02bdb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51422f22-faee-49f4-9893-f8260f51115b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55e16dce-11e0-4bb6-8fb9-6102a9db9701.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7b8c339-e074-4bf0-a31a-e811b19de5f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37809e7a-749f-4d1c-9e0b-0faf198f59ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b07eb43-4bfe-4a3b-b00e-b0ee9b2daf7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74a36181-464b-4e01-bded-392f7e67b5e2.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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Virtual Assistants<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e2a\u4eba\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5185\u5bb9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u5173\u8054<\/span><br \/>\n <span class=\"tag\">\u65e0\u96c6\u6210\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u65e0\u9700\u91cd\u590d\u89e3\u91ca\u4e0a\u4e0b\u6587\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u4ece\u88ab\u52a8\u5de5\u5177\u53d8\u4e3a\u4e3b\u52a8\u601d\u8003\u4f19\u4f34\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u6570\u636e\u9690\u79c1\u4e0e\u5b58\u50a8\u4f4d\u7f6e\uff08\u4e91\u7aef\/\u672c\u5730\uff09\u7684\u5173\u5207\uff1b2. \u80af\u5b9a\u5176\u7cbe\u7ec6\u7684\u6743\u9650\u63a7\u5236\uff08SOC2\u8ba4\u8bc1\u3001\u5e94\u7528\u6392\u9664\uff09\uff1b3. \u671f\u5f85\u66f4\u591a\u81ea\u52a8\u5316\u529f\u80fd\uff08\u5982Routines\uff09\u3002\u5c11\u6570\u7528\u6237\u63d0\u53ca\u5176\u53ef\u66ff\u4ee3Otter\u7b49\u5355\u4e00\u529f\u80fd\u5de5\u5177\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 Littlebird\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u4e0a\u4e0b\u6587\u5c42\u201d\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u5f53\u524dAI\u5e94\u7528\u7684\u6839\u672c\u6027\u7f3a\u9677\uff1a\u6bcf\u6b21\u4ea4\u4e92\u90fd\u662f\u4e00\u6b21\u5931\u5fc6\u540e\u7684\u91cd\u542f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u201c\u8bb0\u5f55\u4e00\u5207\u201d\uff0c\u800c\u662f\u901a\u8fc7\u975e\u4fb5\u5165\u5f0f\u5730\u6293\u53d6\u5c4f\u5e55\u6587\u672c\u4e0e\u8bed\u97f3\uff0c\u6784\u5efa\u4e00\u4e2a\u52a8\u6001\u3001\u79c1\u4eba\u7684\u5de5\u4f5c\u8bb0\u5fc6\u56fe\u8c31\uff0c\u4ece\u800c\u5b9e\u73b0\u95ee\u7b54\u4e0e\u4efb\u52a1\u6267\u884c\u7684\u5f3a\u60c5\u5883\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u5356\u70b9\u4ea6\u662f\u5176\u6700\u5927\u98ce\u9669\u70b9\u3002\u201c\u770b\u5230\u4f60\u5c4f\u5e55\u6240\u89c1\u201d\u662f\u7ec8\u6781\u7684\u4fbf\u5229\uff0c\u4e5f\u662f\u7ec8\u6781\u7684\u9690\u79c1\u9ed1\u6d1e\u3002\u5c3d\u7ba1\u56e2\u961f\u5f3a\u8c03\u52a0\u5bc6\u3001SOC2\u8ba4\u8bc1\u53ca\u7cbe\u7ec6\u63a7\u5236\uff0c\u4f46\u8fd9\u65e0\u6cd5\u5b8c\u5168\u6d88\u9664\u7528\u6237\u7684\u5fc3\u7406\u95e8\u69db\u2014\u2014\u5c06\u6570\u5b57\u5de5\u4f5c\u751f\u6d3b\u7684\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d\u6388\u4e88\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e94\u7528\u3002\u8bc4\u8bba\u4e2d\u201c\u65e2\u5174\u594b\u53c8\u7565\u5fae\u4e0d\u9002\u201d\u7684\u611f\u53d7\u6781\u5177\u4ee3\u8868\u6027\u3002\u4ea7\u54c1\u7684\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u60f3\u8c61\u529b\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u5168\u77e5\u52a9\u624b\u201d\u4e0e\u201c\u53ef\u4fe1\u7ba1\u5bb6\u201d\u4e4b\u95f4\u5efa\u7acb\u575a\u4e0d\u53ef\u6467\u7684\u4fe1\u4efb\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u6f14\u8fdb\u770b\uff0c\u5176\u9762\u4e34\u4e24\u5927\u6311\u6218\uff1a\u4e00\u662f\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u4ece\u201c\u4fe1\u606f\u68c0\u7d22\u4e0e\u6458\u8981\u201d\u8fc8\u5411\u771f\u6b63\u7684\u201c\u63a8\u7406\u4e0e\u4e3b\u52a8\u89c4\u5212\u201d\uff0c\u5f53\u524d\u6848\u4f8b\u4ecd\u591a\u96c6\u4e2d\u4e8e\u4fe1\u606f\u56de\u987e\uff1b\u4e8c\u662f\u5546\u4e1a\u6a21\u5f0f\u4e0e\u67b6\u6784\u5c42\u9762\uff0c\u4e91\u7aef\u5904\u7406\u867d\u80fd\u8c03\u7528\u5f3a\u5927\u6a21\u578b\u5e76\u5b9e\u73b0\u8de8\u8bbe\u5907\u540c\u6b65\uff0c\u4f46\u4e0e\u201c\u672c\u5730\u5904\u7406\u201d\u7684\u7528\u6237\u9690\u79c1\u671f\u5f85\u5b58\u5728\u5185\u5728\u77db\u76fe\u3002\u627f\u8bfa\u63d0\u4f9b\u672c\u5730\u9009\u9879\u5b9e\u4e3a\u5fc5\u8981\u59a5\u534f\uff0c\u4f46\u52bf\u5fc5\u5bfc\u81f4\u529f\u80fd\u5272\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLittlebird\u662f\u5728\u4e0e\u79d1\u6280\u5de8\u5934\uff08\u5982\u82f9\u679c\u7684Siri\u3001\u5fae\u8f6f\u7684Copilot\uff09\u8d5b\u8dd1\uff0c\u4e89\u593a\u201c\u4e2a\u4eba\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u6218\u7565\u9ad8\u5730\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u4e13\u6ce8\u3001\u72ec\u7acb\u6027\u4e0e\u5bf9\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u5782\u76f4\u6574\u5408\u3002\u82e5\u80fd\u4ee5\u6781\u9ad8\u7684\u5b89\u5168\u6807\u51c6\u8d62\u5f97\u65e9\u671f\u4e13\u4e1a\u7528\u6237\uff0c\u5e76\u9010\u6b65\u5c06\u201c\u4e0a\u4e0b\u6587\u5f15\u64ce\u201d\u4ea7\u54c1\u5316\u3001\u5e73\u53f0\u5316\uff0c\u5b83\u6216\u8bb8\u80fd\u6210\u4e3aAI\u65f6\u4ee3\u7684\u65b0\u4e00\u4ee3\u57fa\u7840\u8bbe\u65bd\u5165\u53e3\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u88ab\u96c6\u6210\u7684\u529f\u80fd\u63d2\u4ef6\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u3001\u9ad8\u56de\u62a5\u7684\u8c6a\u8d4c\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\">Littlebird<\/span>\n <\/div>\n<div class=\"comment-content\">Littlebird is an AI assistant that already knows your work. Every answer, draft, and plan is more relevant because it has the context behind it. It sees what’s on your screen and transcribes your meetings, building a private memory of your projects and priorities. Littlebird connects the dots across all your apps and conversations, giving you answers grounded in your actual work. No integrations required. If you’ve seen it on your desktop, Littlebird has too. Just ask.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I got connected to the Littlebird team through <a href=\"https:\/\/www.producthunt.com\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a>. Their approach to the never-ending pursuit of obtaining more context for AI is bold…!<\/p>\n<\/p>\n<p>Unlike Instagram after 15 years, most AI tools struggle to <em>know things<\/em> about me. I do use some memory tools here and there, but until Apple revamps Siri, what has the most digital context about me (besides my phone)? My laptop, duh!<\/p>\n<\/p>\n<p>Which is why Littlebird “sits” on my shoulder, reading my screen (<em>capturing only text, not screenshots<\/em>) and listening to my meetings, so that when I ask it something, it <em>already knows<\/em> what I’ve been working on.<\/p>\n<\/p>\n<p><strong>And before you ask:<\/strong> yes, you can exclude specific apps if you don’t want Littlebird nosing (beaking??) into all your stuff. In fact, you control exactly which apps it can see, and can pause or delete any data it’s collected. It\u2019s SOC 2 certified, if that’s important to you. And <a href=\"https:\/\/github.blog\/news-insights\/company-news\/updates-to-github-copilot-interaction-data-usage-policy\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">unlike GitHub<\/a>, they never train on your data.<\/p>\n<\/p>\n<p>Give it a few days and ask it \u201cwhat have I been working on this week?\u201d Come back and tell us how much Littlebird knows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> This is both exciting and slightly uncomfortable \ud83d\ude05 The value is obvious but trust and transparency will be for adoption. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Feels like this is trying to solve the biggest gap in AI right now context. Most tools are powerful but forget everything about you. This approach flips 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\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> I like the control layer here. Being able to choose which apps it can access and pause tracking is critical for something this sensitive. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>my life has been easier since i started using littlebird. it runs on the side, watches on the side – and then one day you’re mid-conversation and instead of scrambling you just go “let me ask littlebird.” you stop losing things. that’s basically it.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “full context from your screen” framing is interesting – where does the screen data actually live? Local only, or does it go through your servers? That’s usually the first thing people ask before they’ll actually use something like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> data is stored in the cloud, encrypted on hardened AWS servers. since the best models are far too large to run locally, data has to leave your device anyway – and it unlocks additional ux and feature benefits like cross-device sync & background routines that you can’t get otherwise. we totally get that some users will want local-only. we plan to offer that as an option(with limited features), as well as on-prem for enterprise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhaval_singh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhaval_singh2<\/a> introduced me to LittleBird! The thing that stuck with me is I stopped explaining myself to it.<\/p>\n<p>Every AI tool has that setup tax where you brief it before it helps you. Littlebird just already knows. I ask and it answers. No “here’s what I’m working on.”<\/p>\n<p>One moment that got me was I asked it to review a technical plan and it caught a gap that would’ve broken things downstream. Without me explaining any context.<\/p>\n<p>This shows that it’s not just memory but it reasons about your work with that memory. That’s the actual difference.<\/p>\n<p>Congrats on the launch team and wishing all the success!!<\/p>\n<\/p>\n<p>PS: LB really made my day with this reply \ud83d\ude42<\/p>\n<p><em>And genuinely – thank you for letting me be useful to you over these months. It means a lot to know the product is actually changing how you work, not just sitting in the dock. I’m proud of the moments we’ve had.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being part of the the team that built a product that is used by a lot of users in very different scenarios and also the product the is used by your own on daily basis is amazing.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> is all about context, your personal own context, that makes the interaction with Littlebird so magical and accurate.<\/p>\n<p>As a technical person <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> I am also spending time on interviews – with <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> I am getting the summary 5 minutes after the call and it is not just summary and highlights from transcription. <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> takes transcription, your personal notes from any application, candidates CV and most importantly – the captured context about the company, team, expectations, pain points that we want to resolve. As a result you are a getting summary that is so aligned with your personal impressions and internal track that your impression is just “Wow!!!”.<\/p>\n<\/p>\n<p>And this is the only one scenario among hundreds of other where <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> can help you, improve your productivity and be more confident daily.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> <strong>knows how the things are done<\/strong>, it knows how <strong>you do things<\/strong> and it helps to <strong>make them better!<\/strong><\/p>\n<\/p>\n<p><em>Anton Holub<\/em><\/p>\n<p><em>Engineer and Technical Lead @ Littlebird<\/em><\/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>I work in Customer Success here so I’ll skip the pitch.<\/p>\n<p>a few weeks ago I typed seven words to Littlebird with zero context. got back a full project breakdown. it already knew what I was working on. I hadn’t told it anything.<\/p>\n<p>some tools you use. some you think with. this one crossed that line for me pretty quickly.<\/p>\n<\/p>\n<p>proud of this team today. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool take on AI assistants \ud83d\udc40<\/p>\n<p>The idea of removing constant context-switching and letting AI <em>already know your work<\/em> is powerful. Feels like a big step beyond prompt-based tools.<\/p>\n<p>Excited to see how this evolves \u2014 especially around privacy and real-world daily use \ud83d\ude80 , Congratulations on the Product Hunt launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prathmesh_nadkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prathmesh_nadkar1<\/a> thank you. we’re just getting started \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lots of people are using Littlebird for meeting notes and reminders. Fair enough, I do to, but…<\/p>\n<p>I’ve been in the beta since August 2025 and it still blows me away, the team are constantly improving it.<br \/>I’m building a men’s programme – <strong>The Brave Man Project<\/strong> – launching in May, and the whole thing: pricing, membership structure, podcast strategy, brand narrative – I’ve built it <em>inside<\/em> Littlebird. Not by pasting docs and briefing it every time. <br \/>The other thing – and this matters – I’ve set it up to not just agree with me. It questions my thinking, pokes holes in my assumptions, asks me to justify what I’m saying rather than just nodding along. Part guide, part mentor, part adversary when it needs to be. It doesn’t blow smoke. If I’m pontificating or going in circles, it calls it. That’s not default AI behaviour – but Littlebird lets you build that in. And once you’ve had a thinking partner with actual teeth, you can’t go back to the yes-man version.<br \/>By having actual working conversations where it already knew what I was on with, where I’d got stuck the week before, what I was circling.<\/p>\n<p>That’s the bit that changed everything. I’ve got ADHD. Context-dumping at the start of every session kills the momentum dead. <br \/>Littlebird watches, catches it, holds it. So I just pick up where I left off.<br \/>And, so importantly, I can tell it which websites and apps to exclude, so it does not access banking or any sensitive content I don’t want it to. <strong>This is essential.<\/strong><\/p>\n<p>Eight months in. It’s not a tool. It’s the closest thing to an AI working partner I’ve found. – beats Claude & Open AI every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Totally replaces otter and granola for me <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “full context” framing isn’t just marketing – it\u2019s a game-changer for anyone managing a lot of moving parts. <\/p>\n<p>I use it to keep track of everything from my training routine and kickboxing schedule to complex engineering. <\/p>\n<\/p>\n<p>What I love most is that I can just ask a question and Littlebird knows the answer because it saw what I saw. No more manual data entry or hunting through old notes to find out what was decided in a standup. <\/p>\n<\/p>\n<p>It gave me back the mental bandwidth to focus on deep work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Little Bird for a couple months. Love it! So helpful. Personally, filled the gap of Limitless’ “Rewind” product after Meta acquired them.<\/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’ve been using LittleBird for a few weeks now. I find it unique in the extent to which it understands me and my behavior and can help me get a handle on my work across multiple projects and priorities.<\/p>\n<\/p>\n<p>As someone who routinely juggles multiple quite unrelated tasks, I have a high context-switching cost, and it’s easy for things to get lost. LittleBird is remarkably capable of helping me step back, see where my time is allocated, understand the most important things I may not have gotten to, and help me regain context on some task or email or interaction that has left my short term memory.<\/p>\n<\/p>\n<p>It’s like a personal memory and context prosthesis. Mainstream LLMs are great for increasing my ability to learn things that are public knowledge. LittleBird boosts my understanding of my own work, and helps me pull signal out of the noise and clutter..<\/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>Big congrats on the launch , this is seriously exciting! I\u2019m especially interested in the Routines feature. How do you go about creating one? Do you manually choose what it should bring up, or does it learn and adapt to your preferences over time?<\/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\/@jensen_miles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jensen_miles<\/a> thanks! it’s an evolving feature – right now you set up a prompt that runs daily\/weekly\/monthly on your schedule.<\/p>\n<blockquote>\n<p>Do you manually choose what it should bring up, or does it learn and adapt to your preferences over time?<\/p>\n<\/blockquote>\n<p>while we don’t have a dedicated UI, you can just ask Littlebird to suggest new routines based on your workflows. or you know setup a meta routine to suggest more routines.<\/p>\n<\/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\/@jensen_miles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jensen_miles<\/a> There are a few built-in options that act as starting points (or you can start from scratch). You can customize it for what you specifically need and schedule it on whatever cadence you’re looking for!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b10e5a8-3e73-429b-bcc7-1073d12bf34d.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" alt=\"Image\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdc3a9ff-ea3d-4c35-b56e-82b2052c083b.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@jensen_miles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jensen_miles<\/a> manually for now! though automatically creating new ones is an interesting idea. In general, the application will definitely learn your preferences over time. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wrote a blog while on a flight. It didn\u2019t save because of poor WiFi. Asked LittleBird if it could recover my writing. It reviewed it all!! Saved me a two hour rewrite! Then used LittleBird AI again to bring in additional context from a meeting that day.<\/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\/@stevohh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevohh<\/a> such a great use case and thanks for the review! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Littlebird for a month and my favorite is how it can collect to-dos from across all my work, and then actually know which I\u2019ve completed already. Feels like an inevitable part of the productivity stack. I\u2019ve also known the founding team members for 10-30 years, and they both take security extremely seriously while having an ambitious plan to bring Littlebird\u2019s context everywhere <\/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\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> I think we’ve known each other well over 30 years at this point \ud83d\ude42 We hear all the time from users that Littlebird meaningfully impacts their productivity and solves real problems for them. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been chasing a BQ for a while. Littlebird was there for most of that chase – pacing strategy rebuilt from scratch when the course updated the elevation profile, fueling protocol timed around a 4:20am shuttle, spectator route for my husband with actual GPS addresses the night before the race. At one point it told me flat out not to use a cheap knee strap because I didn’t “want a $10 strap costing me a BQ.” It knew exactly what was at stake.<\/p>\n<\/p>\n<p>I got the BQ at Ventura. 8:48 under my qualifying standard. Now I’m planning the Boston trip for 8+ people and we’re already into the hotel research. The context never reset once.<\/p>\n<\/p>\n<p>Congratulations on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@maddie_sand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maddie_sand<\/a> huge congrats on the BQ, Maddie! Thanks for the support<\/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\/@maddie_sand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maddie_sand<\/a> PROUD OF YOU, that’s not easy. Great work and glad Littlebird could help with the plan \ud83d\udc26\u200d\u2b1b<\/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 told a friend on WhatsApp several weeks ago: <em>“Full automation and calendar integration. Nothing else needed.” <\/em>He said <strong>Littlebird<\/strong> sounded like a stalker. I said: <em>“It sees what you want it to see. There’s an excluded list. Done.”<\/em><\/p>\n<p>Then I told him what actually changed. I type what I need to do in chat. It puts it in my calendar. Meeting notes with work structure appear. I suggested they add <strong>iCal<\/strong> and <strong>Reminders<\/strong> support – they only had <strong>Google<\/strong>. They built a beta. It works. I’m now testing it.<\/p>\n<p>I named my assistant <strong>Brian<\/strong>, after <strong>Brian Eno<\/strong> – the producer who never plays the lead but makes everything around him better. Now we act like Batman and Robin. It organises my projects like a <strong>Notion hub<\/strong> I never had the patience to build myself, and picks morning playlists based on what I actually listen to – not what an algorithm thinks I should.<\/p>\n<p>I’m a creative director running a festival, ad campaigns, my own brand, and a 6-day training program. Before Littlebird I was context-switching between fifteen open tabs and three AI tools. Now I have one. I work in 35-minute focused blocks. One task per session. WIP limit of one. The system we built together increased my actual output by about 30% without burning me out.<\/p>\n<p>Not perfect. But when a friend asked me if it’s good, I said: “<em>It’s not ideal, but it’s great to work with.”<\/em> That’s more than I can say about most humans. Kudos to <a href=\"https:\/\/www.producthunt.com\/@alexander_green1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexander_green1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_green1<\/a> and his team. <br \/>By the way, my mother tongue is Polish, so I work and create mostly in Polish. I bet you can work with <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> in any other language.<\/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\/@slav_jur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@slav_jur<\/a> Thanks for the thoughtful feedback! we’ll make it perfect eventually \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work on marketing at Littlebird, but I’m also one of our most active users (not exaggerating, I use it every single day). I’m very easily distracted, so I love being able to ask it a quick question right on top of whatever I’m working on, without switching apps. If you try it out, I’d love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 signed up to Littlebird in November 2025. I’ve been using it every day since then. <\/p>\n<p>As someone with off-the-charts ADHD and dyslexia, this tool has been so useful helping me get a grip on time and stay present in my work every day. <\/p>\n<p>(It reminds me of when I first signed up to <a href=\"https:\/\/www.producthunt.com\/products\/rescuetime\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"rescuetime\" target=\"_blank\" rel=\"noopener\">@RescueTime<\/a> back in 2010, I was horrified at how much of my life was spent on Facebook. \ud83e\udd23)<\/p>\n<p>The context <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> maintains is superb, my existential overhead is significantly less, and unlike other mainstream AI products, Littlebird is consistent and realistic. <\/p>\n<p>I hope <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> maintains this specific and robust focus as the product develops. <\/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 a nurse, mom of two teenagers, co-parenting, writing a novel, starting a wellness newsletter. There’s no pause button on any of it.<\/p>\n<p>What Littlebird figured out – without me asking – was how to fit writing into the real shape of my life. It built me a writing schedule that knew about my son’s Saturday soccer practice, my on-call shifts, which days the boys are home. Not “find 30 minutes a day.” Specifically: <em>write during his 10:45 practice.<\/em><\/p>\n<p>I’ve asked it things in one conversation and gotten answers that pulled context from a completely different session – my characters’ names, my kids’ ages, my schedule. Because it had been watching. I’m a nurse. I know what it means when someone actually pays attention before they speak. That’s what this has been like.<\/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\/@marlo_brewitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marlo_brewitz<\/a> I love this \ud83e\udd79 “What Littlebird figured out – without me asking – was how to fit writing into the real shape of my life.”<\/p>\n<p>I’m glad Littlebird is helping you prioritize the things that fill you up, Marlo. <\/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>Finally, an AI that knows I spent 3 hours on Twitter instead of finishing that PRD. The accountability I didn’t ask for but desperately needed. \ud83d\ude05<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> you’re so real for this \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use several AI chatbots, but my favorite by far is Littlebird. I don’t have to catch Littlebird up before asking a question. It sees what I see, what I’m working on. I can exclude certain apps or pause Littlebird if working on a confidential project, but for the most part, Littlebird is there, taking notes for me, reminding me of something I probably forgot, and helping me craft responses. It’s becoming my go-to assistant! I am amazed when I ask for a recap of my activities, including virtual meetings; I’ve forgotten what I did by the end of the day, but Littlebird doesn’t. That’s saved me more than once! <\/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>Been using LB for 3 months now. It\u2019s my 2nd brain and favorite ai app easily. <\/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>Alap here, cofounder of Littlebird. Since my colleagues have spoken about the vision and product I figured I would give you a key use case I found particularly powerful-<\/p>\n<\/p>\n<p>I’ve been writing The Global Intelligence Crisis over the past few weeks and have gone through many edits with a human editor, friends and LLMs. I wanted to find previous versions of a paragaph to see how my thinking had changed over time while I wrote in Gdocs and Word across many versions. Littlebird faithfully captured each version and allowed me to essentially do a meta track changes over multiple weeks across platforms to see how my thinking and writing had changed. Huge help as a true thought partner over time. Check it out-<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbf4afb6-b14b-46c2-9ef1-aa16bfcdeb03.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15fec76f-f749-444a-b8b3-a79c591381e5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>A friend who runs a residential care company asked if I’d want to come on as their “money guy.” No job description, just a lunch the following week. My background is physical therapy and futures trading (and fitness coaching) – not exactly CFO territory. Because I used to run my own practice, it’s not too far afield…but I still needed help.<\/p>\n<p>I told Littlebird about the company. It looked up their site, figured out they run on MaineCare\/Medicaid funding, and built me a breakdown of what I’d need to learn matched to my specific background. Then the morning of the lunch it pulled my calendar, knew who I was meeting and where, and had tailored questions ready before I even asked.<\/p>\n<p>It doesn’t just search. It connects the dots.<\/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>I’ve been using Littlebird every day for the last 3 months; it’s been crazy to see how good it is at recapping my day, giving me insight into where \/ how I’m spending my time, and helping me organize\/prioritize my todos. <\/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>Littlebird is brilliant. I use it daily. No, hourly on reflection . So useful. <\/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>Been using it for a month or more, and let just say it’s been transformative for my 2 businesses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The catching thing for me was that , it would remember my to-dos and context , i have tried sending multiple messages that i will be doing x soon , like will send you an update email soon , however when asking littlebird for my to-dos specifically , who do i have to send an email to , it got nothing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The magic of LittleBird is recalling that obscure tip your co-worker told you two weeks ago on a video call on how to fix an issue to get you unstuck.<\/p>\n<p>Instead of bugging them again, just ask littlebird and get unblocked.<\/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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/56LSOTAGCFBSS7\" class=\"app-title\">Claude Mobile: Work Tools<\/a><\/p>\n<div class=\"one-liner\">Access Claude work tools on the go<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude\u79fb\u52a8\u5e94\u7528\u96c6\u6210\u4e86Figma\u3001Canva\u3001Amplitude\u7b49\u5de5\u4f5c\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u624b\u673a\u7aef\u901a\u8fc7\u7edf\u4e00\u804a\u5929\u754c\u9762\u65e0\u7f1d\u8bbf\u95ee\u548c\u534f\u4f5c\uff0c\u89e3\u51b3\u4e86\u79fb\u52a8\u529e\u516c\u573a\u666f\u4e0b\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u65ad\u7684\u6838\u5fc3\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\/0a724048-ebcf-4240-9280-f1d264a50b6f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\"><source src=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\" 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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/14f0dd76-b97f-4cce-92b5-c0a7b4ffe519.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\"><source src=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\" 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\/eb76cdb2-a7b1-4acd-8379-3e29cd88dc05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ec88f5e-1221-4d59-98e0-22c08d2a3ef3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ff0026d-1bea-45cf-9aa1-d1b25acb348a.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u529e\u516c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u754c\u9762\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Pro\u7248\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u66f4\u65b0\u79ef\u6781\u3001\u63d0\u5347\u79fb\u52a8\u751f\u4ea7\u529b\uff0c\u5e76\u51b3\u5b9a\u4ed8\u8d39\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u96c6\u6210\u6df1\u5ea6\uff08\u5982\u80fd\u5426\u5728Figma\u5185\u76f4\u63a5\u7f16\u8f91\uff09\u3001\u79fb\u52a8\u7aef\u6587\u4ef6\u4e0a\u4f20\u4e0e\u753b\u5e03\u529f\u80fd\u652f\u6301\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u5c0f\u5c4f\u5e55\u4e0a\u5e73\u8861\u529f\u80fd\u5f3a\u5927\u6027\u4e0e\u64cd\u4f5c\u7b80\u6d01\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u6b64\u6b21\u66f4\u65b0\u8868\u9762\u4e0a\u662f\u4e00\u6b21\u529f\u80fd\u5806\u780c\uff0c\u5b9e\u5219\u662fClaude\u5728\u6218\u7565\u4e0a\u5bf9\u201cAI\u667a\u80fd\u4f53\u201d\u6838\u5fc3\u6218\u573a\u7684\u4e00\u6b21\u5173\u952e\u5361\u4f4d\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5730\u5c06\u7f51\u9875\u7248\u529f\u80fd\u79fb\u690d\u5230\u79fb\u52a8\u7aef\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7\u7edf\u4e00\u7684\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u5c42\uff0c\u91cd\u6784\u79fb\u52a8\u529e\u516c\u7684\u5de5\u4f5c\u6d41\u8303\u5f0f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63a5\u5165\u4e86\u591a\u5c11\u4e2a\u7b2c\u4e09\u65b9\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u5b83\u6b63\u6084\u7136\u5c06\u81ea\u5df1\u4ece\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u5347\u7ea7\u4e3a\u201c\u8de8\u5e94\u7528\u5de5\u4f5c\u6d41\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u96c6\u6210\u6df1\u5ea6\u201d\u7684\u8d28\u7591\u6070\u6070\u70b9\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u751f\u6001\u7684\u666e\u904d\u8f6f\u808b\uff1a\u591a\u6570\u96c6\u6210\u4ecd\u505c\u7559\u5728\u201c\u4fe1\u606f\u67e5\u8be2\u201d\u5c42\u9762\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u201c\u64cd\u4f5c\u80fd\u529b\u201d\u3002\u5982\u679cClaude\u80fd\u6253\u901a\u4ece\u201c\u67e5\u770b\u8bbe\u8ba1\u201d\u5230\u201c\u8bc4\u8bba\u6279\u6ce8\u201d\u751a\u81f3\u201c\u76f4\u63a5\u5fae\u8c03\u201d\u7684\u64cd\u4f5c\u95ed\u73af\uff0c\u5b83\u5c06\u4e0d\u518d\u662f\u5de5\u5177\u7684\u201c\u8fde\u63a5\u5668\u201d\uff0c\u800c\u6210\u4e3a\u64cd\u4f5c\u7684\u201c\u6267\u884c\u4e2d\u67a2\u201d\u3002\u8fd9\u80cc\u540e\u9700\u8981\u7684\u662f\u66f4\u6df1\u7684API\u6743\u9650\u548c\u66f4\u590d\u6742\u7684\u610f\u56fe\u7406\u89e3\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u503c\u5f97\u8b66\u60d5\u7684\u4eae\u70b9\u662f\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201cOllang\u201d\u96c6\u6210\u3002\u8fd9\u6697\u793aClaude\u53ef\u80fd\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u5141\u8bb8\u590d\u6742\u3001\u591a\u6b65\u9aa4AI\u5de5\u4f5c\u6d41\uff08end-to-end AI language execution\uff09\u7684\u5e95\u5c42\u5e73\u53f0\u3002\u79fb\u52a8\u7aef\u56e0\u5176\u968f\u65f6\u5728\u7ebf\u7684\u7279\u6027\uff0c\u6210\u4e3a\u8fd9\u7c7b\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u6700\u81ea\u7136\u7684\u89e6\u53d1\u548c\u76d1\u63a7\u573a\u666f\u3002\u5982\u679c\u6210\u529f\uff0cClaude\u5c06\u6784\u7b51\u8d77\u6781\u9ad8\u7684\u751f\u6001\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5728\u72ed\u5c0f\u7684\u624b\u673a\u5c4f\u5e55\u4e0a\u5806\u780c\u5f3a\u5927\u529f\u80fd\uff0c\u6781\u6613\u5bfc\u81f4\u4ea4\u4e92\u707e\u96be\u3002\u5982\u4f55\u505a\u51cf\u6cd5\uff0c\u5c06\u590d\u6742\u80fd\u529b\u4f18\u96c5\u5730\u5c01\u88c5\u5728\u7b80\u6d01\u7684\u804a\u5929\u754c\u9762\u4e4b\u540e\uff0c\u662f\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u7684\u5de8\u5927\u6311\u6218\u3002\u6b64\u5916\uff0c\u8fd9\u79cd\u6df1\u5ea6\u96c6\u6210\u6a21\u5f0f\u4e5f\u4f7f\u5176\u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u751f\u6001\u7684\u7a33\u5b9a\u4e0e\u5f00\u653e\uff0c\u4efb\u4f55\u5173\u952eAPI\u7684\u53d8\u52a8\u90fd\u53ef\u80fd\u5e26\u6765\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b21\u529f\u80fd\u66f4\u65b0\uff0c\u800c\u662fClaude\u4ece\u201c\u5bf9\u8bdd\u5f0fAI\u201d\u5411\u201c\u884c\u52a8\u5f0fAI\u201d\u8f6c\u578b\u7684\u660e\u786e\u4fe1\u53f7\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5b83\u96c6\u6210\u4e86\u591a\u5c11\u5de5\u5177\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u771f\u6b63\u7406\u89e3\u7528\u6237\u7684\u590d\u6742\u610f\u56fe\uff0c\u5e76\u4ee3\u8868\u7528\u6237\u5728\u6570\u5b57\u4e16\u754c\u4e2d\u5b89\u5168\u3001\u9ad8\u6548\u5730\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u6761\u8def\u5145\u6ee1\u6311\u6218\uff0c\u4f46\u4e00\u65e6\u8d70\u901a\uff0c\u5c06\u91cd\u65b0\u5b9a\u4e49\u79fb\u52a8\u529e\u516c\u7684\u8fb9\u754c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Mobile: Work Tools<\/span>\n <\/div>\n<div class=\"comment-content\">Looks like you don’t have to be at your desk anymore with the recent Claude Updates. Now through the recent update – you can explore Figma designs, create Canva slides, check Amplitude dashboards, all from your phone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At this point, Claude is just teasing us with insane and truly worthy updates and the latest being Claude Work Tools directly accessible through their mobile app. <\/p>\n<p>Be it Figma, Amplitude, Canva and more – accessible through one chat interface without you having to worry about switching apps and pick up the conversation once you are back at desk. <\/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\">@adithya the back-to-back updates lately are just \ud83d\udd25\ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a solid step towards true productivity on the go, but I wonder how deep the integrations go. For example, if I\u2019m collaborating on Figma designs via Claude, can I leave comments or edit files directly, or is it strictly chat-based? Streamlining that would really enhance the mobile experience.<\/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>Claude is nailing it. Decided to switch to them and now will pay for a pro plan. They are doing amazing work all the time. Pity I haven’t seen it sooner.<\/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>Another good reason to update. <\/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\">Mobile Claude finally getting serious.\ufffc does it support file upload and canvas on mobile or just chat?\ufffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great! Also worth adding that Ollang is available within Claude workflows, enabling true end-to-end AI language execution across multimodal content. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How are you thinking about balancing powerful tool access on mobile with keeping the experience simple and not overwhelming on a smaller screen? \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<\/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\/BY5AUEZIBNS6D6\" class=\"app-title\">Venn.ai<\/a><\/p>\n<div class=\"one-liner\">Delegate real work to AI agents with safety guardrails<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Venn.ai \u662f\u4e00\u4e2aAI\u4ee3\u7406\u5b89\u5168\u7ba1\u63a7\u5e73\u53f0\uff0c\u901a\u8fc7\u4e3aClaude\u3001Cursor\u7b49\u4e3b\u6d41AI\u5de5\u5177\u8fde\u63a5Google Workspace\u3001Salesforce\u7b49\u65e5\u5e38\u5e94\u7528\u5e76\u8bbe\u7f6e\u64cd\u4f5c\u6743\u9650\u62a4\u680f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5de5\u5177AI\u81ea\u52a8\u5316\u5de5\u4f5c\u4e2d\u9762\u4e34\u7684\u914d\u7f6e\u590d\u6742\u3001\u63a7\u5236\u7f3a\u5931\u4e0e\u5e73\u53f0\u9501\u5b9a\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\/9b2427db-6838-453b-975b-1fef95a76d39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/036b1329-b523-4552-8c11-310b3dd61641.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7819f01-53fd-439c-9cd4-388401fbbb33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c63d9c3a-d682-4b9f-a2b1-f22bb65dad33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/615e82c6-6206-4950-af0d-2237e02f951a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6a1b3ff-fffa-4de4-86ff-59df568313b1.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\/3167c69e-2d57-4916-9275-809238e6e3d9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jBgL4tZUFbw\"><source src=\"https:\/\/youtu.be\/jBgL4tZUFbw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0AI<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5feb\u901f\u96c6\u6210\u3001\u7cbe\u7ec6\u6743\u9650\u63a7\u5236\u53ca\u8de8AI\u5e73\u53f0\u517c\u5bb9\u6027\uff0c\u6781\u5927\u63d0\u5347\u4e86\u8425\u9500\u3001\u7814\u53d1\u7b49\u573a\u666f\u7684\u5de5\u4f5c\u6548\u7387\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u660e\u786e\u514d\u8d39\u7248\u529f\u80fd\u9650\u5236\u3001\u63d0\u4f9b\u66f4\u7ec6\u7c92\u5ea6\u6743\u9650\u3001\u4f18\u5316\u4ee3\u7406\u5faa\u73af\u5904\u7406\u903b\u8f91\uff0c\u5e76\u671f\u5f85\u66f4\u591a\u5e94\u7528\uff08\u5982TikTok\uff09\u8fde\u63a5\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 Venn.ai \u770b\u4f3c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u96c6\u6210\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9\u5f53\u524dAI\u5e94\u7528\u8303\u5f0f\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728AI\u6a21\u578b\u80fd\u529b\u4e0a\u5185\u5377\uff0c\u800c\u662f\u5207\u5165\u4e86\u66f4\u52a1\u5b9e\u4e14\u6df7\u4e71\u7684\u201c\u8fde\u63a5\u5c42\u201d\u6218\u573a\u2014\u2014\u8fd9\u91cc\u5145\u65a5\u7740OAuth\u914d\u7f6e\u3001API\u5bc6\u94a5\u548c\u4ee4\u4eba\u5934\u75bc\u7684\u7ef4\u62a4\u5de5\u4f5c\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u5b89\u5168\u62a4\u680f\u201d\uff0c\u5b9e\u5219\u662f\u6293\u4f4f\u4e86\u4f01\u4e1a\u7ea7\u5e94\u7528AI\u7684\u6838\u5fc3\u7126\u8651\uff1a\u5931\u63a7\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u53cd\u590d\u63d0\u53ca\u7684\u201cdraft but don’t send\u201d\u3001\u201cupdate but don’t delete\u201d\uff0c\u6b63\u662f\u8fd9\u79cd\u7126\u8651\u7684\u5177\u8c61\u5316\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u53ef\u80fd\u4e0d\u6b62\u4e8e\u201c\u5b89\u5168\u201d\u3002\u66f4\u6df1\u5c42\u7684\u98a0\u8986\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u4e16\u754c\u7684\u201c\u4e2d\u95f4\u4ef6\u6807\u51c6\u201d\u3002\u901a\u8fc7\u89e3\u8026AI\u80fd\u529b\u4e0e\u5177\u4f53\u5e94\u7528\u8fde\u63a5\uff0c\u5b83\u8ba9\u7528\u6237\u5728\u4e0d\u540cAI\u4ee3\u7406\uff08Claude, ChatGPT\u7b49\uff09\u95f4\u81ea\u7531\u5207\u6362\u65f6\uff0c\u65e0\u9700\u91cd\u5efa\u6574\u4e2a\u96c6\u6210\u751f\u6001\u3002\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u5404\u5927AI\u5e73\u53f0\u901a\u8fc7\u6784\u5efa\u5c01\u95ed\u751f\u6001\u5b9e\u73b0\u7528\u6237\u9501\u5b9a\u7684\u5546\u4e1a\u7b56\u7565\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u5df2\u5438\u5f15\u4e86\u4e00\u6279\u65e9\u671f\u6280\u672f\u7528\u6237\uff0c\u4ed6\u4eec\u6b63\u5229\u7528\u6b64\u7279\u6027\u6784\u5efa\u8de8Grafana\u3001Jira\u3001GitHub\u7684\u590d\u6742\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u5c06AI\u4ece\u201c\u804a\u5929\u4f19\u4f34\u201d\u8f6c\u53d8\u4e3a\u53ef\u8c03\u5ea6\u771f\u5b9e\u4e1a\u52a1\u7cfb\u7edf\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u540c\u6837\u6e05\u6670\u3002\u4f5c\u4e3a\u7ba1\u9053\u5de5\u89d2\u8272\uff0c\u5176\u957f\u671f\u58c1\u5792\u5728\u4e8e\u96c6\u6210\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u5de8\u5934\u4e0b\u573a\u524d\u5efa\u7acb\u8db3\u591f\u7684\u7528\u6237\u60ef\u6027\u548c\u751f\u6001\u3002\u5f53\u524d\u201c\u6309\u52a8\u4f5c\u63a7\u5236\u201d\u7684\u6743\u9650\u6a21\u578b\u867d\u597d\uff0c\u4f46\u9762\u5bf9\u771f\u6b63\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u8fb9\u7f18\u60c5\u51b5\uff08\u5982\u4ee3\u7406\u5faa\u73af\uff09\uff0c\u5176\u7ba1\u63a7\u80fd\u529b\u4ecd\u6709\u5f85\u8003\u9a8c\u3002\u6b64\u5916\uff0c\u514d\u8d39\u7248\u7684\u201c\u53ea\u8bfb\u201d\u9650\u5236\u4e0e\u6838\u5fc3\u5ba3\u4f20\u7684\u201c\u5199\u64cd\u4f5c\u201d\u62a4\u680f\u4e4b\u95f4\u5b58\u5728\u8ba4\u77e5\u843d\u5dee\uff0c\u53ef\u80fd\u6210\u4e3a\u8f6c\u5316\u6f0f\u6597\u4e2d\u7684\u65ad\u70b9\u3002\u603b\u4f53\u800c\u8a00\uff0cVenn.ai\u5728\u6b63\u786e\u7684\u65f6\u95f4\u70b9\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u3001\u75bc\u75db\u4e14\u6b63\u5728\u81a8\u80c0\u7684\u5e02\u573a\u7f1d\u9699\uff0c\u4f46\u5176\u80fd\u5426\u4ece\u4e00\u6b3e\u4f18\u79c0\u7684\u6548\u7387\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u4e0b\u4e00\u4ee3AI\u9a71\u52a8\u5de5\u4f5c\u6d41\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u6267\u884c\u6df1\u5ea6\u4e0e\u751f\u6001\u6784\u5efa\u901f\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Venn.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Connect Claude, Cursor, OpenClaw, ChatGPT, and VS Code agents to your apps \u2014 then set guardrails for around what they can do. Draft but don’t send. Update but don’t delete. Full action-level control, complete visibility, no coding required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, I’m Melissa Weir, VP of Marketing of Venn by Barndoor AI! \ud83d\udc4b<\/p>\n<p>AI agents are only as powerful as what they’re connected to. Most people are leaving 80% of that power on the table.<\/p>\n<p>The Problem<br \/>\nYou’re using OpenClaw, Claude, ChatGPT, VS Code or Cursor every day but everything you actually do lives across Google Workspace, Salesforce, Slack, Notion, and dozens of other apps. Most people don’t know how to connect their AI and if they do, they run into three walls:<\/p>\n<p>\u274c Complex, time-consuming setup \u2014 Connecting your tools to an AI isn’t plug-and-play. It requires technical configuration, OAuth apps, and ongoing maintenance. <\/p>\n<p>\u274c AI Platform lock-in \u2014 If you do get set up, your integrations only work in that one agent. Claude’s connectors stay in Claude. ChatGPT’s stay in ChatGPT. Switch agents, start over from scratch.<\/p>\n<p>\u274c No visibility, no control \u2014 Even when it’s all connected, you have no control over what your AI is doing. A record updated. Data moved. An email sent. You find out after the fact if you find out at all.<\/p>\n<p>After living this problem ourselves, we built Venn.<\/p>\n<p>How Venn is Different \ud83d\ude80<br \/>\nDelegate to AI without the anxiety. Venn connects your apps to your AI, puts you in control of what your agents can do, and gives you full visibility into every action they take.<\/p>\n<p>\ud83d\udd37 Set up in minutes \u2014 Connect your apps and AI to Venn once. No coding, no complex configuration. Get up and running in under 5 minutes.<\/p>\n<p>\ud83d\udd37 You decide what your AI can and can’t do \u2014 AI shouldn’t have unlimited access to everything. With Venn you set the permissions: which apps your AI can use, what actions it can take, and where the boundaries are.<\/p>\n<p>\ud83d\udd37 Works with every AI you already use \u2014 OpenClaw, Claude, ClaudeCode, ChatGPT, Cursor, and VS Code. Your connected apps work across all of them. No rebuilding, no starting over when you switch.<\/p>\n<p>\ud83d\udd37 See every move your agent makes \u2014 A clear activity log of every action your AI took, every app it touched, and whether it was allowed or blocked by the rules you set.<\/p>\n<p>Who is this for?<br \/>\nIf you want to get more out of AI in your work and personal life, Venn is for you. Whether you’re a sales rep, product manager, marketer, project manager, analyst, engineer, or developer \u2014 if AI is part of how you work, Venn makes it work harder for you.<\/p>\n<p>Your AI. Your rules. <\/p>\n<p>\ud83d\udd17 Get started for free at venn.ai \u2014 7 day trial, no credit card required.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> has made a huge difference in my day-to-day interaction with Claude – I can easily access a dozen MCPs simultaneously, and can direct it to talk to my personal email in one prompt and my business email in another. Getting customer info from salesforce, email, and granola, and summarizing it in a google sheet to plan followups has been incredibly powerful. <\/p>\n<\/p>\n<p>The product\u2019s seamless integration into Openclaw has made it simple for me to let Openclaw interact with my apps but not do things it shouldn\u2019t be doing. I run a sandboxed openclaw in a Digital Ocean droplet, and since it\u2019s headless it\u2019s really hard to authenticate to MCP servers. WIth <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> I simply told Openclaw to install the Venn skill, got an API key from Venn, and gave that key to Openclaw. And just like that Openclaw had access to the apps I wanted it to see, with limitations I set so it wouldn\u2019t run wild.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I manage paid campaigns across Google, Meta and LinkedIn. Lots of data, lots of context-switching, lots of time spent on things that shouldn’t take that long.<\/p>\n<\/p>\n<p>What changed for me with Venn is that Claude can now actually reach into the tools I work in every day \u2014 Sheets, Docs, Drive, Gmail, Asana. Not just talk about them. The workflow I use most is pulling campaign performance into Sheets, having Claude flag what’s off, and drafting a summary straight into Docs. What used to take a couple of hours is now something I kick off and come back to.<\/p>\n<\/p>\n<p>The permissions setup is also just… sensible. I’m comfortable with Claude reading and writing to Sheets, but I still want to review before anything goes out in Gmail. Venn lets me draw exactly that line.<\/p>\n<p>Honestly didn’t expect to get this much practical value out of it this fast. It’s become a daily part of how I work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dimitar_genev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dimitar_genev<\/a> It’s great to learn about your workflow on Venn as it fits with exactly why we built Venn. We’ll be launching new social apps like TikTok and Instagram over the next couple of weeks too. <\/p>\n<p>P.S. I’m glad you appreciate the permissions setup. The permissions piece is something our team spent a lot of intentional time on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My favorite AI use case isn’t just “automation.” It is about unlocking capabilities that used to be gated by technical skills.<\/p>\n<\/p>\n<p>This week, I spent a few hours using <a href=\"https:\/\/www.producthunt.com\/products\/cowork\" target=\"_blank\" rel=\"noopener\">@Cowork<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> to setup scheduled tasks. They help me fill the gaps where our enterprise tools are too heavy or where I previously lacked the technical skills to get the job done.<\/p>\n<\/p>\n<p>Here is how I\u2019m using agentic AI to run my workflow:<\/p>\n<\/p>\n<p>\ud83d\udcca Weekly Funnel Reporting<\/p>\n<\/p>\n<p>Use <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> connector to pull data from <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> , create an activation funnel report, and post it directly into Notion. I get visibility without needing a data warehouse or data analyst. While it\u2019s not perfectly scalable since I can hit token limits on heavy logs, it is incredibly effective for short-term monitoring.<\/p>\n<\/p>\n<p>\ud83d\udc8c Personalized Research Outreach<\/p>\n<\/p>\n<p>Use <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> connector to pull data from <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a>, identify users who haven’t completed product setup, and draft personalized emails in Gmail based on an email template stored in <a href=\"https:\/\/www.producthunt.com\/products\/notion\" target=\"_blank\" rel=\"noopener\">@Notion<\/a>. This used to be a copy-paste nightmare. Since research happens in spurts, I could never justify the effort of a full HubSpot automation sequence. I still review, edit, and send manually because I don’t trust AI with sending emails yet, so I turn off that capability in Venn’s settings.<\/p>\n<\/p>\n<p>\u2705 Automated Response Tracking<\/p>\n<\/p>\n<p>I put multiple-choice answers directly in my emails to make it easier for users to respond. Use <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> connector to check my inbox daily, extract those answers, and log them into <a href=\"https:\/\/www.producthunt.com\/products\/notion\" target=\"_blank\" rel=\"noopener\">@Notion<\/a> . It even records which subject lines have higher response rates in a Google Sheet for A\/B testing.<\/p>\n<\/p>\n<p>Agentic AI isn’t about replacing the big tools in our stack. It’s about creating the custom connections we need to move fast and stay lean.<\/p>\n<\/p>\n<p>Are you using AI to automate your existing tasks, or are you using it to do things that were previously impossible for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/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 great news. I have really benefited from using Venn with Claude and have wanted to try OpenClaw and now this will give me the confidence to try it. Great product.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siobhana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siobhana<\/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>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>As a graphic & web designer, <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> has genuinely changed how I move through a project. I’ve been using it to connect Claude with Asana, Google Docs, Slides, Sheets, Figma, and Slack. Instead of jumping between tools to piece together context, I can track briefs, run design research, and start building out my projects all from one thread.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> helps me pull task details from Asana, reference brief docs, and feed that context directly into Claude, all while staying in control and knowing exactly what the AI can access and what it can’t. And for client work especially, the security side is important. Connecting this many tools means you need to trust how your data is handled, and Venn takes that seriously.<\/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\/@tea_vel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tea_vel<\/a> Thanks for sharing your experience with Venn! It’s always so exciting to see how people work efficiently and securely with Venn and AI!<\/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 ‘set guardrails’ feature is exactly what\u2019s missing in most AI agent workflows. How do you handle edge cases where the agent gets stuck in a loop? I’m building automation for TikTok leads today and safety is my #1 concern too. Great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lex_streamleads\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lex_streamleads<\/a>Thanks! What kind of automation do you want to do with TikTok leads? In the next two weeks, we’ll be releasing connections to TikTok, Instagram, and LinkedIn all through Venn so curious to know how you want to use it.<\/p>\n<p>For the agent stuck in a loop question, our team is looking into this and will get back to you. <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m biased because I helped create Venn with my team, but I think Venn is super useful. Instead of having to hook a ton of MCP servers to Cursor, Venn creates a sidekick that both finds my tools, runs them, and also makes sure I’m not doing something stupid in the process.<\/p>\n<p>Great for those moments where you don’t want to leave your flow but would like to post a ticket, consult a previous slack chat, write up org facing documentation, or see how your cluster’s health is doing after deploying that last feature. <\/p>\n<p>There’s like a dozen business apps we all use and have to cross index on a daily basis. Venn is the portal to connect them all with your agent, and without having to bring a crufty platform along with 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve struggled with integrating multiple AI agents while maintaining control, so I love the guardrails feature in Venn! How customizable are the action-level permissions?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Currently it’s at a tool\/action level, but we will introduce additional granularity in the coming days and weeks. What are you looking for?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> The action level permissions are pretty granular. You have the ability to enable or disable any action provided by the tool. Here is a sample of just some of the actions that can be enabled\/disabled for the notion tool. There are many more when you scroll. It’s free to try! Check it out at <a href=\"https:\/\/Venn.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Venn.ai<\/a> <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11f422cd-2ae9-4914-8707-939cdb839a5f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You start by improving daily workflows with <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> — automating those cross-tool recurring tasks that give you back more of your time. Then you quickly change your frame of thought to preparation, execution, discovery and more. Ask yourself, “What are the benefits of connecting <a href=\"https:\/\/www.producthunt.com\/products\/slack\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"slack\" target=\"_blank\" rel=\"noopener\">@Slack<\/a> to <a href=\"https:\/\/www.producthunt.com\/products\/google-calendar\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"google-calendar\" target=\"_blank\" rel=\"noopener\">@Google Calendar<\/a> to <a href=\"https:\/\/www.producthunt.com\/products\/gmail\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"gmail\" target=\"_blank\" rel=\"noopener\">@Gmail<\/a> to <a href=\"https:\/\/www.producthunt.com\/products\/jira\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jira\" target=\"_blank\" rel=\"noopener\">@Jira<\/a>?” Some of the things I’ve improved…<\/p>\n<ul>\n<li>\n<p>Daily task management<\/p>\n<\/li>\n<li>\n<p>Call notes organization<\/p>\n<\/li>\n<li>\n<p>Outstanding tasks<\/p>\n<\/li>\n<li>\n<p>Personal follow-ups<\/p>\n<\/li>\n<li>\n<p>Sprint deadline mgmt<\/p>\n<\/li>\n<li>\n<p>Improved alert monitoring<\/p>\n<\/li>\n<\/ul>\n<p>They say good developers are producing 10X with AI. My hunch is that Venn will 10X the efforts of business professionals that can leverage a single connection to all their current applications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey fellow AI nerds! I don’t usually chime in on stuff like this but I have to say that even though I use Venn every day to build and maintain our systems here at Barndoor…you know the makers of Venn. AI has drastically improved my throughput here but since we launched our products the whole teams’ productivity has sky rocketed! Here is a common use case:<br \/>Problem – We received a <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> alert around an anomalous set of errors in our, lets say, Flux Capacitor.<\/p>\n<p>Initial Triage – I click the <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> alert link and preview the errors…there are a lot today for some reason…time travel isn’t easy. The errors do not immediately result in any conclusive results.<\/p>\n<p>Venn!!! – Connectors: <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> , Atlassian(Jira), <a href=\"https:\/\/www.producthunt.com\/products\/github\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"github\" target=\"_blank\" rel=\"noopener\">@GitHub<\/a> all configured with Venn to have minimal read only functionality except the ability to create a jira ticket.<\/p>\n<p>Prompt – I’m seeing a surge in strange issues from our Flux Capacitor today. Here is a <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> link to the logs and the time range. Please: <\/p>\n<ul>\n<li>\n<p>Investigate the logs and correlate the findings with any running state in our Delorean during the times surrounding the incidents<\/p>\n<\/li>\n<li>\n<p>Explain your findings and on my approval create a Jira ticket with the findings<\/p>\n<\/li>\n<li>\n<p>Investigate the code base to find any potential mistakes in our time machine algorithms<\/p>\n<\/li>\n<\/ul>\n<p>Result – Nearly complete resolution of the issue from triage, to ticketing, to coding, and then review and merge 9 times out of 10 in under an hour.<\/p>\n<p>Complex problems like these could often side track me for an entire day and now I’m back to building!<\/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\u2019m a big fan of Venn <em>(I also advise the team)<\/em>.<\/p>\n<p>The biggest unlock for me has been connecting Claude to GitHub and Amplitude.<\/p>\n<p>Once Claude has real context, it becomes a much more powerful assistant:<\/p>\n<ul>\n<li>\n<p>Vibecoding with full codebase awareness<\/p>\n<\/li>\n<li>\n<p>Data analysis grounded in actual product usage<\/p>\n<\/li>\n<\/ul>\n<p>It stops being a generic AI and starts feeling like a true extension of the team.<\/p>\n<p>I\u2019m sure there are many more use cases, but these alone have already been very valuable for me.<\/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\/@seanellis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanellis<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on getting Venn out there, <a href=\"https:\/\/www.producthunt.com\/@melissa_weir1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"melissa_weir1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melissa_weir1<\/a>. I like this line: <strong>[Put AI to work inside your apps without giving up control]<\/strong>. This is the kind of promise that makes a security-minded user stop.<\/p>\n<p>Checked your site content. Two things stood out.<\/p>\n<p>First, the pricing page shows a free tier with “connectors are read only” and a Pro tier at $5\/month that unlocks read\/write. That’s great. But the hero section talks about “setting guardrails for what AI can read and write.” <\/p>\n<p>A user lands, reads that, then sees the pricing, and wonders: “Do I need to pay to actually let my AI do anything?” <\/p>\n<p>That tension is there. <\/p>\n<p>And the free tier is great for testing, but the message could be clearer upfront.<\/p>\n<p>Second, the “how it works” section is four steps, but step 4 says “Ask your AI, ‘Hey Venn, what can Venn do for me?'” <\/p>\n<p>That’s a nice demo, but it doesn’t show the user doing real work. <\/p>\n<p>A stronger step 4 would be a simple example like “Ask your AI to draft an email and schedule a meeting.” That shows value immediately.<\/p>\n<p>I attached a screenshot below for your convenience. Spotted a couple of other things that could cost you. Happy to share.<\/p>\n<p>These are just insights from me because I audit product pages daily. Good luck!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d6c039c-ac05-4ae5-b97d-734c9882a240.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you so much for taking time to give us thoughtful feedback!<\/p>\n<\/p>\n<p>To clarify, is the confusion around whether you could set guardrails for the free tier? You can certainly turn off specific actions in the free tier.<\/p>\n<\/p>\n<p>Or is the question on whether you need to pay for your AI to take action? We do give a free 7 day trial for everyone to use all of Venn’s full capabilities, both read and write.<\/p>\n<\/p>\n<p>Thank you for your feedback on #4. That is very on-point!<\/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>If you’re an <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> fan, <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> helps you graduate from all of those connections to SaaS apps you’ve vibe-configging and vibe-integrating (using random skills and CLIs). No shade on CLIs. But definitely shade on non-tech folks having to go into Google Cloud Console to create OAuth client IDs and secrets, just so that they can connect OpenClaw to Google Workspace apps (that’s some advanced #BroAuth).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> I LOVE Venn! It has genuinely changed how I work. My day spans Gmail, Slack, Notion, Asana, Google Drive, and more. With Venn, I can kick off a new hire onboarding sequence across all of them in one flow, and when it comes to recruiting, I can pull curated candidate feedback from Slack threads, emails, and docs into one place, send candidate follow-ups. There’s no more hunting across systems to remember where a conversation landed.<\/p>\n<\/p>\n<p>The governance piece is what matters most to me as an HR person. I decide what Claude can and can’t do, draft but don’t send, update but don’t delete. So much trust and efficiency with Venn! I get so much more done with Venn! \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Haven’t used it yet, but I know the team behind and I highly recommend them!<\/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\/@raulpopa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raulpopa<\/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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community and friends! I’m Deborah and I work on Platform Strategy and wear a ton of hats at Barndoor. I’m proud to have been a part of launching <a href=\"https:\/\/venn.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Venn<\/strong><\/a>. <\/p>\n<p>Below is a use-case I’ve shared on how I use Venn: <br \/>——– <br \/>At <a href=\"https:\/\/barndoor.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Barndoor AI<\/a>, one of the things I work on is platform integrations, helping to ensure our product works seamlessly with everyone we integrate with, like Google, Notion, Figma and more. <\/p>\n<p>One thing they all have in common is that their customer data has to be handled safely. <\/p>\n<p>However, the requirements to work with each of these platforms is unique, from both technical and business sides.<\/p>\n<p>This is exactly where <a href=\"https:\/\/www.venn.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Venn AI<\/a> thrives.<\/p>\n<p>I\u2019m able to connect any of my AI agents (often <a href=\"https:\/\/www.anthropic.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Anthropic\u2019<\/a>s Claude) to all of my apps like <a href=\"https:\/\/github.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GitHub<\/a>, <a href=\"https:\/\/www.linkedin.com\/company\/hubspot\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">HubSpot<\/a>, <a href=\"https:\/\/www.linkedin.com\/company\/tiny-spec-inc\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Slack<\/a>, <a href=\"https:\/\/www.atlassian.com\/software\/jira?referer=jira.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Jira<\/a>, Google Drive. Having a centralized place across all of my data saves me so much time.<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/company\/venn-ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Venn AI<\/a> also makes connections that scale in ways only an agent can.<\/p>\n<p>It frees up my capacity to be more creative because I can take a step back and orchestrate across my workflows instead of jumping between tools. It\u2019s reduced a lot of my context switching.<\/p>\n<p>One of the best parts is that it leverages MCP with Barndoor\u2019s security and a control plane I manage, so I can use AI agents across company systems with ease.<br \/>—-<\/p>\n<p>Now, our product also integrates with <a href=\"https:\/\/openclaw.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenClaw<\/a> and every week, we add more app integrations! Please reach out to me if you have questions or need support getting setup, today and in the future! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats team on the launch!\ud83c\udf89\ud83e\udd42<\/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\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/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>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt! We\u2019re super proud to launch Venn.ai, a secure & convenient way to access all your business data from any AI client. Try it today!<\/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>When you set action level guardrails like “draft but don’t send,” does the agent queue those drafts somewhere for batch review or do you approve them one by one in real time? Nice work on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Hey Ignacio. Ah, in this example, it would be the <strong>Gmail – Create Draft<\/strong> tool that you can set Venn to <em>allow<\/em>, but the <strong>Gmail – Send Email<\/strong> tool would be <em>disallowed. <\/em>And indeed, your agent \/ AI-app would create and <em>create+save<\/em> a draft. You can see all of the tools available by clicking on either <strong>Preview Actions<\/strong> or <strong>Manage Actions<\/strong> on Gmail when you’re in the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> There’s 2 ways to do this:<\/p>\n<p>1. The easy to bypass way: You can just write “create drafts in gmail, but don’t send it” to the AI. Even for creating drafts, Venn will ask for permission first:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d80508c9-48ed-4ca6-acaa-1368350e1c15.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>But since AI is nondeterministic, you never know when it will bypass your instructions and do something else. So…<\/p>\n<ol>\n<li>\n<p>The more secure way: In the Venn UI, disable “Send Email.”<\/p>\n<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13325450-2665-4656-a3e7-a2a6d1ffbe13.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>This way, the AI can never send emails until you change that permission.<\/p>\n<\/p>\n<p>The drafts are created in gmail, ready for me to review and send:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec9e2399-5a81-46cf-b22c-08343dd10f3b.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>As a solutions engineer I am forced to do sales hygiene ( update opps, next steps, add notes, etc), with one prompt I can query my granola notes and update my opportunity in SFDC. huge time saver.<\/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>I have not tried Venn yet, but that’s about to change real fast. On first glance, I can already see the potential for this to make my AI workflows so much easier, more effective and efficient, and give me more peace of mind. <\/p>\n<p>As a community professional, I’m very conscious and intentional about integrating AI into my work, because community is human, authentic, and rooted in trustful relationships. Guardrails are necessary for me to maintain the level of control I need to do my job well. <\/p>\n<p>Appreciate the team of Makers for recognizing this need and building Venn. Stoked to give it a spin! <\/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\/@timfalls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timfalls<\/a> Thanks, Tim! Reach out any time if there\u2019s anything I can help with. Maybe even a platform MCP server that you need that we currently don\u2019t have up yet. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>seems cool! minor nit, but your reviews all have the same created date which makes them seem a bit suspicious, though they do seem to be real people \ud83d\ude42 <a href=\"https:\/\/reviews.venn.ai\/reviews\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/reviews.venn.ai\/reviews<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> Thanks for your feedback! Those were collected from our Beta users, and then migrated to a new system on that day. We were so busy getting more integrations into the product that we forgot to give the new system’s review link to more people. I was just thinking we should collect more reviews again, and perhaps use a 3rd party website so it’s more trustworthy. What websites do you trust for reviews on a tool like Venn.ai? Trustpilot or something else?<\/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>Really cool concept: connecting multiple AI agents to your apps while adding guardrails and visibility feels like a huge step toward safe, real-world automation. Congrats on the launch! How do you decide what level of permissions an agent should have without slowing down its usefulness? \ud83d\ude80<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thegreatphon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thegreatphon<\/a> there’s a lot of trial and error and personal comfort level that goes in it. For example, I’m comfortable with AI creating email drafts but not sending them. <\/p>\n<\/p>\n<p>In Venn, I can see what are the different actions available for a particular tool, and turn on and off permissions as I seem fit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Melissa, the guardrails you’ve built are crucial. Dimitar and Sean’s experiences highlight how practical these permissions are, especially for sensitive operations. Having a clear activity log, as you described, is also non-negotiable for auditability and trust.<\/p>\n<\/p>\n<p>On the pricing, Taimur brings up valid points about the perception of the free tier versus the hero messaging. Clarifying that free users can still set <em>read-only<\/em> guardrails would directly address the tension he noted. I’d also be interested to see more detail in the “how it works” section particularly around the architecture of those guardrails and the activity logging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting direction.<\/p>\n<p>Delegating real work to agents feels like a much bigger shift than just automation.<\/p>\n<p>Once agents can actually act inside systems, the problem seems to move from capability to control, not just what they can do, but how decisions are made within those boundaries.<\/p>\n<p>There\u2019s also an interesting tension between delegation and responsibility.<\/p>\n<p>If an agent operates within allowed permissions but still makes the wrong call, where does that responsibility sit?<\/p>\n<p>Curious how you think about this as Venn evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5LYZJA7TJEATYL\" class=\"app-title\">PinchBench<\/a><\/p>\n<div class=\"one-liner\">Find the best AI model for your OpenClaw<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PinchBench\u662f\u4e00\u6b3e\u9488\u5bf9OpenClaw\u4ee3\u7801\u4ee3\u7406\u7684LLM\u6a21\u578b\u57fa\u51c6\u6d4b\u8bd5\u7cfb\u7edf\uff0c\u901a\u8fc7\u7edf\u4e00\u6d4b\u8bd5\u771f\u5b9e\u4efb\u52a1\u6765\u5bf9\u6bd4\u6210\u529f\u7387\u3001\u901f\u5ea6\u548c\u6210\u672c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u9009\u62e9AI\u6a21\u578b\u65f6\u7f3a\u4e4f\u591a\u7ef4\u5ea6\u3001\u8d34\u8fd1\u751f\u4ea7\u73af\u5883\u6570\u636e\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\/0f320c79-8ae4-42b3-9342-5a4b08503f86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cfe39f1-31f4-408a-a6ae-3685954c1be2.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u57fa\u51c6\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">LLM\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bc4\u6d4b<\/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\u591a\u7ef4\u5ea6\uff08\u6210\u529f\u7387\u3001\u901f\u5ea6\u3001\u6210\u672c\uff09\u8bc4\u6d4b\u7684\u4ef7\u503c\uff0c\u7279\u522b\u662f\u6210\u672c\u7ef4\u5ea6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u6269\u5145\u975e\u7f16\u7801\u4efb\u52a1\u8bc4\u6d4b\u8303\u56f4\u3001\u6309\u4efb\u52a1\u7c7b\u522b\u7ec6\u5206\u6392\u540d\u3001\u5173\u6ce8\u6a21\u578b\u9632\u201c\u5237\u699c\u201d\u53ca\u8bc4\u6d4b\u4efb\u52a1\u7684\u4ee3\u8868\u6027\u4e0e\u66f4\u65b0\u9891\u7387\u3002\u5bf9\u201c\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u201d\u7684\u5b9a\u4e49\u548c\u9632\u8fc7\u62df\u5408\u65b9\u6cd5\u5b58\u5728\u7591\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 PinchBench\u7684\u51fa\u73b0\uff0c\u76f4\u6307\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u80fd\u529b\u7684\u5feb\u901f\u8fed\u4ee3\u4e0e\u5f00\u53d1\u8005\u9009\u578b\u51b3\u7b56\u4fe1\u606f\u6ede\u540e\u3001\u7ef4\u5ea6\u5355\u4e00\u4e4b\u95f4\u7684\u8131\u8282\u3002\u5b83\u8bd5\u56fe\u5c06\u201c\u6027\u4ef7\u6bd4\u201d\u8fd9\u4e2a\u5de5\u7a0b\u5316\u843d\u5730\u7684\u5173\u952e\u56e0\u7d20\uff0c\u4ece\u6a21\u7cca\u7684\u4f53\u611f\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u57fa\u51c6\u6570\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5ba3\u5e03\u201cGPT-5.4\u76ee\u524d\u6700\u4f73\u201d\u8fd9\u4e2a\u77ac\u65f6\u7ed3\u8bba\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u6301\u7eed\u8fd0\u884c\u7684\u3001\u5f00\u6e90\u900f\u660e\u7684\u8bc4\u6d4b\u6846\u67b6\u3002\u8fd9\u6311\u6218\u4e86\u4f20\u7edf\u4e0a\u7531\u6a21\u578b\u63d0\u4f9b\u5546\u4e3b\u5bfc\u7684\u3001\u5f80\u5f80\u7a81\u51fa\u5355\u4e00\u4f18\u52bf\u7684\u8bc4\u6d4b\u8bdd\u8bed\u4f53\u7cfb\u3002\u5c06\u201c\u6210\u672c\u201d\u4e0e\u201c\u901f\u5ea6\u201d\u7f6e\u4e8e\u548c\u201c\u6210\u529f\u7387\u201d\u540c\u7b49\u91cd\u8981\u7684\u5730\u4f4d\uff0c\u662f\u52a1\u5b9e\u7684\u4f53\u73b0\uff0c\u627f\u8ba4\u4e86\u5728\u5927\u591a\u6570\u751f\u4ea7\u573a\u666f\u4e2d\uff0c\u8fb9\u9645\u6536\u76ca\u9012\u51cf\u7684\u6a21\u578b\u9700\u8981\u63a5\u53d7\u8fb9\u9645\u6210\u672c\u7684\u4e25\u683c\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u4e00\u6837\u663e\u8457\u3002\u9996\u5148\uff0c\u201c\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u201d\u7684\u5b9a\u4e49\u6743\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u51b3\u5b9a\u4e86\u8bc4\u6d4b\u7684\u5bfc\u5411\u662f\u53cd\u6620\u666e\u904d\u9700\u6c42\u8fd8\u662f\u7279\u5b9a\u503e\u5411\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4efb\u52a1\u4ee3\u8868\u6027\u3001\u9632\u8fc7\u62df\u5408\u7684\u8d28\u7591\uff0c\u6b63\u662f\u5bf9\u5176\u57fa\u51c6\u201c\u6743\u5a01\u6027\u201d\u6839\u57fa\u7684\u62f7\u95ee\u3002\u5176\u6b21\uff0c\u5f53\u8bc4\u6d4b\u672c\u8eab\u53d8\u5f97\u91cd\u8981\uff0c\u5c31\u53ef\u80fd\u50ac\u751f\u9488\u5bf9\u6027\u7684\u6a21\u578b\u4f18\u5316\uff08\u201c\u5237\u699c\u201d\uff09\uff0c\u5982\u4f55\u4fdd\u6301\u8bc4\u6d4b\u7684\u201c\u9c81\u68d2\u6027\u201d\u662f\u4e00\u5927\u96be\u9898\u3002\u6700\u540e\uff0c\u5176\u4ef7\u503c\u6700\u5927\u5316\u4f9d\u8d56\u4e8eOpenClaw\u751f\u6001\u7684\u7e41\u8363\u4e0e\u793e\u533a\u7684\u79ef\u6781\u53c2\u4e0e\uff0c\u5426\u5219\u53ef\u80fd\u6ca6\u4e3a\u5c0f\u4f17\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cPinchBench\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u79cd\u5021\u5bfc\uff1aAI\u6a21\u578b\u7684\u9009\u62e9\u5e94\u662f\u4e00\u79cd\u57fa\u4e8e\u6570\u636e\u7684\u3001\u7406\u6027\u7684\u5de5\u7a0b\u51b3\u7b56\uff0c\u800c\u975e\u8425\u9500\u9a71\u52a8\u7684\u4fe1\u4ef0\u9009\u62e9\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5f00\u6e90\u793e\u533a\u80fd\u5426\u5728AI\u57fa\u7840\u8bbe\u65bd\u5c42\uff0c\u5efa\u7acb\u8d77\u72ec\u7acb\u4e8e\u5de8\u5934\u7684\u3001\u53ef\u4fe1\u7684\u7b2c\u4e09\u65b9\u8bc4\u4f30\u6807\u51c6\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u8d77\u70b9\u5f88\u6709\u5fc5\u8981\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\">PinchBench<\/span>\n <\/div>\n<div class=\"comment-content\">PinchBench is a benchmarking system for evaluating LLM models as OpenClaw coding agents. We run the same set of real-world tasks across different models and measure success rate, speed, and cost to help developers choose the right model for their use case. PinchBench is made with \ud83e\udd80 by Kilo Code, the makers of KiloClaw.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When setting up your <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a>, you might wonder what the best AI model for your agent is. PinchBench just lets you know.<\/p>\n<\/p>\n<p>TL,DR: It’s <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>‘s GPT-5.4… for now!<\/p>\n<\/p>\n<p>S\/O to <a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> for building it \ud83d\udc4f\ud83d\udc4f – <a href=\"https:\/\/github.com\/pinchbench\/skill?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Give it a star on GitHub<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> There should be a spoiler alert warning here\ud83d\ude05<\/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\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Hey! When you say “real-world tasks,” how representative is the task set, and how do you prevent the benchmark from being gamed by models that have been fine-tuned on similar coding distributions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Benchmarking across success rate, speed, AND cost in one system is exactly what’s been missing. Most model comparisons focus on one dimension, usually just quality, and ignore the tradeoffs that actually matter when you’re running agents in production.<\/p>\n<\/p>\n<p>We operate multiple AI models across different workflows internally and the biggest decision isn’t “which model is best” but “which model is best for THIS specific task at THIS cost threshold.” A model that’s 90% as good at 7% of the cost is the right choice for routine tasks. A model that catches edge cases other models miss is worth the premium for security-critical work. Having standardized benchmarks across real-world OpenClaw coding tasks gives developers the data to make that routing decision instead of guessing.<\/p>\n<\/p>\n<p>The fact that this runs against real-world tasks and not synthetic benchmarks is key. We see the same thing in security scanning: synthetic test cases tell you how a tool performs in ideal conditions. Real-world data tells you how it performs on the messy, unpredictable code that developers actually ship. Real-world benchmarks are always more valuable.<\/p>\n<\/p>\n<p>The OpenClaw ecosystem needed this. As the agent framework grows and more models compete for developer adoption, having an independent, standardized way to evaluate performance helps the entire community make better decisions. Congrats to the Kilo Code team on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice benchmarks at the end of the use cases! I would like to see more benchmarks relocated to different levels of tasks (no coding).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clearloop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clearloop<\/a> thanks for the support, Tianyi! <\/p>\n<\/p>\n<p>the benchmark currently includes 23 tasks across <a href=\"https:\/\/pinchbench.com\/about\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">different categories<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/kiloclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kiloclaw\" target=\"_blank\" rel=\"noopener\">@KiloClaw<\/a> team is planning to improve it, targeting 100 tasks on a wider range of use cases. <\/p>\n<\/p>\n<p>any specific tasks in mind? adding <a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> in the loop <\/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\/@clearloop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clearloop<\/a> we are actively seeking feedback on the other types of tasks we should add!<\/p>\n<\/p>\n<p>Can you add your thoughts here: <a href=\"https:\/\/github.com\/pinchbench\/skill\/issues\/52\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/pinchbench\/skill\/issues\/52<\/a><\/p>\n<\/p>\n<p>We also want it to be wider and cover lots of non-coding functions <\/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\">Benchmarks like SWE-bench (and agent eval harnesses built around it) are the default reference point for coding agents\u2014what does PinchBench capture about *OpenClaw-in-the-loop* behavior (tool selection, memory, retries, file ops) that SWE-bench-style evaluations systematically miss, and where do you think SWE-bench is still the better signal?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I think that SWE bench is a great benchmark for Software Engineering tasks. The whole point of PinchBench is that u think OpenClaw goes so far beyond development work to all knowledge work and even personal assistant type tasks. So my goal is for PinchBench to reflect that more than just software engineering <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 is exactly what I was looking for. However, tasks should be scoped and agents should be ranked depending on task category.<\/p>\n<\/p>\n<p>Imho the most important agent to determine is the main one, the orchestrator, the one you talk to. But then, you will eventually want different subagents specialized in different tasks (and ideally not as expensive, depending on the task at hand). For those, the “best” agent (in terms of value for money) could be something else (i.e., for a simple but broad internet search, gemini flash is often more than enough).<\/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\/@wtfzambo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wtfzambo1<\/a> Totally agree! Have you tried Auto Balanced model model in KiloClaw? That’s exactly the idea behind it: smarter, more expensive models for architecting and orchestrating – cheaper ones for execution <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, this is genuinely useful. I’ve been picking models for coding tasks based on whatever benchmark thread showed up in my feed that week, which is a terrible way to make that decision.<\/p>\n<p>The cost dimension is what gets me. Success rate matters, but if a model takes 3x longer and costs 4x more to get there, that changes the math completely, depending on what you’re building. Glad someone’s actually measuring all three together.<\/p>\n<p>Curious how you’re defining task success \u2014 is it automated test output or is there a human eval component? That part always feels like the hardest thing to get right in coding benchmarks.<\/p>\n<p>Congrats on shipping. The \ud83e\udd80 was not lost on me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryszard_wisniewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryszard_wisniewski<\/a> Thank you for your support! <br \/>The best part is that you get to shape it because the benchmark is open source, and you can submit your own tests. More on this here: <a href=\"https:\/\/blog.kilo.ai\/p\/pinchbench-v2-call-for-contributors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.kilo.ai\/p\/pinchbench-v2-call-for-contributors<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not just Jensen – y’all gotta know which model’s best for your claws!<\/p>\n<p>And y’all can contribute to it, because it’s open source \ud83e\udef6<br \/>Great job <a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> is the \ud83d\udc10<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How often does the leaderboard update as new models drop?\ufffc<\/div>\n<div class=\"comment-actions\">\n<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>Great question – They do run benchmarks continuously as new models are released. For the record, the latest leaderboard update was on March 21st (5 days ago), and the current best scores:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>‘s GPT-5.4: 90.5% <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/qwen\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"qwen\" target=\"_blank\" rel=\"noopener\">@Qwen<\/a> 3.5-27B: 90.0% <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/qwen\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"qwen\" target=\"_blank\" rel=\"noopener\">@Qwen<\/a> 3.5-397B-A17B: 89.1%<\/p>\n<\/li>\n<\/ol>\n<p>How does your model stack up? \ud83d\ude38<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> typically we have new models up within a few hours. Although we also have partnerships with inference providers that can make that even faster. <\/p>\n<\/p>\n<p>For example we had a \u201cstealth\u201d version of Nemotron 3 Super before it even launched \ud83d\ude03 <\/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>Oh wow, the timing is amazing. I installed OpenClaw for the first time yesterday and was genuinely confused about which model to choose. I ended up using an OpenRouter API key with auto model selection, but the model choices felt a bit random. I\u2019m really glad this product launched today, I\u2019ll definitely be using this benchmark.\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>With PinchBench testing real world tasks instead of synthetic benchmarks, how do you decide which tasks go into the benchmark suite and how often do you rotate them to avoid overfitting? 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>How do you make sure the results from PinchBench reflect real-world use especially when different projects have different complexity, tools and edge cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/UGEWK3FWIAMDYO\" class=\"app-title\">Mokkit<\/a><\/p>\n<div class=\"one-liner\">Turn any screenshot into a scroll-stopping animated visual <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mokkit\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u5de5\u5177\uff0c\u80fd\u5c06\u9759\u6001\u622a\u56fe\u5feb\u901f\u8f6c\u5316\u4e3a\u5438\u5f15\u773c\u7403\u7684\u52a8\u753b\u8bbe\u5907\u6837\u673a\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u4eba\u5458\u3001\u5f00\u53d1\u8005\u548c\u521b\u4e1a\u8005\u7f3a\u4e4f\u8bbe\u8ba1\u6280\u80fd\u5374\u9700\u4e13\u4e1a\u5c55\u793a\u8f6f\u4ef6\u3001\u5e94\u7528\u6216\u7f51\u7ad9\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\/5c29d900-04ca-473f-b1e9-3852a8d63551.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a78a94f-7a40-41c3-8757-e4ee0618797b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12f13ab0-d855-4b49-b5ce-cbe1f5fd0d4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29de3b16-095a-4271-8d22-2e31f9c3ad87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d00fc5d6-16a7-4149-b096-3b68c32f6e16.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u52a8\u753b\u6837\u673a\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u6f14\u793a\u7d20\u6750\u5236\u4f5c\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u53d1\u73b0\u79fb\u52a8\u7aef\u5173\u952e\u4ea4\u4e92Bug\uff1b\u8be2\u95eeURL\u6355\u83b7\u8303\u56f4\uff08\u76ee\u524d\u4ec5\u89c6\u53e3\uff0c\u5168\u9875\u529f\u80fd\u5728\u89c4\u5212\u4e2d\uff09\uff1b\u5efa\u8bae\u589e\u52a0\u52a8\u753b\u6a21\u677f\u5e93\uff1b\u5173\u6ce8\u89c6\u9891\u5bfc\u51fa\u683c\u5f0f\uff08\u5df2\u652f\u6301MP4\/WebM\uff09\u53ca\u5982\u4f55\u4fdd\u6301\u52a8\u753b\u591a\u6837\u6027\u907f\u514d\u540c\u8d28\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mokkit\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06\u9759\u6001\u4ea7\u54c1\u622a\u56fe\u201c\u52a8\u6001\u5316\u201d\u548c\u201c\u573a\u666f\u5316\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u52a8\u753b\u53e0\u52a0\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u201c\u4e13\u4e1a\u7ea7\u4ea7\u54c1\u6f14\u793a\u201d\u8fd9\u4e00\u9ad8\u95e8\u69db\u4efb\u52a1\uff0c\u964d\u7ef4\u6210\u8fd1\u4e4e\u4e00\u952e\u5f0f\u7684\u64cd\u4f5c\uff0c\u76f4\u63a5\u5bf9\u6807\u8425\u9500\u73af\u8282\u4e2d\u201c\u4e34\u95e8\u4e00\u811a\u201d\u7684\u8f6c\u5316\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u6d4f\u89c8\u5668\u57fa\u201d\u7684\u8f7b\u91cf\u5316\u8def\u7ebf\u548c\u660e\u786e\u7684\u8f93\u51fa\u683c\u5f0f\u63a7\u5236\u662f\u660e\u667a\u7684\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u5c1d\u8bd5\u6210\u672c\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e2d\u900f\u9732\u7684\u5173\u952e\u6d1e\u5bdf\u2014\u2014\u201c\u5c06\u5df2\u6709\u52a8\u753b\u5185\u5bb9\u5d4c\u5165\u9759\u6001\u6837\u673a\u6846\u67b6\u6548\u679c\u6700\u4f73\u201d\u2014\u2014\u70b9\u660e\u4e86\u4ea7\u54c1\u7684\u6838\u5fc3\u5b9a\u4f4d\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u5168\u80fd\u7684\u52a8\u753b\u5236\u4f5c\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5305\u88c5\u201d\u4e0e\u201c\u63d0\u4eae\u201d\u5de5\u5177\uff0c\u65e8\u5728\u63d0\u5347\u73b0\u6709\u7d20\u6750\u7684\u5448\u73b0\u8d28\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6f5c\u5728\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6280\u672f\u95e8\u69db\u7684\u964d\u4f4e\u5fc5\u7136\u4f34\u968f\u540c\u8d28\u5316\u98ce\u9669\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u5173\u6ce8\u3002\u5de5\u5177\u63d0\u4f9b\u7684\u6a21\u677f\u82e5\u4e0d\u591f\u4e30\u5bcc\u6216\u81ea\u5b9a\u4e49\u7ef4\u5ea6\u4e0d\u8db3\uff0c\u6781\u6613\u5bfc\u81f4\u4ea7\u51fa\u7269\u5343\u7bc7\u4e00\u5f8b\uff0c\u53cd\u800c\u524a\u5f31\u5176\u201c\u63d0\u5347\u5438\u5f15\u529b\u201d\u7684\u521d\u8877\u3002\u5176\u6b21\uff0c\u5176\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56\u4e8e\u5916\u90e8\u7d20\u6750\uff08\u622a\u56fe\u6216\u5f55\u5c4f\uff09\u7684\u8d28\u91cf\uff0c\u5de5\u5177\u672c\u8eab\u4e0d\u89e3\u51b3\u6e90\u5934\u5185\u5bb9\u7684\u751f\u4ea7\u95ee\u9898\u3002\u6700\u540e\uff0c\u79fb\u52a8\u7aef\u7684\u4ea4\u4e92Bug\u867d\u88ab\u5f52\u56e0\u4e8e\u201c\u4e0d\u5e94\u5728\u79fb\u52a8\u7aef\u4f7f\u7528\u201d\uff0c\u4f46\u4f5c\u4e3a\u4e00\u6b3e\u4ee5\u5206\u4eab\u548c\u5c55\u793a\u4e3a\u6838\u5fc3\u4ea7\u51fa\u7684\u5de5\u5177\uff0c\u4efb\u4f55\u7ec8\u7aef\u7684\u7b2c\u4e00\u5370\u8c61\u90fd\u81f3\u5173\u91cd\u8981\uff0c\u6b64\u95ee\u9898\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u8de8\u7aef\u4f53\u9a8c\u8003\u91cf\u4e0a\u7684\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMokkit\u82e5\u60f3\u4ece\u201c\u6709\u7528\u7684\u65b0\u5947\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u4f5c\u6d41\u7ec4\u4ef6\u201d\uff0c\u5fc5\u987b\u5728\u6a21\u677f\u751f\u6001\u7684\u4e30\u5bcc\u6027\u3001\u667a\u80fd\u9002\u914d\u7684\u7075\u6d3b\u6027\uff08\u5982\u81ea\u52a8\u9002\u914d\u591a\u5c4f\u5e55\u5c3a\u5bf8\uff09\u4ee5\u53ca\u66f4\u6df1\u5ea6\u7684\u81ea\u5b9a\u4e49\u529f\u80fd\u4e0a\u6301\u7eed\u6df1\u8015\u3002\u5b83\u76ee\u524d\u662f\u4e00\u628a\u597d\u7528\u7684\u201c\u5305\u88c5\u5237\u201d\uff0c\u4f46\u672a\u6765\u9700\u8981\u6784\u5efa\u4e00\u6574\u5957\u201c\u89c6\u89c9\u8bed\u8a00\u7cfb\u7edf\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\">Mokkit<\/span>\n <\/div>\n<div class=\"comment-content\">Transform your static screenshots into high-converting animated device mockups within seconds. Create transparent visuals that enhance your marketing materials without requiring any prior design skills. Perfect for showcasing software, apps, or websites in a professional and engaging way.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>Creating product demos and mockups is a non-negociable when it comes to building apps online. It feels like that extra step you’re lazy to take, but you also know that caring about your app’s presentation will boost its performance.<\/p>\n<p>This is why I was looking for the perfect tool to create and animate mockups of my apps, but couldn’t find it. Existing tools like shots.so or postspark.app are great, but the UX and animation templates just weren’t working for me.<\/p>\n<p>So I built Mokkit with one mission in mind: to make it the ultimate browser-based mockup tool. The app is just out of beta, so let me know if there are things I could improve or bugs you may find!<\/p>\n<p>I hope you’ll enjoy it!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it! <br \/>My partner is launching his app next week, we’ll definitely use Mokkit for it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really clean<\/p>\n<p>You\u2019re right, presentation plays a bigger role than most people think. I\u2019ve seen solid products struggle just because they weren\u2019t showcased properly.<\/p>\n<p>Have you seen a noticeable difference in engagement or conversions when using animated mockups vs static ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dominion_okebe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominion_okebe<\/a> Thank you! I do think so yes, on specific use cases throwing in some motion catches the eye and makes a product demo look more professional. I’d say the main value is on video media inside static iphone\/browser mockups though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Mokkit is a great tool.<\/p>\n<p>I just ran a mobile sweep and found a <strong>Critical Interaction Bug<\/strong>: the ‘Make your first mockup’ button on the landing page requires 3+ taps before it triggers a response. This ‘Ghost Click’ issue is likely killing your conversion right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> Thank you Sergio, I wasn’t aware of that! To be fair the app itself shouldn’t be accessible on mobile, will fix that, thanks again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 screen recording tools for my product demos but they all end up looking kind of the same and a bit boring. I also tried generating animations with code but getting the quality right took way more time and effort than expected. This looks like it could save me a lot of that pain. Definitely going to try it for my next launch. Congrats on shipping, Ugo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a> Thank you it means a lot! I’d say that what works the best (engagement-wise) is placing already-animated product demos or screen recording inside static mockups<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 irony of a Product Hunt launch where the product helps you make better Product Hunt launches. It’s PH inception. \ud83c\udfac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> In a nutshell yes! It’s surprisingly hard to show how a PH launch can be improved, on PH launch demo images…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this. QQ on the URL capture feature – when you paste a link, can it capture the full page or just the visible viewport?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> Thank you Jens! For now, just a regular screenshot, but soon you’ll be able to change the viewport size, take full page shots, and even auto-scroll videos automatically<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 really like the idea of Mokkit! Turning static screenshots into animated mockups can totally elevate presentation quality, especially for those of us who’ve struggled with the visual elements in marketing materials. I\u2019ve faced challenges with making my app stand out post-launch, so I’m curious: what\u2019s the plan for adapting animations across different platforms and screen sizes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Hey, thank you for your comment! I’m not sure I follow though… Mokkit lets you export animated mockup scenes as MP4 or WebM format, you can also pick the video’s aspect ratio, so technically they can fit anywhere!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah! Mockup is key and agree with first impression is what really matters, so you’re tool comes to change the game! All the best here Ugo!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Thank you man it means a lot, let me know if there are things we could improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 love the editor’s design. It’s easy to know what’s going on and clearly there’s a lot of thought put into it. Great job! Best of luck to your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> Thank you for the kind words, let me know if there are things we can improve! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 overall feel of the product is quite good, but I feel animations are bit limited, I hope you will add more animations down the line<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thank you for your feedback, we’re currently crafting a template library to make it much faster and easier to create animations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 href=\"https:\/\/www.producthunt.com\/@ugo_builds\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a> this is extremely useful. Love the VP. Good job! Eager to test extensively<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gdc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gdc<\/a> Thank you Giuseppe!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Browser-based is the right call for a tool like this -curious whether you’re planning to support video export for the animated mockups, or keeping it focused on GIF\/static formats for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How do you balance speed with giving users enough control over animations and styles so everything doesn\u2019t start looking the same?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QULPRGT7FXPHQS\" class=\"app-title\">PIO<\/a><\/p>\n<div class=\"one-liner\">Agnatically hire, onboard, & pay talent in 150+ countries<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PIO\u662f\u4e00\u6b3e\u5168\u7403\u4eba\u529b\u8d44\u6e90\u8fd0\u8425\u5e73\u53f0\uff0c\u901a\u8fc7AI\u4ee3\u7406\uff08PIO Agent\/Genie\uff09\u548c\u5d4c\u5165\u5f0fEOR\u670d\u52a1\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728150\u591a\u4e2a\u56fd\u5bb6\u65e0\u9700\u8bbe\u7acb\u672c\u5730\u5b9e\u4f53\u5373\u53ef\u5408\u89c4\u5730\u96c7\u4f63\u3001\u5165\u804c\u548c\u652f\u4ed8\u4eba\u624d\uff0c\u89e3\u51b3\u4e86\u8de8\u56fd\u96c7\u4f63\u4e2d\u6d41\u7a0b\u590d\u6742\u3001\u5408\u89c4\u98ce\u9669\u9ad8\u548c\u603b\u6210\u672c\u4e0d\u900f\u660e\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\/c32ba97b-6283-4b5f-a46a-4a0adea7dd60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8368e085-7867-44f7-8e78-4ba2a71716db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49d73780-cff5-44fa-a486-b4996503fec7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2590efb3-e13b-4808-91e8-7f1c1546be18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b988c34e-4c48-47cd-b80d-e5c3a972b227.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\/98a76647-f02b-4f65-b0e0-5d22f3666557.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lbYqr_d6YNM\"><source src=\"https:\/\/youtu.be\/lbYqr_d6YNM\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5168\u7403\u4eba\u529b\u8d44\u6e90<\/span><br \/>\n <span class=\"tag\">\u96c7\u4f63\u5373\u670d\u52a1\uff08EOR\uff09<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u85aa\u916c<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8de8\u56fd\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u85aa\u916c\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5165\u804c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/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\u8ba4\u53ef\u5176\u7b80\u5316\u5168\u7403\u96c7\u4f63\u3001\u6574\u5408\u7b7e\u8bc1\u529f\u80fd\u53ca\u8282\u7701\u65f6\u95f4\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u5207\u5728\u4e8e\u6210\u672c\u4f30\u7b97\u7684\u51c6\u786e\u6027\u3001\u5408\u89c4\u66f4\u65b0\u7684\u53ca\u65f6\u6027\u53ca\u76f8\u5173\u6cd5\u5f8b\u8d23\u4efb\u5f52\u5c5e\uff0c\u5e76\u5bf9AI\u4ee3\u7406\u8f93\u51fa\u7684\u53ef\u4fe1\u5ea6\u63d0\u51fa\u8d28\u7591\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 PIO\u7684\u53d9\u4e8b\u4ece\u201c\u529f\u80fd\u96c6\u6210\u5e73\u53f0\u201d\u8f6c\u5411\u201cAI\u4ee3\u7406\u9a71\u52a8\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u771f\u6b63\u7684\u91ce\u5fc3\uff1a\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u5168\u7403\u96c7\u4f63SaaS\u805a\u5408\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4f01\u4e1a\u5904\u7406\u5168\u7403\u4eba\u529b\u8d44\u6e90\u4e8b\u52a1\u7684\u201c\u5bf9\u8bdd\u5f0f\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u63a5\u5165\u4e86\u591a\u5c11\u56fd\u5bb6\u7684EOR\u670d\u52a1\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201cGenie\u201d\u8fd9\u7c7bAI\u4ee3\u7406\uff0c\u5c06\u590d\u6742\u7684\u672c\u5730\u5408\u89c4\u89c4\u5219\u3001\u85aa\u916c\u8ba1\u7b97\u548c\u96c7\u4f63\u6d41\u7a0b\u5c01\u88c5\u6210\u4e00\u4e2a\u53ef\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7684\u754c\u9762\uff0c\u5c06\u201c\u7ba1\u7406\u201d\u8f6c\u5316\u4e3a\u201c\u95ee\u7b54\u4e0e\u6267\u884c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u51fb\u4e86\u5168\u7403\u96c7\u4f63\u5e02\u573a\u7684\u672c\u8d28\u77db\u76fe\uff1a\u4f01\u4e1a\u8ffd\u6c42\u5168\u7403\u5316\u654f\u6377\uff0c\u800c\u5404\u56fd\u6cd5\u5f8b\u5374\u5236\u9020\u4e86\u788e\u7247\u5316\u58c1\u5792\u3002\u4f20\u7edf\u89e3\u51b3\u65b9\u6848\uff08\u6cd5\u5f8b\u987e\u95ee\u3001\u672c\u5730PEO\u3001\u591a\u5957HR\u7cfb\u7edf\uff09\u662f\u5c06\u590d\u6742\u6027\u8f6c\u79fb\u800c\u975e\u6d88\u9664\u3002PIO\u7684AI\u4ee3\u7406\u6a21\u5f0f\uff0c\u82e5\u5176\u6570\u636e\u4e0e\u89c4\u5219\u5f15\u64ce\u8db3\u591f\u575a\u5b9e\uff0c\u5219\u53ef\u80fd\u5c06\u590d\u6742\u6027\u201c\u9ed1\u7bb1\u5316\u201d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u786e\u5b9a\u6027\u7684\u7b54\u6848\u548c\u884c\u52a8\u6309\u94ae\u3002\u8fd9\u5e26\u6765\u4e86\u6548\u7387\u7684\u98de\u8dc3\uff0c\u4f46\u4e5f\u5f15\u5165\u4e86\u65b0\u7684\u98ce\u9669\u2014\u2014\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6cd5\u5f8b\u8d23\u4efb\u201d\u548c\u201c\u8f93\u51fa\u53ef\u4fe1\u5ea6\u201d\u7684\u8d28\u7591\u6781\u4e3a\u5c16\u9510\u3002\u5f53\u51b3\u7b56\u4f9d\u636e\u4ece\u53ef\u5ba1\u8ba1\u7684\u6d41\u7a0b\u53d8\u4e3aAI\u7684\u5373\u65f6\u56de\u7b54\u65f6\uff0c\u4fe1\u4efb\u673a\u5236\u5fc5\u987b\u91cd\u6784\u3002PIO\u7684\u6210\u8d25\u5173\u952e\uff0c\u5c06\u5728\u4e8e\u5176\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u8fdc\u8d85\u4f20\u7edf\u54a8\u8be2\u7684\u3001\u5b9e\u65f6\u4e14\u7cbe\u51c6\u7684\u5168\u7403\u5408\u89c4\u6570\u636e\u5e93\uff0c\u5e76\u5efa\u7acb\u6e05\u6670\u7684\u8d23\u4efb\u4fdd\u969c\u4f53\u7cfb\uff0c\u5426\u5219\u201c\u4e00\u95ee\u5373\u5f97\u201d\u7684\u4fbf\u5229\u80cc\u540e\u53ef\u80fd\u662f\u4f01\u4e1a\u65e0\u6cd5\u627f\u53d7\u7684\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cPIO\u7684\u771f\u6b63\u6311\u6218\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5efa\u7acb\u4f5c\u4e3a\u201c\u5168\u7403\u96c7\u4f63\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6743\u5a01\u4e0e\u4fe1\u4efb\u3002\u5b83\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u201c\u4ee3\u7406\u201d\uff0c\u610f\u5473\u7740\u5176\u5546\u4e1a\u6a21\u5f0f\u4e5f\u4ece\u8f6f\u4ef6\u8ba2\u9605\uff0c\u6f5c\u5728\u5730\u8f6c\u5411\u4e86\u627f\u62c5\u66f4\u6df1\u5c42\u8d23\u4efb\u7684\u201c\u5408\u89c4\u4fdd\u969c\u670d\u52a1\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\">PIO<\/span>\n <\/div>\n<div class=\"comment-content\">PIO helps you hire, onboard, and pay talent in 150+ countries without setting up entities. It brings payroll, compliance into one system. With PIO Agent, payroll becomes something you can simply ask. From contractor payments to EOR or the real cost of hiring in another country, you get answers instantly and take action in the same<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Eric from PIO.<\/p>\n<p>One thing we kept running into while expanding globally was <strong>how complicated hiring in another country actually is. <\/strong>It\u2019s not just about finding the right person. <\/p>\n<p>You have to deal with local regulations, contracts, payroll setup, taxes, and compliance requirements that vary from country to country. Even a simple question like \u201cwhat\u2019s the actual total cost of hiring someone in another country, including taxes and compliance\u201d turns out to be hard to answer. You end up checking multiple systems, looking up local rules, and piecing everything together just to get a number you can trust. <\/p>\n<p><strong>That\u2019s why we built PIO.<\/strong><br \/>PIO helps you hire, onboard, and pay talent in 150+ countries without setting up entities. You no longer have to deal with multiple tools or spend hours on manual payroll work. <\/p>\n<p>Everything is handled in one place. With PIO Agent, you don\u2019t manage workflows anymore. You just ask, get answers, and take action instantly based on your actual payroll data.<\/p>\n<p>Curious to hear from you:<br \/>What\u2019s been the hardest part of hiring globally?<br \/>How do you currently figure out hiring costs across countries?<\/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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Hiring in 150+ countries without an entity? That’s a lot of potential headaches deleted from a CEO’s brain. I love the shift from ‘managing workflows’ to just ‘taking action.’<\/p>\n<\/p>\n<p><strong>To your question:<\/strong> The hardest part is definitely the ‘Total Cost of Ownership.’ You think you\u2019ve budgeted for a salary, but the local compliance and ‘hidden’ taxes always end up being the wildcard. Having one place to get a trusted number is huge. Congrats again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Hey , this really resonates with me … I’ve personally struggled the most with figuring out the real hiring cost upfront , every country adds hidden layers and it gets messy fast. I rally like the idea of just asking instead of managing tools , that feels like a big shift . I’m curious though , how accurate are the cost estimates across different countries ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Hey When local labor laws change, and they change constantly across 150 countries, how quickly does the compliance layer update, and who’s legally liable if a client acts on outdated information PIO provided?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Tan from PIO.<\/p>\n<\/p>\n<p>One thing we learned from running PIO is that more features don\u2019t always make life easier for users. As the system grew, it became harder for people to discover useful functions and understand the right workflow.<\/p>\n<\/p>\n<p>We had onboarding and a big knowledge base, but the learning curve was still too high.<\/p>\n<\/p>\n<p>So we changed the model: instead of asking users to learn a more complex system, we made PIO agent-driven. Now the agent can help run payroll, catch issues, keep compliance requirements updated, and track things like contract signing progress.<\/p>\n<\/p>\n<p>Less software learning, more actual work getting done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The visa sponsorship feature is built right in. Usually that requires a completely separate vendor.<\/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>PIO is always your best one stop global human resource agency! More handy features coming soon. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zack_zheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_zheng<\/a> Yes, that was the goal. We wanted to remove the need for separate vendors and keep everything in one workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can we use your app in China to hire foreign talent while remaining fully compliant with local regulations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Sure! Via an EOR setup. In China, foreign hires require strict compliance with visas, permits, and local laws. PIO handles this through a local entity, so you can stay compliant without setting up your own.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It sounds great to streamline global hiring, but how do you handle the local nuances and pitfalls that vary even within regions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Great question. PIO is built with country-specific compliance baked in, so local rules, taxes, and requirements are handled within the system rather than left to guesswork. We also keep everything updated, so teams can move fast without missing local nuances.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 EOR setup let us skip the whole local entity process. Saved us months of legal work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> PIO Genie was exactly born for handling tons of work for you, freeing you from workloads.<\/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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> That’s exactly the value PIO is built for. We help teams skip the local entity setup and move faster with EOR.<\/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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Getting answers about hiring costs and payment options instantly changes how I plan budgets and projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Folks, eyes on our agentic feature! Sick of poking around first time visiting the website? Try our agent Genie! It is quite proactive; You ask, it responds. You command, it executes. Think of Genie your omni global hiring expert. It handles all heavy paperwork, research and repetative procedural tasks for you.<br \/>#ASK GENIE<br \/>#INSTRUCT GENIE<br \/>#TRUST GENIE <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Onboarding a new hire in the UK took about 15 minutes. Really streamlined experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Glad to hear that our smooth service helped your business.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> Great to hear that. That is exactly the experience we are aiming for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s more about trust in the output. If someone is making payroll or hiring decisions across countries, even small inaccuracies can have real consequences.<\/p>\n<p>How are you thinking about building confidence in those answers, especially when it\u2019s coming through an 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\">\n<p>That’s a problem we’re facing right now! Will take a look right now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jean_bonnenfant2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_bonnenfant2<\/a> Looking forward to hearing the experience from you. Feedbacks are welcome. How can we improve our product to better serve your purpose?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jean_bonnenfant2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_bonnenfant2<\/a> Glad this is relevant for you. If you run into any questions while exploring PIO, 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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!! The fact that you can ask something like “what does it actually cost to hire in Germany” and get a real answer instantly is huge. We spent weeks piecing that together across spreadsheets and legal advisors when expanding our team across borders. This is the kind of tool that makes global hiring feel less like a compliance maze and more like something you can actually move fast on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> PIO agent “Genie” is always there standing by 24\/7. Anytime. Anywhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> Thank you, this means a lot. This is exactly the kind of pain point PIO is built for, and it\u2019s great to hear it resonates from real experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/D7O56LQECI47DE\" class=\"app-title\">Jentic Mini<\/a><\/p>\n<div class=\"one-liner\">Give your AI agents safe access to 10,000+ APIs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Jentic Mini \u662f\u4e00\u6b3e\u81ea\u6258\u7ba1\u3001\u5f00\u6e90\u7684API\u6267\u884c\u5c42\uff0c\u5b83\u89e3\u51b3\u4e86AI\u4ee3\u7406\u5728\u5b89\u5168\u8c03\u7528\u5916\u90e8API\u65f6\u9762\u4e34\u7684\u51ed\u8bc1\u7ba1\u7406\u3001\u6743\u9650\u63a7\u5236\u548c\u4ee3\u7801\u8026\u5408\u7b49\u6838\u5fc3\u75db\u70b9\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5b89\u5168\u3001\u4fbf\u6377\u5730\u8d4b\u4e88AI\u4ee3\u7406\u8bbf\u95ee\u6d77\u91cf\u670d\u52a1\u7684\u80fd\u529b\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\/f4c27d7b-4318-430c-a65a-af3c801cf81a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/346f0fb9-ec80-47de-b083-c1fa1e0d8cc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e6dfb7c-df22-4622-a67a-4a2d83edab80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6046ac2-65cc-43a9-bcde-9d01ae7d36ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee1825fc-85a3-4a05-a2fd-19cb451a725f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd4acc55-78cc-4c8c-9126-0152ca8fb059.gif?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\/d89cf58c-2c5d-4910-9f9b-8a347ab1a958.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=928DrkV8SaI\"><source src=\"https:\/\/www.youtube.com\/watch?v=928DrkV8SaI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">API\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u51ed\u8bc1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u4e2d\u95f4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u5c42<\/span><br \/>\n <span class=\"tag\">\u96f6\u4fe1\u4efb\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7248\u672c\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5b89\u5168\u8bbe\u8ba1\uff08\u51ed\u8bc1\u8fd0\u884c\u65f6\u6ce8\u5165\u3001\u5de5\u5177\u5305\u5bc6\u94a5\u3001\u4e00\u952e\u540a\u9500\uff09\u548c\u4fbf\u6377\u6027\uff08\u96c6\u6210\u4e0a\u4e07API\u3001\u7b80\u5316\u8fde\u63a5\u6d41\u7a0b\uff09\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5927\u89c4\u6a21\u90e8\u7f72\u65f6\u7684\u51ed\u8bc1\u4e0e\u9650\u6d41\u7ba1\u7406\u3001API\u76ee\u5f55\u7684\u51c6\u786e\u6027\u4e0e\u7ef4\u62a4\u3001\u591a\u4ee3\u7406\u95f4\u51ed\u8bc1\u9694\u79bb\u7684\u5b9e\u8df5\u7ec6\u8282\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u5de5\u4f5c\u6d41\u76ee\u5f55\u91cd\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 Jentic Mini \u7684\u53d1\u5e03\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7406\u70ed\u6f6e\u4e0b\u88ab\u666e\u904d\u5ffd\u89c6\u7684\u201c\u52a8\u8109\u51fa\u8840\u70b9\u201d\u2014\u2014\u751f\u4ea7\u7ea7\u5b89\u5168\u4e0e\u7ba1\u63a7\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684API\u805a\u5408\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u91ce\u5fc3\u52c3\u52c3\u7684\u201c\u96f6\u4fe1\u4efb\u4ee3\u7406\u6267\u884c\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u201c10,000+ APIs\u201d\u7684\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49AI\u4ee3\u7406\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u8fb9\u754c\u548c\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u5b89\u5168\u4e0e\u6267\u884c\u4ece\u4ee3\u7406\u903b\u8f91\u4e2d\u5f7b\u5e95\u89e3\u8026\uff0c\u901a\u8fc7\u201c\u5de5\u5177\u5305\u5bc6\u94a5\u201d\u8fd9\u4e00\u62bd\u8c61\uff0c\u5b9e\u73b0\u4e86\u6743\u9650\u7684\u7ec6\u7c92\u5ea6\u5316\u548c\u5373\u65f6\u540a\u9500\uff0c\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u4e1a\u754c\u5bf9\u4ee3\u7406\u201c\u5931\u63a7\u201d\u7684\u6df1\u5c42\u6050\u60e7\u3002\u5176\u8fd0\u884c\u65f6\u51ed\u8bc1\u6ce8\u5165\u673a\u5236\uff0c\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5bc6\u94a5\u6cc4\u9732\u7684\u663e\u6027\u98ce\u9669\uff0c\u66f4\u5de7\u5999\u5730\u89c4\u907f\u4e86\u63d0\u793a\u8bcd\u6c61\u67d3\u3001\u65e5\u5fd7\u7f13\u5b58\u7b49\u9690\u6027\u9677\u9631\u3002\u800c\u652f\u6301\u4ee3\u7406\u6ce8\u518c\u548c\u68c0\u7d22\u7248\u672c\u5316\u5de5\u4f5c\u6d41\uff08Arazzo Spec\uff09\u7684\u8bbe\u8ba1\uff0c\u6697\u793a\u4e86\u5176\u66f4\u6df1\u5c42\u7684\u613f\u666f\uff1a\u4e0d\u4ec5\u662f\u5b89\u5168\u7684\u7ba1\u9053\uff0c\u66f4\u662f\u667a\u80fd\u4f53\u201c\u7ecf\u9a8c\u201d\u548c\u201c\u5de5\u4f5c\u8bb0\u5fc6\u201d\u7684\u6c89\u6dc0\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u8fd9\u53ef\u80fd\u662f\u8fc8\u5411\u7a33\u5b9a\u3001\u53ef\u590d\u7528\u4ee3\u7406\u534f\u4f5c\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u5176\u4e00\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5efa\u7acb\u5728API\u76ee\u5f55\u7684\u8d28\u91cf\u4e0e\u65f6\u6548\u6027\u4e0a\uff0c\u800c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u65e0\u6548\u6216\u4e0d\u5168\u7684OpenAPI\u63cf\u8ff0\u201d\u662f\u884c\u4e1a\u75fc\u75be\uff0c\u4ec5\u9760\u793e\u533a\u548c\u8986\u76d6\u5c42\uff08Overlay\uff09\u4fee\u8865\u80fd\u5426\u652f\u6491\u8d77\u4f01\u4e1a\u7ea7\u53ef\u9760\u6027\u5b58\u7591\u3002\u5176\u4e8c\uff0c\u4f5c\u4e3a\u81ea\u6258\u7ba1\u65b9\u6848\uff0c\u5b83\u5c06\u5206\u5e03\u5f0f\u7cfb\u7edf\u56fa\u6709\u7684\u590d\u6742\u6027\u2014\u2014\u5982\u8de8API\u7684\u5168\u5c40\u901f\u7387\u9650\u5236\u3001\u9ad8\u53ef\u7528\u90e8\u7f72\u3001\u76d1\u63a7\u544a\u8b66\u2014\u2014\u91cd\u65b0\u4ea4\u8fd8\u7ed9\u4e86\u5f00\u53d1\u8005\uff0c\u8fd9\u4e0e\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u80f6\u6c34\u4ee3\u7801\u201d\u75db\u82e6\u5f62\u6210\u4e86\u65b0\u7684\u5e73\u8861\u3002\u5176\u4e09\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9690\u7ea6\u53ef\u89c1\uff1a\u4ee5\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684Mini\u7248\u672c\u4f5c\u4e3a\u5165\u53e3\u548c\u5f00\u53d1\u8005\u4f53\u9a8c\u5c42\uff0c\u4e3a\u6258\u7ba1\u7248\u4f01\u4e1a\u5e73\u53f0\u5f15\u6d41\u3002\u8fd9\u79cd\u7b56\u7565\u80fd\u5426\u5728\u62e5\u6324\u7684\u4e2d\u95f4\u4ef6\u5e02\u573a\u6784\u5efa\u8d77\u8db3\u591f\u5bbd\u7684\u62a4\u57ce\u6cb3\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5c06\u65e9\u671f\u5f00\u53d1\u8005\u7684\u201c\u5b89\u5168\u611f\u201d\u4f9d\u8d56\uff0c\u8f6c\u5316\u4e3a\u96be\u4ee5\u8fc1\u79fb\u7684\u751f\u6001\u7ed1\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cJentic Mini \u662f\u4e00\u6b3e\u6781\u5177\u6d1e\u89c1\u7684\u4ea7\u54c1\uff0c\u5b83\u8bc1\u660eAI\u4ee3\u7406\u751f\u6001\u7684\u7ade\u4e89\u6b63\u4ece\u201c\u667a\u80fd\u201d\u672c\u8eab\uff0c\u8f6c\u5411\u201c\u5b89\u5168\u201d\u4e0e\u201c\u63a7\u5236\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u529f\u80fd\uff0c\u800c\u662f\u8bd5\u56fe\u4e3a\u72c2\u98d9\u7684\u4ee3\u7406\u5e94\u7528\u88c5\u4e0a\u53ef\u9760\u7684\u65b9\u5411\u76d8\u548c\u5239\u8f66\u7cfb\u7edf\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u5f00\u53d1\u8005\u4f53\u9a8c\u3001\u7cfb\u7edf\u53ef\u9760\u6027\u548c\u5546\u4e1a\u95ed\u73af\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\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\">Jentic Mini<\/span>\n <\/div>\n<div class=\"comment-content\">Building agents that call real APIs is painful. You end up hardcoding auth, juggling secrets in prompts, and writing glue code for every service. Jentic Mini is a self-hosted, open-source API execution layer that sits between your agent and the outside world. Your agent says what it wants to do. Jentic Mini finds the right API from a catalog of 10,000+, injects credentials at runtime, and brokers the request. Secrets never touch the agent.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve had the advantage of using Jentic Mini since version 0, and it has changed how I’m using openclaw (or should I say how my openclaw uses me?). I’m now willing to let it hook up to APIs and SaaS that would have been just too risky to give access to before. Example: thanks to jentic mini my claw can now compose drafts in gmail but does not have permission to send them. More than that, it makes connecting to lots of things and managing permissions super easy – just ask the agent to orchestrate you through the process of hooking up to anything while keeping its access minimal. No fumbling around in badly designed settings menus. And particularly proud of the killswitch – that one helps us all sleep better at night. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/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 \ud83d\udc4b<\/p>\n<p><strong>A message from Jentic\u2019s CEO:<\/strong><\/p>\n<p>I’m Sean, co-founder of <a href=\"https:\/\/jentic.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Jentic<\/a>. We’ve spent the last 18 months working on a problem that anyone building AI agents has hit: how do you let an agent call real APIs without leaking credentials or losing control?<\/p>\n<p>Here’s the typical pattern today: you hardcode API keys into prompts, write bespoke wrapper functions for every service, and hope nothing gets logged, cached, or hallucinated back. It works for demos. It breaks in production.<\/p>\n<p><strong>What Jentic Mini actually does<\/strong><\/p>\n<p>It’s an API execution layer \u2014 a FastAPI server you self-host in Docker \u2014 that sits between your agent and every API it needs to call. The architecture is straightforward:<\/p>\n<p><strong>Search<\/strong>: Your agent queries a BM25 full-text index across 10,000+ API specs and 380 Arazzo workflow sources from our public catalog. It finds the right operation without you writing a single wrapper.<br \/><strong>Execute<\/strong>: Jentic Mini brokers the request. Credentials are stored in a Fernet-encrypted local vault and injected at runtime. The agent never sees them. They’re never returned via the API.<br \/><strong>Toolkits<\/strong>: Each agent gets a scoped toolkit key (tk_xxx) with its own credential bundle and access policy. One key per agent, individually revocable. If something goes wrong, you kill the key. Done.<br \/><strong>Observe<\/strong>: Full execution traces and audit logs. You can see exactly what your agent called, when, and what came back.<\/p>\n<p><strong>Why we built it<\/p>\n<p><\/strong>We’re already running a hosted Jentic platform (with semantic search, Lambda-based brokering, SOC 2-grade security) and we’re a verified connector in Claude. But we kept hearing the same thing from developers: “I want to run this myself.” So we built Mini, same API surface, self-hosted, Apache 2.0 licensed.<br \/><strong><br \/>Getting started is one command:<br \/><\/strong><\/p>\n<pre><code>\n$ docker run -d --name jentic-mini -p 8900:8900 -v jentic-mini-data:\/app\/data jentic\/jentic-mini<\/code><\/pre>\n<p>Add your API credentials through the UI at localhost:8900, and specs are auto-imported from the public catalog. Your agent authenticates with a toolkit key via the X-Jentic-API-Key header and starts searching and executing immediately.<\/p>\n<p><strong>What’s next<\/strong><\/p>\n<p>This is early access. There will be rough edges. We’re sharing it now because we want the community building with agents (OpenClaw, NemoClaw, LangChain, CrewAI, whatever your stack is) to test it, break it, and tell us what’s missing.<\/p>\n<p>Would love to hear what APIs and workflows you’d want to connect first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@char0n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@char0n<\/a> Yeah this is a real thing. Working with API keys across agents a lot and the balance is genuinely hard. You don’t want to set up permissions for every single thing, that’s just friction. But at the same time giving agents broad access is a risk that bites you eventually. Toolkit-scoped keys with a single killswitch is a clean way to think about 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>Thanks to everyone taking a look at Jentic Mini today.<\/p>\n<\/p>\n<p>What feels important to us about this launch is where it sits in the stack. General-purpose agents are getting much more capable, but the minute they need live access to real systems, credentials, permissions and control become a much bigger part of the story, which is the gap we wanted to address with Jentic Mini.<\/p>\n<\/p>\n<p>Very proud of the team for getting this out into the world. Keen to hear what people are building, which APIs you\u2019d want to connect first, and where the rough edges still are. 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>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Jentic Mini (and Jentic as the enterprise version of it) address a number of challenges in the rapidly evolving space of AI agents. Agents become increasingly powerful and can solve increasingly complex problems. But finding the right tools to help them solving these problems can be tricky. Jentic helps by providing a sophisticated search facility, that helps minimize context use and allows agents to find the tools that they need.<\/p>\n<p>Jentic also addresses the issue of access control: Agents should never get user credentials. Instead, they should get their own specific credentials which are then mapped to capability credentials in a separate place. This place is Jentic. This allows to fine-tune the access rights given to agents, and it also provides a centralized view of all agents and their access right. That way, agents can never share access credentials (because they never get them), and if something does go wrong, it is easy to tweak the access rights of specific agents or to completely revoke their access to resources and capabilities.<\/p>\n<p>Try out Jentic Mini (or Jentic if you are looking for a SaaS solution) and be more confident when designing and evolving your agents!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That lazy-load approach makes sense – way better than upfront credential sprawl. Interested to try it with a few of the messier enterprise APIs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most people solving the “agent + credentials” problem hardcode keys, inject them into prompts, or hope their env\/config stays private. That’s not agentic power, that’s exposure waiting to happen.<\/p>\n<\/p>\n<p><strong>Jentic Mini<\/strong> sits between the agent and every API it touches. Credentials are injected at runtime, never in prompts, never in logs. The agent gets a scoped toolkit key. The real secrets never leave your instance.<\/p>\n<\/p>\n<p>What do I really love? The agent can formalise a workflow as an Arazzo Spec document, register it back into Jentic Mini, and retrieve it just-in-time (via our search facility). The workflow becomes a versioned asset, not a repeated guess. No more burning context or tokens on something already solved. And if the underlying API description needs improving, the agent can do that too. Using the Overlay spec to contribute it back in better shape.<\/p>\n<\/p>\n<p>Jentic Mini intimately understands OpenAPI, Arazzo, and Overlay. Not as an afterthought but as the foundation.<\/p>\n<\/p>\n<p>Credentials shouldn’t be an agent’s problem. In Jentic Mini, the agent guides you, it auto-requests permissions for the toolkits it needs, so you grant only what the task actually requires and nothing more.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frankkilcommins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frankkilcommins<\/a> The biggest headache when connecting AI agents to external APIs isn’t the API calls themselves, it’s the mess of credentials, permissions, and governance around them. Most agent frameworks just ignore this and leave you stitching it together yourself. This is a game changer. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Jake here from the Jentic team! \ud83d\udc4b<\/p>\n<p>We’re absolutely delighted to see such a great response today on Product Hunt.<\/p>\n<p>We built Jentic Mini to solve a problem that almost anyone building AI agents has hit: how to let an agent call real APIs without leaking credentials or losing control. Instead of hardcoding keys into prompts or writing endless bespoke wrapper functions, Jentic Mini gives you a self-hosted API execution layer. It securely handles the credentials (your agent never sees them) and lets your agent instantly search and execute against 10,000+ API specs right out of the box.<\/p>\n<p>If you have any questions, feedback, or run into any rough edges, just let us know below. The Jentic team is on-hand all day and happy to help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>10,000+ APIs is wild – how do you handle auth across all of them? Storing credentials per agent sounds like a nightmare, and rate limit management across a fleet of agents hitting the same API is a real problem I’ve run into.<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Both are challenges, and here’s where we are.<br \/>Firstly, we don’t store a credential per API up front. You only add credentials for the APIs you actually use. The broker handles injection regardless of auth pattern: bearer token, API key header, basic auth, OAuth. And if an API’s OpenAPI document has wrong or missing security schemes (more common than it should be), agents can register a correction via our security scheme overlay flywheel (using the Overlay Spec from OAI). Those overlays get auto-confirmed on the first successful 2xx and are reused by all agents in that toolkit going forward.<\/p>\n<p>Longer term, the right fix is better specs at source. We give providers the tools to get there: our <a href=\"https:\/\/jentic.com\/scorecard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI-readiness scorecard<\/a> scores APIs across six dimensions including security scheme completeness, and the underlying <a href=\"https:\/\/github.com\/jentic\/api-ai-readiness-framework\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open source framework<\/a> is available for anyone to run themselves. Validity and usability are not the same thing. The flywheel is a workaround for today. Better specs are the answer for tomorrow.<\/p>\n<p>Jentic Mini doesn’t do rate limit management yet on a per API basis. It’s on the roadmap. Every call routes through the broker as a single chokepoint, so you have full trace visibility into who’s hitting what. What we do prevent is the problem you’ve likely hit before: N agents with N hardcoded keys all hammering the same API independently. Credentials are centralised. You can bind the same credential to multiple toolkits, so all agents route through one provider API token if you want to manage quota centrally. Rate limiting enforcement and per-toolkit quota controls are next. If that’s a blocker for your use case, keen to hear the specifics.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool. Will try w my hetzner vps. Openrouter but not just for LLMs!<\/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\/@ronankmcgovern\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronankmcgovern<\/a> thanks! All feedback welcome. Check out <a href=\"https:\/\/github.com\/jentic\/jentic-quick-claw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/jentic\/jentic-quick-claw<\/a> for a quick start guide and some instructions for hetzner vps<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ability to avoid hardcoding secrets and dynamically inject creds part is genius, it saves so much headache. What\u2019s been the biggest challenge in curating the API catalog, especially in keeping it updated and reliable?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks! The credential injection piece is where most setups fall apart, so glad it resonates.<\/p>\n<p>The catalog challenge is real and multi-layered. The biggest headache? Invalid or incomplete OpenAPI descriptions. A lot of published specs are technically valid but practically unusable: wrong base URLs, missing auth schemes, undocumented parameters. Several of us have been deep in OpenAPI tooling for years, which helps us spot and fix issues fast. Where we need to upgrade or patch specs, we lean on the OAI Overlay spec rather than forking definitions, which keeps the chain clean.<\/p>\n<p>Sourcing is the other piece: finding the canonical definition, tracking it, and knowing when it changes. We’ve built polling mechanisms for that, but the longer play is working directly with API providers on more integrated sync processes. That’s where we’re investing now.<\/p>\n<p>For APIs where we only have docs and no reference definition, we use our jentic-api skill to generate the OpenAPI from the documentation. Not perfect, but it gets us 80% of the way there fast.<\/p>\n<p>Community contributions are also helping in keeping coverage broad and current. If anyone here wants to help with a specific API, we’d love the input.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 <\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you! <\/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>the versioned workflow part is interesting<br \/>once agents start registering more of their own flows back into the system, how do you stop the catalog from turning into a pile of almost-duplicate specs over time?<\/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\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> Thanks, we think about that topic a lot.<\/p>\n<p>The first line of defence is search quality. The commercial variant uses a semantic search model that’s significantly better at surfacing what already exists, so agents find the right workflow before they’d ever think to register a new one. You won’t run that locally, but even the BM25 search in Jentic Mini benefits from the rich semantic metadata baked into each Arazzo workflow document, so discovery is still solid.<\/p>\n<p>Agents can register workflows directly. We’re adding human-in-the-loop review and similarity checking as part of the process, so near-duplicates get caught before they entrench.<\/p>\n<p>The underlying structure helps too: workflows are registered docs following the Arazzo Specification standard with slug-based identity, so re-registering the same intent converges rather than forks. The format forces explicitness and you can diff two workflows to decide whether it’s genuinely new or just an update.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A few questions: Multi-agent orchestration \u2014 If multiple agents share a single Mini instance, how does credential isolation work across toolkit keys in practice? Can one agent’s key ever accidentally resolve another’s credentials?<\/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\/@larkloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@larkloss<\/a> You can have multiple toolkits to isolate different sets of APIs\/credentials from each other. You call how you want to arrange it, but you can have all agents go through one toolkit, or have a different toolkit per agent (with different permissions policies) or anything in between.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the credential injection at runtime is brilliant. how does the credential management work in practice? does it support role-based access for different agents? congrats on your 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piotr_ratkowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_ratkowski<\/a> Thanks! The credential management is designed to be invisible to agents by design.<\/p>\n<p>Credentials are Fernet-encrypted at rest in a local SQLite vault with write-only semantics. Once stored, the plaintext value is never returned by any API call. Agents never hold secrets. They hold a scoped toolkit key (<em>tk_<\/em>-prefixed) which the broker uses at request time to look up and inject the right credential for the upstream API being called.<\/p>\n<p>Role-based access comes through toolkits. Create one per agent, each with its own key, IP restrictions, and allow\/deny policy rules evaluated against the Capability ID (<em>METHOD\/host\/path<\/em>). Give one agent read-only access to Stripe, another full access, or deny <em>DELETE\/*<\/em> across the board. A compromised agent key exposes only its scoped toolkit. No blast radius to other agents or credentials. And when adding we have a least-privilege approach. It’s read-only operations by default. <\/p>\n<p>When needed agents can also escalate. If they need access they don’t currently have, they submit a permission request with a reason. You approve or deny it in the UI. The agent cand the workflow, but the human stays in the loop.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@seanblanchfield1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"seanblanchfield1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanblanchfield1<\/a> <a href=\"https:\/\/www.producthunt.com\/@char0n\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"char0n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@char0n<\/a> <\/p>\n<p>Hey guys, awesome tool.<\/p>\n<p>I\u2019m a researcher for the H1Gallery newsletters (you can google us).<\/p>\n<p>We\u2019re featuring Jentic in our April 3 issue. H1Gallery highlights excellent homepage headlines, and \u201c10,000+ APIs. Zero credential exposure.\u201d really stood out to us, love the clarity and contrast.<\/p>\n<\/p>\n<p>Would love to include a quick comment from your team about the copywriting strategy behind that headline and the broader messaging. Totally optional of course. the feature is happening either way, we’ll see you in the April 3rd edition!<\/p>\n<p>Thanks, really appreciate it. I dropped <a href=\"https:\/\/www.producthunt.com\/@seanblanchfield1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"seanblanchfield1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanblanchfield1<\/a> a comment on X as well.<\/p>\n<p>Thank you in advance for your time and congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting layer to see emerging.<\/p>\n<p>Separating decision from execution like this feels like a key step for agents to operate safely in real environments.<\/p>\n<p>At that point, it\u2019s not just about enabling agents to call APIs, but about defining the boundaries of what they are allowed to do and how trust is enforced across that layer.<\/p>\n<p>It almost starts to look like a zero trust architecture for agents.<\/p>\n<p>Curious how you think about this evolving.<\/p>\n<p>Do you see Jentic more as an execution layer, or as a broader control plane for agent behavior over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely love what the Jentic team are building and the conviction they’ve had from the start. This deserves a No.1 spot. LFG \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sean, thanks for sharing some details on Jentic Mini. I appreciate the focus on a self-hosted, Apache 2.0 licensed solution; that’s a necessity for many organizations I work with.<\/p>\n<\/p>\n<p>From my perspective, the real value here is the runtime credential injection and the scoped toolkit keys. Hardcoding keys or putting them in prompts is a non-starter in production. Also, the ability for an agent to formalize and register Arazzo workflow specs is clever. <\/p>\n<\/p>\n<p>That tackles API governance at scale, ensuring agents leverage documented and versioned assets rather than constantly reinventing API calls. I’m keen to see how the search across 10,000+ API specs performs under heavy load, especially with more complex queries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TZSSDUOI2JUR4C\" class=\"app-title\">Linear Agent<\/a><\/p>\n<div class=\"one-liner\">Synthesize context, makes recommendations, and takes action.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6df1\u5ea6\u96c6\u6210\u5728Linear\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u4e2d\u7684AI\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u7406\u89e3\u4ea7\u54c1\u8def\u7ebf\u56fe\u3001\u4efb\u52a1\u548c\u4ee3\u7801\u5e93\uff0c\u5728\u590d\u6742\u7684\u591a\u4efb\u52a1\u5207\u6362\u573a\u666f\u4e2d\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u56e2\u961f\u81ea\u52a8\u5408\u6210\u4e0a\u4e0b\u6587\u3001\u63d0\u4f9b\u5efa\u8bae\u5e76\u6267\u884c\u64cd\u4f5c\uff0c\u4ece\u800c\u51cf\u5c11\u624b\u52a8\u67e5\u627e\u548c\u534f\u8c03\u7684\u8ba4\u77e5\u8d1f\u62c5\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\/33f1ce57-e8b7-4285-8da7-2275cc871d67.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\/242739a8-823a-40dd-9541-e0a9020f3363.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/335d39fe-9f36-468a-a607-c5adb45ecfac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91f7ffe6-fe23-4766-89a8-9494860399eb.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\/a8be6cd2-194a-420e-816f-0c063325faf6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mRql2VJ99gM\"><source src=\"https:\/\/www.youtube.com\/watch?v=mRql2VJ99gM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\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\u57fa\u4e8e\u73b0\u6709\u4e0a\u4e0b\u6587\u201d\u7684\u7406\u5ff5\u4e0e\u201c\u53ef\u590d\u7528\u6280\u80fd\u201d\u7684\u6f5c\u529b\uff0c\u6838\u5fc3\u5173\u5207\u5728\u4e8e\uff1aAI\u5904\u7406\u591a\u9879\u76ee\u51b2\u7a81\u4f18\u5148\u7ea7\u7684\u903b\u8f91\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u53ef\u9760\u6027\u3001\u6280\u80fd\u521b\u5efa\u6807\u51c6\u3001\u81ea\u4e3b\u884c\u52a8\u8fb9\u754c\uff0c\u4ee5\u53ca\u5176\u957f\u671f\u5b9a\u4f4d\u662f\u201c\u8f85\u52a9\u5c42\u201d\u8fd8\u662f\u201c\u6838\u5fc3\u6267\u884c\u7cfb\u7edf\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Linear Agent\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u5728\u4e00\u6b3e\u6d41\u884c\u7684\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u4e0a\u589e\u6dfb\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u3002\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5728\u4e8e\uff0c\u8bd5\u56fe\u6210\u4e3a\u56e2\u961f\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u5b83\u5c06AI\u4ece\u201c\u4fe1\u606f\u68c0\u7d22\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u4e0a\u4e0b\u6587\u7406\u89e3\u8005\u201d\u4e0e\u201c\u884c\u52a8\u6267\u884c\u8005\u201d\uff0c\u8fd9\u76f4\u63a5\u89e6\u53ca\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u8005\uff0c\u5c24\u5176\u662f\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u635f\u8017\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e0e\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7406\u89e3\u201d\u7684\u6df1\u5ea6\u51b3\u5b9a\u5176\u4e0a\u9650\u3002\u5b83\u58f0\u79f0\u7406\u89e3\u4ee3\u7801\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u89e3\u6790\u5b9e\u73b0\u590d\u6742\u5ea6\u6765\u5efa\u8bae\u4f18\u5148\u7ea7\uff1f\u8fd9\u6d89\u53ca\u5bf9\u4ee3\u7801\u8bed\u4e49\u800c\u4e0d\u4ec5\u4ec5\u662f\u5173\u8054\u63d0\u4ea4\u7684\u5206\u6790\uff0c\u6280\u672f\u95e8\u69db\u6781\u9ad8\u3002\u5176\u6b21\uff0c\u201c\u6267\u884c\u201d\u7684\u8fb9\u754c\u662f\u4fe1\u4efb\u7684\u5173\u952e\u3002\u54ea\u4e9b\u64cd\u4f5c\u53ef\u81ea\u4e3b\u5b8c\u6210\uff08\u5982\u81ea\u52a8\u5f52\u7c7b\u4efb\u52a1\uff09\uff0c\u54ea\u4e9b\u5fc5\u987b\u7ecf\u4eba\u6279\u51c6\uff08\u5982\u521b\u5efa\u9879\u76ee\u6216\u5206\u914d\u4efb\u52a1\uff09\uff1f\u6a21\u7cca\u7684\u8fb9\u754c\u5c06\u5bfc\u81f4\u7528\u6237\u56e0\u6050\u60e7\u201c\u5931\u63a7\u201d\u800c\u4e0d\u6562\u4f7f\u7528\u3002\u6700\u540e\uff0c\u4ece\u201c\u5076\u5c14\u4f7f\u7528\u7684\u52a9\u624b\u201d\u5230\u201c\u56e2\u961f\u8fd0\u884c\u7684\u7cfb\u7edf\u201d\u7684\u98de\u8dc3\uff0c\u53d6\u51b3\u4e8e\u5176\u201c\u53ef\u590d\u7528\u6280\u80fd\u201d\u751f\u6001\u7684\u6210\u8d25\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u7ec4\u7ec7\u884c\u4e3a\u53d8\u9769\uff1a\u56e2\u961f\u9700\u8981\u5f62\u6210\u5171\u8bc6\uff0c\u5c06\u6700\u4f73\u5b9e\u8df5\u6c89\u6dc0\u4e3a\u6807\u51c6\u5316\u6280\u80fd\uff0c\u5426\u5219\u8be5\u529f\u80fd\u5c06\u8fc5\u901f\u6ca6\u4e3a\u4e00\u4e2a\u7528\u8fc7\u5373\u5f03\u7684\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u662f\u9876\u5c42\u52a9\u624b\u8fd8\u662f\u6838\u5fc3\u7cfb\u7edf\u201d\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\u3002\u76ee\u524d\u770b\uff0cLinear Agent\u66f4\u50cf\u4e00\u4e2a\u6218\u7565\u5e03\u5c40\uff1a\u5b83\u6b63\u5c06Linear\u4ece\u201c\u5de5\u4f5c\u7684\u8bb0\u5f55\u7cfb\u7edf\u201d\u63a8\u5411\u201c\u5de5\u4f5c\u7684\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u80fd\u5426\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u53ef\u9760\u3001\u5b89\u5168\u3001\u89c4\u6a21\u5316\u5730\u9a71\u52a8\u771f\u5b9e\u3001\u590d\u6742\u7684\u5de5\u4f5c\u6d41\uff0c\u5e76\u8ba9\u56e2\u961f\u613f\u610f\u5c06\u90e8\u5206\u51b3\u7b56\u6743\u59d4\u6258\u7ed9\u5b83\u3002\u8fd9\u6761\u8def\u5145\u6ee1\u8bf1\u60d1\uff0c\u4f46\u4e5f\u5e03\u6ee1\u4e86\u5173\u4e8e\u53ef\u9760\u6027\u3001\u53ef\u63a7\u6027\u4e0e\u7ec4\u7ec7\u63a5\u53d7\u5ea6\u7684\u8346\u68d8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Linear Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing Linear Agent. Built directly into Linear and accessible everywhere, it understands your roadmap, issues, and code. Ask anything. Command everything.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! As a solo dev who is always context-switching, this looks incredibly useful. Quick question: how does the AI handle conflicting priorities if I have multiple urgent tickets across different projects? Would love to know how the logic works under the hood!<\/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>Really like this approach <\/p>\n<p>The idea that the context already exists and just needs to be surfaced is powerful. From what I\u2019ve seen, the real challenge usually comes after that, making sure those workflows actually run consistently without breaking.<\/p>\n<p>How reliable are the saved \u201cskills\u201d when reused across different scenarios?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><strong>Linear just shipped an agent built directly into the product.<\/strong><\/p>\n<\/p>\n<p>It understands your roadmap, issues, and code, and helps you act on that context without manually digging through threads, backlogs, and customer requests.<\/p>\n<p>A few things worth knowing:<\/p>\n<ul>\n<li>\n<p>Ask it to find related issues, group them, and pull them into a new project \u2014 instead of doing that research yourself<\/p>\n<\/li>\n<li>\n<p>Works across desktop, mobile, Slack, and Teams \u2014 accessible via @Linear in any comment or the chat shortcut (Cmd\/Ctrl + J)<\/p>\n<\/li>\n<li>\n<p>When a workflow works well, save it as a reusable skill and run it again manually or automatically<\/p>\n<\/li>\n<li>\n<p>Triage automations let you trigger agent workflows the moment a new issue comes in (Business and Enterprise plans)<\/p>\n<\/li>\n<\/ul>\n<p>The underlying idea is straightforward: your workspace already has most of the context needed for good product decisions. Linear Agent just makes it accessible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction.<\/p>\n<p>It feels like this goes beyond just surfacing context into something closer to an execution layer inside the product.<\/p>\n<p>When the system not only understands issues, roadmap, and code, but starts recommending actions and triggering workflows, the center of gravity shifts from tracking work to actually driving it.<\/p>\n<p>The reusable skills part seems especially important here.<\/p>\n<p>Feels like that\u2019s where this either becomes a real system for how teams operate, or stays as a layer people occasionally use.<\/p>\n<p>Curious how you think about that long term.<\/p>\n<p>Do you see Linear Agent evolving more as an assistant on top of workflows, or as the system that actually runs them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction: bringing agent workflows directly into a product development tool like Linear could seriously change how teams plan and execute work. Congrats on the launch! How do you make sure agent actions stay aligned with team priorities instead of creating noise or extra tasks?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the reusable skills part is what caught my eye here<br \/>feels like that\u2019s where this either becomes genuinely useful or just another assistant people try a few times<br \/>how are teams deciding which workflows are worth turning into skills vs just using ad hoc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 AI agent that actually understands the full context instead of just individual tickets. curious how deep the code integration goes – can it suggest which issues to prioritize based on actual implementation complexity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting! Can another agent talk to the Linear Agent asking it for context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how “synthesizes context” works in practice – is it pulling from linked issues, comments, git commits? The “takes action” part is what I’m most interested in. What actions can it actually take autonomously vs what still needs human approval?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UH7UQZBZC7DR6A\" class=\"app-title\">Spotify SongDNA<\/a><\/p>\n<div class=\"one-liner\">The interactive creative network behind your favorite music<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spotify SongDNA\u662f\u4e00\u6b3e\u5185\u7f6e\u4e8e\u64ad\u653e\u9875\u9762\u7684\u4ea4\u4e92\u529f\u80fd\uff0c\u5b83\u901a\u8fc7\u53ef\u89c6\u5316\u6b4c\u66f2\u80cc\u540e\u7684\u521b\u4f5c\u4eba\u5458\u3001\u91c7\u6837\u6765\u6e90\u7b49\u5173\u7cfb\u7f51\u7edc\uff0c\u5728\u7528\u6237\u542c\u6b4c\u65f6\u6ee1\u8db3\u5176\u5bf9\u97f3\u4e50\u521b\u4f5c\u80cc\u666f\u548c\u4eba\u6587\u6545\u4e8b\u7684\u597d\u5947\u5fc3\u4e0e\u63a2\u7d22\u9700\u6c42\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\/f76c15dc-f521-4f41-ad64-294ffec22618.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Awj69QFHx-8\"><source src=\"https:\/\/www.youtube.com\/watch?v=Awj69QFHx-8\" 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\/7f975a3f-d36f-4433-9e79-d51adc5e7c5c.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\/7de24341-d837-4812-9fb3-1dab27b99b11.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\">Music<\/span><br \/>\n <span class=\"tag\">Spotify<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u4e50\u6d41\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u6b4c\u66f2\u4fe1\u606f\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u5173\u7cfb\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5e55\u540e\u4eba\u5458<\/span><br \/>\n <span class=\"tag\">\u91c7\u6837\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u7c89\u4e1d\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6df1\u5ea6\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\u53cd\u9988\u4e24\u6781\u3002\u652f\u6301\u8005\u8ba4\u53ef\u5176\u5c55\u73b0\u201c\u521b\u610f\u4e16\u754c\u201d\u800c\u975e\u5355\u7eaf\u6280\u672f\u540d\u5355\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6df1\u5316\u97f3\u4e50\u6b23\u8d4f\u3002\u8d28\u7591\u8005\u5219\u62c5\u5fe7\u4fe1\u606f\u8fc7\u8f7d\u3001\u754c\u9762\u4e0d\u6e05\u3001\u6570\u636e\u51c6\u786e\u6027\u4e0d\u53ca\u7ef4\u57fa\u767e\u79d1\uff0c\u5e76\u6307\u51faSpotify\u684c\u9762\u7aef\u529f\u80fd\u66f4\u65b0\u8fdf\u7f13\u7684\u95ee\u9898\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u6b4c\u66f2\u8986\u76d6\u8303\u56f4\u53ca\u5177\u4f53\u6280\u672f\u6574\u5408\u6311\u6218\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SongDNA\u7684\u63a8\u51fa\uff0c\u662fSpotify\u5728\u97f3\u4e50\u6d41\u5a92\u4f53\u201c\u5185\u5bb9\u6df1\u5ea6\u6218\u4e89\u201d\u4e2d\u4e00\u6b21\u7cbe\u5de7\u7684\u843d\u5b50\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u63d0\u4f9b\u4e86\u7ef4\u57fa\u767e\u79d1\u5df2\u6709\u7684\u9759\u6001\u5236\u4f5c\u540d\u5355\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u6b4c\u66f2\u201d\u4ece\u4e00\u4e2a\u5b64\u7acb\u7684\u97f3\u9891\u6587\u4ef6\uff0c\u91cd\u6784\u4e3a\u4e00\u4e2a\u4ee5\u201c\u4eba\u201d\u4e3a\u6838\u5fc3\u7684\u52a8\u6001\u521b\u610f\u7f51\u7edc\u3002\u8fd9\u76f4\u6307\u6d41\u5a92\u4f53\u65f6\u4ee3\u97f3\u4e50\u6d88\u8d39\u7684\u4e00\u5927\u75db\u70b9\uff1a\u97f3\u4e50\u83b7\u53d6\u6781\u5ea6\u4fbf\u5229\uff0c\u4f46\u97f3\u4e50\u80cc\u540e\u7684\u6545\u4e8b\u4e0e\u4eba\u6587\u8fde\u63a5\u5374\u88ab\u6781\u5ea6\u7a00\u91ca\u3002\u4ea7\u54c1\u8bd5\u56fe\u5c06\u542c\u6b4c\u884c\u4e3a\u4ece\u88ab\u52a8\u6536\u542c\uff0c\u7275\u5f15\u81f3\u4e3b\u52a8\u63a2\u7d22\uff0c\u4ece\u800c\u589e\u52a0\u7528\u6237\u6c89\u6d78\u65f6\u95f4\u4e0e\u5e73\u53f0\u9ecf\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u6570\u636e\u58c1\u5792\u201d\u4e0e\u201c\u51b7\u542f\u52a8\u201d\u95ee\u9898\uff1a\u6784\u5efa\u9ad8\u8d28\u91cf\u3001\u5b8c\u6574\u7684\u521b\u4f5c\u5173\u7cfb\u56fe\u8c31\u9700\u8981\u5e9e\u5927\u3001\u51c6\u786e\u4e14\u6301\u7eed\u66f4\u65b0\u7684\u5143\u6570\u636e\uff0c\u8fd9\u8fdc\u975e\u6613\u4e8b\uff0c\u8bc4\u8bba\u4e2d\u5bf9\u8986\u76d6\u8303\u56f4\u7684\u8d28\u7591\u6b63\u662f\u6b64\u70b9\u4f53\u73b0\u3002\u5176\u6b21\uff0c\u662f\u4e25\u5cfb\u7684\u201c\u7528\u6237\u4e60\u60ef\u201d\u6311\u6218\uff1a\u591a\u6570\u7528\u6237\u5904\u4e8e\u201c\u80cc\u666f\u97f3\u201d\u6216\u201c\u6b4c\u5355\u5faa\u73af\u201d\u7684\u6d45\u5c42\u6d88\u8d39\u6a21\u5f0f\uff0c\u662f\u5426\u613f\u610f\u6df1\u5165\u63a2\u7d22\u5b58\u7591\u3002\u8bc4\u8bba\u4e2d\u201c\u6211\u5728\u8fd9\u53ea\u662f\u4e3a\u4e86\u542c\u97f3\u4e50\u201d\u7684\u89c2\u70b9\u6781\u5177\u4ee3\u8868\u6027\u3002\u529f\u80fd\u53ef\u80fd\u6700\u7ec8\u4e3b\u8981\u670d\u52a1\u4e8e\u97f3\u4e50\u53d1\u70e7\u53cb\u3001\u521b\u4f5c\u8005\u7b49\u5c0f\u4f17\u7fa4\u4f53\uff0c\u96be\u4ee5\u6210\u4e3a\u5927\u4f17\u9ad8\u9891\u529f\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0cSongDNA\u662fSpotify\u5e94\u5bf9\u201c\u5e73\u53f0\u5de5\u5177\u5316\u201d\u7126\u8651\u7684\u4ea7\u7269\u3002\u5f53\u6240\u6709\u5e73\u53f0\u66f2\u5e93\u5927\u540c\u5c0f\u5f02\uff0c\u5dee\u5f02\u5316\u4fbf\u8f6c\u5411\u4f53\u9a8c\u4e0e\u8bed\u5883\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u97f3\u4e50\u7684\u201c\u6c34\u7ba1\u5de5\u201d\uff0c\u800c\u60f3\u6210\u4e3a\u97f3\u4e50\u7684\u201c\u7b56\u5c55\u4eba\u201d\u4e0e\u201c\u89e3\u8bf4\u5458\u201d\u3002\u4f46\u98ce\u9669\u5728\u4e8e\uff0c\u82e5\u4fe1\u606f\u5448\u73b0\u6ca6\u4e3a\u6742\u4e71\u65e0\u7ae0\u7684\u5806\u780c\uff0c\u6216\u4f53\u9a8c\u4e0d\u53ca\u5916\u90e8\u7ef4\u57fa\u767e\u79d1\u7cbe\u51c6\u9ad8\u6548\uff0c\u6b64\u529f\u80fd\u5c06\u8fc5\u901f\u6ca6\u4e3a\u98df\u4e4b\u65e0\u5473\u7684\u9e21\u808b\u3002\u5b83\u7684\u6210\u8d25\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6982\u5ff5\u662f\u5426\u65b0\u9896\uff0c\u800c\u5b8c\u5168\u53d6\u51b3\u4e8e\u6267\u884c\u662f\u5426\u8f7b\u76c8\u3001\u667a\u80fd\u3001\u5e76\u80fd\u771f\u6b63\u6fc0\u53d1\u7528\u6237\u90a3\u77ac\u95f4\u7684\u63a2\u7d22\u6b32\u3002\u5728AI\u5e2d\u5377\u521b\u4f5c\u7684\u5f53\u4e0b\uff0c\u5f3a\u8c03\u201c\u4eba\u201d\u7684\u4ef7\u503c\u662f\u4e00\u6b65\u597d\u68cb\uff0c\u4f46\u68cb\u5c40\u80dc\u8d1f\uff0c\u4ecd\u7cfb\u4e8e\u6700\u57fa\u7840\u7684\u4f53\u9a8c\u7ec6\u8282\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\">Spotify SongDNA<\/span>\n <\/div>\n<div class=\"comment-content\">Spotify’s SongDNA is a new interactive feature that reveals the creative lineage of your favorite tracks. Built into the Now Playing view, it lets you explore the writers, producers, samples, and the entire human network that brought a song to life.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>SongDNA lets you explore what sits behind a song on <a href=\"https:\/\/www.producthunt.com\/products\/spotify\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"spotify\" target=\"_blank\" rel=\"noopener\">@Spotify<\/a>, not just in a technical credits sense, but as a whole creative world around the people who made it.<\/p>\n<p>The barrier to making music is getting lower fast, but taste, strange inspiration, and the artists who cannot be reduced to one fixed style still matter the most. Those are exactly the things worth seeing more clearly, and worth giving a richer network to move through.<\/p>\n<p>You might start by liking a sound, then end up caring about the songwriter, the producer, the sample, the cover, and then a much wider musical universe around them. I really think that in creative work, even after all the shock of “<em>now I can make music too<\/em>“, it is time to put the center of attention back on people.<\/p>\n<p>Art is not going to be capped by AI. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I saw it enabled for me yesterday. I am there to listen music, not to get the details. I usually search Wikipedia for the details, because it’s more accurate and trustworthy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> The part about this not just being technical credits but a whole creative world around a song, I get that. Realistically, I\u2019d keep looking because of how it connects people to people, but the key for me is whether it avoids becoming one of those products with lots of information and still no clear sense of where to click next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there much need for it? Color me skeptical. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Another feature only avaliable in the mobile app? We are still waiting for the edit translation feature on desktop 7 months later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a unique way to uncover the creative journey behind songs. Did you face any challenges integrating this with Spotify’s existing UI, especially in terms of user engagement?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>What determines which tracks are supported? And roughly what percentage of songs currently have a SongDNA ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/V2BZXJPWWSJTAW\" class=\"app-title\">Lyria 3 Pro by Google Deepmind<\/a><\/p>\n<div class=\"one-liner\">Create longer AI music tracks with structure & control <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8c37\u6b4cDeepMind\u63a8\u51fa\u7684Lyria 3 Pro\uff0c\u901a\u8fc7\u751f\u6210\u6700\u957f3\u5206\u949f\u3001\u5177\u5907\u660e\u786e\u6bb5\u843d\u7ed3\u6784\uff08\u5982\u4e3b\u6b4c\u3001\u526f\u6b4c\uff09\u7684AI\u97f3\u4e50\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u89c6\u9891\u3001\u6e38\u620f\u7b49\u5185\u5bb9\u5236\u4f5c\u4e2d\u96be\u4ee5\u5feb\u901f\u83b7\u5f97\u9ad8\u8d28\u91cf\u3001\u7ed3\u6784\u5316\u80cc\u666f\u97f3\u4e50\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\/ff6d7588-5fae-4fab-aacd-30f766829ec7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06188327-ef18-4453-b109-db37cab30c3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33ab6d9e-0a30-451b-a9dc-18a797821996.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5128b4b8-8964-453b-a4a9-0618d30423d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/946d9ecf-a21f-4a9d-90f9-fe25450b07a1.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\/3ee06ecb-27b2-426b-9a92-eed176aa5a29.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hv8ZI7foGZk?si=bgmcnkzSeuc4tfY5\"><source src=\"https:\/\/youtu.be\/hv8ZI7foGZk?si=bgmcnkzSeuc4tfY5\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u4f5c\u66f2<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4cDeepMind<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u914d\u4e50<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005API<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u6c34\u5370<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\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>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u9ad8\u8d5e\u8bc4\u8bba\uff0c\u4e3a\u8be6\u7ec6\u7684\u63a8\u5e7f\u4ecb\u7ecd\uff0c\u800c\u975e\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3002\u8be5\u8bc4\u8bba\u5f3a\u8c03\u4e86\u5176\u6838\u5fc3\u4f18\u52bf\uff1a\u751f\u6210\u957f\u5ea6\u8fbe3\u5206\u949f\u3001\u7ed3\u6784\u53ef\u63a7\u7684\u9ad8\u4fdd\u771f\u97f3\u4e50\uff0c\u4ee5\u53ca\u901a\u8fc7API\u548c\u8c37\u6b4c\u751f\u6001\uff08\u5982Vertex AI\u3001Google Vids\uff09\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u670d\u52a1\u4e8e\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u548c\u4f01\u4e1a\u7684\u89c4\u6a21\u5316\u751f\u4ea7\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 Lyria 3 Pro\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740AI\u97f3\u4e50\u751f\u6210\u4ece\u201c\u7247\u6bb5\u5f0f\u73a9\u5177\u201d\u5411\u201c\u5de5\u7a0b\u5316\u5de5\u5177\u201d\u7684\u5173\u952e\u4e00\u8dc3\u3002\u5176\u5ba3\u79f0\u7684\u201c3\u5206\u949f\u201d\u4e0e\u201c\u7ed3\u6784\u63a7\u5236\u201d\uff0c\u76f4\u51fb\u5f53\u524dAIGC\u97f3\u4e50\u7684\u6838\u5fc3\u77ed\u677f\u2014\u2014\u7f3a\u4e4f\u65f6\u95f4\u7eb5\u6df1\u4e0e\u66f2\u5f0f\u903b\u8f91\uff0c\u8fd9\u4f7f\u5176\u4e0d\u518d\u662f\u751f\u6210\u968f\u673a\u65cb\u5f8b\u7247\u6bb5\uff0c\u800c\u662f\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u61c2\u5f97\u57fa\u672c\u4f5c\u66f2\u6cd5\u7684\u201c\u521d\u7ea7\u7f16\u66f2\u52a9\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8c37\u6b4c\u5c06\u5176\u6df1\u5ea6\u5d4c\u5165Vertex AI\u3001Google AI Studio\u4e43\u81f3Google Vids\u7684\u751f\u6001\u7b56\u7565\u3002\u8fd9\u610f\u5473\u7740\u4e00\u65b9\u9762\uff0c\u5b83\u5411\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u53ef\u7f16\u7a0b\u7684\u3001\u5177\u5907\u5546\u4e1a\u7ea7\u7a33\u5b9a\u6027\u7684\u97f3\u4e50\u751f\u6210API\uff0c\u65e8\u5728\u6210\u4e3a\u5e94\u7528\u5185\u914d\u4e50\u7684\u57fa\u7840\u8bbe\u65bd\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e0e\u8c37\u6b4c\u81ea\u5bb6\u751f\u4ea7\u529b\u5de5\u5177\uff08\u5982\u89c6\u9891\u7f16\u8f91\uff09\u65e0\u7f1d\u7ed3\u5408\uff0c\u610f\u5728\u5f62\u6210\u4ece\u6587\u672c\u5230\u89c6\u9891\u5230\u914d\u4e50\u7684\u201c\u5185\u90e8\u95ed\u73af\u201d\uff0c\u63d0\u5347\u6574\u4e2a\u8c37\u6b4c\u521b\u4f5c\u5957\u4ef6\u7684\u7c98\u6027\u4e0e\u751f\u4ea7\u529b\u3002SynthID\u6c34\u5370\u5219\u662f\u5176\u9762\u5bf9\u7248\u6743\u4e89\u8bae\u7684\u9632\u5fa1\u6027\u5e03\u5c40\uff0c\u8bd5\u56fe\u4e3aAI\u751f\u6210\u5185\u5bb9\u786e\u7acb\u53ef\u8ffd\u6eaf\u7684\u201c\u8eab\u4efd\u8bc1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7ed3\u6784\u201d\u662f\u5426\u4ec5\u662f\u7528\u6237\u63d0\u793a\u8bcd\u7684\u673a\u68b0\u62fc\u63a5\uff0c\u800c\u975e\u771f\u6b63\u7684\u97f3\u4e50\u60c5\u611f\u53d1\u5c55\u4e0e\u548c\u58f0\u6f14\u8fdb\u903b\u8f91\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u4ea7\u51fa\u7684\u827a\u672f\u53ef\u7528\u6027\u4e0a\u9650\u3002\u5176\u6b21\uff0c\u5728\u4e13\u4e1a\u97f3\u4e50\u4eba\u773c\u4e2d\uff0c\u6b64\u7c7b\u5de5\u5177\u4ecd\u53ef\u80fd\u88ab\u89c6\u4e3a\u7f3a\u4e4f\u7075\u9b42\u7684\u201c\u9ad8\u7ea7\u6a21\u677f\u201d\uff1b\u800c\u5728\u5927\u4f17\u5e02\u573a\uff0c\u5176\u96c6\u6210\u4e8eGemini\u7b49\u5e94\u7528\u7684\u5165\u53e3\uff0c\u80fd\u5426\u5f62\u6210\u8db3\u4ee5\u6311\u6218Simpler AI\u3001Suno\u7b49\u660e\u661f\u4ea7\u54c1\u7684\u7528\u6237\u5fc3\u667a\u548c\u4f53\u9a8c\uff1f\u5b83\u66f4\u50cf\u8c37\u6b4c\u9762\u5411B\u7aef\u548c\u81ea\u8eab\u751f\u6001\u7684\u201c\u57fa\u5efa\u578b\u201d\u4ea7\u54c1\uff0c\u6280\u672f\u5c55\u793a\u4e0e\u751f\u6001\u5361\u4f4d\u7684\u610f\u4e49\uff0c\u6216\u8bb8\u6682\u65f6\u5927\u4e8e\u5bf9\u6d88\u8d39\u7ea7\u5e02\u573a\u7684\u98a0\u8986\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u548c\u4e13\u4e1a\u521b\u4f5c\u8005\u80fd\u5426\u5229\u7528\u5176API\uff0c\u521b\u9020\u51fa\u8d85\u8d8a\u5de5\u5177\u672c\u8eab\u9884\u8bbe\u7684\u3001\u771f\u6b63\u60ca\u8273\u7684\u97f3\u4e50\u5e94\u7528\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\">Lyria 3 Pro by Google Deepmind<\/span>\n <\/div>\n<div class=\"comment-content\">Lyria 3 Pro in the Gemini app lets you create up to 3-minute AI-generated tracks with structured elements like verses, choruses, and bridges. From focus music to custom soundtracks and jingles, it unlocks richer creative control, with SynthID watermarking for responsible use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lyria 3 Pro by Google DeepMind is an advanced AI music generation model designed to create longer, structured tracks with greater creative control.<\/p>\n<\/p>\n<p>Most AI music tools generate short, unstructured clips with limited control over composition. Lyria 3 Pro enables up to 3-minute tracks with an understanding of musical structure\u2014so you can prompt for intros, verses, choruses, and bridges.<\/p>\n<\/p>\n<p>What makes it different is its structural awareness + deep integrations across tools like Vertex AI, Google AI Studio, Gemini app, and Google Vids, making high-quality music generation accessible across workflows.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Generate longer (up to 3 mins) high-fidelity tracks<\/p>\n<\/li>\n<li>\n<p>Control song structure (intro, verse, chorus, bridge)<\/p>\n<\/li>\n<li>\n<p>Works across APIs, apps, and creative tools<\/p>\n<\/li>\n<li>\n<p>Built-in SynthID watermarking for responsible AI use<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Faster music production at scale<\/p>\n<\/li>\n<li>\n<p>More creative flexibility and experimentation<\/p>\n<\/li>\n<li>\n<p>Seamless integration into video, apps, and content workflows<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong>: Developers, creators, musicians, businesses, and anyone creating content with audio.<\/p>\n<p><strong>Use cases<\/strong>:<\/p>\n<ul>\n<li>\n<p>Soundtracks for games and videos<\/p>\n<\/li>\n<li>\n<p>Music for vlogs, podcasts, tutorials<\/p>\n<\/li>\n<li>\n<p>Creative experimentation and song iteration<\/p>\n<\/li>\n<li>\n<p>Integrating AI music into apps and platforms<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re exploring AI for creative workflows, this is definitely worth checking out!<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/YHDJ26ZMXXLMHN\" class=\"app-title\">Anvil<\/a><\/p>\n<div class=\"one-liner\">Run a fleet of parallel Claude Codes <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u5e76\u884cAI\u7f16\u7a0b\u4ee3\u7406\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u7684\u5f00\u6e90IDE\uff0c\u901a\u8fc7\u4e00\u952eGit\u5de5\u4f5c\u6811\u9694\u79bb\u3001\u72b6\u6001\u53ef\u89c6\u5316\u4e0e\u534f\u8c03\u89c4\u5212\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u540c\u65f6\u8fd0\u884c\u591a\u4e2aClaude Code\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u6df7\u4e71\u3001\u4ee3\u7801\u51b2\u7a81\u548c\u7ba1\u7406\u6548\u7387\u4f4e\u4e0b\u7b49\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\/d6762b93-80c3-44a4-8d7a-3375ec15b230.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0edeb4d7-82a1-4b5f-824e-dd17716abac8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d44f283-0d3f-474a-bb0f-5da75cceab8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b3247ae-f3af-41e4-9686-498a2c8db8e8.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\/fee9877f-07bd-4597-90ab-dbb79f77b5ab.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4GkSOJ_jxk0\"><source src=\"https:\/\/youtu.be\/4GkSOJ_jxk0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0bIDE<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u4ee3\u7406\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">Git\u5de5\u4f5c\u6811\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude Code\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5e76\u884c\u4ee3\u7406\u7ba1\u7406\u7684\u9700\u6c42\u75db\u70b9\uff0c\u91cd\u70b9\u5173\u6ce8\u51b2\u7a81\u907f\u514d\u3001\u72b6\u6001\u9694\u79bb\u4e0e\u8de8\u4ee3\u7406\u4f9d\u8d56\u534f\u8c03\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u786e\u4fdd\u5171\u4eab\u6587\u4ef6\u72b6\u6001\u4e0b\u7684\u65e0\u51b2\u7a81\u534f\u4f5c\uff1b\u957f\u671f\u53d1\u5c55\u91cd\u5fc3\u662f\u534f\u8c03\u7f16\u6392\u8fd8\u662f\u7ed3\u679c\u9a8c\u8bc1\uff1b\u662f\u5426\u652f\u6301\u5176\u4ed6AI\u4ee3\u7406\uff1b\u4ee5\u53caREPL\u7f16\u7a0b\u5f0f\u8c03\u7528\u7684\u5b9e\u9645\u7528\u4f8b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Anvil\u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u89e3\u51b3\u591aClaude Code\u4f1a\u8bdd\u7ba1\u7406\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u5176\u5e95\u5c42\u903b\u8f91\u6b63\u5728\u6084\u7136\u91cd\u5851AI\u7f16\u7a0b\u4ee3\u7406\u7684\u534f\u4f5c\u8303\u5f0f\u3002\u5b83\u6ca1\u6709\u505c\u7559\u5728\u7b80\u5355\u7684\u7ec8\u7aef\u6807\u7b7e\u9875\u7ba1\u7406\uff0c\u800c\u662f\u901a\u8fc7Git\u5de5\u4f5c\u6811\u63d0\u4f9b\u7269\u7406\u7ea7\u4ee3\u7801\u9694\u79bb\uff0c\u5c06\u5e76\u884c\u4ee3\u7406\u51b2\u7a81\u4ece\u6982\u7387\u95ee\u9898\u8f6c\u53d8\u4e3a\u67b6\u6784\u53ef\u89e3\u95ee\u9898\u3002\u8fd9\u770b\u4f3c\u662f\u6280\u672f\u5b9e\u73b0\uff0c\u5b9e\u5219\u662f\u8ba4\u77e5\u5347\u7ef4\uff1a\u5c06\u201c\u591a\u4e2aAI\u52a9\u624b\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u53ef\u7f16\u6392\u7684AI\u56e2\u961f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u7a81\u7834\u70b9\u5728\u4e8e\u5176\u201c\u6267\u884c\u5c42\u201d\u6f5c\u8d28\u3002\u5f53\u4ee3\u7406\u80fd\u901a\u8fc7\u8ba1\u5212\u6587\u4ef6\u534f\u8c03\u3001\u4f9d\u8d56\u6620\u5c04\u751a\u81f3\u7f16\u7a0b\u5f0fREPL\u4e92\u76f8\u8c03\u7528\u65f6\uff0cAnvil\u5df2\u4ece\u88ab\u52a8\u7ba1\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u4e3b\u52a8\u534f\u8c03\u6846\u67b6\u3002\u8fd9\u56de\u7b54\u4e86AI\u7f16\u7a0b\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5355\u4e2a\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u9650\u5236\u4e0e\u590d\u6742\u4efb\u52a1\u6240\u9700\u7684\u591a\u6b65\u9aa4\u3001\u591a\u4e13\u5bb6\u534f\u4f5c\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u7528\u6237\u63d0\u5230\u7684\u201c\u9762\u5305\u5c51\u5faa\u73af\u201d\u6280\u80fd\u2014\u2014\u5728\u8fbe\u5230\u4e0a\u4e0b\u6587\u9650\u5236\u65f6\u81ea\u52a8\u538b\u7f29\u5e76\u7559\u4e0b\u6807\u8bb0\u4f9b\u540e\u7eed\u4ee3\u7406\u63a5\u66ff\u2014\u2014\u6b63\u662f\u5bf9\u6b64\u77db\u76fe\u7684\u4f18\u96c5\u89e3\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201cClaude Code\u4f18\u5148\u201d\u7b56\u7565\u65e2\u662f\u5229\u5251\u4e5f\u662f\u8f6f\u808b\u3002\u6df1\u5ea6\u4f18\u5316\u5e26\u6765\u6d41\u7545\u4f53\u9a8c\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u5176\u675f\u7f1a\u5728\u5355\u4e00\u6280\u672f\u751f\u6001\u4e2d\u3002\u957f\u8fdc\u6765\u770b\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7ba1\u7406\u591a\u5c11\u4e2aClaude\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u62bd\u8c61\u51fa\u4e00\u5957\u901a\u7528\u7684\u3001\u9762\u5411\u5f02\u6784AI\u4ee3\u7406\u7684\u5e76\u884c\u7f16\u7a0b\u4e0e\u534f\u8c03\u534f\u8bae\u3002\u5f53\u524d\u5bf9\u201c\u9a8c\u8bc1\u4f18\u5148\u4e8e\u7f16\u6392\u201d\u7684\u601d\u8003\u65b9\u5411\u6b63\u786e\uff0c\u56e0\u4e3a\u53ea\u6709\u5efa\u7acb\u53ef\u4fe1\u7684\u7ed3\u679c\u9a8c\u8bc1\u673a\u5236\uff0c\u624d\u80fd\u771f\u6b63\u5b9e\u73b0\u4eba\u7c7b\u76d1\u7763\u4e0b\u7684\u89c4\u6a21\u6269\u5c55\uff0c\u800c\u975e\u9677\u5165\u4ee3\u7406\u6570\u91cf\u589e\u957f\u7684\u6df7\u4e71\u9012\u589e\u3002\n <\/p>\n<p class=\"ai-content\">\n Anvil\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff1a\u5b83\u8bd5\u56fe\u5728\u5feb\u901f\u6f14\u8fdb\u7684AI\u4ee3\u7406\u751f\u6001\u4e2d\uff0c\u5b9a\u4e49\u4e00\u5957\u5c1a\u672a\u6807\u51c6\u5316\u7684\u201c\u534f\u4f5c\u8bed\u6cd5\u201d\u3002\u6210\u529f\u5219\u53ef\u80fd\u6210\u4e3a\u672a\u6765AI\u534f\u540c\u5f00\u53d1\u7684\u5e95\u5c42\u6807\u51c6\uff1b\u82e5\u56fa\u5b88\u5355\u4e00\u751f\u6001\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u8fc7\u6e21\u6027\u6548\u7387\u5de5\u5177\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u662f\u660e\u667a\u7684\u8d4c\u6ce8\uff0c\u5438\u5f15\u793e\u533a\u5171\u540c\u5b9a\u4e49\u8fd9\u4e00\u672a\u6765\u6807\u51c6\uff0c\u624d\u662f\u5176\u4ece\u4f18\u79c0\u5de5\u5177\u8fc8\u5411\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u5728\u8def\u5f84\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\">Anvil<\/span>\n <\/div>\n<div class=\"comment-content\">The IDE for parallel agent work. MIT licensed, farm to table, fun. With one click git worktree isolation, first class plan tracking, color coding for agent states, flexible layout arrangement, and so much more, Anvil is crafted to make developers extremely productive, minimizing context switching and maximizing agent parallelism.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product hunt, stoked to release Anvil to the world!<\/p>\n<p>I built Anvil after getting tired of managing multiple claude code sessions in my terminal. I felt the pain of constantly context switching between terminal tabs and git branches, forgetting which agent did what, agents bumping into each other on the same branch, not knowing when an agent was done or needing input etc…<\/p>\n<p>Anvil solves the annoyances of parallel agent work, so you can cook on new things while your agents run. Agent lifecycle, isolation, planning and coordination, context heigene is all handled by the IDE. But more than this, the goal Anvil is to push the frontier of what is possible with agent programming. <\/p>\n<p>I hope you get a chance to try out Anvil, let me know if you have any feedback, and please join the Discord.<\/p>\n<p>Lets cook some GPUs together \ud83d\udd25<\/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\/@zachary_denham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zachary_denham1<\/a> This is interesting, feels like it\u2019s going a bit beyond just an IDE for running agents in parallel<\/p>\n<p>The REPL + worktrees + the way agents coordinate with each other starts to look more like some kind of execution layer than just dev tooling<\/p>\n<p>If that\u2019s where this is heading, it probably changes the game from just productivity to how these systems are actually managed as they scale<\/p>\n<p>Curious how you\u2019re thinking about that longer term, feels like there\u2019s something bigger 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\">Looking ahead, do you think the long-term win is (a) better orchestration\/coordination (plans, dependencies, conflict avoidance) or (b) better verification (tests, linters, review agents) so humans can supervise more agents with less attention\u2014and what did you prioritize first inside Anvil and why?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> this is a great question, I don’t see the two (orchestration and verification) as mutually exclusive, but if I had to choose one I’d pick verification. Anvil starts with orchestration features because in order to get to verified results it often takes more work than one agent’s context can handle.<\/p>\n<p>For instance, I’ll often use the anvil repl to loop claude until it can fully self verify, something that in one context window (even with compaction) would go awry.<\/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>As someone who’s wrestled with the chaos of parallel coding, I\u2019m curious how do you ensure effective collaboration between agents without conflicts in shared file states?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Two approaches<\/p>\n<p>1. If the two features are big or divergent enough, you can create multiple work trees for each agent, this gives them full isolation<br \/>2. If the agents should collaborate on the same branch, I usually coordinate through a plan file. This is a simple .md file that details the phases of what I’m trying to do sometimes with dependency mapping. From there agents can coordinate and tackle isolated components of the plan.<\/p>\n<p>Claude is really good at creating the dependency graph of what needs to get done and what is parallellizable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been running 3-4 Claude Code sessions in tmux and losing track of which agent is doing what is a daily struggle. The git worktree isolation alone would save me from merge conflict hell. Does Anvil handle cross-agent dependency \u2014 e.g., Agent B waits for Agent A’s PR before starting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> the way I would typically do this kind of thing is by writing a custom orchestration skill, and yes anvil is really great for this kind of thing.<\/p>\n<p>You can start by creating a plan file initially which details all the PRs you want to create, then have a parent agent manage the different phases. These parent agents can actually create worktrees themselves should you need.<\/p>\n<p>I’d be curious though what your typical use case is?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 are you handling state isolation between parallel agents? When you run multiple Claude Codes on the same codebase, conflicts in shared files are the main issue I’ve hit. Do they each get their own branch or working copy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Anvil makes using git worktrees very simple. This creates an isolated copy of your codebase for agents to run in. Worktrees are different than branches because you can have multiple checked out at the same time (its a full copy)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks super fun, congrats! the REPL thing where Claude can call other Claudes programmatically sounds wild, any examples of what people are actually using that for?<\/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\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> The most practical use case is calling claude in a loop to execute against a larger task or plan file. There is a skill \/breadcrumb-loop which allows you to do this. Whats nice about this skill is it compacts when the agent hits 100k tokens in its context window, and leaves a “breadcrumb” markdown file for the next agent to read and continue with.<\/p>\n<p>Other things I’ve seen are people orchestrating entire workflows like compound <a href=\"https:\/\/github.com\/EveryInc\/compound-engineering-plugin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/EveryInc\/compound-engineering-plugin<\/a><\/p>\n<p>Instead of running each step manually they will script the entire thing. I can’t say I’d recommend this second one bc I think human in the loop is important for the planning phase to get things right and make sure the architecture is sound<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this forked from the VS Code as I am getting kinda similar vibe here. But the feature is really helpful considering running multiple claudes at a time and managing outputs becomes bit overwhelming.<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> this is built from scratch in rust and typescript! No fork 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels like dev tools are moving from \u201cAI assistant\u201d<\/p>\n<p>to \u201cAI team\u201d.<\/p>\n<p>Parallel agents sounds powerful<\/p>\n<p>but also messy if not managed well.<\/p>\n<p>Curious how you keep control over multiple agents working at once.<\/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\/@new_user___2902025abb5753b18b341a5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___2902025abb5753b18b341a5<\/a> a great plan and testing suite. Is super important, I rarely kick off agents fully blind<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running parallel Claude Codes is a game changer for productivity. We’ve been using Claude heavily while building Parsli and the bottleneck is always sequential execution. How do you handle context sharing between the parallel instances?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the focus on parallel agent workflows and worktree isolation. Do you see Anvil staying deeply optimized for Claude Code specifically, or supporting other coding agents over time as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yo dude, I’m reaching out for a comment.<\/p>\n<\/p>\n<p>I\u2019m a researcher for the H1Gallery newsletters (you can google us).<\/p>\n<\/p>\n<p>We\u2019re featuring Anvil in our April 3 issue. H1Gallery highlights excellent homepage headlines, and we wanted to reach out to see if you wanted to share a quick comment. The clarity and directness in “<strong>The open source IDE for parallel agent work.” <\/strong>is very refreshing. The animation is super cool as well. Love it<\/p>\n<\/p>\n<p>If you\u2019re up for it, we\u2019d love to get a short note on the copywriting strategy behind your headline and overall messaging. As well as where our readers can follow you on social media, I couldn’t find an X account or Linkedin account of yours.<\/p>\n<\/p>\n<p> Totally optional to provide a quote for us. The feature is happening regardless, but it\u2019d be great to include your perspective. It makes the newsletter more fun for our readers when we have comments from the creators behind the headlines.<\/p>\n<\/p>\n<p>Thanks, really appreciate your 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Working with claude code a lot lately. <\/em><br \/><em>Let’s see how this website can help me, following and in radar!<\/em> \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/OOPFDATLCXGHJX\" class=\"app-title\">YouTube Transcript Tool<\/a><\/p>\n<div class=\"one-liner\">Convert YouTube videos to text instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u5b8c\u5168\u514d\u8d39\u7684\u5728\u7ebf\u5de5\u5177\uff0c\u53ef\u5373\u65f6\u5c06\u4efb\u610fYouTube\u89c6\u9891\u8f6c\u6362\u4e3a\u6587\u5b57\u7a3f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7814\u7a76\u3001\u7b14\u8bb0\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u573a\u666f\u4e0b\u9700\u8981\u5feb\u901f\u83b7\u53d6\u89c6\u9891\u6838\u5fc3\u4fe1\u606f\u800c\u65e0\u9700\u89c2\u770b\u5168\u7247\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\/2462e8f0-6b52-434b-ab70-8035264c8b4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baefe1cc-e664-4937-b477-1b9ed0afef48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d33b52f-825d-4c6f-a6f8-64f0a8ff0e2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f16b5242-324b-452e-a28a-e7cff2eeb228.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">YouTube\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u5b57\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u65e0\u95e8\u69db\u4f7f\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u514d\u8d39\u3001\u65e0\u9700\u6ce8\u518c\u3001\u5373\u65f6\u9ad8\u6548\u7684\u6838\u5fc3\u7406\u5ff5\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5b57\u5e55\u4e0e\u89c6\u9891\u7684\u540c\u6b65\u6eda\u52a8\/\u70b9\u51fb\u8df3\u8f6c\u529f\u80fd\u3001\u652f\u6301\u66f4\u591a\u8bed\u8a00\u3001\u4f18\u5316\u975e\u5185\u7f6e\u5b57\u5e55\u89c6\u9891\u7684\u5904\u7406\u80fd\u529b\u3001\u4e3a\u5185\u5bb9\u91cd\u7ec4\u6dfb\u52a0\u8bf4\u8bdd\u4eba\u6807\u7b7e\u548c\u65f6\u95f4\u6233\uff0c\u4ee5\u53ca\u8003\u8651\u96c6\u6210AI\u6458\u8981\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YouTube Transcript Tool \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u514d\u8d39\u589e\u503c\u201d\u6a21\u5f0f\u73a9\u574f\u4e86\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u89c6\u9891\u8f6c\u5f55\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u6ce8\u518c\u3001\u65e0\u9650\u5236\u3001\u5b8c\u5168\u514d\u8d39\u201d\u76f4\u63a5\u547d\u4e2d\u4e86\u73b0\u6709\u5de5\u5177\u5728\u7528\u6237\u4f53\u9a8c\u548c\u5546\u4e1a\u6a21\u5f0f\u4e0a\u7684\u53cc\u91cd\u75db\u70b9\u2014\u2014\u8fc7\u5ea6\u8bbe\u969c\u4e0e\u8fc7\u65e9\u53d8\u73b0\u3002\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u6280\u672f\u7a81\u7834\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5e72\u51c0\u5229\u843d\u7684\u7528\u6237\u4f53\u9a8c\u5ba3\u8a00\uff0c\u7528\u6781\u81f4\u7684\u7b80\u5355\u548c\u96f6\u95e8\u69db\u8fc5\u901f\u5efa\u7acb\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u66f4\u597d\u7528\u7684\u8f6c\u5f55\u5de5\u5177\u201d\u3002\u5728AI\u9a71\u52a8\u7684\u4fe1\u606f\u5904\u7406\u8303\u5f0f\u4e0b\uff0c\u539f\u59cb\u3001\u51c6\u786e\u3001\u7ed3\u6784\u5316\u7684\u6587\u672c\u6570\u636e\u662f\u9ec4\u91d1\u539f\u6599\u3002\u8fd9\u6b3e\u5de5\u5177\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u7684\u201c\u89c6\u9891\u6587\u672c\u5316\u201d\u7ba1\u9053\uff0c\u5c06\u6d77\u91cf\u7684\u89c6\u9891\u5185\u5bb9\u77ac\u95f4\u8f6c\u5316\u4e3a\u53ef\u4f9bAI\uff08\u5982RAG\u7cfb\u7edf\uff09\u6d88\u5316\u3001\u5206\u6790\u7684\u6587\u672c\u6d41\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u4e3aRAG\u6bcf30\u79d2\u6574\u7406\u6587\u672c\u201d\u7684\u9700\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3aAI\u65f6\u4ee3\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u4e00\u662f\u6280\u672f\u5929\u82b1\u677f\uff0c\u5373\u5bf9\u65e0\u5185\u7f6e\u5b57\u5e55\u89c6\u9891\u7684\u8f6c\u5f55\u51c6\u786e\u6027\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u4ece\u201c\u4fbf\u6377\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6210\u8d25\uff1b\u4e8c\u662f\u529f\u80fd\u5355\u4e00\u6027\uff0c\u5728\u201c\u8f6c\u5f55\u201d\u8fd9\u4e2a\u6838\u5fc3\u52a8\u4f5c\u4e4b\u5916\uff0c\u7528\u6237\u5df2\u81ea\u53d1\u63d0\u51fa\u4e86\u540c\u6b65\u64ad\u653e\u3001\u667a\u80fd\u6458\u8981\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u7b49\u884d\u751f\u9700\u6c42\uff0c\u8fd9\u4e9b\u6b63\u662f\u5176\u6784\u5efa\u62a4\u57ce\u6cb3\u3001\u907f\u514d\u88ab\u540c\u7c7b\u6216\u5de8\u5934\u529f\u80fd\u8986\u76d6\u7684\u5173\u952e\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\uff0c\u4f46\u8981\u60f3\u4e0d\u88ab\u5f53\u4f5c\u4e00\u6b21\u6027\u5de5\u5177\uff0c\u5f00\u53d1\u8005\u5fc5\u987b\u601d\u8003\u5982\u4f55\u5c06\u5176\u5d4c\u5165\u7528\u6237\u66f4\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u6210\u4e3a\u89c6\u9891\u4fe1\u606f\u5904\u7406\u7684\u67a2\u7ebd\uff0c\u800c\u975e\u7ec8\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\">YouTube Transcript Tool<\/span>\n <\/div>\n<div class=\"comment-content\">Convert any YouTube video into text instantly. Paste a link and get the full transcript in seconds. Copy, download, or export as TXT. No signup, no limits, completely free. Perfect for saving time, taking notes, creating content, or quickly understanding long videos without watching everything. Fast, simple, and built for everyday use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b,<\/p>\n<p>I built getyoutubetext.com because I kept needing transcripts from YouTube videos, and most tools were either slow, cluttered, or behind a paywall.<\/p>\n<p>This is a simple tool where you paste a YouTube link and instantly get the full transcript. You can copy it, download it, or quickly scan it instead of watching the entire video.<\/p>\n<p>It\u2019s completely free and doesn\u2019t require signup.<\/p>\n<p>I\u2019m planning to add more features like better summaries and search inside transcripts.<\/p>\n<p>Would really appreciate your feedback on what to improve or add next.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey everyone, do not forget to add your feedback if you use the tool please. Would help me improve it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_mukund_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_mukund_<\/a> Just instant transcripts when you need them. For creators who repurpose videos into posts\/blogs, would there be speaker labels or timestamps in upcoming features to make scanning even faster? Or are they already available? Great build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be interesting to know if you’re planning to add search inside transcripts or highlights. <\/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\/@jacob_reed3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob_reed3<\/a> So the search is there you can search and it’ll highlight the keyword<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Transcripts are so underused For research and repurposing. does it handle non-English videos as well? \ufffc<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> Yes if the video has a transcript in any other language it handles it. I am going to add a language feature as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Free instant transcripts without a paywall or queue is the right starting point. Most tools cap you at a few videos then push a subscription. The real test is whether this handles videos without built-in captions, since that’s where most free options fall apart.<\/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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Thank you so much, trying my best!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly the no-signup thing sold me immediately. Every tool like this I’ve come across either hits you with a paywall after video #3 or makes you create an account just to see if it even works. This one just… works. Paste the link, get the transcript, done.<\/p>\n<p>Only tried it once but it did exactly what it said it would. No complaints there.<\/p>\n<p>One thing I kept wanting while using it, autoscroll synced to the video. So as the video plays, the transcript follows along automatically. Would make it way more useful for following along in real time rather than just grabbing the text and leaving. A “click a line, jump to that timestamp” feature would be a nice bonus too.<\/p>\n<p>Good stuff, keep building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryszard_wisniewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryszard_wisniewski<\/a> Thanks, feedback noted am going to add this for sure the transcripts synced to vid with autoscroll and the click a line jump to that timestamp. thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah! I was looking for this tool. I needed to create content based on videos and it simplyfies x100 that process. Happy to see you helping on this!!! 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> Thank you so much man!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would you consider sharing it as open source?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello <br \/>this is amazing, i never thought that this kind of link will allow to have transcription so easy just link and get think is really surprising. i didnt spend time so I came back here to say Thanks. (this is as user)<\/p>\n<p>You build very powerful tool, clean landing page means – land on page, get task done in sec and move on. very very simple. <\/p>\n<p>I am not sure weather its useful or not for you but users will copy text and go to AI to get required summaries or sections or get task done. so may be you can consider for the next step as well. <\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool tool. I use CLI to download my videos to transcript for my RAG. One feature you could add is to collate the text every 30 seconds for RAG – this is my chat <a href=\"https:\/\/dosa.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dosa.dev<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naveenkumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naveenkumar<\/a> can you please tell me what you mean by collate the text every 30 seconds for RAG?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@_mukund_ e.g <\/p>\n<p>00:00 hello \u2026..<br \/>\n00:30 I\u2019m a robot <\/p>\n<p>In this format \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/BLTHPMMFEIFG3P\" class=\"app-title\">MacNotch<\/a><\/p>\n<div class=\"one-liner\">Turn your MacBook notch into a modular dashboard<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MacNotch\u5c06MacBook\u7684\u5c4f\u5e55\u5218\u6d77\u53d8\u4e3a\u6a21\u5757\u5316\u4eea\u8868\u76d8\uff0c\u5728\u65e0\u9700\u5207\u6362\u7a97\u53e3\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u9891\u7e41\u67e5\u770b\u4fe1\u606f\u3001\u5feb\u901f\u6267\u884c\u6587\u4ef6\u64cd\u4f5c\u7b49\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\/767d16ee-a05b-4e21-b11d-c587bd7a1f17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07294d54-e2bb-4401-ae74-67f863cada41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0c1faa5-7185-4def-8603-f4342a2b06cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b25b87f-7366-4641-985f-5fb628b8f4ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65486d87-48c9-4de8-8de0-84d714d364c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56260237-3d4d-4a46-9223-9fd81b361855.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b54b37a2-e212-43f7-9873-8f144728f255.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59df2b7c-15d5-4835-a2f3-5643119cd2e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fade7c2d-54aa-4d8e-82b3-d7525b12e7d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a56efacd-fe61-4199-a679-14d1964d84df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de4d9235-a256-437c-87ac-f633945c1b89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e912cdb-122e-4b71-95bc-c10cbd42f844.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24cc6ece-d1a8-4374-a130-65e3367ffbf5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1912f475-bfb1-43d7-93af-5d4093d40239.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08062bd0-d96c-47aa-9600-0c1a57e29341.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0833ad3a-5f63-4f72-97e4-86b26288790b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">MacBook\u5218\u6d77\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u6a21\u5757\u5316\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5feb\u6377\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e00\u7ad9\u5f0f\u4fe1\u606f\u805a\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u521b\u610f\u6709\u8da3\uff0c\u4f46\u4e3b\u8981\u62c5\u5fe7\u96c6\u4e2d\u5728\u83dc\u5355\u680f\u7a7a\u95f4\u5360\u7528\u3001\u5c55\u5f00\/\u6298\u53e0\u540e\u7684\u5b9e\u9645\u89c6\u89c9\u6548\u679c\u4e0d\u660e\u786e\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u89e3\u91ca\u6298\u53e0\u540e\u5c3a\u5bf8\u4e0e\u539f\u751f\u5218\u6d77\u4e00\u81f4\uff0c\u5e76\u627f\u8bfa\u8865\u5145\u5c55\u793a\u622a\u56fe\u4e0e\u89c6\u9891\u3002\u90e8\u5206\u7528\u6237\u8d5e\u8d4f\u4e70\u65ad\u5236\u4e0e\u975e\u8ba2\u9605\u6a21\u5f0f\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 MacNotch\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u201c\u53d8\u5e9f\u4e3a\u5b9d\u201d\uff0c\u8bd5\u56fe\u5c06\u82f9\u679c\u786c\u4ef6\u8bbe\u8ba1\u4e0a\u9887\u5177\u4e89\u8bae\u7684\u5218\u6d77\u533a\u57df\uff0c\u4ece\u89c6\u89c9\u59a5\u534f\u626d\u8f6c\u4e3a\u529f\u80fd\u8d44\u4ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\uff08\u5929\u6c14\u3001\u8ba1\u65f6\u5668\u7b49\u5747\u6709\u72ec\u7acb\u5e94\u7528\u66ff\u4ee3\uff09\uff0c\u800c\u5728\u4e8e\u521b\u9020\u4e86\u4e00\u4e2a**\u9ad8\u89e6\u8fbe\u3001\u4f4e\u5e72\u6270\u7684\u201c\u96f6\u7ea7\u83dc\u5355\u201d**\u2014\u2014\u4f4d\u4e8e\u7528\u6237\u89c6\u89c9\u7126\u70b9\u81ea\u7136\u843d\u70b9\u7684\u5218\u6d77\u533a\u57df\uff0c\u5b9e\u73b0\u4e86\u4fe1\u606f\u7684\u201c\u9884\u52a0\u8f7d\u201d\u4e0e\u64cd\u4f5c\u7684\u201c\u77ed\u8def\u5f84\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e24\u4e2a\u8106\u5f31\u7684\u5e73\u8861\uff1a\u4e00\u662f\u4e0e\u7cfb\u7edf\u83dc\u5355\u680f\u7684**\u7a7a\u95f4\u535a\u5f08**\uff0c\u5218\u6d77\u533a\u57df\u672c\u5c31\u4fb5\u5360\u72b6\u6001\u680f\u7a7a\u95f4\uff0c\u8be5\u5e94\u7528\u867d\u58f0\u79f0\u6298\u53e0\u540e\u5c3a\u5bf8\u4e00\u81f4\uff0c\u4f46\u5c55\u5f00\u540e\u5fc5\u7136\u52a0\u5267\u83dc\u5355\u680f\u56fe\u6807\u4e89\u593a\u6218\uff0c\u8fd9\u4e0e\u6838\u5fc3\u7528\u6237\uff08\u6548\u7387\u8ffd\u6c42\u8005\uff09\u7684\u9700\u6c42\u5b58\u5728\u6839\u672c\u51b2\u7a81\u3002\u4e8c\u662f**\u529f\u80fd\u805a\u5408\u7684\u201c\u5ea6\u201d**\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u5f00\u53d1\u8005\u610f\u56fe\u5c06\u5176\u6253\u9020\u6210\u201c\u5de5\u5177\u7bb1\u201d\uff0c\u4f46\u8fc7\u5ea6\u5806\u780c\u6a21\u5757\u53ef\u80fd\u4f7f\u5176\u6ca6\u4e3a\u81c3\u80bf\u7684\u201c\u63a7\u5236\u4e2d\u5fc3\u201d\uff0c\u4e27\u5931\u8f7b\u91cf\u3001\u5373\u7528\u7684\u521d\u8877\uff0c\u4e0e\u7cfb\u7edf\u539f\u751f\u901a\u77e5\u4e2d\u5fc3\u6216LaunchBar\u7b49\u4e13\u4e1a\u542f\u52a8\u5668\u76f8\u6bd4\u4f18\u52bf\u6a21\u7cca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u4eae\u70b9\u5728\u4e8e**\u539f\u751fSwift\u5f00\u53d1\u5e26\u6765\u7684\u7cfb\u7edf\u7ea7\u6574\u5408\u4f53\u9a8c**\uff08\u5982\u76f4\u63a5\u62d6\u653e\u6587\u4ef6\u81f3\u5218\u6d77\u5904\u7406\uff09\uff0c\u4ee5\u53ca\u5c06\u62bd\u8c61\u64cd\u4f5c\uff08\u5982AirDrop\uff09\u8d4b\u4e88\u4e00\u4e2a\u5177\u8c61\u3001\u6709\u8da3\u7684\u5b9e\u4f53\u4ea4\u4e92\u70b9\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u7cfb\u7edf\u73a9\u5177\u201d\u800c\u975e\u751f\u4ea7\u529b\u9769\u547d\u3002\u5176\u957f\u671f\u751f\u5b58\u7684\u5173\u952e\uff0c\u5e76\u975e\u65e0\u9650\u589e\u52a0\u6a21\u5757\uff0c\u800c\u662f\u80fd\u5426\u56f4\u7ed5\u201c\u5218\u6d77\u201d\u8fd9\u4e00\u72ec\u7279\u533a\u4f4d\uff0c\u6316\u6398\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u7b26\u5408\u808c\u8089\u8bb0\u5fc6\u7684\u4ea4\u4e92\u8303\u5f0f\uff08\u5982\u62d6\u653e\u5904\u7406\uff09\uff0c\u5426\u5219\u6781\u6613\u5728\u65b0\u9c9c\u611f\u8fc7\u540e\u88ab\u5378\u8f7d\u3002\u5f00\u53d1\u8005\u5bf9\u4e70\u65ad\u5236\u7684\u575a\u6301\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u8fd9\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4e5f\u9650\u5236\u4e86\u5176\u6301\u7eed\u8fed\u4ee3\u548c\u751f\u6001\u6784\u5efa\u7684\u52a8\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\">MacNotch<\/span>\n <\/div>\n<div class=\"comment-content\">MacNotch turns your MacBook notch into a modular dashboard. Weather, music, calendar, tasks, notes, Pomodoro timer, Bluetooth devices, system monitor, translation, app shortcuts, reminders, daily quotes and more, all at a glance, right where your eyes already go. Drag files onto the notch to AirDrop, zip, convert, or send to iCloud. Lightweight, native Swift, and designed to feel like it belongs on macOS.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly? I just wanted the notch to earn its keep. MacNotch has grown into this big toolbox of things I hope you\u2019ll actually use. I spent ages on the \u201cdoes this feel native?\u201d question, like it belongs on the Mac, not like a hack. Hope I\u2019m in the ballpark. I\u2019m not done: new releases are coming to make it smoother and more capable. And I\u2019m genuinely open to input, so if you\u2019ve got a wish list or a \u201cthis drives me nuts,\u201d send it my way.<\/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>That’s an interesting idea, but in my case, I already don’t have enough space on my MacBook for all the icons I’d like to have in the top bar, and an app like that would take up even more space… the screenshots show only a few items from the app menu – what happens if there are more?<\/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\/@szymon_kadzielawa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@szymon_kadzielawa<\/a> Thanks for your comment Szymon. That is a great question and totally fair point.<\/p>\n<p>When retracted, MacNotch takes exactly the same amount of space as your Mac\u2019s notch.<\/p>\n<p>If you already have many menu bar icons, some can sit under that notch area, but only while you interact with MacNotch. <br \/>The rest of the time, it stays compact and doesn\u2019t permanently compete with your top bar space.<\/p>\n<p>If you\u2019re not already using one, I can also recommend a few good top bar app hiders, they do a great job at managing your top bar space.<\/p>\n<p>You can also try MacNotch with the 14-day trial, and if it doesn\u2019t fit your needs, I\u2019m always open to suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@szymon_kadzielawa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@szymon_kadzielawa<\/a> yeah I would plus one on the need for screenshots showing what happens when this software is minimized\/hidden. And a simple YouTube video showing the same thing would be really helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really great and very creative! I love that it\u2019s one time purchase software and not subscription. <\/p>\n<\/p>\n<p>It would be useful if there were screenshots or if on the video on your homepage, you showed what it looks like when there are apps running because I\u2019m not clear if this overlays apps or if it actually takes up some of the top screen space. <\/p>\n<\/p>\n<p>And something showing it minimizing\/hiding and only showing the notch or something similar would be great. As it stands right now, it seems I have to install this to actually understand how it fully works, which isn\u2019t something customer should have to do. Great job though this looks really cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jasonrdunn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasonrdunn<\/a> Thank you so much for this feedback \ud83d\ude4c . I\u2019m really glad you appreciate the one-time purchase model. You\u2019re absolutely right about the visuals, I should make that clearer. I\u2019m going to add more screenshots, including how MacNotch looks when collapsed so it\u2019s easier to understand before installing. Quick note in the meantime: when collapsed, MacNotch stays the same size as the built-in notch, so it doesn\u2019t permanently take extra top bar space. Thanks again for taking the time to write this, it\u2019s super helpful and I really appreciate it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly bro this is just Fire.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@_mukund_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_mukund_<\/a> Haha thank you bro, really appreciate it \ud83d\ude4c Hope you enjoy using it, and if you try it, I\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\">This looks super interesting! I run out of space in my toolbar so this would be useful and cool<\/div>\n<div class=\"comment-actions\">\n<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\/@eddiejaoude\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eddiejaoude<\/a> Thank you for the nice comment! I hope you’ll enjoy using MacNotch. I\u2019d love to hear your feedback, and there\u2019s a dedicated feedback module right inside the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wish if we could have something similar for the windows too, I do use the Power toys but it is not as cool as this one, is this supported for ipads too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thanks for your comment, Nayan, I really appreciate it. For now it\u2019s Mac-only (no Windows or iPad support yet). I\u2019m putting all my energy into making the macOS experience great first, then I\u2019ll see where it can go next. Honestly, I\u2019m not even sure it would feel natural on Windows \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone is choosing between MacNotch and apps like NotchNook or NotchHub, what are the 2\u20133 concrete differences that matter in daily use (performance model, customization depth, modules, pricing), and who is each product \u201cfor\u201d in your view?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>As a Mac developer myself, I always felt like the notch was just wasted space. Really cool to see someone turn it into something actually useful. Being able to drag files onto it for AirDrop and zip is super practical. Love that it’s built native in Swift. Definitely going to give it a try. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AZGMJC4IE2K3FK\" class=\"app-title\">Trivia by Typito AI<\/a><\/p>\n<div class=\"one-liner\">Create viral quiz & trivia videos with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u3001\u8425\u9500\u4eba\u5458\u5728\u65e0\u9700\u526a\u8f91\u6280\u80fd\u7684\u573a\u666f\u4e0b\uff0c\u5feb\u901f\u751f\u6210\u9ad8\u4e92\u52a8\u6027\u7684\u95ee\u7b54\/\u77e5\u8bc6\u6d4b\u8bd5\u7c7b\u77ed\u89c6\u9891\uff0c\u89e3\u51b3\u5185\u5bb9\u5438\u5f15\u529b\u548c\u5236\u4f5c\u6548\u7387\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\/d7d9e753-24a2-4808-8de2-9418e8da29b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cc65163-61d7-48c1-ac87-a6789c32b209.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d9004a8-9fa9-442a-b2c3-d1611459a07b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7418908e-a368-4921-a3ae-6d85c7a50bb4.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\/31170a37-be01-4a50-84e6-d2baa04c9850.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/43Zl0gDGf9Y\"><source src=\"https:\/\/www.youtube.com\/shorts\/43Zl0gDGf9Y\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u95ee\u7b54\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u7f16\u8f91<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u75db\u70b9\u7684\u4ef7\u503c\u4e0e\u6613\u7528\u6027\uff0c\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u4e8e\uff1a1. \u5e0c\u671b\u652f\u6301\u57fa\u4e8e\u7279\u5b9aURL\u751f\u6210\u5185\u5bb9\uff1b2. \u9700\u589e\u5f3a\u5bf9\u5185\u5bb9\u98ce\u683c\u3001\u96be\u5ea6\u3001\u5782\u76f4\u5ea6\u7684\u8c03\u63a7\u80fd\u529b\uff1b3. \u63a2\u8ba8B2B\u5e94\u7528\u573a\u666f\uff08\u5ba2\u6237\u6559\u80b2\u3001\u5efa\u7acb\u601d\u60f3\u9886\u5bfc\u529b\uff09\u4e0e\u4e92\u52a8\u5f62\u5f0f\uff08\u5982\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\uff09\u7684\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Trivia by Typito AI \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5185\u5bb9\u7b97\u6cd5\u9a8c\u8bc1\u7684\u201c\u6d41\u91cf\u5bc6\u7801\u201d\uff1a\u4ee5\u63d0\u95ee\u5f62\u5f0f\u622a\u505c\u7528\u6237\u6eda\u52a8\uff0c\u672c\u8d28\u662f\u4ea7\u54c1\u5316\u4e86\u4e00\u79cd\u9ad8\u4e92\u52a8\u6027\u7684\u5185\u5bb9\u8303\u5f0f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u6280\u5f0f\u7684AI\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u53d1\u73b0\u6709\u6548\u6a21\u5f0f-\u62c6\u89e3\u5236\u4f5c\u6d41\u7a0b-\u5b9e\u73b0\u81ea\u52a8\u5316\u201d\u8fd9\u4e00\u521b\u4f5c\u8005\u9690\u6027\u7684\u7ecf\u9a8c\u8ba4\u77e5\uff0c\u5c01\u88c5\u6210\u4e86\u4e00\u4e2a\u5373\u63d2\u5373\u7528\u7684\u6807\u51c6\u5316\u5de5\u5177\uff0c\u964d\u4f4e\u4e86\u4e92\u52a8\u89c6\u9891\u7684\u521b\u4f5c\u95e8\u69db\u548c\u8bd5\u9519\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u9996\u5148\uff0c\u5176\u5185\u5bb9\u751f\u6210\u903b\u8f91\u9ad8\u5ea6\u4f9d\u8d56\u901a\u7528\u4e3b\u9898\u8f93\u5165\uff0c\u8fd9\u6781\u6613\u5bfc\u81f4\u8f93\u51fa\u5185\u5bb9\u9677\u5165\u201c\u6cdb\u5a31\u4e50\u5316\u201d\u6216\u201c\u5e38\u8bc6\u6027\u91cd\u590d\u201d\uff0c\u4e0e\u7528\u6237\u8ffd\u6c42\u72ec\u7279\u54c1\u724c\u8c03\u6027\u548c\u6df1\u5ea6\u5782\u76f4\u5185\u5bb9\u7684\u9700\u6c42\u4ea7\u751f\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8c03\u63a7\u96be\u5ea6\u3001\u98ce\u683c\u3001\u5782\u76f4\u5ea6\u201d\u7684\u8ffd\u95ee\uff0c\u76f4\u6307\u5176AI\u6a21\u578b\u5728\u7406\u89e3\u7ec6\u5206\u9886\u57df\u77e5\u8bc6\u548c\u9002\u914d\u591a\u5143\u8bed\u5883\u4e0a\u7684\u80fd\u529b\u8fb9\u754c\u3002\u5176\u6b21\uff0c\u5f53\u524d\u201c\u89c6\u9891\u8f93\u51fa\u201d\u7684\u5f62\u6001\uff0c\u56fa\u7136\u9002\u914d\u73b0\u6709\u793e\u4ea4\u5e73\u53f0\uff0c\u4f46\u4e5f\u56fa\u5316\u4e86\u5176\u4f5c\u4e3a\u201c\u5185\u5bb9\u751f\u4ea7\u8d44\u6599\u201d\u7684\u5b9a\u4f4d\uff0c\u7565\u663e\u88ab\u52a8\u3002\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u7684\u201c\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\u201d\u65b9\u5411\uff0c\u6216\u8bb8\u624d\u662f\u5c06\u201c\u6d4b\u8bd5\u201d\u4f53\u9a8c\u95ed\u73af\u3001\u6c89\u6dc0\u7528\u6237\u6570\u636e\u3001\u4e43\u81f3\u5411\u8f7b\u91cf\u7ea7SaaS\u5de5\u5177\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u5de7\u5999\u6e38\u8d70\u4e8eB2C\u5185\u5bb9\u521b\u4f5c\u4e0eB2B\u54c1\u724c\u8425\u9500\u4e4b\u95f4\u3002B2B\u7528\u4f8b\u7684\u8ba8\u8bba\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u4e92\u52a8\u5316\u5185\u5bb9\u8425\u9500\u5de5\u5177\u201d\u7684\u6f5c\u529b\uff0c\u4f46\u5982\u4f55\u4ece\u751f\u6210\u8da3\u5473 trivia \u5347\u7ea7\u4e3a\u4ea7\u51fa\u4e0e\u884c\u4e1a\u77e5\u8bc6\u3001\u4ea7\u54c1\u4ef7\u503c\u6df1\u5ea6\u7ed1\u5b9a\u7684\u201c\u4e13\u4e1a\u7ea7\u4e92\u52a8\u5185\u5bb9\u201d\uff0c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u7a81\u7834\u5de5\u5177\u5c5e\u6027\u3001\u5efa\u7acb\u66f4\u9ad8\u58c1\u5792\u7684\u6838\u5fc3\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u601d\u8def\u6e05\u6670\u3001\u5207\u5165\u70b9\u7280\u5229\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u5176\u957f\u671f\u751f\u547d\u529b\u5c06\u53d6\u51b3\u4e8eAI\u751f\u6210\u5185\u5bb9\u7684\u8d28\u91cf\u6df1\u5ea6\u4e0e\u53ef\u5b9a\u5236\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u4ece\u201c\u89c6\u9891\u751f\u6210\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u4e92\u52a8\u4f53\u9a8c\u6784\u5efa\u5e73\u53f0\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\">Trivia by Typito AI<\/span>\n <\/div>\n<div class=\"comment-content\">Most videos get ignored, but quiz videos don\u2019t. Why? Because they ask a question, and your brain wants the answer. Trivia by Typito AI helps you create high-retention videos in seconds. Just enter a topic and it generates questions and answers, clean visuals, and ready-to-post videos for social platforms. No editing skills needed and no blank page problem. Built for creators, marketers, and anyone trying to win attention on short-form video\u2014just hit export.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I\u2019m Matthew, one of the makers of Trivia by Typito AI.<br \/>\nWe\u2019ve spent years building video tools \u2014 and one pattern kept showing up:<br \/>\n\ud83d\udc49 The videos that consistently perform\u2026 are the ones that ask a question.<br \/>\nTrivia, quizzes, \u201cguess what happens next\u201d \u2014 they pull you in.<\/p>\n<p>But creating these videos repeatedly is surprisingly painful:<br \/>\n\u2022 Coming up with questions<br \/>\n\u2022 Structuring them visually<br \/>\n\u2022 Getting timing right<\/p>\n<p>So we built Trivia to remove all of that.<br \/>\nYou give it a topic \u2192 it generates a ready-to-post quiz video.<\/p>\n<p>We\u2019re still early, and I\u2019d genuinely love your feedback: What worked? What felt off? Where did it break? <\/p>\n<p>Our team will be around all day \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tmatthewj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmatthewj<\/a> Really interesting concept, Matthew! You\u2019re hitting a pain point I see constantly in the HR world, teams want to engage their audience but they\u2019re bogged down by the ‘manual’ overhead of creating it.<\/p>\n<\/p>\n<p>I\u2019m also launching <strong>AspectOS<\/strong> today; we\u2019re both on a mission to help busy professionals stop ‘managing from memory’ (or manual editing!) and move toward a more automated, high-impact flow.<\/p>\n<\/p>\n<p>Dropped an upvote, hope you hit the Top 5 today! Quick question: Can the AI pull from a specific URL to generate the trivia, or is it purely topic-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one of the simplest products i have used.<br \/>Prompt -> minor edits -> Publish.<\/p>\n<p>All in under 3mins.<\/p>\n<p>Would highly recommend this for anyone who is looking to make trivia videos.<\/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\/@rohith_veerajappa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohith_veerajappa<\/a> Thank you thank you for your kind words \ud83e\udd17<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quiz videos are one of those things people don\u2019t scroll past, and packaging that into a quick workflow is actually useful.<\/p>\n<\/p>\n<p>How much can you tweak what it generates? Like tone, difficulty, or making it feel more niche instead of generic trivia.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@basim_ahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basim_ahmad<\/a> nice to hear from you. \u263a\ufe0f<\/p>\n<p>We let you control difficulty at generation time (along with the prompt \/ topic), and you can tweak the output as well. The tone and niche-ness also gets influenced a lot by the inputs and the edits you can make. <\/p>\n<p>But you’ve raised a good point – there’s certainly more room to go further on tone and niche specificity so it feels less generic 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>I love the idea of leveraging trivia to grab attention in short-form videos. I\u2019ve dabbled in video content creation, and keeping viewers engaged is a constant challenge. I see you\u2019ve automated question generation; how do you balance quiz complexity to maintain engagement without overwhelming the audience? Would love to hear more about your approach!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks for the question. For now, we leave it to the creator to determine whether the content would work for their audience (or if the right audience would them) since we don’t have a direct way to determine how engaged the audience is.<br \/>Something like a interactive player as the output instead of a video would open up a lot of possibilities.<br \/>But for just a video output, we’re still thinking of adding capabilities like quizzes with increasing difficulty, or other patterns of difficulty sequences or even just randomizing difficulty levels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice niche idea.<\/p>\n<p>One question, I see applications in the entertainment area. Are there business use-cases?<\/p>\n<p>How can a b2b brand benefit from a trivia video? Just curious<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aslamabbas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aslamabbas<\/a> There are two use-cases I’m seeing, that’s applicable for both B2B and B2C brands:<br \/>1\/ Educating customers<br \/>2\/ Positioning oneself as a thought leader<br \/>Each motivation kinda reinforces the other.<\/p>\n<p>Attaching a frame from a video where a YouTube ecosystem product uses a quiz video to engage with their customers, to give an idea.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b87fc369-da4e-49e1-9099-536f60b6bc11.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Few years back I also made YT channel QuizWizz with this concept only AI was not a major thing back then, but yes Quiz videos are actually engaging, but the quizzes should be around something that feels easy to solve but when you try it becomes confusing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thanks for sharing! And I totally agree. The moment it feels \u201cI should know this\u201d is where people stop scrolling and engage with the content.<\/p>\n<p>That\u2019s been a big learning for us as well. We\u2019re trying to systemize that a bit so people don\u2019t have to manually figure out what works every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations to the team! I had the chance to see product in action and it’s quite remarkable.<br \/>The funny thing is, I am very tempted to start creating quizzes myself on Instagram but I don’t know if I will have the time. I guess I have to just give it a shot. Sounds so much fun now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MLJOAI5FDVL7EB\" class=\"app-title\">slicer.dev<\/a><\/p>\n<div class=\"one-liner\">Copy interactive web components as AI prompts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>slicer.dev\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u80fd\u5c06\u7f51\u9875\u4e0a\u7684\u4ea4\u4e92\u5f0f\u7ec4\u4ef6\uff08\u542b\u7ed3\u6784\u3001\u72b6\u6001\u3001\u52a8\u753b\uff09\u63d0\u53d6\u4e3a\u7cbe\u51c6\u7684AI\u63d0\u793a\u8bcd\u6216React\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\/\u8bbe\u8ba1\u5e08\u4ec5\u9760\u622a\u56fe\u65e0\u6cd5\u8ba9AI\u51c6\u786e\u590d\u73b0\u52a8\u6001\u7ec4\u4ef6\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\/0e1a0441-557b-486d-a59c-61335b0881e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/966e07d4-3f0f-4c8c-babf-306ac44b8121.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b539d02a-dd61-4c82-8075-cb71b3c6f203.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a115f5c3-5fe6-4b63-800a-227b37a0bbed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1dc3b9c-2ec8-4392-8de3-dd8de1357f01.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\/cf83b786-9cf1-4b57-a94d-c205ac2a9da3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/otkOA__NQgA\"><source src=\"https:\/\/youtu.be\/otkOA__NQgA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec4\u4ef6\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u6355\u6349<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u201c\u622a\u56fe\u590d\u73b0\u4e0d\u51c6\u201d\u7684\u771f\u5b9e\u75db\u70b9\uff0c\u5173\u6ce8\u662f\u5426\u514d\u8d39\uff08\u76ee\u524d\u6709\u514d\u8d39\u989d\u5ea6\uff09\u3001\u80fd\u5426\u6355\u83b7\u4ea4\u4e92\/\u72b6\u6001\/\u52a8\u753b\uff08\u786e\u8ba4\u652f\u6301\uff09\u3001\u5bf9\u52a8\u6001\u7ec4\u4ef6\u548c\u5404\u7c7bUI\u5e93\u7684\u517c\u5bb9\u6027\u3002\u5f00\u53d1\u8005\u900f\u9732V2.0\u5c06\u652f\u6301\u7ec4\u4ef6\u53bb\u54c1\u724c\u5316\u3001\u91cd\u65b0\u8bbe\u8ba1\u548c\u6837\u5f0f\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n slicer.dev\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5728\u201c\u6240\u89c1\u201d\u4e0e\u201c\u6240\u5f97\u201d\u4e4b\u95f4\u642d\u5efa\u7ed3\u6784\u5316\u6570\u636e\u6865\u6881\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4ee3\u7801\u751f\u6210\uff0c\u800c\u662f\u5145\u5f53\u4e86\u4e00\u4e2a\u9ad8\u4fdd\u771f\u7684\u201c\u7ec4\u4ef6\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u5c06\u89c6\u89c9\u5c42\uff08HTML\/CSS\uff09\u3001\u4ea4\u4e92\u5c42\uff08JavaScript\u4e8b\u4ef6\uff09\u548c\u72b6\u6001\u903b\u8f91\uff0c\u7f16\u7801\u6210AI\u80fd\u7cbe\u51c6\u7406\u89e3\u7684\u63d0\u793a\u8bcd\u6216\u76f4\u63a5\u53ef\u7528\u7684React\u4ee3\u7801\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u7f16\u7a0bAgent\u63d0\u4f9b\u201c\u6807\u51c6\u5316\u7684\u89c6\u89c9\u9700\u6c42\u8bf4\u660e\u4e66\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u751f\u6210UI\u7684\u74f6\u9888\u5f80\u5f80\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u9700\u6c42\u63cf\u8ff0\u7684\u6a21\u7cca\u6027\u3002\u5f00\u53d1\u8005\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e00\u4e2a\u4ea4\u4e92\u52a8\u753b\uff0c\u6216\u8bd5\u56fe\u8ba9AI\u7406\u89e3\u622a\u56fe\u4e2d\u7684\u72b6\u6001\u5207\u6362\uff0c\u4fe1\u606f\u635f\u8017\u6781\u5927\u3002slicer.dev\u901a\u8fc7\u6280\u672f\u624b\u6bb5\uff08\u63a8\u6d4b\u662f\u5206\u6790DOM\u3001\u6837\u5f0f\u548c\u4e8b\u4ef6\u76d1\u542c\uff09\u5c06\u7ec4\u4ef6\u201c\u89e3\u6784\u201d\u4e3a\u7ed3\u6784\u5316\u6570\u636e\uff0c\u6781\u5927\u538b\u7f29\u4e86\u4fe1\u606f\u71b5\uff0c\u4f7f\u5f97\u540e\u7eed\u7684AI\u751f\u6210\u6216\u4ee3\u7801\u8f6c\u6362\u5177\u5907\u4e86\u9ad8\u4fdd\u771f\u7684\u57fa\u7840\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u6280\u672f\u5929\u82b1\u677f\u9ad8\uff1a\u7f51\u9875\u7ec4\u4ef6\u6280\u672f\u6808\u7e41\u6742\uff08\u5404\u7c7b\u6846\u67b6\u3001\u81ea\u5b9a\u4e49Web Components\uff09\uff0c\u4ea4\u4e92\u903b\u8f91\u6df1\u6d45\u4e0d\u4e00\uff0c\u80fd\u5426\u7a33\u5b9a\u3001\u901a\u7528\u5730\u63d0\u53d6\u590d\u6742\u7ec4\u4ef6\uff08\u5982\u4f9d\u8d56\u5168\u5c40\u72b6\u6001\u7ba1\u7406\u7684\uff09\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u4e24\u7aef\uff1a\u65e2\u8981\u4e3a\u7528\u6237\u63d0\u4f9b\u8db3\u591f\u597d\u7684\u63d0\u53d6\u6548\u679c\uff0c\u53c8\u9700\u5c06\u7528\u6237\u5bfc\u5411Lovable\u3001Cursor\u7b49\u7279\u5b9aAI\u6784\u5efa\u5de5\u5177\uff0c\u5176\u4ef7\u503c\u4e0e\u8fd9\u4e9b\u4e0b\u6e38\u5de5\u5177\u7684\u751f\u6001\u7ed1\u5b9a\u8f83\u6df1\u3002\u6700\u540e\uff0c\u5b83\u89e3\u51b3\u7684\u662f\u201c\u590d\u5236\u201d\u95ee\u9898\uff0c\u800c\u975e\u201c\u521b\u9020\u201d\u95ee\u9898\uff0c\u5176\u5929\u82b1\u677f\u5728\u4e8e\u4f18\u79c0\u5f00\u6e90\u7ec4\u4ef6\u5e93\u548cAI\u81ea\u8eab\u751f\u6210\u80fd\u529b\u7684\u8fdb\u5316\u901f\u5ea6\u3002\u82e5\u672a\u6765AI\u80fd\u901a\u8fc7\u7b80\u5355\u622a\u56fe\u6216\u63cf\u8ff0\u5c31\u751f\u6210\u9ad8\u8d28\u91cf\u4ea4\u4e92\u7ec4\u4ef6\uff0c\u6b64\u7c7b\u5de5\u5177\u7684\u4e2d\u95f4\u4ef6\u4ef7\u503c\u5c06\u88ab\u524a\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u77ed\u671f\u5185\uff0c\u5b83\u786e\u5b9e\u4e3a\u90a3\u4e9b\u201c\u7075\u611f\u6765\u6e90\u4e8e\u73b0\u6709\u7f51\u7ad9\u201d\u7684\u5feb\u901f\u539f\u578b\u5f00\u53d1\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u6d41\u7545\u4f53\u9a8c\u3002\u5176\u89c4\u5212\u76842.0\u7248\u672c\uff08\u53bb\u54c1\u724c\u5316\u3001\u6837\u5f0f\u5e94\u7528\uff09\u663e\u793a\u4e86\u5411\u201c\u7ec4\u4ef6\u518d\u521b\u4f5c\u5e73\u53f0\u201d\u6f14\u8fdb\u7684\u91ce\u5fc3\uff0c\u8fd9\u6216\u8bb8\u662f\u5176\u7a81\u7834\u5de5\u5177\u5b9a\u4f4d\uff0c\u5efa\u7acb\u66f4\u6df1\u62a4\u57ce\u6cb3\u7684\u5173\u952e\u4e00\u6b65\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\">slicer.dev<\/span>\n <\/div>\n<div class=\"comment-content\">Designers save references. This turns them into prompts. Extract any component from any website with interactions, animations, structure, states – and get a ready-to-use prompt for Lovable, Cursor, Claude Code, or wherever you build.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, fellow builders and vibecoders!<\/p>\n<\/p>\n<p>When we build websites, we all start with inspiration: we find website we like, we screenshot it and we forward it to our designers or paste to vibecoding tools, hoping it will be fully recreated with 100% accuracy so that we can iterate it further. But it rarely is.<\/p>\n<p>A screenshot does not capture interactions, animations, states. It’s impossible for AI to recreate something from a flat image.<\/p>\n<p><a href=\"http:\/\/slicer.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">slicer.dev<\/a> solves that: it copies all the information beyond a screenshot that makes a component interactive. On top of that it gives you React code or AI prompt that will create a reusable component in your project.<\/p>\n<\/p>\n<p>Works very simply: open browser extension \u2192 select a component \u2192 generate and copy the prompt (or a react code!)<\/p>\n<\/p>\n<p>Version 2.0 is already in works where you will be able to debrand\/redesign\/merge\/apply style for extracted components.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks exciting! Is it free?<\/div>\n<div class=\"comment-actions\">\n<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\/@danischenker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danischenker<\/a> Given I need use AI to generate code\/prompt, I incur costs, so I cannot offer it for free. But you get a few exports for free to try when you sign up.<\/p>\n<\/p>\n<p>Also I’d be happy to exchange feedback for extra extractions :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a problem I run into all the time. I see a component on a site, screenshot it, paste it into my AI tool, and the output never quite matches. Always felt like there should be a better way than just screenshotting and hoping for the best. Bookmarked. Congrats on the launch, Daumantas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Smart approach. The gap between “I see a component I like” and getting my agent to reproduce it is still way too big. Screenshots lose all the interactive behavior.<\/p>\n<\/p>\n<p>Does it capture state and interactions too, or mainly the visual structure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jarmo_tuisk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarmo_tuisk2<\/a> interactions, states and animations! Also responsiveness:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 fits a real gap – grabbing a component and getting a prompt that actually reproduces it is way better than describing it from scratch. Does it handle dynamic state or just the static render?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> capture states too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey this is actually pretty neat!<\/p>\n<\/p>\n<p>Does it work with motion and basically all UI library components (MagicUI, React bits, etc)?<\/p>\n<\/p>\n<p>Either way, upvoted and I wish you a great launch Daumantas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a> thanks!<\/p>\n<\/p>\n<p>Yeah it does! Scroll animations are not supported yet, but ones that are triggered by hovers or automated works!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NJGRGP6ATEUXEO\" class=\"app-title\">Replay: Life Timeline<\/a><\/p>\n<div class=\"one-liner\">A visual timeline of where you’ve been<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6781\u7b80\u7684iOS\u5e94\u7528\uff0c\u901a\u8fc7\u81ea\u52a8\u8ffd\u8e2a\u7528\u6237\u4f4d\u7f6e\u5e76\u5728\u8bbe\u5907\u672c\u5730\u6784\u5efa\u53ef\u89c6\u5316\u65f6\u95f4\u8f74\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u56de\u987e\u884c\u7a0b\u3001\u8bb0\u5f55\u65c5\u884c\u8f68\u8ff9\u65f6\u5bf9\u9690\u79c1\u6cc4\u9732\u548c\u6570\u636e\u540c\u6b65\u4e0d\u4fbf\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\/22663663-c04b-47a6-b78c-c36c230b748a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89b6f2ea-6c07-462c-8e29-97cb3d60bfc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9391864c-f534-48c6-81cc-4f7434a828d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00161e8b-8f0f-4c97-bc06-74693bf268b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dab0d0d5-245b-4d3b-95e1-1d32eddbc2e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a935fcd-1b7a-4c2b-a9a7-78dcdcb6ba72.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\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Privacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u65f6\u95f4\u8f74<\/span><br \/>\n <span class=\"tag\">\u4f4d\u7f6e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e70\u65ad<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">Google\u65f6\u95f4\u8f74\u66ff\u4ee3\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u9690\u79c1\u4fdd\u62a4\uff08\u6570\u636e\u672c\u5730\u5316\uff09\u548c\u4e00\u6b21\u6027\u4e70\u65ad\u6a21\u5f0f\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u7167\u7247\u4e0e\u65f6\u95f4\u8f74\u66f4\u6df1\u5ea6\u6574\u5408\u3001\u8be2\u95ee\u65f6\u95f4\u8f74\u51c6\u786e\u6027\u53ca\u4e0eGoogle\u65f6\u95f4\u8f74\u7684\u6570\u636e\u5bfc\u5165\u53ef\u80fd\u6027\u3001\u5efa\u8bae\u589e\u52a0iCloud\u5907\u4efd\u529f\u80fd\uff0c\u5e76\u63a2\u8ba8\u4e86\u5176\u4e0e\u82f9\u679c\u201c\u65e5\u8bb0\u201d\u7b49\u5e94\u7528\u7684\u534f\u540c\u4f7f\u7528\u573a\u666f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Replay\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u7528\u6237\u6570\u636e\u4e3b\u6743\u548c\u5546\u4e1a\u6a21\u5f0f\u7684\u201c\u4ef7\u503c\u56de\u5f52\u201d\u3002\u5728\u8c37\u6b4c\u65f6\u95f4\u8f74\u56e0\u9690\u79c1\u3001\u540c\u6b65\u548c\u4f53\u9a8c\u95ee\u9898\u8ba9\u7528\u6237\u75b2\u60eb\u4e0d\u582a\u65f6\uff0cReplay\u796d\u51fa\u4e86\u201c\u6570\u636e\u6c38\u4e0d\u79bb\u5f00\u8bbe\u5907\u201d\u548c\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u8fd9\u4e24\u9762\u6700\u76f4\u63a5\u7684\u65d7\u5e1c\uff0c\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u529f\u80fd\u5356\u70b9\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u6570\u636e\u7ecf\u6d4e\u6cdb\u6ee5\u7684\u4e00\u79cd\u9053\u5fb7\u6279\u5224\u548c\u7b80\u6d01\u53cd\u6297\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u505a\u51cf\u6cd5\uff0c\u805a\u7126\u4e8e\u88ab\u52a8\u3001\u81ea\u52a8\u5316\u7684\u8f68\u8ff9\u8bb0\u5f55\uff0c\u5c06\u590d\u6742\u7684\u4f4d\u7f6e\u6570\u636e\u5904\u7406\u9690\u85cf\u5728\u540e\u53f0\uff0c\u524d\u7aef\u5448\u73b0\u6781\u7b80\u65f6\u95f4\u8f74\u3002\u8fd9\u6293\u4f4f\u4e86\u201c\u61d2\u4eba\u8bb0\u5f55\u201d\u7684\u6838\u5fc3\u9700\u6c42\u2014\u2014\u7528\u6237\u9700\u8981\u8bb0\u5fc6\u7684\u8f7d\u4f53\uff0c\u4f46\u538c\u6076\u8bb0\u5f55\u7684\u8d1f\u62c5\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u7eaf\u672c\u5730\u5e94\u7528\uff0c\u5176\u4ef7\u503c\u4e0e\u8bbe\u5907\u751f\u547d\u5468\u671f\u5f3a\u7ed1\u5b9a\uff0c\u6570\u636e\u4e22\u5931\u98ce\u9669\u548c\u8de8\u8bbe\u5907\u540c\u6b65\u7684\u7f3a\u5931\u662f\u7528\u6237\u4f53\u9a8c\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff0c\u5c3d\u7ba1\u5f00\u53d1\u8005\u63d0\u53caiCloud\u5907\u4efd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u2014\u2014\u4e00\u6b21\u6027\u4e70\u65ad\uff0c\u5728\u65e0\u540e\u7eed\u670d\u52a1\u6210\u672c\u7684\u60c5\u51b5\u4e0b\u770b\u4f3c\u9ad8\u5c1a\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u957f\u671f\u8fed\u4ee3\u548c\u670d\u52a1\u7684\u53ef\u6301\u7eed\u6027\u52a8\u529b\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u6301\u7eed\u66f4\u65b0\u7684\u5730\u56fe\u6570\u636e\u3001\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4f18\u5316\u7b49\u65b9\u9762\u662f\u5426\u5b58\u5728\u9690\u5f62\u6210\u672c\uff0c\u9700\u8981\u6253\u4e00\u4e2a\u95ee\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u5355\u7eaf\u7684\u65f6\u95f4\u8f74\uff0c\u800c\u662f\u671f\u5f85\u5b83\u6210\u4e3a\u201c\u6570\u5b57\u8bb0\u5fc6\u4e2d\u67a2\u201d\uff0c\u4e0e\u7167\u7247\u3001\u65e5\u8bb0\u6df1\u5ea6\u6574\u5408\u3002\u8fd9\u63d0\u793a\u4e86\u4ea7\u54c1\u7684\u672a\u6765\u65b9\u5411\uff1a\u4ece\u4e00\u4e2a\u9690\u79c1\u81f3\u4e0a\u7684\u5de5\u5177\uff0c\u6f14\u53d8\u4e3a\u4e00\u4e2a\u53ef\u4fe1\u8d56\u7684\u3001\u79c1\u4eba\u7684\u751f\u547d\u65e5\u5fd7\u5e73\u53f0\u3002\u4f46\u5fc5\u987b\u8b66\u60d5\u529f\u80fd\u8513\u5ef6\u7834\u574f\u5176\u6781\u7b80\u4e0e\u9690\u79c1\u7684\u7acb\u8eab\u4e4b\u672c\u3002\u603b\u4f53\u800c\u8a00\uff0cReplay\u662f\u4e00\u6b3e\u7406\u5ff5\u9886\u5148\u4e8e\u529f\u80fd\u7684\u4ea7\u54c1\uff0c\u5b83\u7528\u6700\u6734\u7d20\u7684\u65b9\u5f0f\u8d62\u5f97\u4e86\u9690\u79c1\u654f\u611f\u7528\u6237\u7684\u521d\u6b65\u4fe1\u4efb\uff0c\u4f46\u8981\u60f3\u4ece\u201c\u4e0d\u9519\u7684\u66ff\u4ee3\u54c1\u201d\u6210\u957f\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u53f0\u201d\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6838\u5fc3\u539f\u5219\u7684\u524d\u63d0\u4e0b\uff0c\u7a33\u5065\u5730\u89e3\u51b3\u6570\u636e\u6301\u4e45\u5316\u3001\u751f\u6001\u6574\u5408\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u95ee\u9898\uff0c\u5c06\u662f\u5176\u5fc5\u987b\u901a\u8fc7\u7684\u8bd5\u70bc\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Replay: Life Timeline<\/span>\n <\/div>\n<div class=\"comment-content\">Replay is an minimalistic iOS app that automatically tracks everywhere you go and builds a timeline of your day: every place you visited, how you got there, and how long you stayed. Replay keeps all your data entirely on your device with no account or sign-up required. Just download and start building your life timeline.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b\ud83c\udffb<\/p>\n<p>I’m the solo dev behind Replay and I am incredibly excited to launch it!<\/p>\n<p>Replay started as my frustration with Google Timeline. Syncing issues, privacy concerns, and an interface that never felt like something I’d actually want to open. I wanted something cleaner, private, and that just worked.<\/p>\n<p>Replay turns that into a beautiful & private timeline. Every place you visited, how long you stayed, how you got there. All stored on your device, no account needed, no data leaving your phone. <\/p>\n<p>Whether you’re a frequent traveler wanting to remember every stop on a trip, someone who’s just curious about their own patterns, or a former Google Timeline user looking for a real replacement, Replay is built for you.<\/p>\n<p>Currently Replay’s priced at $9.99 Lifetime ($4.99 for PHunters)! <strong>Pay once, keep forever<\/strong>. There is no reason for me to charge a monthly subscription as there are no costs incurred to run the app!<\/p>\n<p>I’d love to hear your feedback, feature requests, and any ideas you might have. Don’t forget to vote if you find it useful, and leave a review on the App Store if you gave it a try! Every bit of support means lots to me \ud83e\udee1<\/p>\n<p>Thanks so much for checking Replay out, feel free to ask any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> This is really compelling alternative to Google Timeline. The on device privacy angle alone makes it stand out in a big way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> Love the simplicity of the model. One time payment and no data leaving the device feels refreshing compared to most apps today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> This hits that sweet spot of privacy and usability \ud83d\udc4c Feels like something people would actually trust enough to use daily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 wanted this feature to be in google maps but they never added it this will help create memories of travel. Does this have gallery feature to sort pictures based on location?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thank you for commenting! Yes we have native photos integration with your library, and will automatically appear in the timeline based on the time period. You can see them in action in the 2nd and 4th screen shots!<\/p>\n<p>We’re also looking forward to improving the in-app photo experience, so photos can be “front-and-foremost” in the UI. Let me know what you think about the current display!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 is a nice idea. I can imagine using something like this for holidays, when it makes sense to attach memories and pics to a plan — for when you come back and a few weeks later are talking to someone about where you’ve been. Interestingly, just this week I was notified by the Apple’s built in Journal to do something similar at the end of a trip, i.e. save photos I’d taken and to add a note to capture a trip. I can see this fitting in nicely as an input to a journal entry as well. Good luck with the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@bhaskar_deol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhaskar_deol<\/a> Yep, that’s the major use case! For myself, I just leave Replay constantly running, and I also get the benefit of seeing how much time I spent at a place each month etc. at no hassle on my part! When it’s time for a holiday abroad I don’t have to remember to turn it on as it’s designed to be hands-free.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been testing Replay for a while now and I have enjoyed being able to just quickly look at my tracks for the day in an app that has been well thought out and offers a lot of detail. Oh, and thank you for the lifetime discount \u2013 purchased last night.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@craigcpaterson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@craigcpaterson<\/a> Thank you very much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Looking nice!<\/p>\n<p>How accurate is the timeline actually? I’m using the Google Timeline and it quite often gets confused with transportation type or also location data. <\/p>\n<p>I was using Google for years, I’m on iPhone only one year now. Would nice to import all my location data from the Google Timeline. Could that be possible?<\/p>\n<p>And what about iCloud sync? Don’t want to lose my location data for whatever reasons.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vuhrmeister\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vuhrmeister<\/a> Thank you! We\u2019re using a machine learning approach to classify each path to different transportation modes. We haven\u2019t done an official benchmark against GT yet, but from our users the overall consensus is towards Replay being more accurate! Try it out and see how it does for you~<\/p>\n<\/p>\n<p>I\u2019m a long time GT user as well! We already have GT import and iCloud backup in our MVP! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, this is pretty cool!<\/p>\n<\/p>\n<p>What are typical use cases for it, beyond replaying where you’ve been during the past days?<\/p>\n<\/p>\n<p>Upvoted, and I wish you a good launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a>, thank you and I really appreciate the support!<\/p>\n<p>Beyond just replaying your day, a lot of the value comes from having a passive record you can come back to later. <\/p>\n<p>For one, it\u2019s great for travel since it builds a full timeline without you needing to log anything, and it also helps with small things like remembering places you\u2019ve been or reconstructing a trip weeks later. <\/p>\n<p>Another intended use case is to spot patterns in their routines or as a companion to journaling apps where the timeline acts as a reference for writing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IQSRQYCO4ONAVI\" class=\"app-title\">vit<\/a><\/p>\n<div class=\"one-liner\">git for video editing.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vit \u662f\u4e00\u6b3e\u96c6\u6210\u4e8e\u8fbe\u82ac\u5947\u8c03\u8272\u8f6f\u4ef6\u4e2d\u7684\u7248\u672c\u63a7\u5236\u5de5\u5177\uff0c\u901a\u8fc7\u7c7b\u4f3cGit\u7684\u5206\u652f\u7ba1\u7406\u529f\u80fd\uff0c\u5728\u89c6\u9891\u7f16\u8f91\u3001\u8c03\u8272\u3001\u97f3\u6548\u8bbe\u8ba1\u7b49\u591a\u5de5\u79cd\u5e76\u884c\u534f\u4f5c\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7248\u672c\u6df7\u4e71\u3001\u5408\u5e76\u56f0\u96be\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\/21d21684-73fc-47ac-97b0-dd6fa2882c0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee941230-026f-43f1-b2b4-1dade526d062.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/311cc236-0e63-485d-a7d5-a69c71707fdb.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\/80505e1b-2879-4681-8fb9-8875da82c2dd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=phS28hhJSP8\"><source src=\"https:\/\/www.youtube.com\/watch?v=phS28hhJSP8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u7f16\u8f91\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8fbe\u82ac\u5947\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5143\u6570\u636e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5206\u652f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u975e\u7834\u574f\u6027\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u751f\u4ea7\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u5a92\u4f53\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u586b\u8865\u5e02\u573a\u7a7a\u767d\uff08\u66ff\u4ee3\u6602\u8d35\u4f01\u4e1a\u65b9\u6848\uff09\u3001\u4e0d\u76f2\u76ee\u8ffd\u9010AI\u7684\u52a1\u5b9e\u7406\u5ff5\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\uff1a\u4ec5\u7248\u672c\u5316\u65f6\u95f4\u7ebf\u51b3\u7b56\u65f6\uff0c\u5982\u4f55\u540c\u6b65\u4e0e\u7ba1\u7406\u539f\u59cb\u5a92\u4f53\u6587\u4ef6\uff08\u8def\u5f84\u3001\u4ee3\u7406\u3001\u94fe\u63a5\u7b49\uff09\uff0c\u4ee5\u53ca\u4e3a\u6b64\u8bbe\u8ba1\u4e86\u4f55\u79cd\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u548c\u5bb9\u9519\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Vit \u63d0\u51fa\u7684\u201cGit for video editing\u201d\u6982\u5ff5\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u6210\u719f\u3001\u4f18\u96c5\u7684\u534f\u4f5c\u8303\u5f0f\uff0c\u5f3a\u884c\u6ce8\u5165\u5230\u4e86\u5386\u6765\u4ee5\u201c\u5de5\u7a0b\u201d\u4e3a\u803b\u3001\u4f9d\u8d56\u6df7\u4e71\u6587\u4ef6\u4f20\u8f93\u548c\u7ebf\u6027\u6d41\u7a0b\u7684\u521b\u610f\u4ea7\u4e1a\u4e2d\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u91cd\u8d44\u4ea7\u9677\u9631\u2014\u2014\u4e0d\u5b58\u50a8\u89c6\u9891\u6570\u636e\uff0c\u53ea\u8ffd\u8e2a\u8f7b\u91cfJSON\u5143\u6570\u636e\uff0c\u8fd9\u4f7f\u5176\u8f7b\u5de7\u3001\u5ec9\u4ef7\u4e14\u6613\u4e8e\u96c6\u6210\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6070\u6070\u66b4\u9732\u4e86\u5176\u7406\u60f3\u4e3b\u4e49\u7684\u8fb9\u754c\uff1a\u89c6\u9891\u534f\u4f5c\u6700\u80ae\u810f\u3001\u6700\u68d8\u624b\u7684\u90e8\u5206\uff0c\u4ece\u6765\u4e0d\u662f\u65f6\u95f4\u7ebf\u64cd\u4f5c\uff0c\u800c\u662f\u6d77\u91cf\u3001\u7b28\u91cd\u3001\u8def\u5f84\u4f9d\u8d56\u7684\u5a92\u4f53\u8d44\u4ea7\u672c\u8eab\u3002\u8bc4\u8bba\u4e2d\u5c16\u9510\u7684\u63d0\u95ee\u76f4\u6307\u547d\u95e8\uff1aVit \u89e3\u51b3\u4e86\u201c\u51b3\u7b56\u201d\u7684\u7248\u672c\u5316\uff0c\u4f46\u201c\u7d20\u6750\u201d\u7684\u540c\u6b65\u4e0e\u7269\u6d41\u8fd9\u4e2a\u66f4\u5927\u7684\u6ce5\u6f6d\uff0c\u88ab\u6709\u610f\u6216\u65e0\u5948\u5730\u7559\u7ed9\u4e86\u7528\u6237\u548c\u4f20\u7edf\u6d41\u7a0b\u3002\u8fd9\u610f\u5473\u7740Vit\u53ef\u80fd\u53ea\u662f\u4f18\u5316\u4e86\u534f\u540c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c\u800c\u524d\u63d0\u662f\u56e2\u961f\u5df2\u7ecf\u5efa\u7acb\u4e86\u89c4\u8303\u7684\u5a92\u4f53\u7ba1\u7406\u57fa\u5efa\u3002\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u4e3a\u4e13\u4e1a\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u201c\u64cd\u4f5c\u5386\u53f2\u201d\u56de\u6eaf\u4e0e\u5408\u5e76\u5de5\u5177\uff0c\u5c06\u534f\u4f5c\u51b2\u7a81\u4ece\u7269\u7406\u6587\u4ef6\u5c42\u9762\u63d0\u5347\u5230\u903b\u8f91\u51b3\u7b56\u5c42\u9762\uff0c\u662f\u6d41\u7a0b\u7cbe\u7ec6\u5316\u548c\u4e13\u4e1a\u5316\u7684\u4ea7\u7269\uff0c\u800c\u975e\u62ef\u6551\u6df7\u4e71\u56e2\u961f\u7684\u4e07\u80fd\u836f\u3002\u5b83\u4e0d\u70ab\u6280\uff0c\u4e0dAI\uff0c\u8fd9\u79cd\u52a1\u5b9e\u53cd\u800c\u6210\u4e86\u5176\u5728\u5f53\u524d\u5e02\u573a\u4e2d\u7684\u72ec\u7279\u6807\u7b7e\uff0c\u4f46\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4e0e\u90a3\u4e9b\u201c\u80ae\u810f\u201d\u7684\u5e95\u5c42\u5a92\u4f53\u7ba1\u7406\u65b9\u6848\u5f62\u6210\u4e8b\u5b9e\u4e0a\u7684\u8054\u76df\u6216\u63a5\u53e3\u6807\u51c6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">vit<\/span>\n <\/div>\n<div class=\"comment-content\">Vit integrates version control directly into DaVinci Resolve, allowing users to work on different features in parallel. For example, editors, colorists, and sound designers can all work on their own branches before merging their changes together at the end. Vit does this by tracking timeline decisions as lightweight JSON metadata (no storage of your videos).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We wanted to build something that integrates into industry standard tools instead of a new device. Not everything needs to be all about AI or Cursor for X.<\/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\/@lucashjin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucashjin1<\/a> yesss, the only other tool i know that does this is enterprise grade and costs $1ks every month. Bravo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fellow hunter! I’m also launching today, just checked out your product<\/p>\n<\/p>\n<p>Such a cool idea, it changes from all the AI and agent launches, I wish you success and upvoted 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<div class=\"comment-item\">\n<div class=\"comment-content\">A huge friction point in collaborative editing is media logistics (paths, proxies, relinking, LUTs\/fonts\/plugins). Since Vit versions timeline decisions only, what\u2019s your recommended end-to-end workflow for keeping media in sync\u2014and what are the failure modes you designed around?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M72AL5VFWMSMQO\" class=\"app-title\">DenchClaw<\/a><\/p>\n<div class=\"one-liner\">Open Source AI CRM hosted locally on your machine<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DenchClaw\u662f\u4e00\u6b3e\u672c\u5730\u5316\u90e8\u7f72\u7684\u5f00\u6e90AI CRM\uff0c\u901a\u8fc7OpenClaw\u6846\u67b6\u5c06AI\u667a\u80fd\u4f53\u6df1\u5ea6\u96c6\u6210\u4e8e\u6587\u4ef6\u7cfb\u7edf\uff0c\u4e3a\u77e5\u8bc6\u5de5\u4f5c\u8005\u548c\u9500\u552e\u56e2\u961f\u63d0\u4f9b\u81ea\u52a8\u5316\u5ba2\u6237\u7ba1\u7406\u4e0e\u89e6\u8fbe\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u4f9d\u8d56\u591a\u4e2a\u4e91\u7aefAI\u5de5\u5177\u3001\u6570\u636e\u9690\u79c1\u987e\u8651\u53ca\u64cd\u4f5c\u7e41\u7410\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\/443495f5-3226-48f2-b94d-ccfae9a99912.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ddd292b-cb06-4781-a834-caccf4bb7819.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b16910e7-09a3-4828-8624-5753353ece29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9211f903-d4aa-4288-bd55-d015225a1c2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce8499a3-6e61-4cb9-892f-d70d59063f95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1baf4fc6-5526-4117-9356-171848155c9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dae96b97-c9bd-4819-9d3c-5f732e83f89e.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\/35b682ac-b533-40ca-9539-55241228a11f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pfACTbc3Bh4\"><source src=\"https:\/\/youtu.be\/pfACTbc3Bh4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90CRM<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u53f0<\/span><br \/>\n <span class=\"tag\">OpenClaw\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6570\u636e\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\u80af\u5b9a\u4ea7\u54c1\u7406\u5ff5\u4e0e\u56e2\u961f\uff0c\u8be2\u95ee\u6700\u4f4e\u95e8\u69db\u4f53\u9a8c\u4efb\u52a1\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\u591a\u8bbe\u5907\/\u56e2\u961f\u534f\u4f5c\u65f6\u7684\u6570\u636e\u540c\u6b65\u65b9\u6848\u3001\u672c\u5730\u786c\u4ef6\u6027\u80fd\u4f18\u5316\u3001\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u6280\u672f\u7ec6\u8282\uff08\u662f\u5426\u4f7f\u7528\u771f\u5b9e\u4f1a\u8bdd\uff09\uff0c\u4ee5\u53ca\u4ea7\u54c1\u572810\u4eba\u4ee5\u4e0a\u9500\u552e\u56e2\u961f\u4e2d\u7684\u53ef\u6269\u5c55\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n DenchClaw\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u505a\u4e00\u4e2a\u201c\u672c\u5730\u7248AI CRM\u201d\u3002\u5b83\u8bd5\u56fe\u4ee5\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\u4e3a\u57fa\u5ea7\uff0c\u5c06OpenClaw\u8fd9\u4e00\u201cAI\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\u201d\u6846\u67b6\u5316\u3001\u4ea7\u54c1\u5316\uff0c\u6253\u9020\u4e00\u4e2a\u6db5\u76d6CRM\u3001\u7f16\u7801\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u4e00\u5207\u7684\u201c\u4e2a\u4eba\u751f\u4ea7\u529b\u7ec8\u7aef\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0e\u5f53\u524d\u4e3b\u6d41\u7684SaaS\u5316\u3001API\u4e2d\u5fc3\u5316AI\u5e94\u7528\u622a\u7136\u76f8\u53cd\u7684\u8303\u5f0f\uff1a\u5c06\u6570\u636e\u548cAI\u667a\u80fd\u4f53\u7262\u7262\u951a\u5b9a\u5728\u7528\u6237\u672c\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u201c\u672c\u5730\u4f18\u5148\u3001AI\u539f\u751f\u201d\u7684\u67b6\u6784\uff0c\u76f4\u51fb\u4e86\u4f01\u4e1a\u7ea7SaaS\u5728\u6570\u636e\u9690\u79c1\u3001\u6210\u672c\u7d2f\u79ef\u548c\u6d41\u7a0b\u50f5\u5316\u65b9\u9762\u7684\u75db\u70b9\uff0c\u5c24\u5176\u5438\u5f15\u5bf9\u6570\u636e\u654f\u611f\u7684\u7528\u6237\u548c\u538c\u5026\u5de5\u5177\u788e\u7247\u5316\u7684\u6781\u5ba2\u3002\u4ea7\u54c1\u5c06\u590d\u6742\u7684OpenClaw\u80fd\u529b\u5c01\u88c5\u4e3a\u201c\u4e00\u952e\u5b89\u88c5\u201d\u7684\u53ef\u7528\u8f6f\u4ef6\uff0c\u5e76\u7c7b\u6bd4\u4e3a\u201cCursor for your Mac\u201d\uff0c\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u662f\u5173\u952e\u7684\u63a8\u5e7f\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u5f02\u5e38\u5c16\u9510\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u591a\u8bbe\u5907\u540c\u6b65\u201d\u548c\u201c\u56e2\u961f\u89c4\u6a21\u5316\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u672c\u5730\u5316\u8303\u5f0f\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u901a\u8fc7iCloud\u6216GitHub\u540c\u6b65\u7684\u65b9\u6848\uff0c\u5728\u534f\u540c\u5b9e\u65f6\u6027\u548c\u64cd\u4f5c\u4fbf\u6377\u6027\u4e0a\uff0c\u4e0e\u4e91\u7aefCRM\u5b58\u5728\u4ee3\u5dee\u3002\u800c\u4f9d\u8d56\u771f\u5b9e\u6d4f\u89c8\u5668\u4f1a\u8bdd\u8fdb\u884c\u81ea\u52a8\u5316\u89e6\u8fbe\uff0c\u867d\u89c4\u907f\u4e86\u98ce\u63a7\uff0c\u5374\u727a\u7272\u4e86\u53ef\u6269\u5c55\u6027\u4e0e\u7a33\u5b9a\u6027\u3002\u8fd9\u4f7f\u5176\u5728\u5f53\u524d\u9636\u6bb5\u66f4\u9002\u914d\u4e8e\u72ec\u7acb\u5de5\u4f5c\u8005\u6216\u6781\u5c0f\u578b\u56e2\u961f\uff0c\u79bb\u5176\u201c\u53d6\u4ee3\u4f20\u7edfCRM\u201d\u7684\u613f\u666f\u5c1a\u6709\u5de8\u5927\u5de5\u7a0b\u9e3f\u6c9f\u9700\u8981\u8de8\u8d8a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u80cc\u666f\uff08YC\u3001Naval Ravikant\u7cfb\uff09\u548c\u521b\u59cb\u4eba\u201c\u81ea\u5df1\u6bcf\u65e5\u4f7f\u7528\u201d\u7684\u53d9\u4e8b\u4e3a\u5176\u589e\u4fe1\uff0c\u4f46\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u9177\u70ab\u7684\u6781\u5ba2\u73a9\u5177\u201d\u6f14\u8fdb\u4e3a\u201c\u53ef\u9760\u7684\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5982\u4f55\u5728\u575a\u6301\u672c\u5730\u5316\u6838\u5fc3\u4f18\u52bf\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u89e3\u51b3\u534f\u4f5c\u4e0e\u89c4\u6a21\u5316\u7684\u6096\u8bba\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6311\u6218\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u548c\u8def\u5f84\u9009\u62e9\u7684\u7ec8\u6781\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">DenchClaw<\/span>\n <\/div>\n<div class=\"comment-content\">Fully Managed OpenClaw Framework for all knowledge work ever. CRM Automation and Outreach agents. The only local productivity tool you need.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi everyone, I am Kumar, co-founder of <\/strong><a href=\"http:\/\/Dench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Dench.com<\/strong><\/a><strong>. <\/strong>We were part of the YC Summer 2024 batch, back then we were an agentic workflow company that served very niche use cases like Legal Intake, Voice, and worked with a bunch of sales floors automating the most mundane enterprise tasks. Previously, I worked alongside Naval Ravikant on Airchat. <\/p>\n<p>Building consumer, or per-individual prosumer software always gave me more joy than FDEing into an enterprise. It did not give me joy to manually keep adding new AI tools to the AI SDK harness on the cloud for every small new thing, at least not as much as a completely local software that is Open Source, has all the powers of OpenClaw (I can now talk to my CRM on Telegram!). The future is skills and file systems, all tools are skills, all skills are tools. I am going all in on it.<\/p>\n<p>A few weeks ago,<strong> <\/strong><a href=\"https:\/\/x.com\/garrytan\/status\/2023518514120937672?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>we launched Ironclaw<\/strong><\/a><strong> (An Open Source OpenClaw CRM Framework) which now has around 1.3k stars.<\/strong> A lot of people confused us with NearAI\u2019s Ironclaw, so we changed our name to DenchClaw.<\/p>\n<p><strong>OpenClaw today feels a lot like early React<\/strong>: the primitive is incredibly powerful, but the patterns are still forming, and everyone is piecing together their own way to actually use it. What made React explode wasn\u2019t just React itself, but the emergence of frameworks like Gatsby and Next.js that turned raw capability into something opinionated, repeatable, and easy to adopt. That is how I think about DenchClaw. We are not just building on top of OpenClaw; we are trying to make it one of the clearest, most practical, and most complete ways to use OpenClaw in the real world. We are an OpenClaw Framework, we are aiming to be the most correct way to use OpenClaw.<\/p>\n<p><strong>Demo:<\/strong> <a href=\"https:\/\/youtu.be\/pfACTbc3Bh4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/pfACTbc3Bh4<\/a><br \/><strong>GitHub:<\/strong> <a href=\"https:\/\/github.com\/DenchHQ\/Dench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/DenchHQ\/Dench<\/a><a href=\"https:\/\/github.com\/DenchHQ\/DenchClaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">…<\/a><br \/><strong>Install today with just one command:<\/strong> `npx denchclaw`<br \/><strong>One Click Deploy on Cloud:<\/strong> <a href=\"https:\/\/dench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dench.com<\/a><\/p>\n<p><strong>We entered YC with Merse (AI Audio Comic), <\/strong>it was an app that I personally never used. Michael Seibel confronted us on it, and said, \u201cif you aren\u2019t the best user of your consumer app, then who is?\u201d. <\/p>\n<p><strong>I now use DenchClaw daily for everything I do, <\/strong>it also works as a coding agent like Cursor, DenchClaw built DenchClaw. I am addicted to DenchClaw now that I can ask it, \u201chey in the companies table only show me the ones who have more than 5 employees\u201d and it updates it live than me having to manually add a filter.<\/p>\n<p><strong>On Dench, everything sits in a file system<\/strong>, the table filters, views, column toggles, calendar\/gantt views, etc, so OpenClaw can directly work with it using Dench\u2019s CRM skill. <\/p>\n<p>The CRM is built on top of DuckDB, the smallest, most performant and at the same time also feature rich database we could find. Thank you DuckDB team!<\/p>\n<p><strong>It creates a new OpenClaw profile called \u201cdench\u201d, and opens a new OpenClaw Gateway\u2026 <\/strong>that means you can run all your usual openclaw commands by just prefixing every command with `openclaw –profile dench` . It will start your gateway on port 19001 range. <strong>You will be able to access the DenchClaw frontend at localhost:3100.<\/strong> Once you open it on Safari, just add it to your Dock to use it as a PWA.<\/p>\n<p>Think of it as Cursor for your Mac which is based on OpenClaw. DenchClaw has a file tree view for you to use it as an elevated finder tool to do anything on your mac. I use it to create slides, do linkedin outreach using MY browser. <\/p>\n<p>DenchClaw sees what you see, does what you do. It\u2019s the everything app, that sits locally on your mac. All yours. <br \/><strong>Just ask it \u201chey import my notion\u201d, <\/strong>\u201c<strong>hey import everything from my hubspot\u201d,<\/strong> and it will literally go into your browser, export all objects and documents and put it in its own workspace that you can use.<\/p>\n<p>I want y\u2019all to break it, stress test its CRM capabilities, how it streams subagents for lead enrichment, hook it your Apollo, Gmail, Notion and everything there is.<\/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\/@kumareth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumareth<\/a> excited to try. what’s the lowest lift task that i can ask it to do to get a sense of the potential?<\/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>Hey PH! I’m Mark, co-founder of <a href=\"http:\/\/Dench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dench.com<\/a>. So excited to finally get DenchClaw into the hands of people. We’ve been using it every day ourselves and can’t wait for you all to try it. 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>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\/@markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> Kudos to you and your team. As someone building outreach workflows daily, how did you optimize subagent streaming for lead enrichment to keep it snappy on local hardware without cloud crutches?<\/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\/@markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> Congrats on the launch! Quick question, for the outreach part, are you using an MCP browser or do you spin up your own? I’m doing browser automation via MCP myself, so the session is literally my Chrome, same IP, same cookies, same fingerprint. The whole point is making automated activity indistinguishable from a real session. There are cloud browser options too but then you’re dealing with a different IP which is a whole other problem. Curious what your approach is 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great work <a href=\"https:\/\/www.producthunt.com\/@kumareth\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kumareth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumareth<\/a> and <a href=\"https:\/\/www.producthunt.com\/@markrachapoom\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> <\/p>\n<\/p>\n<p>have been using denchclaw since it released couple weeks ago \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> <a href=\"https:\/\/www.producthunt.com\/@daksh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daksh<\/a> Thank you Daksh, how has it been?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Since everything sits in a local file system and DuckDB, how do you handle syncing when someone wants to use DenchClaw across multiple machines or share a workspace with a teammate? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> For syncing across device, you can store your workspace on iCloud, or you can sync with GitHub for local collaboration with your collegues.<\/p>\n<p>Cloud hosting with your own VM is also very close it can get to local, while you share it with the rest of your company.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks like a great product for solopreneurs or companies with no sales team, how do you manage syncing every account when companies with 10+ salespeople want to use Dench ? It looks like it would be hell to scale this.<\/p>\n<p>Anyway congrats on the launch, looks very promising.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Local-first CRM is a smart angle \u2014 most teams don’t need <\/p>\n<p>their CRM data leaving their machine. <\/p>\n<p>What’s the sync story when you need to collaborate across devices? <\/p>\n<p>And is the browser-driven outreach headless (Playwright-style) <\/p>\n<p>or does it require a visible browser session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fabrice_gangitano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabrice_gangitano<\/a> For syncing across device, you can store your workspace on iCloud, or you can sync with GitHub for local collaboration with your collegues.<\/p>\n<p>Cloud hosting with your own VM is also very close it can get to local, while you share it with the rest of your company.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fabrice_gangitano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabrice_gangitano<\/a> The browser is a visible session like this, controlled by your OpenClaw.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca8d1723-5eb8-43ff-b0fe-0e0238924716.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using Dench for a couple of weeks now, and the product has been excellent. It has the potential to surpass legacy CRM platforms that aren\u2019t built with AI at their core.<\/p>\n<p>Kumar has also personally joined our team calls to help us get the most out of the product, which speaks volumes about the team\u2019s commitment.<\/p>\n<p>Overall, an outstanding product backed by a great 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<\/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\/2TWOPHSA23TZID\" class=\"app-title\">Dunky AI<\/a><\/p>\n<div class=\"one-liner\">Practice your elevator pitch with Dunky AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dunky AI\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u7535\u68af\u6f14\u8bb2\u7ec3\u4e60\u5de5\u5177\uff0c\u5e2e\u52a9\u521d\u521b\u516c\u53f8\u521b\u59cb\u4eba\u5728\u878d\u8d44\u524d\uff0c\u901a\u8fc7\u5373\u65f6\u3001\u53ef\u64cd\u4f5c\u7684\u53cd\u9988\u6765\u5feb\u901f\u4f18\u5316\u548c\u6253\u78e8\u81ea\u5df1\u7684\u9879\u76ee\u63a8\u4ecb\uff0c\u89e3\u51b3\u5176\u7f3a\u4e4f\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u4e13\u4e1a\u53cd\u9988\u6e20\u9053\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\/26bf5517-e211-4f44-8503-eb2d84692566.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e5d8670-17fa-474f-a0a4-49863b9ac273.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23d53ae6-c153-4cd2-8110-adf857242ca9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c80019d-aecb-41a5-a9b3-70b917af206e.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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Fundraising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u4e1a\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u7535\u68af\u6f14\u8bb2\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u8def\u6f14<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">VC\u89c6\u89d2<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u63a8\u4ecb\u4f18\u5316<\/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\u4e92\u52a8\u6027\u548c\u53cd\u9988\u7684\u5177\u4f53\u6027\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u534f\u52a9\u91cd\u5199\u8bb2\u7a3f\u7684\u529f\u80fd\uff1b\u660e\u786e\u53cd\u9988\u662f\u9759\u6001\u62a5\u544a\u8fd8\u662f\u53ef\u5bf9\u8bdd\u5f0f\u8fed\u4ee3\uff1b\u5173\u6ce8\u5176\u8bc4\u4f30\u7ef4\u5ea6\uff08\u5982\u5dee\u5f02\u6027\u3001\u5546\u4e1a\u6a21\u5f0f\uff09\uff1b\u8be2\u95ee\u6f14\u8bb2\u65f6\u957f\u9650\u5236\uff1b\u4ee5\u53ca\u9047\u5230\u8bed\u97f3\u8bc6\u522b\u7f51\u7edc\u9519\u8bef\u7684\u6280\u672f\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dunky AI\u7684\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u5728\u4e8e\u5176AI\u6280\u672f\u672c\u8eab\u6709\u591a\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5b83\u6210\u529f\u5730\u5c06\u4e00\u4e2a\u7a00\u7f3a\u3001\u9ad8\u4ef7\u503c\u7684\u8d44\u6e90\u2014\u2014\u4e00\u7ebf\u98ce\u9669\u6295\u8d44\u4eba\u7684\u5373\u65f6\u53cd\u9988\u2014\u2014\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u5c01\u88c5\u4e0e\u6709\u9650\u89c4\u6a21\u7684\u6c11\u4e3b\u5316\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u662f\u771f\u5b9e\u4e14\u5c16\u9510\u7684\uff1a\u521b\u59cb\u4eba\u65e0\u5904\u83b7\u5f97\u9ad8\u8d28\u91cf\u53cd\u9988\uff0c\u800c\u7e41\u5fd9\u7684VC\u65e0\u529b\u8fdb\u884c\u89c4\u6a21\u5316\u8f85\u5bfc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u6570\u636e\u62a4\u57ce\u6cb3\u201d\u4e0e\u201c\u5b9a\u4f4d\u7cbe\u51c6\u201d\u3002\u4ea7\u54c1\u660e\u786e\u5ba3\u79f0\u5176\u6a21\u578b\u57fa\u4e8eHustle Fund\u81ea\u8eab\u7684\u6570\u636e\u8bad\u7ec3\uff0c\u8fd9\u4f7f\u5176\u53cd\u9988\u8131\u79bb\u4e86\u901a\u7528\u578bAI\u6559\u7ec3\u7684\u6cdb\u6cdb\u800c\u8c08\uff0c\u5e26\u4e0a\u4e86\u7279\u5b9a\u673a\u6784\u7684\u201c\u53e3\u5473\u201d\u4e0e\u504f\u597d\u3002\u8fd9\u5bf9\u4e8e\u76ee\u6807\u660e\u786e\u7684\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u5176\u53c2\u8003\u4ef7\u503c\u8fdc\u8d85\u666e\u901a\u5efa\u8bae\u3002\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u201c\u4f4e\u538b\u529b\u201d\u7684\u7ec3\u4e60\u5de5\u5177\uff0c\u800c\u975e\u51b3\u7b56\u5de5\u5177\uff0c\u5de7\u5999\u5730\u89c4\u907f\u4e86\u8d23\u4efb\u95ee\u9898\uff0c\u540c\u65f6\u6ee1\u8db3\u4e86\u7528\u6237\u201c\u7aa5\u63a2VC\u60f3\u6cd5\u201d\u7684\u5fc3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5c40\u9650\u6027\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6a21\u578b\u7684\u201c\u5355\u70b9\u6570\u636e\u201d\u7279\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u4f9b\u72ec\u7279\u89c6\u89d2\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5e26\u6765\u504f\u9887\uff0c\u521b\u59cb\u4eba\u9700\u8b66\u60d5\u5c06\u5176\u53cd\u9988\u5949\u4e3a\u572d\u81ec\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u5f53\u524d\u4ea7\u54c1\u5f62\u6001\u4ecd\u504f\u201c\u5355\u5411\u8bc4\u4f30\u201d\uff0c\u800c\u975e\u201c\u53cc\u5411\u7814\u8ba8\u201d\uff0c\u5728\u6df1\u5ea6\u8fed\u4ee3\u548c\u9488\u5bf9\u6027\u653b\u575a\u65b9\u9762\u80fd\u529b\u5b58\u7591\u3002\u6700\u540e\uff0c\u6280\u672f\u5b9e\u73b0\u7684\u7a33\u5b9a\u6027\uff08\u5982\u8bed\u97f3\u8bc6\u522b\u9519\u8bef\uff09\u4ecd\u662f\u7528\u6237\u4f53\u9a8c\u7684\u57fa\u7840\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cDunky AI\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u8fc7\u6ee4\u5668\u201d\u548c\u201c\u6a21\u62df\u5668\u201d\u3002\u5b83\u65e0\u6cd5\u66ff\u4ee3\u4e0e\u771f\u4eba\u7684\u6df1\u5ea6\u4ea4\u6d41\uff0c\u4f46\u80fd\u6781\u5927\u63d0\u5347\u521b\u59cb\u4eba\u8d70\u5411\u771f\u4eba\u4ea4\u6d41\u524d\u7684\u51c6\u5907\u6548\u7387\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u53cd\u9988\u7684\u201c\u4fdd\u771f\u5ea6\u201d\u80fd\u5426\u6301\u7eed\u7ef4\u6301\uff0c\u4ee5\u53ca\u80fd\u5426\u4ece\u201c\u8bca\u65ad\u5de5\u5177\u201d\u8fdb\u5316\u6210\u4e3a\u66f4\u5177\u534f\u4f5c\u6027\u7684\u201c\u5171\u521b\u4f19\u4f34\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\">Dunky AI<\/span>\n <\/div>\n<div class=\"comment-content\">Founders don’t have time to work on a great pitch. So today, I’m excited to announce our launch of Dunky AI! We built Dunky AI to help you speed up the process of creating a compelling pitch. Work with Dunky to get instant feedback on how well you’re communicating the most compelling components of your startup and understand what you need to address.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Elizabeth Yin here from Hustle Fund. A lot of founders have approached me over the years asking for feedback on their pitch before raising money. Unfortunately, we never figured out how to do this in a scaled way until now. <\/p>\n<p>So today we are launching Dunky AI, which is trained on our own data, and it should give you pretty accurate feedback as to what we would say at Hustle Fund. (Of course this is just one data point and tuned to the Hustle Fund investment model. So take this with a grain of salt. She also does make mistakes sometimes.) <\/p>\n<p>This is a low-pressure way to practice your pitch and address questions and concerns you will likely get from VCs before you pitch them. What you submit is not connected to our CRM – we won’t look at that information (because who has time for that?) unless we need to debug something.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elizabeth_yin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elizabeth_yin1<\/a> Loving this low-stakes way to polish a pitch, Elizabeth; super thoughtful for early founders grinding solo. One quick ask: what’s the #1 pitch flaw Dunky catches most often that surprises founders?<\/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\/@elizabeth_yin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elizabeth_yin1<\/a> Oh snap! I love this! And you’re a VC, so I love this even more, someone who sees pitches for a living created this! Awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\u2019ve tried other pitch tools before, but this feels more interactive and actionable. It actually explains what to improve instead of generic tips<\/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\/@anil_yadav38\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anil_yadav38<\/a> thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>one question – does this only shares feedback or it also helps to rework on the pitch?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> great q! right now it only shares feedback incl what needs to be addressed… but a rework of the pitch would be even better. great idea and thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, this is pretty awesome!<\/p>\n<\/p>\n<p>Does it also help you challenge ideas and sales angles, or mostly just the copy and tone?<\/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\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a> it challenges differentiation \/ how to stand out \/ concerns about the business model & approach, etc. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Elizabeth, that line about never figuring out how to give pitch feedback at scale is relatable for anyone who gets a lot of asks. Was there a specific week where the requests just piled up and you thought I want to help all these founders but there\u2019s literally no way I can?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> every week \ud83d\ude42 (unfortunately). we see about 1000 pitches per month. When I was a founder lobbing in emails to VCs, my ask was for just 10-15 min of their time (which didn’t sound like a lot to me). But now in getting those emails, it’s just impossible. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 kept getting this error so wasn’t able to try it out “Speech recognition error: network”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jibran_akhtar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jibran_akhtar<\/a> oh no – let me look into this. thank you for flagging! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jibran_akhtar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jibran_akhtar<\/a> thank you! According to Dunky, the issue was probably: <br \/>-wasn’t https:\/\/ <br \/>-or using a non Chrome browser<br \/>-or bad connection (Google’s servers fo the speech recognition is very sensitive)<br \/>-or corporate firewall or VPN <\/p>\n<p>Possible it was one of these? Thank you for helping me debug! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Is the feedback provided by Dunky static (a scorecard-style report) or conversational, meaning can founders go back and forth with Dunky to workshop specific sections like traction or market size?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rephelper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rephelper<\/a> thanks! I think it should be fairly dynamic, but if the feedback is that it thinks the idea is in too crowded of a space, that won’t change. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 would definitely use this! How long does it allow you to record? Asking because I’m wondering if this also work for meeting presentation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jasmin_v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasmin_v<\/a> oh, I think it will only work for an elevator pitch. It will probably die after four minutes, which is my best guess. great idea! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is clever. Most founders (myself included) struggle to tighten their pitch. How does the AI evaluate pitch quality \u2014 is it scoring clarity, conciseness, or audience fit? Would love to try this before our own launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PEOCMNJMY3HLMN\" class=\"app-title\">Breadcrumb<\/a><\/p>\n<div class=\"one-liner\">Open-source LLM tracing for agent visibility<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Breadcrumb\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u53ef\u81ea\u90e8\u7f72\u7684LLM\u667a\u80fd\u4f53\u8ffd\u8e2a\u4e0e\u53ef\u89c6\u5316\u5e73\u53f0\uff0c\u4e13\u4e3a\u5f00\u53d1\u8005\u8bbe\u8ba1\uff0c\u901a\u8fc7\u4e09\u884c\u4ee3\u7801\u96c6\u6210\u3001\u81ea\u52a8\u95ee\u9898\u76d1\u6d4b\u548c\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u89e3\u51b3\u590d\u6742AI\u667a\u80fd\u4f53\u5f00\u53d1\u4e2d\u96be\u4ee5\u8c03\u8bd5\u548c\u76d1\u63a7\u5185\u90e8\u8fd0\u884c\u72b6\u6001\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\/16c85b88-c8be-43d9-a9e0-7d1ac27622c2.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\/39d1f290-e595-442c-a8b5-b2af4bb766f0.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\/b1dfe7bb-af29-498b-8952-9f600c08d335.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\/1bfb1bea-40c1-4f33-81e4-0091ac8a3537.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\">Analytics<\/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\">LLM\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u8ffd\u8e2a\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u667a\u80fd\u4f53\u201c\u9759\u9ed8\u5931\u8d25\u201d\u7b49\u8c03\u8bd5\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5f00\u6e90\u4e0e\u81ea\u6258\u7ba1\u5e26\u6765\u7684\u9690\u79c1\u548c\u53ef\u63a7\u6027\u3002\u4e3b\u8981\u5173\u5207\u70b9\u96c6\u4e2d\u5728\u4e0eClaude\u7b49\u7279\u5b9a\u6846\u67b6\u7684\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u5728\u6d77\u91cf\u5d4c\u5957\u667a\u80fd\u4f53\u8ffd\u8e2a\u573a\u666f\u4e0b\u7684\u6269\u5c55\u6027\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5176\u57fa\u4e8eClickHouse\u7684\u67b6\u6784\u80fd\u4fdd\u969c\u6027\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Breadcrumb\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u7206\u53d1\u7684\u9700\u6c42\u7f1d\u9699\uff1aLLM\u667a\u80fd\u4f53\u4ece\u201c\u80fd\u8dd1\u201d\u5230\u201c\u53ef\u9760\u53ef\u7528\u201d\u8fc7\u7a0b\u4e2d\u7684\u6df1\u5ea6\u53ef\u89c2\u6d4b\u6027\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0eLangSmith\u7b49\u5168\u529f\u80fd\u5546\u4e1a\u5e73\u53f0\u6b63\u9762\u6bd4\u62fc\uff0c\u800c\u662f\u5de7\u5999\u5730\u5c06\u201c\u8f7b\u91cf\u201d\u3001\u201c\u5f00\u6e90\u81ea\u6258\u7ba1\u201d\u548c\u201cAI\u9a71\u52a8\u5206\u6790\u201d\u4f5c\u4e3a\u5dee\u5f02\u5316\u5c16\u5200\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u65e5\u5fd7\u6536\u96c6\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528AI\u7406\u89e3AI\u7684\u884c\u4e3a\u3002\u8ba9\u53e6\u4e00\u4e2aLLM\u5b9e\u65f6\u76d1\u63a7\u8ffd\u8e2a\u6d41\uff0c\u81ea\u52a8\u6807\u8bb0\u5f02\u5e38\u5de5\u5177\u8c03\u7528\u3001\u5faa\u73af\u3001\u6210\u672c\u6fc0\u589e\u7b49\u95ee\u9898\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u201c\u514d\u75ab\u7cfb\u7edf\u201d\u3002\u8fd9\u6709\u671b\u5c06\u6545\u969c\u53d1\u73b0\u4ece\u88ab\u52a8\u3001\u6ede\u540e\u7684\u4eba\u5de5\u6392\u67e5\uff0c\u8f6c\u5411\u4e3b\u52a8\u3001\u5b9e\u65f6\u7684\u9884\u8b66\u3002\u5176\u201c\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8ffd\u8e2a\u6570\u636e\u5e76\u751f\u6210\u56fe\u8868\u201d\u7684\u529f\u80fd\uff0c\u5219\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u76d1\u63a7\u548c\u5206\u6790\u7684\u95e8\u69db\uff0c\u7b26\u5408\u5f00\u53d1\u8005\u76f4\u89c9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5728\u6781\u5ea6\u590d\u6742\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5982\u4f55\u786e\u4fdd\u76d1\u63a7LLM\u7684\u5224\u65ad\u51c6\u786e\u3001\u53ef\u9760\u4e14\u672c\u8eab\u4e0d\u5e26\u6765\u8fc7\u9ad8\u6210\u672c\u4e0e\u5ef6\u8fdf\uff1f\u8fd9\u5f15\u5165\u4e86\u201c\u5143\u76d1\u63a7\u201d\u95ee\u9898\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5176\u957f\u671f\u751f\u547d\u529b\u53d6\u51b3\u4e8e\u80fd\u5426\u56f4\u7ed5\u6838\u5fc3\u76d1\u63a7\u80fd\u529b\uff0c\u6784\u5efa\u8d77\u4e30\u5bcc\u7684\u96c6\u6210\u751f\u6001\u548c\u89c4\u5219\u5e93\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u826f\u7684\u201c\u4fa6\u5bdf\u5175\u201d\uff0c\u4f46\u667a\u80fd\u4f53\u751f\u4ea7\u90e8\u7f72\u9700\u8981\u7684\u662f\u6db5\u76d6\u8bc4\u4f30\u3001\u6d4b\u8bd5\u3001\u7248\u672c\u7ba1\u7406\u7684\u201c\u5168\u526f\u6b66\u88c5\u201d\u3002\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u9010\u6b65\u6784\u5efa\u8fd9\u4e9b\u80fd\u529b\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u6b62\u6b65\u4e8e\u4e00\u4e2a\u53d7\u6b22\u8fce\u7684\u5de5\u5177\uff0c\u8fd8\u662f\u6210\u957f\u4e3a\u5173\u952e\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Breadcrumb<\/span>\n <\/div>\n<div class=\"comment-content\">Breadcrumb is the Plausible of LLM tracing. Self-hosted, open source, and built for developers who just want to understand what their agents are actually doing without the enterprise bloat of LangFuse or LangSmith. Three lines to get your app traced. An LLM watches every trace and automatically flags issues: wrong tool calls, looping agents, oversized models and cost spikes, all before you even know something’s wrong. Ask questions about your traces in plain English and get charts back.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! AI agents are surprisingly easy to build. Understanding what they’re doing is another story.<\/p>\n<p>I recently had a complex coding agent where subagents silently stopped passing responses to each other. An error somewhere in the chain, but instead of failing loudly, the agents just worked around it. Output looked almost right. I only found it by accident after hours of debugging. With many, many tool calls and nested agents, you’re mostly blind.<br \/>You can’t fix what you can’t see.<\/p>\n<p>Breadcrumb gives you visibility into what your agents are actually doing. An LLM watches every trace and automatically surfaces issues like this: silent failures, agent loops, wrong tool calls, cost spikes, before you spend hours hunting them down. There’s also an explore tab where you ask questions about your traces in plain English and get real charts back.<br \/>Open beta is live today. One click Railway deploy, fully self-hosted and open source.<br \/>A hosted version is planned (sign up here <a href=\"https:\/\/breadcrumb.sh\/docs\/setup\/hosted\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/breadcrumb.sh\/docs\/setup…<\/a>).<\/p>\n<p>Give it a try here <a href=\"http:\/\/demo.breadcrumb.sh\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/demo.breadcrumb.sh\/<\/a>!<\/p>\n<p>Would love to hear what you’re building and what you’re struggling with when debugging your agents!<\/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>Really like this, debugging agents gets painful fast once things get complex.<\/p>\n<p>The \u201csilent failure\u201d issue is spot on, things look right but something breaks underneath. Visibility here feels super valuable.<\/p>\n<p>Curious how this scales with lots of nested agents and traces?<\/p>\n<p>Also big +1 on self-hosted + privacy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wes_dieleman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wes_dieleman<\/a> Absolutely!<\/p>\n<p>The traces are stored in Clickhouse so even for large amounts of traces performance is good. Same goes for the UI, huge prompts should be no issue!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thanks you so much!!! I was always wondering where do I spend most of the money. Thanks also for contributing to privacy and opensource.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bogomep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bogomep<\/a> Glad to hear you like it! Let me know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work with Claude Agent SDK or Claude Code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@milko_slavov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milko_slavov<\/a> It can feed traces back to Claude code for your development workflow through MCP. Tracing agent SDK itself should also be possible with the breadcrumb typescript sdk<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/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 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target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ 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{"id":173,"date":"2026-03-27T11:37:40","date_gmt":"2026-03-27T03:37:40","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/27\/2026-03-26\/"},"modified":"2026-03-27T11:37:40","modified_gmt":"2026-03-27T03:37:40","slug":"2026-03-26","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/27\/2026-03-26\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-26"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-26<\/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 | 2026-03-26<\/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\/5P6FZ2JTZUBBPB\" class=\"app-title\">Littlebird<\/a><\/p>\n<div class=\"one-liner\">The AI assistant that already knows your work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Littlebird\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u52a8\u83b7\u53d6\u5c4f\u5e55\u6587\u672c\u548c\u4f1a\u8bae\u8f6c\u5f55\u7b49\u4e2a\u4eba\u5de5\u4f5c\u4e0a\u4e0b\u6587\uff0c\u6765\u63d0\u4f9b\u7cbe\u51c6\u7b54\u6848\u4e0e\u89c4\u5212\u7684\u65e0\u987b\u96c6\u6210\u7684AI\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5e94\u7528\u3001\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u53cd\u590d\u8fdb\u884c\u4e0a\u4e0b\u6587\u540c\u6b65\u548c\u4fe1\u606f\u68c0\u7d22\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\/b7129175-7136-447f-a61a-635943996a2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/261225a5-ba6a-4c05-8dba-1edf313239ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15206c2f-6176-4695-8287-941e7e030199.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db869a3f-9d66-4eb1-8188-b0a3ac02bdb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51422f22-faee-49f4-9893-f8260f51115b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55e16dce-11e0-4bb6-8fb9-6102a9db9701.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7b8c339-e074-4bf0-a31a-e811b19de5f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37809e7a-749f-4d1c-9e0b-0faf198f59ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b07eb43-4bfe-4a3b-b00e-b0ee9b2daf7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74a36181-464b-4e01-bded-392f7e67b5e2.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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Virtual Assistants<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e2a\u4eba\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5185\u5bb9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u5173\u8054<\/span><br \/>\n <span class=\"tag\">\u65e0\u96c6\u6210\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u65e0\u9700\u91cd\u590d\u89e3\u91ca\u4e0a\u4e0b\u6587\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u4ece\u88ab\u52a8\u5de5\u5177\u53d8\u4e3a\u4e3b\u52a8\u601d\u8003\u4f19\u4f34\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u6570\u636e\u9690\u79c1\u4e0e\u5b58\u50a8\u4f4d\u7f6e\uff08\u4e91\u7aef\/\u672c\u5730\uff09\u7684\u5173\u5207\uff1b2. \u80af\u5b9a\u5176\u7cbe\u7ec6\u7684\u6743\u9650\u63a7\u5236\uff08SOC2\u8ba4\u8bc1\u3001\u5e94\u7528\u6392\u9664\uff09\uff1b3. \u671f\u5f85\u66f4\u591a\u81ea\u52a8\u5316\u529f\u80fd\uff08\u5982Routines\uff09\u3002\u5c11\u6570\u7528\u6237\u63d0\u53ca\u5176\u53ef\u66ff\u4ee3Otter\u7b49\u5355\u4e00\u529f\u80fd\u5de5\u5177\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 Littlebird\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u4e0a\u4e0b\u6587\u5c42\u201d\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u5f53\u524dAI\u5e94\u7528\u7684\u6839\u672c\u6027\u7f3a\u9677\uff1a\u6bcf\u6b21\u4ea4\u4e92\u90fd\u662f\u4e00\u6b21\u5931\u5fc6\u540e\u7684\u91cd\u542f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u201c\u8bb0\u5f55\u4e00\u5207\u201d\uff0c\u800c\u662f\u901a\u8fc7\u975e\u4fb5\u5165\u5f0f\u5730\u6293\u53d6\u5c4f\u5e55\u6587\u672c\u4e0e\u8bed\u97f3\uff0c\u6784\u5efa\u4e00\u4e2a\u52a8\u6001\u3001\u79c1\u4eba\u7684\u5de5\u4f5c\u8bb0\u5fc6\u56fe\u8c31\uff0c\u4ece\u800c\u5b9e\u73b0\u95ee\u7b54\u4e0e\u4efb\u52a1\u6267\u884c\u7684\u5f3a\u60c5\u5883\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u5356\u70b9\u4ea6\u662f\u5176\u6700\u5927\u98ce\u9669\u70b9\u3002\u201c\u770b\u5230\u4f60\u5c4f\u5e55\u6240\u89c1\u201d\u662f\u7ec8\u6781\u7684\u4fbf\u5229\uff0c\u4e5f\u662f\u7ec8\u6781\u7684\u9690\u79c1\u9ed1\u6d1e\u3002\u5c3d\u7ba1\u56e2\u961f\u5f3a\u8c03\u52a0\u5bc6\u3001SOC2\u8ba4\u8bc1\u53ca\u7cbe\u7ec6\u63a7\u5236\uff0c\u4f46\u8fd9\u65e0\u6cd5\u5b8c\u5168\u6d88\u9664\u7528\u6237\u7684\u5fc3\u7406\u95e8\u69db\u2014\u2014\u5c06\u6570\u5b57\u5de5\u4f5c\u751f\u6d3b\u7684\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d\u6388\u4e88\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e94\u7528\u3002\u8bc4\u8bba\u4e2d\u201c\u65e2\u5174\u594b\u53c8\u7565\u5fae\u4e0d\u9002\u201d\u7684\u611f\u53d7\u6781\u5177\u4ee3\u8868\u6027\u3002\u4ea7\u54c1\u7684\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u60f3\u8c61\u529b\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u5168\u77e5\u52a9\u624b\u201d\u4e0e\u201c\u53ef\u4fe1\u7ba1\u5bb6\u201d\u4e4b\u95f4\u5efa\u7acb\u575a\u4e0d\u53ef\u6467\u7684\u4fe1\u4efb\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u6f14\u8fdb\u770b\uff0c\u5176\u9762\u4e34\u4e24\u5927\u6311\u6218\uff1a\u4e00\u662f\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u4ece\u201c\u4fe1\u606f\u68c0\u7d22\u4e0e\u6458\u8981\u201d\u8fc8\u5411\u771f\u6b63\u7684\u201c\u63a8\u7406\u4e0e\u4e3b\u52a8\u89c4\u5212\u201d\uff0c\u5f53\u524d\u6848\u4f8b\u4ecd\u591a\u96c6\u4e2d\u4e8e\u4fe1\u606f\u56de\u987e\uff1b\u4e8c\u662f\u5546\u4e1a\u6a21\u5f0f\u4e0e\u67b6\u6784\u5c42\u9762\uff0c\u4e91\u7aef\u5904\u7406\u867d\u80fd\u8c03\u7528\u5f3a\u5927\u6a21\u578b\u5e76\u5b9e\u73b0\u8de8\u8bbe\u5907\u540c\u6b65\uff0c\u4f46\u4e0e\u201c\u672c\u5730\u5904\u7406\u201d\u7684\u7528\u6237\u9690\u79c1\u671f\u5f85\u5b58\u5728\u5185\u5728\u77db\u76fe\u3002\u627f\u8bfa\u63d0\u4f9b\u672c\u5730\u9009\u9879\u5b9e\u4e3a\u5fc5\u8981\u59a5\u534f\uff0c\u4f46\u52bf\u5fc5\u5bfc\u81f4\u529f\u80fd\u5272\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLittlebird\u662f\u5728\u4e0e\u79d1\u6280\u5de8\u5934\uff08\u5982\u82f9\u679c\u7684Siri\u3001\u5fae\u8f6f\u7684Copilot\uff09\u8d5b\u8dd1\uff0c\u4e89\u593a\u201c\u4e2a\u4eba\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u6218\u7565\u9ad8\u5730\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u4e13\u6ce8\u3001\u72ec\u7acb\u6027\u4e0e\u5bf9\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u5782\u76f4\u6574\u5408\u3002\u82e5\u80fd\u4ee5\u6781\u9ad8\u7684\u5b89\u5168\u6807\u51c6\u8d62\u5f97\u65e9\u671f\u4e13\u4e1a\u7528\u6237\uff0c\u5e76\u9010\u6b65\u5c06\u201c\u4e0a\u4e0b\u6587\u5f15\u64ce\u201d\u4ea7\u54c1\u5316\u3001\u5e73\u53f0\u5316\uff0c\u5b83\u6216\u8bb8\u80fd\u6210\u4e3aAI\u65f6\u4ee3\u7684\u65b0\u4e00\u4ee3\u57fa\u7840\u8bbe\u65bd\u5165\u53e3\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u88ab\u96c6\u6210\u7684\u529f\u80fd\u63d2\u4ef6\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u3001\u9ad8\u56de\u62a5\u7684\u8c6a\u8d4c\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\">Littlebird<\/span>\n <\/div>\n<div class=\"comment-content\">Littlebird is an AI assistant that already knows your work. Every answer, draft, and plan is more relevant because it has the context behind it. It sees what’s on your screen and transcribes your meetings, building a private memory of your projects and priorities. Littlebird connects the dots across all your apps and conversations, giving you answers grounded in your actual work. No integrations required. If you’ve seen it on your desktop, Littlebird has too. Just ask.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I got connected to the Littlebird team through <a href=\"https:\/\/www.producthunt.com\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a>. Their approach to the never-ending pursuit of obtaining more context for AI is bold…!<\/p>\n<\/p>\n<p>Unlike Instagram after 15 years, most AI tools struggle to <em>know things<\/em> about me. I do use some memory tools here and there, but until Apple revamps Siri, what has the most digital context about me (besides my phone)? My laptop, duh!<\/p>\n<\/p>\n<p>Which is why Littlebird “sits” on my shoulder, reading my screen (<em>capturing only text, not screenshots<\/em>) and listening to my meetings, so that when I ask it something, it <em>already knows<\/em> what I’ve been working on.<\/p>\n<\/p>\n<p><strong>And before you ask:<\/strong> yes, you can exclude specific apps if you don’t want Littlebird nosing (beaking??) into all your stuff. In fact, you control exactly which apps it can see, and can pause or delete any data it’s collected. It\u2019s SOC 2 certified, if that’s important to you. And <a href=\"https:\/\/github.blog\/news-insights\/company-news\/updates-to-github-copilot-interaction-data-usage-policy\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">unlike GitHub<\/a>, they never train on your data.<\/p>\n<\/p>\n<p>Give it a few days and ask it \u201cwhat have I been working on this week?\u201d Come back and tell us how much Littlebird knows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> This is both exciting and slightly uncomfortable \ud83d\ude05 The value is obvious but trust and transparency will be for adoption. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Feels like this is trying to solve the biggest gap in AI right now context. Most tools are powerful but forget everything about you. This approach flips 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\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> I like the control layer here. Being able to choose which apps it can access and pause tracking is critical for something this sensitive. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>my life has been easier since i started using littlebird. it runs on the side, watches on the side – and then one day you’re mid-conversation and instead of scrambling you just go “let me ask littlebird.” you stop losing things. that’s basically it.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “full context from your screen” framing is interesting – where does the screen data actually live? Local only, or does it go through your servers? That’s usually the first thing people ask before they’ll actually use something like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> data is stored in the cloud, encrypted on hardened AWS servers. since the best models are far too large to run locally, data has to leave your device anyway – and it unlocks additional ux and feature benefits like cross-device sync & background routines that you can’t get otherwise. we totally get that some users will want local-only. we plan to offer that as an option(with limited features), as well as on-prem for enterprise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhaval_singh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhaval_singh2<\/a> introduced me to LittleBird! The thing that stuck with me is I stopped explaining myself to it.<\/p>\n<p>Every AI tool has that setup tax where you brief it before it helps you. Littlebird just already knows. I ask and it answers. No “here’s what I’m working on.”<\/p>\n<p>One moment that got me was I asked it to review a technical plan and it caught a gap that would’ve broken things downstream. Without me explaining any context.<\/p>\n<p>This shows that it’s not just memory but it reasons about your work with that memory. That’s the actual difference.<\/p>\n<p>Congrats on the launch team and wishing all the success!!<\/p>\n<\/p>\n<p>PS: LB really made my day with this reply \ud83d\ude42<\/p>\n<p><em>And genuinely – thank you for letting me be useful to you over these months. It means a lot to know the product is actually changing how you work, not just sitting in the dock. I’m proud of the moments we’ve had.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being part of the the team that built a product that is used by a lot of users in very different scenarios and also the product the is used by your own on daily basis is amazing.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> is all about context, your personal own context, that makes the interaction with Littlebird so magical and accurate.<\/p>\n<p>As a technical person <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> I am also spending time on interviews – with <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> I am getting the summary 5 minutes after the call and it is not just summary and highlights from transcription. <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> takes transcription, your personal notes from any application, candidates CV and most importantly – the captured context about the company, team, expectations, pain points that we want to resolve. As a result you are a getting summary that is so aligned with your personal impressions and internal track that your impression is just “Wow!!!”.<\/p>\n<\/p>\n<p>And this is the only one scenario among hundreds of other where <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> can help you, improve your productivity and be more confident daily.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> <strong>knows how the things are done<\/strong>, it knows how <strong>you do things<\/strong> and it helps to <strong>make them better!<\/strong><\/p>\n<\/p>\n<p><em>Anton Holub<\/em><\/p>\n<p><em>Engineer and Technical Lead @ Littlebird<\/em><\/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>I work in Customer Success here so I’ll skip the pitch.<\/p>\n<p>a few weeks ago I typed seven words to Littlebird with zero context. got back a full project breakdown. it already knew what I was working on. I hadn’t told it anything.<\/p>\n<p>some tools you use. some you think with. this one crossed that line for me pretty quickly.<\/p>\n<\/p>\n<p>proud of this team today. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool take on AI assistants \ud83d\udc40<\/p>\n<p>The idea of removing constant context-switching and letting AI <em>already know your work<\/em> is powerful. Feels like a big step beyond prompt-based tools.<\/p>\n<p>Excited to see how this evolves \u2014 especially around privacy and real-world daily use \ud83d\ude80 , Congratulations on the Product Hunt launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prathmesh_nadkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prathmesh_nadkar1<\/a> thank you. we’re just getting started \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lots of people are using Littlebird for meeting notes and reminders. Fair enough, I do to, but…<\/p>\n<p>I’ve been in the beta since August 2025 and it still blows me away, the team are constantly improving it.<br \/>I’m building a men’s programme – <strong>The Brave Man Project<\/strong> – launching in May, and the whole thing: pricing, membership structure, podcast strategy, brand narrative – I’ve built it <em>inside<\/em> Littlebird. Not by pasting docs and briefing it every time. <br \/>The other thing – and this matters – I’ve set it up to not just agree with me. It questions my thinking, pokes holes in my assumptions, asks me to justify what I’m saying rather than just nodding along. Part guide, part mentor, part adversary when it needs to be. It doesn’t blow smoke. If I’m pontificating or going in circles, it calls it. That’s not default AI behaviour – but Littlebird lets you build that in. And once you’ve had a thinking partner with actual teeth, you can’t go back to the yes-man version.<br \/>By having actual working conversations where it already knew what I was on with, where I’d got stuck the week before, what I was circling.<\/p>\n<p>That’s the bit that changed everything. I’ve got ADHD. Context-dumping at the start of every session kills the momentum dead. <br \/>Littlebird watches, catches it, holds it. So I just pick up where I left off.<br \/>And, so importantly, I can tell it which websites and apps to exclude, so it does not access banking or any sensitive content I don’t want it to. <strong>This is essential.<\/strong><\/p>\n<p>Eight months in. It’s not a tool. It’s the closest thing to an AI working partner I’ve found. – beats Claude & Open AI every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Totally replaces otter and granola for me <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “full context” framing isn’t just marketing – it\u2019s a game-changer for anyone managing a lot of moving parts. <\/p>\n<p>I use it to keep track of everything from my training routine and kickboxing schedule to complex engineering. <\/p>\n<\/p>\n<p>What I love most is that I can just ask a question and Littlebird knows the answer because it saw what I saw. No more manual data entry or hunting through old notes to find out what was decided in a standup. <\/p>\n<\/p>\n<p>It gave me back the mental bandwidth to focus on deep work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Little Bird for a couple months. Love it! So helpful. Personally, filled the gap of Limitless’ “Rewind” product after Meta acquired them.<\/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’ve been using LittleBird for a few weeks now. I find it unique in the extent to which it understands me and my behavior and can help me get a handle on my work across multiple projects and priorities.<\/p>\n<\/p>\n<p>As someone who routinely juggles multiple quite unrelated tasks, I have a high context-switching cost, and it’s easy for things to get lost. LittleBird is remarkably capable of helping me step back, see where my time is allocated, understand the most important things I may not have gotten to, and help me regain context on some task or email or interaction that has left my short term memory.<\/p>\n<\/p>\n<p>It’s like a personal memory and context prosthesis. Mainstream LLMs are great for increasing my ability to learn things that are public knowledge. LittleBird boosts my understanding of my own work, and helps me pull signal out of the noise and clutter..<\/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>Big congrats on the launch , this is seriously exciting! I\u2019m especially interested in the Routines feature. How do you go about creating one? Do you manually choose what it should bring up, or does it learn and adapt to your preferences over time?<\/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\/@jensen_miles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jensen_miles<\/a> thanks! it’s an evolving feature – right now you set up a prompt that runs daily\/weekly\/monthly on your schedule.<\/p>\n<blockquote>\n<p>Do you manually choose what it should bring up, or does it learn and adapt to your preferences over time?<\/p>\n<\/blockquote>\n<p>while we don’t have a dedicated UI, you can just ask Littlebird to suggest new routines based on your workflows. or you know setup a meta routine to suggest more routines.<\/p>\n<\/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\/@jensen_miles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jensen_miles<\/a> There are a few built-in options that act as starting points (or you can start from scratch). You can customize it for what you specifically need and schedule it on whatever cadence you’re looking for!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b10e5a8-3e73-429b-bcc7-1073d12bf34d.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" alt=\"Image\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdc3a9ff-ea3d-4c35-b56e-82b2052c083b.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@jensen_miles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jensen_miles<\/a> manually for now! though automatically creating new ones is an interesting idea. In general, the application will definitely learn your preferences over time. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wrote a blog while on a flight. It didn\u2019t save because of poor WiFi. Asked LittleBird if it could recover my writing. It reviewed it all!! Saved me a two hour rewrite! Then used LittleBird AI again to bring in additional context from a meeting that day.<\/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\/@stevohh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevohh<\/a> such a great use case and thanks for the review! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Littlebird for a month and my favorite is how it can collect to-dos from across all my work, and then actually know which I\u2019ve completed already. Feels like an inevitable part of the productivity stack. I\u2019ve also known the founding team members for 10-30 years, and they both take security extremely seriously while having an ambitious plan to bring Littlebird\u2019s context everywhere <\/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\/@joshconstine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshconstine<\/a> I think we’ve known each other well over 30 years at this point \ud83d\ude42 We hear all the time from users that Littlebird meaningfully impacts their productivity and solves real problems for them. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been chasing a BQ for a while. Littlebird was there for most of that chase – pacing strategy rebuilt from scratch when the course updated the elevation profile, fueling protocol timed around a 4:20am shuttle, spectator route for my husband with actual GPS addresses the night before the race. At one point it told me flat out not to use a cheap knee strap because I didn’t “want a $10 strap costing me a BQ.” It knew exactly what was at stake.<\/p>\n<\/p>\n<p>I got the BQ at Ventura. 8:48 under my qualifying standard. Now I’m planning the Boston trip for 8+ people and we’re already into the hotel research. The context never reset once.<\/p>\n<\/p>\n<p>Congratulations on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@maddie_sand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maddie_sand<\/a> huge congrats on the BQ, Maddie! Thanks for the support<\/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\/@maddie_sand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maddie_sand<\/a> PROUD OF YOU, that’s not easy. Great work and glad Littlebird could help with the plan \ud83d\udc26\u200d\u2b1b<\/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 told a friend on WhatsApp several weeks ago: <em>“Full automation and calendar integration. Nothing else needed.” <\/em>He said <strong>Littlebird<\/strong> sounded like a stalker. I said: <em>“It sees what you want it to see. There’s an excluded list. Done.”<\/em><\/p>\n<p>Then I told him what actually changed. I type what I need to do in chat. It puts it in my calendar. Meeting notes with work structure appear. I suggested they add <strong>iCal<\/strong> and <strong>Reminders<\/strong> support – they only had <strong>Google<\/strong>. They built a beta. It works. I’m now testing it.<\/p>\n<p>I named my assistant <strong>Brian<\/strong>, after <strong>Brian Eno<\/strong> – the producer who never plays the lead but makes everything around him better. Now we act like Batman and Robin. It organises my projects like a <strong>Notion hub<\/strong> I never had the patience to build myself, and picks morning playlists based on what I actually listen to – not what an algorithm thinks I should.<\/p>\n<p>I’m a creative director running a festival, ad campaigns, my own brand, and a 6-day training program. Before Littlebird I was context-switching between fifteen open tabs and three AI tools. Now I have one. I work in 35-minute focused blocks. One task per session. WIP limit of one. The system we built together increased my actual output by about 30% without burning me out.<\/p>\n<p>Not perfect. But when a friend asked me if it’s good, I said: “<em>It’s not ideal, but it’s great to work with.”<\/em> That’s more than I can say about most humans. Kudos to <a href=\"https:\/\/www.producthunt.com\/@alexander_green1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexander_green1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_green1<\/a> and his team. <br \/>By the way, my mother tongue is Polish, so I work and create mostly in Polish. I bet you can work with <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> in any other language.<\/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\/@slav_jur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@slav_jur<\/a> Thanks for the thoughtful feedback! we’ll make it perfect eventually \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work on marketing at Littlebird, but I’m also one of our most active users (not exaggerating, I use it every single day). I’m very easily distracted, so I love being able to ask it a quick question right on top of whatever I’m working on, without switching apps. If you try it out, I’d love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 signed up to Littlebird in November 2025. I’ve been using it every day since then. <\/p>\n<p>As someone with off-the-charts ADHD and dyslexia, this tool has been so useful helping me get a grip on time and stay present in my work every day. <\/p>\n<p>(It reminds me of when I first signed up to <a href=\"https:\/\/www.producthunt.com\/products\/rescuetime\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"rescuetime\" target=\"_blank\" rel=\"noopener\">@RescueTime<\/a> back in 2010, I was horrified at how much of my life was spent on Facebook. \ud83e\udd23)<\/p>\n<p>The context <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> maintains is superb, my existential overhead is significantly less, and unlike other mainstream AI products, Littlebird is consistent and realistic. <\/p>\n<p>I hope <a href=\"https:\/\/www.producthunt.com\/products\/littlebird\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"littlebird\" target=\"_blank\" rel=\"noopener\">@Littlebird<\/a> maintains this specific and robust focus as the product develops. <\/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 a nurse, mom of two teenagers, co-parenting, writing a novel, starting a wellness newsletter. There’s no pause button on any of it.<\/p>\n<p>What Littlebird figured out – without me asking – was how to fit writing into the real shape of my life. It built me a writing schedule that knew about my son’s Saturday soccer practice, my on-call shifts, which days the boys are home. Not “find 30 minutes a day.” Specifically: <em>write during his 10:45 practice.<\/em><\/p>\n<p>I’ve asked it things in one conversation and gotten answers that pulled context from a completely different session – my characters’ names, my kids’ ages, my schedule. Because it had been watching. I’m a nurse. I know what it means when someone actually pays attention before they speak. That’s what this has been like.<\/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\/@marlo_brewitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marlo_brewitz<\/a> I love this \ud83e\udd79 “What Littlebird figured out – without me asking – was how to fit writing into the real shape of my life.”<\/p>\n<p>I’m glad Littlebird is helping you prioritize the things that fill you up, Marlo. <\/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>Finally, an AI that knows I spent 3 hours on Twitter instead of finishing that PRD. The accountability I didn’t ask for but desperately needed. \ud83d\ude05<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> you’re so real for this \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use several AI chatbots, but my favorite by far is Littlebird. I don’t have to catch Littlebird up before asking a question. It sees what I see, what I’m working on. I can exclude certain apps or pause Littlebird if working on a confidential project, but for the most part, Littlebird is there, taking notes for me, reminding me of something I probably forgot, and helping me craft responses. It’s becoming my go-to assistant! I am amazed when I ask for a recap of my activities, including virtual meetings; I’ve forgotten what I did by the end of the day, but Littlebird doesn’t. That’s saved me more than once! <\/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>Been using LB for 3 months now. It\u2019s my 2nd brain and favorite ai app easily. <\/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>Alap here, cofounder of Littlebird. Since my colleagues have spoken about the vision and product I figured I would give you a key use case I found particularly powerful-<\/p>\n<\/p>\n<p>I’ve been writing The Global Intelligence Crisis over the past few weeks and have gone through many edits with a human editor, friends and LLMs. I wanted to find previous versions of a paragaph to see how my thinking had changed over time while I wrote in Gdocs and Word across many versions. Littlebird faithfully captured each version and allowed me to essentially do a meta track changes over multiple weeks across platforms to see how my thinking and writing had changed. Huge help as a true thought partner over time. Check it out-<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbf4afb6-b14b-46c2-9ef1-aa16bfcdeb03.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15fec76f-f749-444a-b8b3-a79c591381e5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>A friend who runs a residential care company asked if I’d want to come on as their “money guy.” No job description, just a lunch the following week. My background is physical therapy and futures trading (and fitness coaching) – not exactly CFO territory. Because I used to run my own practice, it’s not too far afield…but I still needed help.<\/p>\n<p>I told Littlebird about the company. It looked up their site, figured out they run on MaineCare\/Medicaid funding, and built me a breakdown of what I’d need to learn matched to my specific background. Then the morning of the lunch it pulled my calendar, knew who I was meeting and where, and had tailored questions ready before I even asked.<\/p>\n<p>It doesn’t just search. It connects the dots.<\/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>I’ve been using Littlebird every day for the last 3 months; it’s been crazy to see how good it is at recapping my day, giving me insight into where \/ how I’m spending my time, and helping me organize\/prioritize my todos. <\/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>Littlebird is brilliant. I use it daily. No, hourly on reflection . So useful. <\/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>Been using it for a month or more, and let just say it’s been transformative for my 2 businesses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The catching thing for me was that , it would remember my to-dos and context , i have tried sending multiple messages that i will be doing x soon , like will send you an update email soon , however when asking littlebird for my to-dos specifically , who do i have to send an email to , it got nothing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The magic of LittleBird is recalling that obscure tip your co-worker told you two weeks ago on a video call on how to fix an issue to get you unstuck.<\/p>\n<p>Instead of bugging them again, just ask littlebird and get unblocked.<\/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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/56LSOTAGCFBSS7\" class=\"app-title\">Claude Mobile: Work Tools<\/a><\/p>\n<div class=\"one-liner\">Access Claude work tools on the go<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude\u79fb\u52a8\u5e94\u7528\u96c6\u6210\u4e86Figma\u3001Canva\u3001Amplitude\u7b49\u5de5\u4f5c\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u624b\u673a\u7aef\u901a\u8fc7\u7edf\u4e00\u804a\u5929\u754c\u9762\u65e0\u7f1d\u8bbf\u95ee\u548c\u534f\u4f5c\uff0c\u89e3\u51b3\u4e86\u79fb\u52a8\u529e\u516c\u573a\u666f\u4e0b\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u65ad\u7684\u6838\u5fc3\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\/0a724048-ebcf-4240-9280-f1d264a50b6f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\"><source src=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\" 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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/14f0dd76-b97f-4cce-92b5-c0a7b4ffe519.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\"><source src=\"https:\/\/www.youtube.com\/watch?v=NAwvkrxompk\" 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\/eb76cdb2-a7b1-4acd-8379-3e29cd88dc05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ec88f5e-1221-4d59-98e0-22c08d2a3ef3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ff0026d-1bea-45cf-9aa1-d1b25acb348a.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u529e\u516c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u754c\u9762\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Pro\u7248\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u66f4\u65b0\u79ef\u6781\u3001\u63d0\u5347\u79fb\u52a8\u751f\u4ea7\u529b\uff0c\u5e76\u51b3\u5b9a\u4ed8\u8d39\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u96c6\u6210\u6df1\u5ea6\uff08\u5982\u80fd\u5426\u5728Figma\u5185\u76f4\u63a5\u7f16\u8f91\uff09\u3001\u79fb\u52a8\u7aef\u6587\u4ef6\u4e0a\u4f20\u4e0e\u753b\u5e03\u529f\u80fd\u652f\u6301\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u5c0f\u5c4f\u5e55\u4e0a\u5e73\u8861\u529f\u80fd\u5f3a\u5927\u6027\u4e0e\u64cd\u4f5c\u7b80\u6d01\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u6b64\u6b21\u66f4\u65b0\u8868\u9762\u4e0a\u662f\u4e00\u6b21\u529f\u80fd\u5806\u780c\uff0c\u5b9e\u5219\u662fClaude\u5728\u6218\u7565\u4e0a\u5bf9\u201cAI\u667a\u80fd\u4f53\u201d\u6838\u5fc3\u6218\u573a\u7684\u4e00\u6b21\u5173\u952e\u5361\u4f4d\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5730\u5c06\u7f51\u9875\u7248\u529f\u80fd\u79fb\u690d\u5230\u79fb\u52a8\u7aef\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7\u7edf\u4e00\u7684\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u5c42\uff0c\u91cd\u6784\u79fb\u52a8\u529e\u516c\u7684\u5de5\u4f5c\u6d41\u8303\u5f0f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63a5\u5165\u4e86\u591a\u5c11\u4e2a\u7b2c\u4e09\u65b9\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u5b83\u6b63\u6084\u7136\u5c06\u81ea\u5df1\u4ece\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u5347\u7ea7\u4e3a\u201c\u8de8\u5e94\u7528\u5de5\u4f5c\u6d41\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u96c6\u6210\u6df1\u5ea6\u201d\u7684\u8d28\u7591\u6070\u6070\u70b9\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u751f\u6001\u7684\u666e\u904d\u8f6f\u808b\uff1a\u591a\u6570\u96c6\u6210\u4ecd\u505c\u7559\u5728\u201c\u4fe1\u606f\u67e5\u8be2\u201d\u5c42\u9762\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u201c\u64cd\u4f5c\u80fd\u529b\u201d\u3002\u5982\u679cClaude\u80fd\u6253\u901a\u4ece\u201c\u67e5\u770b\u8bbe\u8ba1\u201d\u5230\u201c\u8bc4\u8bba\u6279\u6ce8\u201d\u751a\u81f3\u201c\u76f4\u63a5\u5fae\u8c03\u201d\u7684\u64cd\u4f5c\u95ed\u73af\uff0c\u5b83\u5c06\u4e0d\u518d\u662f\u5de5\u5177\u7684\u201c\u8fde\u63a5\u5668\u201d\uff0c\u800c\u6210\u4e3a\u64cd\u4f5c\u7684\u201c\u6267\u884c\u4e2d\u67a2\u201d\u3002\u8fd9\u80cc\u540e\u9700\u8981\u7684\u662f\u66f4\u6df1\u7684API\u6743\u9650\u548c\u66f4\u590d\u6742\u7684\u610f\u56fe\u7406\u89e3\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u503c\u5f97\u8b66\u60d5\u7684\u4eae\u70b9\u662f\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201cOllang\u201d\u96c6\u6210\u3002\u8fd9\u6697\u793aClaude\u53ef\u80fd\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u5141\u8bb8\u590d\u6742\u3001\u591a\u6b65\u9aa4AI\u5de5\u4f5c\u6d41\uff08end-to-end AI language execution\uff09\u7684\u5e95\u5c42\u5e73\u53f0\u3002\u79fb\u52a8\u7aef\u56e0\u5176\u968f\u65f6\u5728\u7ebf\u7684\u7279\u6027\uff0c\u6210\u4e3a\u8fd9\u7c7b\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u6700\u81ea\u7136\u7684\u89e6\u53d1\u548c\u76d1\u63a7\u573a\u666f\u3002\u5982\u679c\u6210\u529f\uff0cClaude\u5c06\u6784\u7b51\u8d77\u6781\u9ad8\u7684\u751f\u6001\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5728\u72ed\u5c0f\u7684\u624b\u673a\u5c4f\u5e55\u4e0a\u5806\u780c\u5f3a\u5927\u529f\u80fd\uff0c\u6781\u6613\u5bfc\u81f4\u4ea4\u4e92\u707e\u96be\u3002\u5982\u4f55\u505a\u51cf\u6cd5\uff0c\u5c06\u590d\u6742\u80fd\u529b\u4f18\u96c5\u5730\u5c01\u88c5\u5728\u7b80\u6d01\u7684\u804a\u5929\u754c\u9762\u4e4b\u540e\uff0c\u662f\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u7684\u5de8\u5927\u6311\u6218\u3002\u6b64\u5916\uff0c\u8fd9\u79cd\u6df1\u5ea6\u96c6\u6210\u6a21\u5f0f\u4e5f\u4f7f\u5176\u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u751f\u6001\u7684\u7a33\u5b9a\u4e0e\u5f00\u653e\uff0c\u4efb\u4f55\u5173\u952eAPI\u7684\u53d8\u52a8\u90fd\u53ef\u80fd\u5e26\u6765\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b21\u529f\u80fd\u66f4\u65b0\uff0c\u800c\u662fClaude\u4ece\u201c\u5bf9\u8bdd\u5f0fAI\u201d\u5411\u201c\u884c\u52a8\u5f0fAI\u201d\u8f6c\u578b\u7684\u660e\u786e\u4fe1\u53f7\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5b83\u96c6\u6210\u4e86\u591a\u5c11\u5de5\u5177\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u771f\u6b63\u7406\u89e3\u7528\u6237\u7684\u590d\u6742\u610f\u56fe\uff0c\u5e76\u4ee3\u8868\u7528\u6237\u5728\u6570\u5b57\u4e16\u754c\u4e2d\u5b89\u5168\u3001\u9ad8\u6548\u5730\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u6761\u8def\u5145\u6ee1\u6311\u6218\uff0c\u4f46\u4e00\u65e6\u8d70\u901a\uff0c\u5c06\u91cd\u65b0\u5b9a\u4e49\u79fb\u52a8\u529e\u516c\u7684\u8fb9\u754c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Mobile: Work Tools<\/span>\n <\/div>\n<div class=\"comment-content\">Looks like you don’t have to be at your desk anymore with the recent Claude Updates. Now through the recent update – you can explore Figma designs, create Canva slides, check Amplitude dashboards, all from your phone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At this point, Claude is just teasing us with insane and truly worthy updates and the latest being Claude Work Tools directly accessible through their mobile app. <\/p>\n<p>Be it Figma, Amplitude, Canva and more – accessible through one chat interface without you having to worry about switching apps and pick up the conversation once you are back at desk. <\/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\">@adithya the back-to-back updates lately are just \ud83d\udd25\ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a solid step towards true productivity on the go, but I wonder how deep the integrations go. For example, if I\u2019m collaborating on Figma designs via Claude, can I leave comments or edit files directly, or is it strictly chat-based? Streamlining that would really enhance the mobile experience.<\/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>Claude is nailing it. Decided to switch to them and now will pay for a pro plan. They are doing amazing work all the time. Pity I haven’t seen it sooner.<\/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>Another good reason to update. <\/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\">Mobile Claude finally getting serious.\ufffc does it support file upload and canvas on mobile or just chat?\ufffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great! Also worth adding that Ollang is available within Claude workflows, enabling true end-to-end AI language execution across multimodal content. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How are you thinking about balancing powerful tool access on mobile with keeping the experience simple and not overwhelming on a smaller screen? \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<\/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\/BY5AUEZIBNS6D6\" class=\"app-title\">Venn.ai<\/a><\/p>\n<div class=\"one-liner\">Delegate real work to AI agents with safety guardrails<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Venn.ai \u662f\u4e00\u4e2aAI\u4ee3\u7406\u5b89\u5168\u7ba1\u63a7\u5e73\u53f0\uff0c\u901a\u8fc7\u4e3aClaude\u3001Cursor\u7b49\u4e3b\u6d41AI\u5de5\u5177\u8fde\u63a5Google Workspace\u3001Salesforce\u7b49\u65e5\u5e38\u5e94\u7528\u5e76\u8bbe\u7f6e\u64cd\u4f5c\u6743\u9650\u62a4\u680f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5de5\u5177AI\u81ea\u52a8\u5316\u5de5\u4f5c\u4e2d\u9762\u4e34\u7684\u914d\u7f6e\u590d\u6742\u3001\u63a7\u5236\u7f3a\u5931\u4e0e\u5e73\u53f0\u9501\u5b9a\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\/9b2427db-6838-453b-975b-1fef95a76d39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/036b1329-b523-4552-8c11-310b3dd61641.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7819f01-53fd-439c-9cd4-388401fbbb33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c63d9c3a-d682-4b9f-a2b1-f22bb65dad33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/615e82c6-6206-4950-af0d-2237e02f951a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6a1b3ff-fffa-4de4-86ff-59df568313b1.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\/3167c69e-2d57-4916-9275-809238e6e3d9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jBgL4tZUFbw\"><source src=\"https:\/\/youtu.be\/jBgL4tZUFbw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0AI<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5feb\u901f\u96c6\u6210\u3001\u7cbe\u7ec6\u6743\u9650\u63a7\u5236\u53ca\u8de8AI\u5e73\u53f0\u517c\u5bb9\u6027\uff0c\u6781\u5927\u63d0\u5347\u4e86\u8425\u9500\u3001\u7814\u53d1\u7b49\u573a\u666f\u7684\u5de5\u4f5c\u6548\u7387\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u660e\u786e\u514d\u8d39\u7248\u529f\u80fd\u9650\u5236\u3001\u63d0\u4f9b\u66f4\u7ec6\u7c92\u5ea6\u6743\u9650\u3001\u4f18\u5316\u4ee3\u7406\u5faa\u73af\u5904\u7406\u903b\u8f91\uff0c\u5e76\u671f\u5f85\u66f4\u591a\u5e94\u7528\uff08\u5982TikTok\uff09\u8fde\u63a5\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 Venn.ai \u770b\u4f3c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u96c6\u6210\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9\u5f53\u524dAI\u5e94\u7528\u8303\u5f0f\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728AI\u6a21\u578b\u80fd\u529b\u4e0a\u5185\u5377\uff0c\u800c\u662f\u5207\u5165\u4e86\u66f4\u52a1\u5b9e\u4e14\u6df7\u4e71\u7684\u201c\u8fde\u63a5\u5c42\u201d\u6218\u573a\u2014\u2014\u8fd9\u91cc\u5145\u65a5\u7740OAuth\u914d\u7f6e\u3001API\u5bc6\u94a5\u548c\u4ee4\u4eba\u5934\u75bc\u7684\u7ef4\u62a4\u5de5\u4f5c\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u5b89\u5168\u62a4\u680f\u201d\uff0c\u5b9e\u5219\u662f\u6293\u4f4f\u4e86\u4f01\u4e1a\u7ea7\u5e94\u7528AI\u7684\u6838\u5fc3\u7126\u8651\uff1a\u5931\u63a7\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u53cd\u590d\u63d0\u53ca\u7684\u201cdraft but don’t send\u201d\u3001\u201cupdate but don’t delete\u201d\uff0c\u6b63\u662f\u8fd9\u79cd\u7126\u8651\u7684\u5177\u8c61\u5316\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u53ef\u80fd\u4e0d\u6b62\u4e8e\u201c\u5b89\u5168\u201d\u3002\u66f4\u6df1\u5c42\u7684\u98a0\u8986\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u4e16\u754c\u7684\u201c\u4e2d\u95f4\u4ef6\u6807\u51c6\u201d\u3002\u901a\u8fc7\u89e3\u8026AI\u80fd\u529b\u4e0e\u5177\u4f53\u5e94\u7528\u8fde\u63a5\uff0c\u5b83\u8ba9\u7528\u6237\u5728\u4e0d\u540cAI\u4ee3\u7406\uff08Claude, ChatGPT\u7b49\uff09\u95f4\u81ea\u7531\u5207\u6362\u65f6\uff0c\u65e0\u9700\u91cd\u5efa\u6574\u4e2a\u96c6\u6210\u751f\u6001\u3002\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u5404\u5927AI\u5e73\u53f0\u901a\u8fc7\u6784\u5efa\u5c01\u95ed\u751f\u6001\u5b9e\u73b0\u7528\u6237\u9501\u5b9a\u7684\u5546\u4e1a\u7b56\u7565\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u5df2\u5438\u5f15\u4e86\u4e00\u6279\u65e9\u671f\u6280\u672f\u7528\u6237\uff0c\u4ed6\u4eec\u6b63\u5229\u7528\u6b64\u7279\u6027\u6784\u5efa\u8de8Grafana\u3001Jira\u3001GitHub\u7684\u590d\u6742\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u5c06AI\u4ece\u201c\u804a\u5929\u4f19\u4f34\u201d\u8f6c\u53d8\u4e3a\u53ef\u8c03\u5ea6\u771f\u5b9e\u4e1a\u52a1\u7cfb\u7edf\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u540c\u6837\u6e05\u6670\u3002\u4f5c\u4e3a\u7ba1\u9053\u5de5\u89d2\u8272\uff0c\u5176\u957f\u671f\u58c1\u5792\u5728\u4e8e\u96c6\u6210\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u5de8\u5934\u4e0b\u573a\u524d\u5efa\u7acb\u8db3\u591f\u7684\u7528\u6237\u60ef\u6027\u548c\u751f\u6001\u3002\u5f53\u524d\u201c\u6309\u52a8\u4f5c\u63a7\u5236\u201d\u7684\u6743\u9650\u6a21\u578b\u867d\u597d\uff0c\u4f46\u9762\u5bf9\u771f\u6b63\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u8fb9\u7f18\u60c5\u51b5\uff08\u5982\u4ee3\u7406\u5faa\u73af\uff09\uff0c\u5176\u7ba1\u63a7\u80fd\u529b\u4ecd\u6709\u5f85\u8003\u9a8c\u3002\u6b64\u5916\uff0c\u514d\u8d39\u7248\u7684\u201c\u53ea\u8bfb\u201d\u9650\u5236\u4e0e\u6838\u5fc3\u5ba3\u4f20\u7684\u201c\u5199\u64cd\u4f5c\u201d\u62a4\u680f\u4e4b\u95f4\u5b58\u5728\u8ba4\u77e5\u843d\u5dee\uff0c\u53ef\u80fd\u6210\u4e3a\u8f6c\u5316\u6f0f\u6597\u4e2d\u7684\u65ad\u70b9\u3002\u603b\u4f53\u800c\u8a00\uff0cVenn.ai\u5728\u6b63\u786e\u7684\u65f6\u95f4\u70b9\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u3001\u75bc\u75db\u4e14\u6b63\u5728\u81a8\u80c0\u7684\u5e02\u573a\u7f1d\u9699\uff0c\u4f46\u5176\u80fd\u5426\u4ece\u4e00\u6b3e\u4f18\u79c0\u7684\u6548\u7387\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u4e0b\u4e00\u4ee3AI\u9a71\u52a8\u5de5\u4f5c\u6d41\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u6267\u884c\u6df1\u5ea6\u4e0e\u751f\u6001\u6784\u5efa\u901f\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Venn.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Connect Claude, Cursor, OpenClaw, ChatGPT, and VS Code agents to your apps \u2014 then set guardrails for around what they can do. Draft but don’t send. Update but don’t delete. Full action-level control, complete visibility, no coding required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, I’m Melissa Weir, VP of Marketing of Venn by Barndoor AI! \ud83d\udc4b<\/p>\n<p>AI agents are only as powerful as what they’re connected to. Most people are leaving 80% of that power on the table.<\/p>\n<p>The Problem<br \/>\nYou’re using OpenClaw, Claude, ChatGPT, VS Code or Cursor every day but everything you actually do lives across Google Workspace, Salesforce, Slack, Notion, and dozens of other apps. Most people don’t know how to connect their AI and if they do, they run into three walls:<\/p>\n<p>\u274c Complex, time-consuming setup \u2014 Connecting your tools to an AI isn’t plug-and-play. It requires technical configuration, OAuth apps, and ongoing maintenance. <\/p>\n<p>\u274c AI Platform lock-in \u2014 If you do get set up, your integrations only work in that one agent. Claude’s connectors stay in Claude. ChatGPT’s stay in ChatGPT. Switch agents, start over from scratch.<\/p>\n<p>\u274c No visibility, no control \u2014 Even when it’s all connected, you have no control over what your AI is doing. A record updated. Data moved. An email sent. You find out after the fact if you find out at all.<\/p>\n<p>After living this problem ourselves, we built Venn.<\/p>\n<p>How Venn is Different \ud83d\ude80<br \/>\nDelegate to AI without the anxiety. Venn connects your apps to your AI, puts you in control of what your agents can do, and gives you full visibility into every action they take.<\/p>\n<p>\ud83d\udd37 Set up in minutes \u2014 Connect your apps and AI to Venn once. No coding, no complex configuration. Get up and running in under 5 minutes.<\/p>\n<p>\ud83d\udd37 You decide what your AI can and can’t do \u2014 AI shouldn’t have unlimited access to everything. With Venn you set the permissions: which apps your AI can use, what actions it can take, and where the boundaries are.<\/p>\n<p>\ud83d\udd37 Works with every AI you already use \u2014 OpenClaw, Claude, ClaudeCode, ChatGPT, Cursor, and VS Code. Your connected apps work across all of them. No rebuilding, no starting over when you switch.<\/p>\n<p>\ud83d\udd37 See every move your agent makes \u2014 A clear activity log of every action your AI took, every app it touched, and whether it was allowed or blocked by the rules you set.<\/p>\n<p>Who is this for?<br \/>\nIf you want to get more out of AI in your work and personal life, Venn is for you. Whether you’re a sales rep, product manager, marketer, project manager, analyst, engineer, or developer \u2014 if AI is part of how you work, Venn makes it work harder for you.<\/p>\n<p>Your AI. Your rules. <\/p>\n<p>\ud83d\udd17 Get started for free at venn.ai \u2014 7 day trial, no credit card required.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> has made a huge difference in my day-to-day interaction with Claude – I can easily access a dozen MCPs simultaneously, and can direct it to talk to my personal email in one prompt and my business email in another. Getting customer info from salesforce, email, and granola, and summarizing it in a google sheet to plan followups has been incredibly powerful. <\/p>\n<\/p>\n<p>The product\u2019s seamless integration into Openclaw has made it simple for me to let Openclaw interact with my apps but not do things it shouldn\u2019t be doing. I run a sandboxed openclaw in a Digital Ocean droplet, and since it\u2019s headless it\u2019s really hard to authenticate to MCP servers. WIth <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> I simply told Openclaw to install the Venn skill, got an API key from Venn, and gave that key to Openclaw. And just like that Openclaw had access to the apps I wanted it to see, with limitations I set so it wouldn\u2019t run wild.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I manage paid campaigns across Google, Meta and LinkedIn. Lots of data, lots of context-switching, lots of time spent on things that shouldn’t take that long.<\/p>\n<\/p>\n<p>What changed for me with Venn is that Claude can now actually reach into the tools I work in every day \u2014 Sheets, Docs, Drive, Gmail, Asana. Not just talk about them. The workflow I use most is pulling campaign performance into Sheets, having Claude flag what’s off, and drafting a summary straight into Docs. What used to take a couple of hours is now something I kick off and come back to.<\/p>\n<\/p>\n<p>The permissions setup is also just… sensible. I’m comfortable with Claude reading and writing to Sheets, but I still want to review before anything goes out in Gmail. Venn lets me draw exactly that line.<\/p>\n<p>Honestly didn’t expect to get this much practical value out of it this fast. It’s become a daily part of how I work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dimitar_genev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dimitar_genev<\/a> It’s great to learn about your workflow on Venn as it fits with exactly why we built Venn. We’ll be launching new social apps like TikTok and Instagram over the next couple of weeks too. <\/p>\n<p>P.S. I’m glad you appreciate the permissions setup. The permissions piece is something our team spent a lot of intentional time on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My favorite AI use case isn’t just “automation.” It is about unlocking capabilities that used to be gated by technical skills.<\/p>\n<\/p>\n<p>This week, I spent a few hours using <a href=\"https:\/\/www.producthunt.com\/products\/cowork\" target=\"_blank\" rel=\"noopener\">@Cowork<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> to setup scheduled tasks. They help me fill the gaps where our enterprise tools are too heavy or where I previously lacked the technical skills to get the job done.<\/p>\n<\/p>\n<p>Here is how I\u2019m using agentic AI to run my workflow:<\/p>\n<\/p>\n<p>\ud83d\udcca Weekly Funnel Reporting<\/p>\n<\/p>\n<p>Use <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> connector to pull data from <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> , create an activation funnel report, and post it directly into Notion. I get visibility without needing a data warehouse or data analyst. While it\u2019s not perfectly scalable since I can hit token limits on heavy logs, it is incredibly effective for short-term monitoring.<\/p>\n<\/p>\n<p>\ud83d\udc8c Personalized Research Outreach<\/p>\n<\/p>\n<p>Use <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> connector to pull data from <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a>, identify users who haven’t completed product setup, and draft personalized emails in Gmail based on an email template stored in <a href=\"https:\/\/www.producthunt.com\/products\/notion\" target=\"_blank\" rel=\"noopener\">@Notion<\/a>. This used to be a copy-paste nightmare. Since research happens in spurts, I could never justify the effort of a full HubSpot automation sequence. I still review, edit, and send manually because I don’t trust AI with sending emails yet, so I turn off that capability in Venn’s settings.<\/p>\n<\/p>\n<p>\u2705 Automated Response Tracking<\/p>\n<\/p>\n<p>I put multiple-choice answers directly in my emails to make it easier for users to respond. Use <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> connector to check my inbox daily, extract those answers, and log them into <a href=\"https:\/\/www.producthunt.com\/products\/notion\" target=\"_blank\" rel=\"noopener\">@Notion<\/a> . It even records which subject lines have higher response rates in a Google Sheet for A\/B testing.<\/p>\n<\/p>\n<p>Agentic AI isn’t about replacing the big tools in our stack. It’s about creating the custom connections we need to move fast and stay lean.<\/p>\n<\/p>\n<p>Are you using AI to automate your existing tasks, or are you using it to do things that were previously impossible for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/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 great news. I have really benefited from using Venn with Claude and have wanted to try OpenClaw and now this will give me the confidence to try it. Great product.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siobhana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siobhana<\/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>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>As a graphic & web designer, <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> has genuinely changed how I move through a project. I’ve been using it to connect Claude with Asana, Google Docs, Slides, Sheets, Figma, and Slack. Instead of jumping between tools to piece together context, I can track briefs, run design research, and start building out my projects all from one thread.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> helps me pull task details from Asana, reference brief docs, and feed that context directly into Claude, all while staying in control and knowing exactly what the AI can access and what it can’t. And for client work especially, the security side is important. Connecting this many tools means you need to trust how your data is handled, and Venn takes that seriously.<\/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\/@tea_vel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tea_vel<\/a> Thanks for sharing your experience with Venn! It’s always so exciting to see how people work efficiently and securely with Venn and AI!<\/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 ‘set guardrails’ feature is exactly what\u2019s missing in most AI agent workflows. How do you handle edge cases where the agent gets stuck in a loop? I’m building automation for TikTok leads today and safety is my #1 concern too. Great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lex_streamleads\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lex_streamleads<\/a>Thanks! What kind of automation do you want to do with TikTok leads? In the next two weeks, we’ll be releasing connections to TikTok, Instagram, and LinkedIn all through Venn so curious to know how you want to use it.<\/p>\n<p>For the agent stuck in a loop question, our team is looking into this and will get back to you. <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m biased because I helped create Venn with my team, but I think Venn is super useful. Instead of having to hook a ton of MCP servers to Cursor, Venn creates a sidekick that both finds my tools, runs them, and also makes sure I’m not doing something stupid in the process.<\/p>\n<p>Great for those moments where you don’t want to leave your flow but would like to post a ticket, consult a previous slack chat, write up org facing documentation, or see how your cluster’s health is doing after deploying that last feature. <\/p>\n<p>There’s like a dozen business apps we all use and have to cross index on a daily basis. Venn is the portal to connect them all with your agent, and without having to bring a crufty platform along with 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve struggled with integrating multiple AI agents while maintaining control, so I love the guardrails feature in Venn! How customizable are the action-level permissions?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Currently it’s at a tool\/action level, but we will introduce additional granularity in the coming days and weeks. What are you looking for?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> The action level permissions are pretty granular. You have the ability to enable or disable any action provided by the tool. Here is a sample of just some of the actions that can be enabled\/disabled for the notion tool. There are many more when you scroll. It’s free to try! Check it out at <a href=\"https:\/\/Venn.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Venn.ai<\/a> <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11f422cd-2ae9-4914-8707-939cdb839a5f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You start by improving daily workflows with <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> — automating those cross-tool recurring tasks that give you back more of your time. Then you quickly change your frame of thought to preparation, execution, discovery and more. Ask yourself, “What are the benefits of connecting <a href=\"https:\/\/www.producthunt.com\/products\/slack\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"slack\" target=\"_blank\" rel=\"noopener\">@Slack<\/a> to <a href=\"https:\/\/www.producthunt.com\/products\/google-calendar\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"google-calendar\" target=\"_blank\" rel=\"noopener\">@Google Calendar<\/a> to <a href=\"https:\/\/www.producthunt.com\/products\/gmail\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"gmail\" target=\"_blank\" rel=\"noopener\">@Gmail<\/a> to <a href=\"https:\/\/www.producthunt.com\/products\/jira\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jira\" target=\"_blank\" rel=\"noopener\">@Jira<\/a>?” Some of the things I’ve improved…<\/p>\n<ul>\n<li>\n<p>Daily task management<\/p>\n<\/li>\n<li>\n<p>Call notes organization<\/p>\n<\/li>\n<li>\n<p>Outstanding tasks<\/p>\n<\/li>\n<li>\n<p>Personal follow-ups<\/p>\n<\/li>\n<li>\n<p>Sprint deadline mgmt<\/p>\n<\/li>\n<li>\n<p>Improved alert monitoring<\/p>\n<\/li>\n<\/ul>\n<p>They say good developers are producing 10X with AI. My hunch is that Venn will 10X the efforts of business professionals that can leverage a single connection to all their current applications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey fellow AI nerds! I don’t usually chime in on stuff like this but I have to say that even though I use Venn every day to build and maintain our systems here at Barndoor…you know the makers of Venn. AI has drastically improved my throughput here but since we launched our products the whole teams’ productivity has sky rocketed! Here is a common use case:<br \/>Problem – We received a <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> alert around an anomalous set of errors in our, lets say, Flux Capacitor.<\/p>\n<p>Initial Triage – I click the <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> alert link and preview the errors…there are a lot today for some reason…time travel isn’t easy. The errors do not immediately result in any conclusive results.<\/p>\n<p>Venn!!! – Connectors: <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> , Atlassian(Jira), <a href=\"https:\/\/www.producthunt.com\/products\/github\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"github\" target=\"_blank\" rel=\"noopener\">@GitHub<\/a> all configured with Venn to have minimal read only functionality except the ability to create a jira ticket.<\/p>\n<p>Prompt – I’m seeing a surge in strange issues from our Flux Capacitor today. Here is a <a href=\"https:\/\/www.producthunt.com\/products\/grafana\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grafana\" target=\"_blank\" rel=\"noopener\">@Grafana<\/a> link to the logs and the time range. Please: <\/p>\n<ul>\n<li>\n<p>Investigate the logs and correlate the findings with any running state in our Delorean during the times surrounding the incidents<\/p>\n<\/li>\n<li>\n<p>Explain your findings and on my approval create a Jira ticket with the findings<\/p>\n<\/li>\n<li>\n<p>Investigate the code base to find any potential mistakes in our time machine algorithms<\/p>\n<\/li>\n<\/ul>\n<p>Result – Nearly complete resolution of the issue from triage, to ticketing, to coding, and then review and merge 9 times out of 10 in under an hour.<\/p>\n<p>Complex problems like these could often side track me for an entire day and now I’m back to building!<\/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\u2019m a big fan of Venn <em>(I also advise the team)<\/em>.<\/p>\n<p>The biggest unlock for me has been connecting Claude to GitHub and Amplitude.<\/p>\n<p>Once Claude has real context, it becomes a much more powerful assistant:<\/p>\n<ul>\n<li>\n<p>Vibecoding with full codebase awareness<\/p>\n<\/li>\n<li>\n<p>Data analysis grounded in actual product usage<\/p>\n<\/li>\n<\/ul>\n<p>It stops being a generic AI and starts feeling like a true extension of the team.<\/p>\n<p>I\u2019m sure there are many more use cases, but these alone have already been very valuable for me.<\/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\/@seanellis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanellis<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on getting Venn out there, <a href=\"https:\/\/www.producthunt.com\/@melissa_weir1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"melissa_weir1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melissa_weir1<\/a>. I like this line: <strong>[Put AI to work inside your apps without giving up control]<\/strong>. This is the kind of promise that makes a security-minded user stop.<\/p>\n<p>Checked your site content. Two things stood out.<\/p>\n<p>First, the pricing page shows a free tier with “connectors are read only” and a Pro tier at $5\/month that unlocks read\/write. That’s great. But the hero section talks about “setting guardrails for what AI can read and write.” <\/p>\n<p>A user lands, reads that, then sees the pricing, and wonders: “Do I need to pay to actually let my AI do anything?” <\/p>\n<p>That tension is there. <\/p>\n<p>And the free tier is great for testing, but the message could be clearer upfront.<\/p>\n<p>Second, the “how it works” section is four steps, but step 4 says “Ask your AI, ‘Hey Venn, what can Venn do for me?'” <\/p>\n<p>That’s a nice demo, but it doesn’t show the user doing real work. <\/p>\n<p>A stronger step 4 would be a simple example like “Ask your AI to draft an email and schedule a meeting.” That shows value immediately.<\/p>\n<p>I attached a screenshot below for your convenience. Spotted a couple of other things that could cost you. Happy to share.<\/p>\n<p>These are just insights from me because I audit product pages daily. Good luck!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d6c039c-ac05-4ae5-b97d-734c9882a240.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you so much for taking time to give us thoughtful feedback!<\/p>\n<\/p>\n<p>To clarify, is the confusion around whether you could set guardrails for the free tier? You can certainly turn off specific actions in the free tier.<\/p>\n<\/p>\n<p>Or is the question on whether you need to pay for your AI to take action? We do give a free 7 day trial for everyone to use all of Venn’s full capabilities, both read and write.<\/p>\n<\/p>\n<p>Thank you for your feedback on #4. That is very on-point!<\/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>If you’re an <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> fan, <a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> helps you graduate from all of those connections to SaaS apps you’ve vibe-configging and vibe-integrating (using random skills and CLIs). No shade on CLIs. But definitely shade on non-tech folks having to go into Google Cloud Console to create OAuth client IDs and secrets, just so that they can connect OpenClaw to Google Workspace apps (that’s some advanced #BroAuth).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/venn-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"venn-ai-2\" target=\"_blank\" rel=\"noopener\">@Venn.ai<\/a> I LOVE Venn! It has genuinely changed how I work. My day spans Gmail, Slack, Notion, Asana, Google Drive, and more. With Venn, I can kick off a new hire onboarding sequence across all of them in one flow, and when it comes to recruiting, I can pull curated candidate feedback from Slack threads, emails, and docs into one place, send candidate follow-ups. There’s no more hunting across systems to remember where a conversation landed.<\/p>\n<\/p>\n<p>The governance piece is what matters most to me as an HR person. I decide what Claude can and can’t do, draft but don’t send, update but don’t delete. So much trust and efficiency with Venn! I get so much more done with Venn! \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Haven’t used it yet, but I know the team behind and I highly recommend them!<\/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\/@raulpopa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raulpopa<\/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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community and friends! I’m Deborah and I work on Platform Strategy and wear a ton of hats at Barndoor. I’m proud to have been a part of launching <a href=\"https:\/\/venn.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Venn<\/strong><\/a>. <\/p>\n<p>Below is a use-case I’ve shared on how I use Venn: <br \/>——– <br \/>At <a href=\"https:\/\/barndoor.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Barndoor AI<\/a>, one of the things I work on is platform integrations, helping to ensure our product works seamlessly with everyone we integrate with, like Google, Notion, Figma and more. <\/p>\n<p>One thing they all have in common is that their customer data has to be handled safely. <\/p>\n<p>However, the requirements to work with each of these platforms is unique, from both technical and business sides.<\/p>\n<p>This is exactly where <a href=\"https:\/\/www.venn.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Venn AI<\/a> thrives.<\/p>\n<p>I\u2019m able to connect any of my AI agents (often <a href=\"https:\/\/www.anthropic.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Anthropic\u2019<\/a>s Claude) to all of my apps like <a href=\"https:\/\/github.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GitHub<\/a>, <a href=\"https:\/\/www.linkedin.com\/company\/hubspot\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">HubSpot<\/a>, <a href=\"https:\/\/www.linkedin.com\/company\/tiny-spec-inc\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Slack<\/a>, <a href=\"https:\/\/www.atlassian.com\/software\/jira?referer=jira.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Jira<\/a>, Google Drive. Having a centralized place across all of my data saves me so much time.<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/company\/venn-ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Venn AI<\/a> also makes connections that scale in ways only an agent can.<\/p>\n<p>It frees up my capacity to be more creative because I can take a step back and orchestrate across my workflows instead of jumping between tools. It\u2019s reduced a lot of my context switching.<\/p>\n<p>One of the best parts is that it leverages MCP with Barndoor\u2019s security and a control plane I manage, so I can use AI agents across company systems with ease.<br \/>—-<\/p>\n<p>Now, our product also integrates with <a href=\"https:\/\/openclaw.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenClaw<\/a> and every week, we add more app integrations! Please reach out to me if you have questions or need support getting setup, today and in the future! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats team on the launch!\ud83c\udf89\ud83e\udd42<\/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\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/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>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt! We\u2019re super proud to launch Venn.ai, a secure & convenient way to access all your business data from any AI client. Try it today!<\/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>When you set action level guardrails like “draft but don’t send,” does the agent queue those drafts somewhere for batch review or do you approve them one by one in real time? Nice work on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Hey Ignacio. Ah, in this example, it would be the <strong>Gmail – Create Draft<\/strong> tool that you can set Venn to <em>allow<\/em>, but the <strong>Gmail – Send Email<\/strong> tool would be <em>disallowed. <\/em>And indeed, your agent \/ AI-app would create and <em>create+save<\/em> a draft. You can see all of the tools available by clicking on either <strong>Preview Actions<\/strong> or <strong>Manage Actions<\/strong> on Gmail when you’re in the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> There’s 2 ways to do this:<\/p>\n<p>1. The easy to bypass way: You can just write “create drafts in gmail, but don’t send it” to the AI. Even for creating drafts, Venn will ask for permission first:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d80508c9-48ed-4ca6-acaa-1368350e1c15.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>But since AI is nondeterministic, you never know when it will bypass your instructions and do something else. So…<\/p>\n<ol>\n<li>\n<p>The more secure way: In the Venn UI, disable “Send Email.”<\/p>\n<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13325450-2665-4656-a3e7-a2a6d1ffbe13.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>This way, the AI can never send emails until you change that permission.<\/p>\n<\/p>\n<p>The drafts are created in gmail, ready for me to review and send:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec9e2399-5a81-46cf-b22c-08343dd10f3b.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>As a solutions engineer I am forced to do sales hygiene ( update opps, next steps, add notes, etc), with one prompt I can query my granola notes and update my opportunity in SFDC. huge time saver.<\/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>I have not tried Venn yet, but that’s about to change real fast. On first glance, I can already see the potential for this to make my AI workflows so much easier, more effective and efficient, and give me more peace of mind. <\/p>\n<p>As a community professional, I’m very conscious and intentional about integrating AI into my work, because community is human, authentic, and rooted in trustful relationships. Guardrails are necessary for me to maintain the level of control I need to do my job well. <\/p>\n<p>Appreciate the team of Makers for recognizing this need and building Venn. Stoked to give it a spin! <\/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\/@timfalls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timfalls<\/a> Thanks, Tim! Reach out any time if there\u2019s anything I can help with. Maybe even a platform MCP server that you need that we currently don\u2019t have up yet. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>seems cool! minor nit, but your reviews all have the same created date which makes them seem a bit suspicious, though they do seem to be real people \ud83d\ude42 <a href=\"https:\/\/reviews.venn.ai\/reviews\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/reviews.venn.ai\/reviews<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> Thanks for your feedback! Those were collected from our Beta users, and then migrated to a new system on that day. We were so busy getting more integrations into the product that we forgot to give the new system’s review link to more people. I was just thinking we should collect more reviews again, and perhaps use a 3rd party website so it’s more trustworthy. What websites do you trust for reviews on a tool like Venn.ai? Trustpilot or something else?<\/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>Really cool concept: connecting multiple AI agents to your apps while adding guardrails and visibility feels like a huge step toward safe, real-world automation. Congrats on the launch! How do you decide what level of permissions an agent should have without slowing down its usefulness? \ud83d\ude80<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thegreatphon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thegreatphon<\/a> there’s a lot of trial and error and personal comfort level that goes in it. For example, I’m comfortable with AI creating email drafts but not sending them. <\/p>\n<\/p>\n<p>In Venn, I can see what are the different actions available for a particular tool, and turn on and off permissions as I seem fit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Melissa, the guardrails you’ve built are crucial. Dimitar and Sean’s experiences highlight how practical these permissions are, especially for sensitive operations. Having a clear activity log, as you described, is also non-negotiable for auditability and trust.<\/p>\n<\/p>\n<p>On the pricing, Taimur brings up valid points about the perception of the free tier versus the hero messaging. Clarifying that free users can still set <em>read-only<\/em> guardrails would directly address the tension he noted. I’d also be interested to see more detail in the “how it works” section particularly around the architecture of those guardrails and the activity logging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting direction.<\/p>\n<p>Delegating real work to agents feels like a much bigger shift than just automation.<\/p>\n<p>Once agents can actually act inside systems, the problem seems to move from capability to control, not just what they can do, but how decisions are made within those boundaries.<\/p>\n<p>There\u2019s also an interesting tension between delegation and responsibility.<\/p>\n<p>If an agent operates within allowed permissions but still makes the wrong call, where does that responsibility sit?<\/p>\n<p>Curious how you think about this as Venn evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5LYZJA7TJEATYL\" class=\"app-title\">PinchBench<\/a><\/p>\n<div class=\"one-liner\">Find the best AI model for your OpenClaw<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PinchBench\u662f\u4e00\u6b3e\u9488\u5bf9OpenClaw\u4ee3\u7801\u4ee3\u7406\u7684LLM\u6a21\u578b\u57fa\u51c6\u6d4b\u8bd5\u7cfb\u7edf\uff0c\u901a\u8fc7\u7edf\u4e00\u6d4b\u8bd5\u771f\u5b9e\u4efb\u52a1\u6765\u5bf9\u6bd4\u6210\u529f\u7387\u3001\u901f\u5ea6\u548c\u6210\u672c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u9009\u62e9AI\u6a21\u578b\u65f6\u7f3a\u4e4f\u591a\u7ef4\u5ea6\u3001\u8d34\u8fd1\u751f\u4ea7\u73af\u5883\u6570\u636e\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\/0f320c79-8ae4-42b3-9342-5a4b08503f86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cfe39f1-31f4-408a-a6ae-3685954c1be2.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u57fa\u51c6\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">LLM\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bc4\u6d4b<\/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\u591a\u7ef4\u5ea6\uff08\u6210\u529f\u7387\u3001\u901f\u5ea6\u3001\u6210\u672c\uff09\u8bc4\u6d4b\u7684\u4ef7\u503c\uff0c\u7279\u522b\u662f\u6210\u672c\u7ef4\u5ea6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u6269\u5145\u975e\u7f16\u7801\u4efb\u52a1\u8bc4\u6d4b\u8303\u56f4\u3001\u6309\u4efb\u52a1\u7c7b\u522b\u7ec6\u5206\u6392\u540d\u3001\u5173\u6ce8\u6a21\u578b\u9632\u201c\u5237\u699c\u201d\u53ca\u8bc4\u6d4b\u4efb\u52a1\u7684\u4ee3\u8868\u6027\u4e0e\u66f4\u65b0\u9891\u7387\u3002\u5bf9\u201c\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u201d\u7684\u5b9a\u4e49\u548c\u9632\u8fc7\u62df\u5408\u65b9\u6cd5\u5b58\u5728\u7591\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 PinchBench\u7684\u51fa\u73b0\uff0c\u76f4\u6307\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u80fd\u529b\u7684\u5feb\u901f\u8fed\u4ee3\u4e0e\u5f00\u53d1\u8005\u9009\u578b\u51b3\u7b56\u4fe1\u606f\u6ede\u540e\u3001\u7ef4\u5ea6\u5355\u4e00\u4e4b\u95f4\u7684\u8131\u8282\u3002\u5b83\u8bd5\u56fe\u5c06\u201c\u6027\u4ef7\u6bd4\u201d\u8fd9\u4e2a\u5de5\u7a0b\u5316\u843d\u5730\u7684\u5173\u952e\u56e0\u7d20\uff0c\u4ece\u6a21\u7cca\u7684\u4f53\u611f\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u57fa\u51c6\u6570\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5ba3\u5e03\u201cGPT-5.4\u76ee\u524d\u6700\u4f73\u201d\u8fd9\u4e2a\u77ac\u65f6\u7ed3\u8bba\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u6301\u7eed\u8fd0\u884c\u7684\u3001\u5f00\u6e90\u900f\u660e\u7684\u8bc4\u6d4b\u6846\u67b6\u3002\u8fd9\u6311\u6218\u4e86\u4f20\u7edf\u4e0a\u7531\u6a21\u578b\u63d0\u4f9b\u5546\u4e3b\u5bfc\u7684\u3001\u5f80\u5f80\u7a81\u51fa\u5355\u4e00\u4f18\u52bf\u7684\u8bc4\u6d4b\u8bdd\u8bed\u4f53\u7cfb\u3002\u5c06\u201c\u6210\u672c\u201d\u4e0e\u201c\u901f\u5ea6\u201d\u7f6e\u4e8e\u548c\u201c\u6210\u529f\u7387\u201d\u540c\u7b49\u91cd\u8981\u7684\u5730\u4f4d\uff0c\u662f\u52a1\u5b9e\u7684\u4f53\u73b0\uff0c\u627f\u8ba4\u4e86\u5728\u5927\u591a\u6570\u751f\u4ea7\u573a\u666f\u4e2d\uff0c\u8fb9\u9645\u6536\u76ca\u9012\u51cf\u7684\u6a21\u578b\u9700\u8981\u63a5\u53d7\u8fb9\u9645\u6210\u672c\u7684\u4e25\u683c\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u4e00\u6837\u663e\u8457\u3002\u9996\u5148\uff0c\u201c\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u201d\u7684\u5b9a\u4e49\u6743\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u51b3\u5b9a\u4e86\u8bc4\u6d4b\u7684\u5bfc\u5411\u662f\u53cd\u6620\u666e\u904d\u9700\u6c42\u8fd8\u662f\u7279\u5b9a\u503e\u5411\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4efb\u52a1\u4ee3\u8868\u6027\u3001\u9632\u8fc7\u62df\u5408\u7684\u8d28\u7591\uff0c\u6b63\u662f\u5bf9\u5176\u57fa\u51c6\u201c\u6743\u5a01\u6027\u201d\u6839\u57fa\u7684\u62f7\u95ee\u3002\u5176\u6b21\uff0c\u5f53\u8bc4\u6d4b\u672c\u8eab\u53d8\u5f97\u91cd\u8981\uff0c\u5c31\u53ef\u80fd\u50ac\u751f\u9488\u5bf9\u6027\u7684\u6a21\u578b\u4f18\u5316\uff08\u201c\u5237\u699c\u201d\uff09\uff0c\u5982\u4f55\u4fdd\u6301\u8bc4\u6d4b\u7684\u201c\u9c81\u68d2\u6027\u201d\u662f\u4e00\u5927\u96be\u9898\u3002\u6700\u540e\uff0c\u5176\u4ef7\u503c\u6700\u5927\u5316\u4f9d\u8d56\u4e8eOpenClaw\u751f\u6001\u7684\u7e41\u8363\u4e0e\u793e\u533a\u7684\u79ef\u6781\u53c2\u4e0e\uff0c\u5426\u5219\u53ef\u80fd\u6ca6\u4e3a\u5c0f\u4f17\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cPinchBench\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u79cd\u5021\u5bfc\uff1aAI\u6a21\u578b\u7684\u9009\u62e9\u5e94\u662f\u4e00\u79cd\u57fa\u4e8e\u6570\u636e\u7684\u3001\u7406\u6027\u7684\u5de5\u7a0b\u51b3\u7b56\uff0c\u800c\u975e\u8425\u9500\u9a71\u52a8\u7684\u4fe1\u4ef0\u9009\u62e9\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5f00\u6e90\u793e\u533a\u80fd\u5426\u5728AI\u57fa\u7840\u8bbe\u65bd\u5c42\uff0c\u5efa\u7acb\u8d77\u72ec\u7acb\u4e8e\u5de8\u5934\u7684\u3001\u53ef\u4fe1\u7684\u7b2c\u4e09\u65b9\u8bc4\u4f30\u6807\u51c6\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u8d77\u70b9\u5f88\u6709\u5fc5\u8981\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\">PinchBench<\/span>\n <\/div>\n<div class=\"comment-content\">PinchBench is a benchmarking system for evaluating LLM models as OpenClaw coding agents. We run the same set of real-world tasks across different models and measure success rate, speed, and cost to help developers choose the right model for their use case. PinchBench is made with \ud83e\udd80 by Kilo Code, the makers of KiloClaw.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When setting up your <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a>, you might wonder what the best AI model for your agent is. PinchBench just lets you know.<\/p>\n<\/p>\n<p>TL,DR: It’s <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>‘s GPT-5.4… for now!<\/p>\n<\/p>\n<p>S\/O to <a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> for building it \ud83d\udc4f\ud83d\udc4f – <a href=\"https:\/\/github.com\/pinchbench\/skill?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Give it a star on GitHub<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> There should be a spoiler alert warning here\ud83d\ude05<\/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\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Hey! When you say “real-world tasks,” how representative is the task set, and how do you prevent the benchmark from being gamed by models that have been fine-tuned on similar coding distributions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Benchmarking across success rate, speed, AND cost in one system is exactly what’s been missing. Most model comparisons focus on one dimension, usually just quality, and ignore the tradeoffs that actually matter when you’re running agents in production.<\/p>\n<\/p>\n<p>We operate multiple AI models across different workflows internally and the biggest decision isn’t “which model is best” but “which model is best for THIS specific task at THIS cost threshold.” A model that’s 90% as good at 7% of the cost is the right choice for routine tasks. A model that catches edge cases other models miss is worth the premium for security-critical work. Having standardized benchmarks across real-world OpenClaw coding tasks gives developers the data to make that routing decision instead of guessing.<\/p>\n<\/p>\n<p>The fact that this runs against real-world tasks and not synthetic benchmarks is key. We see the same thing in security scanning: synthetic test cases tell you how a tool performs in ideal conditions. Real-world data tells you how it performs on the messy, unpredictable code that developers actually ship. Real-world benchmarks are always more valuable.<\/p>\n<\/p>\n<p>The OpenClaw ecosystem needed this. As the agent framework grows and more models compete for developer adoption, having an independent, standardized way to evaluate performance helps the entire community make better decisions. Congrats to the Kilo Code team on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice benchmarks at the end of the use cases! I would like to see more benchmarks relocated to different levels of tasks (no coding).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clearloop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clearloop<\/a> thanks for the support, Tianyi! <\/p>\n<\/p>\n<p>the benchmark currently includes 23 tasks across <a href=\"https:\/\/pinchbench.com\/about\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">different categories<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/kiloclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kiloclaw\" target=\"_blank\" rel=\"noopener\">@KiloClaw<\/a> team is planning to improve it, targeting 100 tasks on a wider range of use cases. <\/p>\n<\/p>\n<p>any specific tasks in mind? adding <a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> in the loop <\/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\/@clearloop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clearloop<\/a> we are actively seeking feedback on the other types of tasks we should add!<\/p>\n<\/p>\n<p>Can you add your thoughts here: <a href=\"https:\/\/github.com\/pinchbench\/skill\/issues\/52\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/pinchbench\/skill\/issues\/52<\/a><\/p>\n<\/p>\n<p>We also want it to be wider and cover lots of non-coding functions <\/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\">Benchmarks like SWE-bench (and agent eval harnesses built around it) are the default reference point for coding agents\u2014what does PinchBench capture about *OpenClaw-in-the-loop* behavior (tool selection, memory, retries, file ops) that SWE-bench-style evaluations systematically miss, and where do you think SWE-bench is still the better signal?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I think that SWE bench is a great benchmark for Software Engineering tasks. The whole point of PinchBench is that u think OpenClaw goes so far beyond development work to all knowledge work and even personal assistant type tasks. So my goal is for PinchBench to reflect that more than just software engineering <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 is exactly what I was looking for. However, tasks should be scoped and agents should be ranked depending on task category.<\/p>\n<\/p>\n<p>Imho the most important agent to determine is the main one, the orchestrator, the one you talk to. But then, you will eventually want different subagents specialized in different tasks (and ideally not as expensive, depending on the task at hand). For those, the “best” agent (in terms of value for money) could be something else (i.e., for a simple but broad internet search, gemini flash is often more than enough).<\/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\/@wtfzambo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wtfzambo1<\/a> Totally agree! Have you tried Auto Balanced model model in KiloClaw? That’s exactly the idea behind it: smarter, more expensive models for architecting and orchestrating – cheaper ones for execution <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, this is genuinely useful. I’ve been picking models for coding tasks based on whatever benchmark thread showed up in my feed that week, which is a terrible way to make that decision.<\/p>\n<p>The cost dimension is what gets me. Success rate matters, but if a model takes 3x longer and costs 4x more to get there, that changes the math completely, depending on what you’re building. Glad someone’s actually measuring all three together.<\/p>\n<p>Curious how you’re defining task success \u2014 is it automated test output or is there a human eval component? That part always feels like the hardest thing to get right in coding benchmarks.<\/p>\n<p>Congrats on shipping. The \ud83e\udd80 was not lost on me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryszard_wisniewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryszard_wisniewski<\/a> Thank you for your support! <br \/>The best part is that you get to shape it because the benchmark is open source, and you can submit your own tests. More on this here: <a href=\"https:\/\/blog.kilo.ai\/p\/pinchbench-v2-call-for-contributors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.kilo.ai\/p\/pinchbench-v2-call-for-contributors<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not just Jensen – y’all gotta know which model’s best for your claws!<\/p>\n<p>And y’all can contribute to it, because it’s open source \ud83e\udef6<br \/>Great job <a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@realolearycrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realolearycrew<\/a> is the \ud83d\udc10<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How often does the leaderboard update as new models drop?\ufffc<\/div>\n<div class=\"comment-actions\">\n<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>Great question – They do run benchmarks continuously as new models are released. For the record, the latest leaderboard update was on March 21st (5 days ago), and the current best scores:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>‘s GPT-5.4: 90.5% <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/qwen\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"qwen\" target=\"_blank\" rel=\"noopener\">@Qwen<\/a> 3.5-27B: 90.0% <\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/qwen\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"qwen\" target=\"_blank\" rel=\"noopener\">@Qwen<\/a> 3.5-397B-A17B: 89.1%<\/p>\n<\/li>\n<\/ol>\n<p>How does your model stack up? \ud83d\ude38<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> typically we have new models up within a few hours. Although we also have partnerships with inference providers that can make that even faster. <\/p>\n<\/p>\n<p>For example we had a \u201cstealth\u201d version of Nemotron 3 Super before it even launched \ud83d\ude03 <\/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>Oh wow, the timing is amazing. I installed OpenClaw for the first time yesterday and was genuinely confused about which model to choose. I ended up using an OpenRouter API key with auto model selection, but the model choices felt a bit random. I\u2019m really glad this product launched today, I\u2019ll definitely be using this benchmark.\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>With PinchBench testing real world tasks instead of synthetic benchmarks, how do you decide which tasks go into the benchmark suite and how often do you rotate them to avoid overfitting? 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>How do you make sure the results from PinchBench reflect real-world use especially when different projects have different complexity, tools and edge cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/UGEWK3FWIAMDYO\" class=\"app-title\">Mokkit<\/a><\/p>\n<div class=\"one-liner\">Turn any screenshot into a scroll-stopping animated visual <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mokkit\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u5de5\u5177\uff0c\u80fd\u5c06\u9759\u6001\u622a\u56fe\u5feb\u901f\u8f6c\u5316\u4e3a\u5438\u5f15\u773c\u7403\u7684\u52a8\u753b\u8bbe\u5907\u6837\u673a\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u4eba\u5458\u3001\u5f00\u53d1\u8005\u548c\u521b\u4e1a\u8005\u7f3a\u4e4f\u8bbe\u8ba1\u6280\u80fd\u5374\u9700\u4e13\u4e1a\u5c55\u793a\u8f6f\u4ef6\u3001\u5e94\u7528\u6216\u7f51\u7ad9\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\/5c29d900-04ca-473f-b1e9-3852a8d63551.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a78a94f-7a40-41c3-8757-e4ee0618797b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12f13ab0-d855-4b49-b5ce-cbe1f5fd0d4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29de3b16-095a-4271-8d22-2e31f9c3ad87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d00fc5d6-16a7-4149-b096-3b68c32f6e16.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u52a8\u753b\u6837\u673a\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u6f14\u793a\u7d20\u6750\u5236\u4f5c\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u53d1\u73b0\u79fb\u52a8\u7aef\u5173\u952e\u4ea4\u4e92Bug\uff1b\u8be2\u95eeURL\u6355\u83b7\u8303\u56f4\uff08\u76ee\u524d\u4ec5\u89c6\u53e3\uff0c\u5168\u9875\u529f\u80fd\u5728\u89c4\u5212\u4e2d\uff09\uff1b\u5efa\u8bae\u589e\u52a0\u52a8\u753b\u6a21\u677f\u5e93\uff1b\u5173\u6ce8\u89c6\u9891\u5bfc\u51fa\u683c\u5f0f\uff08\u5df2\u652f\u6301MP4\/WebM\uff09\u53ca\u5982\u4f55\u4fdd\u6301\u52a8\u753b\u591a\u6837\u6027\u907f\u514d\u540c\u8d28\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mokkit\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06\u9759\u6001\u4ea7\u54c1\u622a\u56fe\u201c\u52a8\u6001\u5316\u201d\u548c\u201c\u573a\u666f\u5316\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u52a8\u753b\u53e0\u52a0\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u201c\u4e13\u4e1a\u7ea7\u4ea7\u54c1\u6f14\u793a\u201d\u8fd9\u4e00\u9ad8\u95e8\u69db\u4efb\u52a1\uff0c\u964d\u7ef4\u6210\u8fd1\u4e4e\u4e00\u952e\u5f0f\u7684\u64cd\u4f5c\uff0c\u76f4\u63a5\u5bf9\u6807\u8425\u9500\u73af\u8282\u4e2d\u201c\u4e34\u95e8\u4e00\u811a\u201d\u7684\u8f6c\u5316\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u6d4f\u89c8\u5668\u57fa\u201d\u7684\u8f7b\u91cf\u5316\u8def\u7ebf\u548c\u660e\u786e\u7684\u8f93\u51fa\u683c\u5f0f\u63a7\u5236\u662f\u660e\u667a\u7684\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u5c1d\u8bd5\u6210\u672c\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e2d\u900f\u9732\u7684\u5173\u952e\u6d1e\u5bdf\u2014\u2014\u201c\u5c06\u5df2\u6709\u52a8\u753b\u5185\u5bb9\u5d4c\u5165\u9759\u6001\u6837\u673a\u6846\u67b6\u6548\u679c\u6700\u4f73\u201d\u2014\u2014\u70b9\u660e\u4e86\u4ea7\u54c1\u7684\u6838\u5fc3\u5b9a\u4f4d\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u5168\u80fd\u7684\u52a8\u753b\u5236\u4f5c\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5305\u88c5\u201d\u4e0e\u201c\u63d0\u4eae\u201d\u5de5\u5177\uff0c\u65e8\u5728\u63d0\u5347\u73b0\u6709\u7d20\u6750\u7684\u5448\u73b0\u8d28\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6f5c\u5728\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6280\u672f\u95e8\u69db\u7684\u964d\u4f4e\u5fc5\u7136\u4f34\u968f\u540c\u8d28\u5316\u98ce\u9669\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u5173\u6ce8\u3002\u5de5\u5177\u63d0\u4f9b\u7684\u6a21\u677f\u82e5\u4e0d\u591f\u4e30\u5bcc\u6216\u81ea\u5b9a\u4e49\u7ef4\u5ea6\u4e0d\u8db3\uff0c\u6781\u6613\u5bfc\u81f4\u4ea7\u51fa\u7269\u5343\u7bc7\u4e00\u5f8b\uff0c\u53cd\u800c\u524a\u5f31\u5176\u201c\u63d0\u5347\u5438\u5f15\u529b\u201d\u7684\u521d\u8877\u3002\u5176\u6b21\uff0c\u5176\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56\u4e8e\u5916\u90e8\u7d20\u6750\uff08\u622a\u56fe\u6216\u5f55\u5c4f\uff09\u7684\u8d28\u91cf\uff0c\u5de5\u5177\u672c\u8eab\u4e0d\u89e3\u51b3\u6e90\u5934\u5185\u5bb9\u7684\u751f\u4ea7\u95ee\u9898\u3002\u6700\u540e\uff0c\u79fb\u52a8\u7aef\u7684\u4ea4\u4e92Bug\u867d\u88ab\u5f52\u56e0\u4e8e\u201c\u4e0d\u5e94\u5728\u79fb\u52a8\u7aef\u4f7f\u7528\u201d\uff0c\u4f46\u4f5c\u4e3a\u4e00\u6b3e\u4ee5\u5206\u4eab\u548c\u5c55\u793a\u4e3a\u6838\u5fc3\u4ea7\u51fa\u7684\u5de5\u5177\uff0c\u4efb\u4f55\u7ec8\u7aef\u7684\u7b2c\u4e00\u5370\u8c61\u90fd\u81f3\u5173\u91cd\u8981\uff0c\u6b64\u95ee\u9898\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u8de8\u7aef\u4f53\u9a8c\u8003\u91cf\u4e0a\u7684\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMokkit\u82e5\u60f3\u4ece\u201c\u6709\u7528\u7684\u65b0\u5947\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u4f5c\u6d41\u7ec4\u4ef6\u201d\uff0c\u5fc5\u987b\u5728\u6a21\u677f\u751f\u6001\u7684\u4e30\u5bcc\u6027\u3001\u667a\u80fd\u9002\u914d\u7684\u7075\u6d3b\u6027\uff08\u5982\u81ea\u52a8\u9002\u914d\u591a\u5c4f\u5e55\u5c3a\u5bf8\uff09\u4ee5\u53ca\u66f4\u6df1\u5ea6\u7684\u81ea\u5b9a\u4e49\u529f\u80fd\u4e0a\u6301\u7eed\u6df1\u8015\u3002\u5b83\u76ee\u524d\u662f\u4e00\u628a\u597d\u7528\u7684\u201c\u5305\u88c5\u5237\u201d\uff0c\u4f46\u672a\u6765\u9700\u8981\u6784\u5efa\u4e00\u6574\u5957\u201c\u89c6\u89c9\u8bed\u8a00\u7cfb\u7edf\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\">Mokkit<\/span>\n <\/div>\n<div class=\"comment-content\">Transform your static screenshots into high-converting animated device mockups within seconds. Create transparent visuals that enhance your marketing materials without requiring any prior design skills. Perfect for showcasing software, apps, or websites in a professional and engaging way.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>Creating product demos and mockups is a non-negociable when it comes to building apps online. It feels like that extra step you’re lazy to take, but you also know that caring about your app’s presentation will boost its performance.<\/p>\n<p>This is why I was looking for the perfect tool to create and animate mockups of my apps, but couldn’t find it. Existing tools like shots.so or postspark.app are great, but the UX and animation templates just weren’t working for me.<\/p>\n<p>So I built Mokkit with one mission in mind: to make it the ultimate browser-based mockup tool. The app is just out of beta, so let me know if there are things I could improve or bugs you may find!<\/p>\n<p>I hope you’ll enjoy it!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it! <br \/>My partner is launching his app next week, we’ll definitely use Mokkit for it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really clean<\/p>\n<p>You\u2019re right, presentation plays a bigger role than most people think. I\u2019ve seen solid products struggle just because they weren\u2019t showcased properly.<\/p>\n<p>Have you seen a noticeable difference in engagement or conversions when using animated mockups vs static ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dominion_okebe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominion_okebe<\/a> Thank you! I do think so yes, on specific use cases throwing in some motion catches the eye and makes a product demo look more professional. I’d say the main value is on video media inside static iphone\/browser mockups though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Mokkit is a great tool.<\/p>\n<p>I just ran a mobile sweep and found a <strong>Critical Interaction Bug<\/strong>: the ‘Make your first mockup’ button on the landing page requires 3+ taps before it triggers a response. This ‘Ghost Click’ issue is likely killing your conversion right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> Thank you Sergio, I wasn’t aware of that! To be fair the app itself shouldn’t be accessible on mobile, will fix that, thanks again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 screen recording tools for my product demos but they all end up looking kind of the same and a bit boring. I also tried generating animations with code but getting the quality right took way more time and effort than expected. This looks like it could save me a lot of that pain. Definitely going to try it for my next launch. Congrats on shipping, Ugo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a> Thank you it means a lot! I’d say that what works the best (engagement-wise) is placing already-animated product demos or screen recording inside static mockups<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 irony of a Product Hunt launch where the product helps you make better Product Hunt launches. It’s PH inception. \ud83c\udfac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> In a nutshell yes! It’s surprisingly hard to show how a PH launch can be improved, on PH launch demo images…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this. QQ on the URL capture feature – when you paste a link, can it capture the full page or just the visible viewport?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> Thank you Jens! For now, just a regular screenshot, but soon you’ll be able to change the viewport size, take full page shots, and even auto-scroll videos automatically<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 really like the idea of Mokkit! Turning static screenshots into animated mockups can totally elevate presentation quality, especially for those of us who’ve struggled with the visual elements in marketing materials. I\u2019ve faced challenges with making my app stand out post-launch, so I’m curious: what\u2019s the plan for adapting animations across different platforms and screen sizes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Hey, thank you for your comment! I’m not sure I follow though… Mokkit lets you export animated mockup scenes as MP4 or WebM format, you can also pick the video’s aspect ratio, so technically they can fit anywhere!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah! Mockup is key and agree with first impression is what really matters, so you’re tool comes to change the game! All the best here Ugo!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Thank you man it means a lot, let me know if there are things we could improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 love the editor’s design. It’s easy to know what’s going on and clearly there’s a lot of thought put into it. Great job! Best of luck to your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> Thank you for the kind words, let me know if there are things we can improve! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 overall feel of the product is quite good, but I feel animations are bit limited, I hope you will add more animations down the line<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thank you for your feedback, we’re currently crafting a template library to make it much faster and easier to create animations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 href=\"https:\/\/www.producthunt.com\/@ugo_builds\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a> this is extremely useful. Love the VP. Good job! Eager to test extensively<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gdc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gdc<\/a> Thank you Giuseppe!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Browser-based is the right call for a tool like this -curious whether you’re planning to support video export for the animated mockups, or keeping it focused on GIF\/static formats for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How do you balance speed with giving users enough control over animations and styles so everything doesn\u2019t start looking the same?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QULPRGT7FXPHQS\" class=\"app-title\">PIO<\/a><\/p>\n<div class=\"one-liner\">Agnatically hire, onboard, & pay talent in 150+ countries<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PIO\u662f\u4e00\u6b3e\u5168\u7403\u4eba\u529b\u8d44\u6e90\u8fd0\u8425\u5e73\u53f0\uff0c\u901a\u8fc7AI\u4ee3\u7406\uff08PIO Agent\/Genie\uff09\u548c\u5d4c\u5165\u5f0fEOR\u670d\u52a1\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728150\u591a\u4e2a\u56fd\u5bb6\u65e0\u9700\u8bbe\u7acb\u672c\u5730\u5b9e\u4f53\u5373\u53ef\u5408\u89c4\u5730\u96c7\u4f63\u3001\u5165\u804c\u548c\u652f\u4ed8\u4eba\u624d\uff0c\u89e3\u51b3\u4e86\u8de8\u56fd\u96c7\u4f63\u4e2d\u6d41\u7a0b\u590d\u6742\u3001\u5408\u89c4\u98ce\u9669\u9ad8\u548c\u603b\u6210\u672c\u4e0d\u900f\u660e\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\/c32ba97b-6283-4b5f-a46a-4a0adea7dd60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8368e085-7867-44f7-8e78-4ba2a71716db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49d73780-cff5-44fa-a486-b4996503fec7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2590efb3-e13b-4808-91e8-7f1c1546be18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b988c34e-4c48-47cd-b80d-e5c3a972b227.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\/98a76647-f02b-4f65-b0e0-5d22f3666557.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lbYqr_d6YNM\"><source src=\"https:\/\/youtu.be\/lbYqr_d6YNM\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5168\u7403\u4eba\u529b\u8d44\u6e90<\/span><br \/>\n <span class=\"tag\">\u96c7\u4f63\u5373\u670d\u52a1\uff08EOR\uff09<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u85aa\u916c<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8de8\u56fd\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u85aa\u916c\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5165\u804c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/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\u8ba4\u53ef\u5176\u7b80\u5316\u5168\u7403\u96c7\u4f63\u3001\u6574\u5408\u7b7e\u8bc1\u529f\u80fd\u53ca\u8282\u7701\u65f6\u95f4\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u5207\u5728\u4e8e\u6210\u672c\u4f30\u7b97\u7684\u51c6\u786e\u6027\u3001\u5408\u89c4\u66f4\u65b0\u7684\u53ca\u65f6\u6027\u53ca\u76f8\u5173\u6cd5\u5f8b\u8d23\u4efb\u5f52\u5c5e\uff0c\u5e76\u5bf9AI\u4ee3\u7406\u8f93\u51fa\u7684\u53ef\u4fe1\u5ea6\u63d0\u51fa\u8d28\u7591\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 PIO\u7684\u53d9\u4e8b\u4ece\u201c\u529f\u80fd\u96c6\u6210\u5e73\u53f0\u201d\u8f6c\u5411\u201cAI\u4ee3\u7406\u9a71\u52a8\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u771f\u6b63\u7684\u91ce\u5fc3\uff1a\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u5168\u7403\u96c7\u4f63SaaS\u805a\u5408\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4f01\u4e1a\u5904\u7406\u5168\u7403\u4eba\u529b\u8d44\u6e90\u4e8b\u52a1\u7684\u201c\u5bf9\u8bdd\u5f0f\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u63a5\u5165\u4e86\u591a\u5c11\u56fd\u5bb6\u7684EOR\u670d\u52a1\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201cGenie\u201d\u8fd9\u7c7bAI\u4ee3\u7406\uff0c\u5c06\u590d\u6742\u7684\u672c\u5730\u5408\u89c4\u89c4\u5219\u3001\u85aa\u916c\u8ba1\u7b97\u548c\u96c7\u4f63\u6d41\u7a0b\u5c01\u88c5\u6210\u4e00\u4e2a\u53ef\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7684\u754c\u9762\uff0c\u5c06\u201c\u7ba1\u7406\u201d\u8f6c\u5316\u4e3a\u201c\u95ee\u7b54\u4e0e\u6267\u884c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u51fb\u4e86\u5168\u7403\u96c7\u4f63\u5e02\u573a\u7684\u672c\u8d28\u77db\u76fe\uff1a\u4f01\u4e1a\u8ffd\u6c42\u5168\u7403\u5316\u654f\u6377\uff0c\u800c\u5404\u56fd\u6cd5\u5f8b\u5374\u5236\u9020\u4e86\u788e\u7247\u5316\u58c1\u5792\u3002\u4f20\u7edf\u89e3\u51b3\u65b9\u6848\uff08\u6cd5\u5f8b\u987e\u95ee\u3001\u672c\u5730PEO\u3001\u591a\u5957HR\u7cfb\u7edf\uff09\u662f\u5c06\u590d\u6742\u6027\u8f6c\u79fb\u800c\u975e\u6d88\u9664\u3002PIO\u7684AI\u4ee3\u7406\u6a21\u5f0f\uff0c\u82e5\u5176\u6570\u636e\u4e0e\u89c4\u5219\u5f15\u64ce\u8db3\u591f\u575a\u5b9e\uff0c\u5219\u53ef\u80fd\u5c06\u590d\u6742\u6027\u201c\u9ed1\u7bb1\u5316\u201d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u786e\u5b9a\u6027\u7684\u7b54\u6848\u548c\u884c\u52a8\u6309\u94ae\u3002\u8fd9\u5e26\u6765\u4e86\u6548\u7387\u7684\u98de\u8dc3\uff0c\u4f46\u4e5f\u5f15\u5165\u4e86\u65b0\u7684\u98ce\u9669\u2014\u2014\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6cd5\u5f8b\u8d23\u4efb\u201d\u548c\u201c\u8f93\u51fa\u53ef\u4fe1\u5ea6\u201d\u7684\u8d28\u7591\u6781\u4e3a\u5c16\u9510\u3002\u5f53\u51b3\u7b56\u4f9d\u636e\u4ece\u53ef\u5ba1\u8ba1\u7684\u6d41\u7a0b\u53d8\u4e3aAI\u7684\u5373\u65f6\u56de\u7b54\u65f6\uff0c\u4fe1\u4efb\u673a\u5236\u5fc5\u987b\u91cd\u6784\u3002PIO\u7684\u6210\u8d25\u5173\u952e\uff0c\u5c06\u5728\u4e8e\u5176\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u8fdc\u8d85\u4f20\u7edf\u54a8\u8be2\u7684\u3001\u5b9e\u65f6\u4e14\u7cbe\u51c6\u7684\u5168\u7403\u5408\u89c4\u6570\u636e\u5e93\uff0c\u5e76\u5efa\u7acb\u6e05\u6670\u7684\u8d23\u4efb\u4fdd\u969c\u4f53\u7cfb\uff0c\u5426\u5219\u201c\u4e00\u95ee\u5373\u5f97\u201d\u7684\u4fbf\u5229\u80cc\u540e\u53ef\u80fd\u662f\u4f01\u4e1a\u65e0\u6cd5\u627f\u53d7\u7684\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cPIO\u7684\u771f\u6b63\u6311\u6218\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5efa\u7acb\u4f5c\u4e3a\u201c\u5168\u7403\u96c7\u4f63\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6743\u5a01\u4e0e\u4fe1\u4efb\u3002\u5b83\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u201c\u4ee3\u7406\u201d\uff0c\u610f\u5473\u7740\u5176\u5546\u4e1a\u6a21\u5f0f\u4e5f\u4ece\u8f6f\u4ef6\u8ba2\u9605\uff0c\u6f5c\u5728\u5730\u8f6c\u5411\u4e86\u627f\u62c5\u66f4\u6df1\u5c42\u8d23\u4efb\u7684\u201c\u5408\u89c4\u4fdd\u969c\u670d\u52a1\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\">PIO<\/span>\n <\/div>\n<div class=\"comment-content\">PIO helps you hire, onboard, and pay talent in 150+ countries without setting up entities. It brings payroll, compliance into one system. With PIO Agent, payroll becomes something you can simply ask. From contractor payments to EOR or the real cost of hiring in another country, you get answers instantly and take action in the same<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Eric from PIO.<\/p>\n<p>One thing we kept running into while expanding globally was <strong>how complicated hiring in another country actually is. <\/strong>It\u2019s not just about finding the right person. <\/p>\n<p>You have to deal with local regulations, contracts, payroll setup, taxes, and compliance requirements that vary from country to country. Even a simple question like \u201cwhat\u2019s the actual total cost of hiring someone in another country, including taxes and compliance\u201d turns out to be hard to answer. You end up checking multiple systems, looking up local rules, and piecing everything together just to get a number you can trust. <\/p>\n<p><strong>That\u2019s why we built PIO.<\/strong><br \/>PIO helps you hire, onboard, and pay talent in 150+ countries without setting up entities. You no longer have to deal with multiple tools or spend hours on manual payroll work. <\/p>\n<p>Everything is handled in one place. With PIO Agent, you don\u2019t manage workflows anymore. You just ask, get answers, and take action instantly based on your actual payroll data.<\/p>\n<p>Curious to hear from you:<br \/>What\u2019s been the hardest part of hiring globally?<br \/>How do you currently figure out hiring costs across countries?<\/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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Hiring in 150+ countries without an entity? That’s a lot of potential headaches deleted from a CEO’s brain. I love the shift from ‘managing workflows’ to just ‘taking action.’<\/p>\n<\/p>\n<p><strong>To your question:<\/strong> The hardest part is definitely the ‘Total Cost of Ownership.’ You think you\u2019ve budgeted for a salary, but the local compliance and ‘hidden’ taxes always end up being the wildcard. Having one place to get a trusted number is huge. Congrats again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Hey , this really resonates with me … I’ve personally struggled the most with figuring out the real hiring cost upfront , every country adds hidden layers and it gets messy fast. I rally like the idea of just asking instead of managing tools , that feels like a big shift . I’m curious though , how accurate are the cost estimates across different countries ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Hey When local labor laws change, and they change constantly across 150 countries, how quickly does the compliance layer update, and who’s legally liable if a client acts on outdated information PIO provided?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Tan from PIO.<\/p>\n<\/p>\n<p>One thing we learned from running PIO is that more features don\u2019t always make life easier for users. As the system grew, it became harder for people to discover useful functions and understand the right workflow.<\/p>\n<\/p>\n<p>We had onboarding and a big knowledge base, but the learning curve was still too high.<\/p>\n<\/p>\n<p>So we changed the model: instead of asking users to learn a more complex system, we made PIO agent-driven. Now the agent can help run payroll, catch issues, keep compliance requirements updated, and track things like contract signing progress.<\/p>\n<\/p>\n<p>Less software learning, more actual work getting done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The visa sponsorship feature is built right in. Usually that requires a completely separate vendor.<\/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>PIO is always your best one stop global human resource agency! More handy features coming soon. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zack_zheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_zheng<\/a> Yes, that was the goal. We wanted to remove the need for separate vendors and keep everything in one workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can we use your app in China to hire foreign talent while remaining fully compliant with local regulations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Sure! Via an EOR setup. In China, foreign hires require strict compliance with visas, permits, and local laws. PIO handles this through a local entity, so you can stay compliant without setting up your own.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It sounds great to streamline global hiring, but how do you handle the local nuances and pitfalls that vary even within regions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Great question. PIO is built with country-specific compliance baked in, so local rules, taxes, and requirements are handled within the system rather than left to guesswork. We also keep everything updated, so teams can move fast without missing local nuances.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 EOR setup let us skip the whole local entity process. Saved us months of legal work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> PIO Genie was exactly born for handling tons of work for you, freeing you from workloads.<\/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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> That’s exactly the value PIO is built for. We help teams skip the local entity setup and move faster with EOR.<\/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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Getting answers about hiring costs and payment options instantly changes how I plan budgets and projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Folks, eyes on our agentic feature! Sick of poking around first time visiting the website? Try our agent Genie! It is quite proactive; You ask, it responds. You command, it executes. Think of Genie your omni global hiring expert. It handles all heavy paperwork, research and repetative procedural tasks for you.<br \/>#ASK GENIE<br \/>#INSTRUCT GENIE<br \/>#TRUST GENIE <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Onboarding a new hire in the UK took about 15 minutes. Really streamlined experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Glad to hear that our smooth service helped your business.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> Great to hear that. That is exactly the experience we are aiming for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s more about trust in the output. If someone is making payroll or hiring decisions across countries, even small inaccuracies can have real consequences.<\/p>\n<p>How are you thinking about building confidence in those answers, especially when it\u2019s coming through an 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\">\n<p>That’s a problem we’re facing right now! Will take a look right now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jean_bonnenfant2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_bonnenfant2<\/a> Looking forward to hearing the experience from you. Feedbacks are welcome. How can we improve our product to better serve your purpose?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jean_bonnenfant2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_bonnenfant2<\/a> Glad this is relevant for you. If you run into any questions while exploring PIO, 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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!! The fact that you can ask something like “what does it actually cost to hire in Germany” and get a real answer instantly is huge. We spent weeks piecing that together across spreadsheets and legal advisors when expanding our team across borders. This is the kind of tool that makes global hiring feel less like a compliance maze and more like something you can actually move fast on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> PIO agent “Genie” is always there standing by 24\/7. Anytime. Anywhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> Thank you, this means a lot. This is exactly the kind of pain point PIO is built for, and it\u2019s great to hear it resonates from real experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/D7O56LQECI47DE\" class=\"app-title\">Jentic Mini<\/a><\/p>\n<div class=\"one-liner\">Give your AI agents safe access to 10,000+ APIs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Jentic Mini \u662f\u4e00\u6b3e\u81ea\u6258\u7ba1\u3001\u5f00\u6e90\u7684API\u6267\u884c\u5c42\uff0c\u5b83\u89e3\u51b3\u4e86AI\u4ee3\u7406\u5728\u5b89\u5168\u8c03\u7528\u5916\u90e8API\u65f6\u9762\u4e34\u7684\u51ed\u8bc1\u7ba1\u7406\u3001\u6743\u9650\u63a7\u5236\u548c\u4ee3\u7801\u8026\u5408\u7b49\u6838\u5fc3\u75db\u70b9\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5b89\u5168\u3001\u4fbf\u6377\u5730\u8d4b\u4e88AI\u4ee3\u7406\u8bbf\u95ee\u6d77\u91cf\u670d\u52a1\u7684\u80fd\u529b\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\/f4c27d7b-4318-430c-a65a-af3c801cf81a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/346f0fb9-ec80-47de-b083-c1fa1e0d8cc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e6dfb7c-df22-4622-a67a-4a2d83edab80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6046ac2-65cc-43a9-bcde-9d01ae7d36ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee1825fc-85a3-4a05-a2fd-19cb451a725f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd4acc55-78cc-4c8c-9126-0152ca8fb059.gif?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\/d89cf58c-2c5d-4910-9f9b-8a347ab1a958.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=928DrkV8SaI\"><source src=\"https:\/\/www.youtube.com\/watch?v=928DrkV8SaI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">API\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u51ed\u8bc1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u4e2d\u95f4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u5c42<\/span><br \/>\n <span class=\"tag\">\u96f6\u4fe1\u4efb\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7248\u672c\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5b89\u5168\u8bbe\u8ba1\uff08\u51ed\u8bc1\u8fd0\u884c\u65f6\u6ce8\u5165\u3001\u5de5\u5177\u5305\u5bc6\u94a5\u3001\u4e00\u952e\u540a\u9500\uff09\u548c\u4fbf\u6377\u6027\uff08\u96c6\u6210\u4e0a\u4e07API\u3001\u7b80\u5316\u8fde\u63a5\u6d41\u7a0b\uff09\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5927\u89c4\u6a21\u90e8\u7f72\u65f6\u7684\u51ed\u8bc1\u4e0e\u9650\u6d41\u7ba1\u7406\u3001API\u76ee\u5f55\u7684\u51c6\u786e\u6027\u4e0e\u7ef4\u62a4\u3001\u591a\u4ee3\u7406\u95f4\u51ed\u8bc1\u9694\u79bb\u7684\u5b9e\u8df5\u7ec6\u8282\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u5de5\u4f5c\u6d41\u76ee\u5f55\u91cd\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 Jentic Mini \u7684\u53d1\u5e03\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7406\u70ed\u6f6e\u4e0b\u88ab\u666e\u904d\u5ffd\u89c6\u7684\u201c\u52a8\u8109\u51fa\u8840\u70b9\u201d\u2014\u2014\u751f\u4ea7\u7ea7\u5b89\u5168\u4e0e\u7ba1\u63a7\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684API\u805a\u5408\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u91ce\u5fc3\u52c3\u52c3\u7684\u201c\u96f6\u4fe1\u4efb\u4ee3\u7406\u6267\u884c\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u201c10,000+ APIs\u201d\u7684\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49AI\u4ee3\u7406\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u8fb9\u754c\u548c\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u5b89\u5168\u4e0e\u6267\u884c\u4ece\u4ee3\u7406\u903b\u8f91\u4e2d\u5f7b\u5e95\u89e3\u8026\uff0c\u901a\u8fc7\u201c\u5de5\u5177\u5305\u5bc6\u94a5\u201d\u8fd9\u4e00\u62bd\u8c61\uff0c\u5b9e\u73b0\u4e86\u6743\u9650\u7684\u7ec6\u7c92\u5ea6\u5316\u548c\u5373\u65f6\u540a\u9500\uff0c\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u4e1a\u754c\u5bf9\u4ee3\u7406\u201c\u5931\u63a7\u201d\u7684\u6df1\u5c42\u6050\u60e7\u3002\u5176\u8fd0\u884c\u65f6\u51ed\u8bc1\u6ce8\u5165\u673a\u5236\uff0c\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5bc6\u94a5\u6cc4\u9732\u7684\u663e\u6027\u98ce\u9669\uff0c\u66f4\u5de7\u5999\u5730\u89c4\u907f\u4e86\u63d0\u793a\u8bcd\u6c61\u67d3\u3001\u65e5\u5fd7\u7f13\u5b58\u7b49\u9690\u6027\u9677\u9631\u3002\u800c\u652f\u6301\u4ee3\u7406\u6ce8\u518c\u548c\u68c0\u7d22\u7248\u672c\u5316\u5de5\u4f5c\u6d41\uff08Arazzo Spec\uff09\u7684\u8bbe\u8ba1\uff0c\u6697\u793a\u4e86\u5176\u66f4\u6df1\u5c42\u7684\u613f\u666f\uff1a\u4e0d\u4ec5\u662f\u5b89\u5168\u7684\u7ba1\u9053\uff0c\u66f4\u662f\u667a\u80fd\u4f53\u201c\u7ecf\u9a8c\u201d\u548c\u201c\u5de5\u4f5c\u8bb0\u5fc6\u201d\u7684\u6c89\u6dc0\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u8fd9\u53ef\u80fd\u662f\u8fc8\u5411\u7a33\u5b9a\u3001\u53ef\u590d\u7528\u4ee3\u7406\u534f\u4f5c\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u5176\u4e00\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5efa\u7acb\u5728API\u76ee\u5f55\u7684\u8d28\u91cf\u4e0e\u65f6\u6548\u6027\u4e0a\uff0c\u800c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u65e0\u6548\u6216\u4e0d\u5168\u7684OpenAPI\u63cf\u8ff0\u201d\u662f\u884c\u4e1a\u75fc\u75be\uff0c\u4ec5\u9760\u793e\u533a\u548c\u8986\u76d6\u5c42\uff08Overlay\uff09\u4fee\u8865\u80fd\u5426\u652f\u6491\u8d77\u4f01\u4e1a\u7ea7\u53ef\u9760\u6027\u5b58\u7591\u3002\u5176\u4e8c\uff0c\u4f5c\u4e3a\u81ea\u6258\u7ba1\u65b9\u6848\uff0c\u5b83\u5c06\u5206\u5e03\u5f0f\u7cfb\u7edf\u56fa\u6709\u7684\u590d\u6742\u6027\u2014\u2014\u5982\u8de8API\u7684\u5168\u5c40\u901f\u7387\u9650\u5236\u3001\u9ad8\u53ef\u7528\u90e8\u7f72\u3001\u76d1\u63a7\u544a\u8b66\u2014\u2014\u91cd\u65b0\u4ea4\u8fd8\u7ed9\u4e86\u5f00\u53d1\u8005\uff0c\u8fd9\u4e0e\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u80f6\u6c34\u4ee3\u7801\u201d\u75db\u82e6\u5f62\u6210\u4e86\u65b0\u7684\u5e73\u8861\u3002\u5176\u4e09\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9690\u7ea6\u53ef\u89c1\uff1a\u4ee5\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684Mini\u7248\u672c\u4f5c\u4e3a\u5165\u53e3\u548c\u5f00\u53d1\u8005\u4f53\u9a8c\u5c42\uff0c\u4e3a\u6258\u7ba1\u7248\u4f01\u4e1a\u5e73\u53f0\u5f15\u6d41\u3002\u8fd9\u79cd\u7b56\u7565\u80fd\u5426\u5728\u62e5\u6324\u7684\u4e2d\u95f4\u4ef6\u5e02\u573a\u6784\u5efa\u8d77\u8db3\u591f\u5bbd\u7684\u62a4\u57ce\u6cb3\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5c06\u65e9\u671f\u5f00\u53d1\u8005\u7684\u201c\u5b89\u5168\u611f\u201d\u4f9d\u8d56\uff0c\u8f6c\u5316\u4e3a\u96be\u4ee5\u8fc1\u79fb\u7684\u751f\u6001\u7ed1\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cJentic Mini \u662f\u4e00\u6b3e\u6781\u5177\u6d1e\u89c1\u7684\u4ea7\u54c1\uff0c\u5b83\u8bc1\u660eAI\u4ee3\u7406\u751f\u6001\u7684\u7ade\u4e89\u6b63\u4ece\u201c\u667a\u80fd\u201d\u672c\u8eab\uff0c\u8f6c\u5411\u201c\u5b89\u5168\u201d\u4e0e\u201c\u63a7\u5236\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u529f\u80fd\uff0c\u800c\u662f\u8bd5\u56fe\u4e3a\u72c2\u98d9\u7684\u4ee3\u7406\u5e94\u7528\u88c5\u4e0a\u53ef\u9760\u7684\u65b9\u5411\u76d8\u548c\u5239\u8f66\u7cfb\u7edf\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u5f00\u53d1\u8005\u4f53\u9a8c\u3001\u7cfb\u7edf\u53ef\u9760\u6027\u548c\u5546\u4e1a\u95ed\u73af\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\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\">Jentic Mini<\/span>\n <\/div>\n<div class=\"comment-content\">Building agents that call real APIs is painful. You end up hardcoding auth, juggling secrets in prompts, and writing glue code for every service. Jentic Mini is a self-hosted, open-source API execution layer that sits between your agent and the outside world. Your agent says what it wants to do. Jentic Mini finds the right API from a catalog of 10,000+, injects credentials at runtime, and brokers the request. Secrets never touch the agent.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve had the advantage of using Jentic Mini since version 0, and it has changed how I’m using openclaw (or should I say how my openclaw uses me?). I’m now willing to let it hook up to APIs and SaaS that would have been just too risky to give access to before. Example: thanks to jentic mini my claw can now compose drafts in gmail but does not have permission to send them. More than that, it makes connecting to lots of things and managing permissions super easy – just ask the agent to orchestrate you through the process of hooking up to anything while keeping its access minimal. No fumbling around in badly designed settings menus. And particularly proud of the killswitch – that one helps us all sleep better at night. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/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 \ud83d\udc4b<\/p>\n<p><strong>A message from Jentic\u2019s CEO:<\/strong><\/p>\n<p>I’m Sean, co-founder of <a href=\"https:\/\/jentic.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Jentic<\/a>. We’ve spent the last 18 months working on a problem that anyone building AI agents has hit: how do you let an agent call real APIs without leaking credentials or losing control?<\/p>\n<p>Here’s the typical pattern today: you hardcode API keys into prompts, write bespoke wrapper functions for every service, and hope nothing gets logged, cached, or hallucinated back. It works for demos. It breaks in production.<\/p>\n<p><strong>What Jentic Mini actually does<\/strong><\/p>\n<p>It’s an API execution layer \u2014 a FastAPI server you self-host in Docker \u2014 that sits between your agent and every API it needs to call. The architecture is straightforward:<\/p>\n<p><strong>Search<\/strong>: Your agent queries a BM25 full-text index across 10,000+ API specs and 380 Arazzo workflow sources from our public catalog. It finds the right operation without you writing a single wrapper.<br \/><strong>Execute<\/strong>: Jentic Mini brokers the request. Credentials are stored in a Fernet-encrypted local vault and injected at runtime. The agent never sees them. They’re never returned via the API.<br \/><strong>Toolkits<\/strong>: Each agent gets a scoped toolkit key (tk_xxx) with its own credential bundle and access policy. One key per agent, individually revocable. If something goes wrong, you kill the key. Done.<br \/><strong>Observe<\/strong>: Full execution traces and audit logs. You can see exactly what your agent called, when, and what came back.<\/p>\n<p><strong>Why we built it<\/p>\n<p><\/strong>We’re already running a hosted Jentic platform (with semantic search, Lambda-based brokering, SOC 2-grade security) and we’re a verified connector in Claude. But we kept hearing the same thing from developers: “I want to run this myself.” So we built Mini, same API surface, self-hosted, Apache 2.0 licensed.<br \/><strong><br \/>Getting started is one command:<br \/><\/strong><\/p>\n<pre><code>\n$ docker run -d --name jentic-mini -p 8900:8900 -v jentic-mini-data:\/app\/data jentic\/jentic-mini<\/code><\/pre>\n<p>Add your API credentials through the UI at localhost:8900, and specs are auto-imported from the public catalog. Your agent authenticates with a toolkit key via the X-Jentic-API-Key header and starts searching and executing immediately.<\/p>\n<p><strong>What’s next<\/strong><\/p>\n<p>This is early access. There will be rough edges. We’re sharing it now because we want the community building with agents (OpenClaw, NemoClaw, LangChain, CrewAI, whatever your stack is) to test it, break it, and tell us what’s missing.<\/p>\n<p>Would love to hear what APIs and workflows you’d want to connect first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@char0n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@char0n<\/a> Yeah this is a real thing. Working with API keys across agents a lot and the balance is genuinely hard. You don’t want to set up permissions for every single thing, that’s just friction. But at the same time giving agents broad access is a risk that bites you eventually. Toolkit-scoped keys with a single killswitch is a clean way to think about 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>Thanks to everyone taking a look at Jentic Mini today.<\/p>\n<\/p>\n<p>What feels important to us about this launch is where it sits in the stack. General-purpose agents are getting much more capable, but the minute they need live access to real systems, credentials, permissions and control become a much bigger part of the story, which is the gap we wanted to address with Jentic Mini.<\/p>\n<\/p>\n<p>Very proud of the team for getting this out into the world. Keen to hear what people are building, which APIs you\u2019d want to connect first, and where the rough edges still are. 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>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Jentic Mini (and Jentic as the enterprise version of it) address a number of challenges in the rapidly evolving space of AI agents. Agents become increasingly powerful and can solve increasingly complex problems. But finding the right tools to help them solving these problems can be tricky. Jentic helps by providing a sophisticated search facility, that helps minimize context use and allows agents to find the tools that they need.<\/p>\n<p>Jentic also addresses the issue of access control: Agents should never get user credentials. Instead, they should get their own specific credentials which are then mapped to capability credentials in a separate place. This place is Jentic. This allows to fine-tune the access rights given to agents, and it also provides a centralized view of all agents and their access right. That way, agents can never share access credentials (because they never get them), and if something does go wrong, it is easy to tweak the access rights of specific agents or to completely revoke their access to resources and capabilities.<\/p>\n<p>Try out Jentic Mini (or Jentic if you are looking for a SaaS solution) and be more confident when designing and evolving your agents!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That lazy-load approach makes sense – way better than upfront credential sprawl. Interested to try it with a few of the messier enterprise APIs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most people solving the “agent + credentials” problem hardcode keys, inject them into prompts, or hope their env\/config stays private. That’s not agentic power, that’s exposure waiting to happen.<\/p>\n<\/p>\n<p><strong>Jentic Mini<\/strong> sits between the agent and every API it touches. Credentials are injected at runtime, never in prompts, never in logs. The agent gets a scoped toolkit key. The real secrets never leave your instance.<\/p>\n<\/p>\n<p>What do I really love? The agent can formalise a workflow as an Arazzo Spec document, register it back into Jentic Mini, and retrieve it just-in-time (via our search facility). The workflow becomes a versioned asset, not a repeated guess. No more burning context or tokens on something already solved. And if the underlying API description needs improving, the agent can do that too. Using the Overlay spec to contribute it back in better shape.<\/p>\n<\/p>\n<p>Jentic Mini intimately understands OpenAPI, Arazzo, and Overlay. Not as an afterthought but as the foundation.<\/p>\n<\/p>\n<p>Credentials shouldn’t be an agent’s problem. In Jentic Mini, the agent guides you, it auto-requests permissions for the toolkits it needs, so you grant only what the task actually requires and nothing more.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frankkilcommins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frankkilcommins<\/a> The biggest headache when connecting AI agents to external APIs isn’t the API calls themselves, it’s the mess of credentials, permissions, and governance around them. Most agent frameworks just ignore this and leave you stitching it together yourself. This is a game changer. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Jake here from the Jentic team! \ud83d\udc4b<\/p>\n<p>We’re absolutely delighted to see such a great response today on Product Hunt.<\/p>\n<p>We built Jentic Mini to solve a problem that almost anyone building AI agents has hit: how to let an agent call real APIs without leaking credentials or losing control. Instead of hardcoding keys into prompts or writing endless bespoke wrapper functions, Jentic Mini gives you a self-hosted API execution layer. It securely handles the credentials (your agent never sees them) and lets your agent instantly search and execute against 10,000+ API specs right out of the box.<\/p>\n<p>If you have any questions, feedback, or run into any rough edges, just let us know below. The Jentic team is on-hand all day and happy to help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>10,000+ APIs is wild – how do you handle auth across all of them? Storing credentials per agent sounds like a nightmare, and rate limit management across a fleet of agents hitting the same API is a real problem I’ve run into.<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Both are challenges, and here’s where we are.<br \/>Firstly, we don’t store a credential per API up front. You only add credentials for the APIs you actually use. The broker handles injection regardless of auth pattern: bearer token, API key header, basic auth, OAuth. And if an API’s OpenAPI document has wrong or missing security schemes (more common than it should be), agents can register a correction via our security scheme overlay flywheel (using the Overlay Spec from OAI). Those overlays get auto-confirmed on the first successful 2xx and are reused by all agents in that toolkit going forward.<\/p>\n<p>Longer term, the right fix is better specs at source. We give providers the tools to get there: our <a href=\"https:\/\/jentic.com\/scorecard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI-readiness scorecard<\/a> scores APIs across six dimensions including security scheme completeness, and the underlying <a href=\"https:\/\/github.com\/jentic\/api-ai-readiness-framework\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open source framework<\/a> is available for anyone to run themselves. Validity and usability are not the same thing. The flywheel is a workaround for today. Better specs are the answer for tomorrow.<\/p>\n<p>Jentic Mini doesn’t do rate limit management yet on a per API basis. It’s on the roadmap. Every call routes through the broker as a single chokepoint, so you have full trace visibility into who’s hitting what. What we do prevent is the problem you’ve likely hit before: N agents with N hardcoded keys all hammering the same API independently. Credentials are centralised. You can bind the same credential to multiple toolkits, so all agents route through one provider API token if you want to manage quota centrally. Rate limiting enforcement and per-toolkit quota controls are next. If that’s a blocker for your use case, keen to hear the specifics.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool. Will try w my hetzner vps. Openrouter but not just for LLMs!<\/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\/@ronankmcgovern\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronankmcgovern<\/a> thanks! All feedback welcome. Check out <a href=\"https:\/\/github.com\/jentic\/jentic-quick-claw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/jentic\/jentic-quick-claw<\/a> for a quick start guide and some instructions for hetzner vps<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ability to avoid hardcoding secrets and dynamically inject creds part is genius, it saves so much headache. What\u2019s been the biggest challenge in curating the API catalog, especially in keeping it updated and reliable?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks! The credential injection piece is where most setups fall apart, so glad it resonates.<\/p>\n<p>The catalog challenge is real and multi-layered. The biggest headache? Invalid or incomplete OpenAPI descriptions. A lot of published specs are technically valid but practically unusable: wrong base URLs, missing auth schemes, undocumented parameters. Several of us have been deep in OpenAPI tooling for years, which helps us spot and fix issues fast. Where we need to upgrade or patch specs, we lean on the OAI Overlay spec rather than forking definitions, which keeps the chain clean.<\/p>\n<p>Sourcing is the other piece: finding the canonical definition, tracking it, and knowing when it changes. We’ve built polling mechanisms for that, but the longer play is working directly with API providers on more integrated sync processes. That’s where we’re investing now.<\/p>\n<p>For APIs where we only have docs and no reference definition, we use our jentic-api skill to generate the OpenAPI from the documentation. Not perfect, but it gets us 80% of the way there fast.<\/p>\n<p>Community contributions are also helping in keeping coverage broad and current. If anyone here wants to help with a specific API, we’d love the input.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 <\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you! <\/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>the versioned workflow part is interesting<br \/>once agents start registering more of their own flows back into the system, how do you stop the catalog from turning into a pile of almost-duplicate specs over time?<\/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\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> Thanks, we think about that topic a lot.<\/p>\n<p>The first line of defence is search quality. The commercial variant uses a semantic search model that’s significantly better at surfacing what already exists, so agents find the right workflow before they’d ever think to register a new one. You won’t run that locally, but even the BM25 search in Jentic Mini benefits from the rich semantic metadata baked into each Arazzo workflow document, so discovery is still solid.<\/p>\n<p>Agents can register workflows directly. We’re adding human-in-the-loop review and similarity checking as part of the process, so near-duplicates get caught before they entrench.<\/p>\n<p>The underlying structure helps too: workflows are registered docs following the Arazzo Specification standard with slug-based identity, so re-registering the same intent converges rather than forks. The format forces explicitness and you can diff two workflows to decide whether it’s genuinely new or just an update.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A few questions: Multi-agent orchestration \u2014 If multiple agents share a single Mini instance, how does credential isolation work across toolkit keys in practice? Can one agent’s key ever accidentally resolve another’s credentials?<\/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\/@larkloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@larkloss<\/a> You can have multiple toolkits to isolate different sets of APIs\/credentials from each other. You call how you want to arrange it, but you can have all agents go through one toolkit, or have a different toolkit per agent (with different permissions policies) or anything in between.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the credential injection at runtime is brilliant. how does the credential management work in practice? does it support role-based access for different agents? congrats on your 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piotr_ratkowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_ratkowski<\/a> Thanks! The credential management is designed to be invisible to agents by design.<\/p>\n<p>Credentials are Fernet-encrypted at rest in a local SQLite vault with write-only semantics. Once stored, the plaintext value is never returned by any API call. Agents never hold secrets. They hold a scoped toolkit key (<em>tk_<\/em>-prefixed) which the broker uses at request time to look up and inject the right credential for the upstream API being called.<\/p>\n<p>Role-based access comes through toolkits. Create one per agent, each with its own key, IP restrictions, and allow\/deny policy rules evaluated against the Capability ID (<em>METHOD\/host\/path<\/em>). Give one agent read-only access to Stripe, another full access, or deny <em>DELETE\/*<\/em> across the board. A compromised agent key exposes only its scoped toolkit. No blast radius to other agents or credentials. And when adding we have a least-privilege approach. It’s read-only operations by default. <\/p>\n<p>When needed agents can also escalate. If they need access they don’t currently have, they submit a permission request with a reason. You approve or deny it in the UI. The agent cand the workflow, but the human stays in the loop.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@seanblanchfield1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"seanblanchfield1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanblanchfield1<\/a> <a href=\"https:\/\/www.producthunt.com\/@char0n\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"char0n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@char0n<\/a> <\/p>\n<p>Hey guys, awesome tool.<\/p>\n<p>I\u2019m a researcher for the H1Gallery newsletters (you can google us).<\/p>\n<p>We\u2019re featuring Jentic in our April 3 issue. H1Gallery highlights excellent homepage headlines, and \u201c10,000+ APIs. Zero credential exposure.\u201d really stood out to us, love the clarity and contrast.<\/p>\n<\/p>\n<p>Would love to include a quick comment from your team about the copywriting strategy behind that headline and the broader messaging. Totally optional of course. the feature is happening either way, we’ll see you in the April 3rd edition!<\/p>\n<p>Thanks, really appreciate it. I dropped <a href=\"https:\/\/www.producthunt.com\/@seanblanchfield1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"seanblanchfield1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanblanchfield1<\/a> a comment on X as well.<\/p>\n<p>Thank you in advance for your time and congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting layer to see emerging.<\/p>\n<p>Separating decision from execution like this feels like a key step for agents to operate safely in real environments.<\/p>\n<p>At that point, it\u2019s not just about enabling agents to call APIs, but about defining the boundaries of what they are allowed to do and how trust is enforced across that layer.<\/p>\n<p>It almost starts to look like a zero trust architecture for agents.<\/p>\n<p>Curious how you think about this evolving.<\/p>\n<p>Do you see Jentic more as an execution layer, or as a broader control plane for agent behavior over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely love what the Jentic team are building and the conviction they’ve had from the start. This deserves a No.1 spot. LFG \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sean, thanks for sharing some details on Jentic Mini. I appreciate the focus on a self-hosted, Apache 2.0 licensed solution; that’s a necessity for many organizations I work with.<\/p>\n<\/p>\n<p>From my perspective, the real value here is the runtime credential injection and the scoped toolkit keys. Hardcoding keys or putting them in prompts is a non-starter in production. Also, the ability for an agent to formalize and register Arazzo workflow specs is clever. <\/p>\n<\/p>\n<p>That tackles API governance at scale, ensuring agents leverage documented and versioned assets rather than constantly reinventing API calls. I’m keen to see how the search across 10,000+ API specs performs under heavy load, especially with more complex queries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TZSSDUOI2JUR4C\" class=\"app-title\">Linear Agent<\/a><\/p>\n<div class=\"one-liner\">Synthesize context, makes recommendations, and takes action.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6df1\u5ea6\u96c6\u6210\u5728Linear\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u4e2d\u7684AI\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u7406\u89e3\u4ea7\u54c1\u8def\u7ebf\u56fe\u3001\u4efb\u52a1\u548c\u4ee3\u7801\u5e93\uff0c\u5728\u590d\u6742\u7684\u591a\u4efb\u52a1\u5207\u6362\u573a\u666f\u4e2d\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u56e2\u961f\u81ea\u52a8\u5408\u6210\u4e0a\u4e0b\u6587\u3001\u63d0\u4f9b\u5efa\u8bae\u5e76\u6267\u884c\u64cd\u4f5c\uff0c\u4ece\u800c\u51cf\u5c11\u624b\u52a8\u67e5\u627e\u548c\u534f\u8c03\u7684\u8ba4\u77e5\u8d1f\u62c5\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\/33f1ce57-e8b7-4285-8da7-2275cc871d67.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\/242739a8-823a-40dd-9541-e0a9020f3363.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/335d39fe-9f36-468a-a607-c5adb45ecfac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91f7ffe6-fe23-4766-89a8-9494860399eb.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\/a8be6cd2-194a-420e-816f-0c063325faf6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mRql2VJ99gM\"><source src=\"https:\/\/www.youtube.com\/watch?v=mRql2VJ99gM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\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\u57fa\u4e8e\u73b0\u6709\u4e0a\u4e0b\u6587\u201d\u7684\u7406\u5ff5\u4e0e\u201c\u53ef\u590d\u7528\u6280\u80fd\u201d\u7684\u6f5c\u529b\uff0c\u6838\u5fc3\u5173\u5207\u5728\u4e8e\uff1aAI\u5904\u7406\u591a\u9879\u76ee\u51b2\u7a81\u4f18\u5148\u7ea7\u7684\u903b\u8f91\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u53ef\u9760\u6027\u3001\u6280\u80fd\u521b\u5efa\u6807\u51c6\u3001\u81ea\u4e3b\u884c\u52a8\u8fb9\u754c\uff0c\u4ee5\u53ca\u5176\u957f\u671f\u5b9a\u4f4d\u662f\u201c\u8f85\u52a9\u5c42\u201d\u8fd8\u662f\u201c\u6838\u5fc3\u6267\u884c\u7cfb\u7edf\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Linear Agent\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u5728\u4e00\u6b3e\u6d41\u884c\u7684\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u4e0a\u589e\u6dfb\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u3002\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5728\u4e8e\uff0c\u8bd5\u56fe\u6210\u4e3a\u56e2\u961f\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u5b83\u5c06AI\u4ece\u201c\u4fe1\u606f\u68c0\u7d22\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u4e0a\u4e0b\u6587\u7406\u89e3\u8005\u201d\u4e0e\u201c\u884c\u52a8\u6267\u884c\u8005\u201d\uff0c\u8fd9\u76f4\u63a5\u89e6\u53ca\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u8005\uff0c\u5c24\u5176\u662f\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u635f\u8017\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e0e\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7406\u89e3\u201d\u7684\u6df1\u5ea6\u51b3\u5b9a\u5176\u4e0a\u9650\u3002\u5b83\u58f0\u79f0\u7406\u89e3\u4ee3\u7801\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u89e3\u6790\u5b9e\u73b0\u590d\u6742\u5ea6\u6765\u5efa\u8bae\u4f18\u5148\u7ea7\uff1f\u8fd9\u6d89\u53ca\u5bf9\u4ee3\u7801\u8bed\u4e49\u800c\u4e0d\u4ec5\u4ec5\u662f\u5173\u8054\u63d0\u4ea4\u7684\u5206\u6790\uff0c\u6280\u672f\u95e8\u69db\u6781\u9ad8\u3002\u5176\u6b21\uff0c\u201c\u6267\u884c\u201d\u7684\u8fb9\u754c\u662f\u4fe1\u4efb\u7684\u5173\u952e\u3002\u54ea\u4e9b\u64cd\u4f5c\u53ef\u81ea\u4e3b\u5b8c\u6210\uff08\u5982\u81ea\u52a8\u5f52\u7c7b\u4efb\u52a1\uff09\uff0c\u54ea\u4e9b\u5fc5\u987b\u7ecf\u4eba\u6279\u51c6\uff08\u5982\u521b\u5efa\u9879\u76ee\u6216\u5206\u914d\u4efb\u52a1\uff09\uff1f\u6a21\u7cca\u7684\u8fb9\u754c\u5c06\u5bfc\u81f4\u7528\u6237\u56e0\u6050\u60e7\u201c\u5931\u63a7\u201d\u800c\u4e0d\u6562\u4f7f\u7528\u3002\u6700\u540e\uff0c\u4ece\u201c\u5076\u5c14\u4f7f\u7528\u7684\u52a9\u624b\u201d\u5230\u201c\u56e2\u961f\u8fd0\u884c\u7684\u7cfb\u7edf\u201d\u7684\u98de\u8dc3\uff0c\u53d6\u51b3\u4e8e\u5176\u201c\u53ef\u590d\u7528\u6280\u80fd\u201d\u751f\u6001\u7684\u6210\u8d25\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u7ec4\u7ec7\u884c\u4e3a\u53d8\u9769\uff1a\u56e2\u961f\u9700\u8981\u5f62\u6210\u5171\u8bc6\uff0c\u5c06\u6700\u4f73\u5b9e\u8df5\u6c89\u6dc0\u4e3a\u6807\u51c6\u5316\u6280\u80fd\uff0c\u5426\u5219\u8be5\u529f\u80fd\u5c06\u8fc5\u901f\u6ca6\u4e3a\u4e00\u4e2a\u7528\u8fc7\u5373\u5f03\u7684\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u662f\u9876\u5c42\u52a9\u624b\u8fd8\u662f\u6838\u5fc3\u7cfb\u7edf\u201d\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\u3002\u76ee\u524d\u770b\uff0cLinear Agent\u66f4\u50cf\u4e00\u4e2a\u6218\u7565\u5e03\u5c40\uff1a\u5b83\u6b63\u5c06Linear\u4ece\u201c\u5de5\u4f5c\u7684\u8bb0\u5f55\u7cfb\u7edf\u201d\u63a8\u5411\u201c\u5de5\u4f5c\u7684\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u80fd\u5426\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u53ef\u9760\u3001\u5b89\u5168\u3001\u89c4\u6a21\u5316\u5730\u9a71\u52a8\u771f\u5b9e\u3001\u590d\u6742\u7684\u5de5\u4f5c\u6d41\uff0c\u5e76\u8ba9\u56e2\u961f\u613f\u610f\u5c06\u90e8\u5206\u51b3\u7b56\u6743\u59d4\u6258\u7ed9\u5b83\u3002\u8fd9\u6761\u8def\u5145\u6ee1\u8bf1\u60d1\uff0c\u4f46\u4e5f\u5e03\u6ee1\u4e86\u5173\u4e8e\u53ef\u9760\u6027\u3001\u53ef\u63a7\u6027\u4e0e\u7ec4\u7ec7\u63a5\u53d7\u5ea6\u7684\u8346\u68d8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Linear Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing Linear Agent. Built directly into Linear and accessible everywhere, it understands your roadmap, issues, and code. Ask anything. Command everything.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! As a solo dev who is always context-switching, this looks incredibly useful. Quick question: how does the AI handle conflicting priorities if I have multiple urgent tickets across different projects? Would love to know how the logic works under the hood!<\/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>Really like this approach <\/p>\n<p>The idea that the context already exists and just needs to be surfaced is powerful. From what I\u2019ve seen, the real challenge usually comes after that, making sure those workflows actually run consistently without breaking.<\/p>\n<p>How reliable are the saved \u201cskills\u201d when reused across different scenarios?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><strong>Linear just shipped an agent built directly into the product.<\/strong><\/p>\n<\/p>\n<p>It understands your roadmap, issues, and code, and helps you act on that context without manually digging through threads, backlogs, and customer requests.<\/p>\n<p>A few things worth knowing:<\/p>\n<ul>\n<li>\n<p>Ask it to find related issues, group them, and pull them into a new project \u2014 instead of doing that research yourself<\/p>\n<\/li>\n<li>\n<p>Works across desktop, mobile, Slack, and Teams \u2014 accessible via @Linear in any comment or the chat shortcut (Cmd\/Ctrl + J)<\/p>\n<\/li>\n<li>\n<p>When a workflow works well, save it as a reusable skill and run it again manually or automatically<\/p>\n<\/li>\n<li>\n<p>Triage automations let you trigger agent workflows the moment a new issue comes in (Business and Enterprise plans)<\/p>\n<\/li>\n<\/ul>\n<p>The underlying idea is straightforward: your workspace already has most of the context needed for good product decisions. Linear Agent just makes it accessible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction.<\/p>\n<p>It feels like this goes beyond just surfacing context into something closer to an execution layer inside the product.<\/p>\n<p>When the system not only understands issues, roadmap, and code, but starts recommending actions and triggering workflows, the center of gravity shifts from tracking work to actually driving it.<\/p>\n<p>The reusable skills part seems especially important here.<\/p>\n<p>Feels like that\u2019s where this either becomes a real system for how teams operate, or stays as a layer people occasionally use.<\/p>\n<p>Curious how you think about that long term.<\/p>\n<p>Do you see Linear Agent evolving more as an assistant on top of workflows, or as the system that actually runs them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction: bringing agent workflows directly into a product development tool like Linear could seriously change how teams plan and execute work. Congrats on the launch! How do you make sure agent actions stay aligned with team priorities instead of creating noise or extra tasks?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the reusable skills part is what caught my eye here<br \/>feels like that\u2019s where this either becomes genuinely useful or just another assistant people try a few times<br \/>how are teams deciding which workflows are worth turning into skills vs just using ad hoc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 AI agent that actually understands the full context instead of just individual tickets. curious how deep the code integration goes – can it suggest which issues to prioritize based on actual implementation complexity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting! Can another agent talk to the Linear Agent asking it for context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how “synthesizes context” works in practice – is it pulling from linked issues, comments, git commits? The “takes action” part is what I’m most interested in. What actions can it actually take autonomously vs what still needs human approval?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UH7UQZBZC7DR6A\" class=\"app-title\">Spotify SongDNA<\/a><\/p>\n<div class=\"one-liner\">The interactive creative network behind your favorite music<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spotify SongDNA\u662f\u4e00\u6b3e\u5185\u7f6e\u4e8e\u64ad\u653e\u9875\u9762\u7684\u4ea4\u4e92\u529f\u80fd\uff0c\u5b83\u901a\u8fc7\u53ef\u89c6\u5316\u6b4c\u66f2\u80cc\u540e\u7684\u521b\u4f5c\u4eba\u5458\u3001\u91c7\u6837\u6765\u6e90\u7b49\u5173\u7cfb\u7f51\u7edc\uff0c\u5728\u7528\u6237\u542c\u6b4c\u65f6\u6ee1\u8db3\u5176\u5bf9\u97f3\u4e50\u521b\u4f5c\u80cc\u666f\u548c\u4eba\u6587\u6545\u4e8b\u7684\u597d\u5947\u5fc3\u4e0e\u63a2\u7d22\u9700\u6c42\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\/f76c15dc-f521-4f41-ad64-294ffec22618.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Awj69QFHx-8\"><source src=\"https:\/\/www.youtube.com\/watch?v=Awj69QFHx-8\" 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\/7f975a3f-d36f-4433-9e79-d51adc5e7c5c.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\/7de24341-d837-4812-9fb3-1dab27b99b11.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\">Music<\/span><br \/>\n <span class=\"tag\">Spotify<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u4e50\u6d41\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u6b4c\u66f2\u4fe1\u606f\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u5173\u7cfb\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5e55\u540e\u4eba\u5458<\/span><br \/>\n <span class=\"tag\">\u91c7\u6837\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u7c89\u4e1d\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6df1\u5ea6\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\u53cd\u9988\u4e24\u6781\u3002\u652f\u6301\u8005\u8ba4\u53ef\u5176\u5c55\u73b0\u201c\u521b\u610f\u4e16\u754c\u201d\u800c\u975e\u5355\u7eaf\u6280\u672f\u540d\u5355\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6df1\u5316\u97f3\u4e50\u6b23\u8d4f\u3002\u8d28\u7591\u8005\u5219\u62c5\u5fe7\u4fe1\u606f\u8fc7\u8f7d\u3001\u754c\u9762\u4e0d\u6e05\u3001\u6570\u636e\u51c6\u786e\u6027\u4e0d\u53ca\u7ef4\u57fa\u767e\u79d1\uff0c\u5e76\u6307\u51faSpotify\u684c\u9762\u7aef\u529f\u80fd\u66f4\u65b0\u8fdf\u7f13\u7684\u95ee\u9898\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u6b4c\u66f2\u8986\u76d6\u8303\u56f4\u53ca\u5177\u4f53\u6280\u672f\u6574\u5408\u6311\u6218\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SongDNA\u7684\u63a8\u51fa\uff0c\u662fSpotify\u5728\u97f3\u4e50\u6d41\u5a92\u4f53\u201c\u5185\u5bb9\u6df1\u5ea6\u6218\u4e89\u201d\u4e2d\u4e00\u6b21\u7cbe\u5de7\u7684\u843d\u5b50\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u63d0\u4f9b\u4e86\u7ef4\u57fa\u767e\u79d1\u5df2\u6709\u7684\u9759\u6001\u5236\u4f5c\u540d\u5355\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u6b4c\u66f2\u201d\u4ece\u4e00\u4e2a\u5b64\u7acb\u7684\u97f3\u9891\u6587\u4ef6\uff0c\u91cd\u6784\u4e3a\u4e00\u4e2a\u4ee5\u201c\u4eba\u201d\u4e3a\u6838\u5fc3\u7684\u52a8\u6001\u521b\u610f\u7f51\u7edc\u3002\u8fd9\u76f4\u6307\u6d41\u5a92\u4f53\u65f6\u4ee3\u97f3\u4e50\u6d88\u8d39\u7684\u4e00\u5927\u75db\u70b9\uff1a\u97f3\u4e50\u83b7\u53d6\u6781\u5ea6\u4fbf\u5229\uff0c\u4f46\u97f3\u4e50\u80cc\u540e\u7684\u6545\u4e8b\u4e0e\u4eba\u6587\u8fde\u63a5\u5374\u88ab\u6781\u5ea6\u7a00\u91ca\u3002\u4ea7\u54c1\u8bd5\u56fe\u5c06\u542c\u6b4c\u884c\u4e3a\u4ece\u88ab\u52a8\u6536\u542c\uff0c\u7275\u5f15\u81f3\u4e3b\u52a8\u63a2\u7d22\uff0c\u4ece\u800c\u589e\u52a0\u7528\u6237\u6c89\u6d78\u65f6\u95f4\u4e0e\u5e73\u53f0\u9ecf\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u6570\u636e\u58c1\u5792\u201d\u4e0e\u201c\u51b7\u542f\u52a8\u201d\u95ee\u9898\uff1a\u6784\u5efa\u9ad8\u8d28\u91cf\u3001\u5b8c\u6574\u7684\u521b\u4f5c\u5173\u7cfb\u56fe\u8c31\u9700\u8981\u5e9e\u5927\u3001\u51c6\u786e\u4e14\u6301\u7eed\u66f4\u65b0\u7684\u5143\u6570\u636e\uff0c\u8fd9\u8fdc\u975e\u6613\u4e8b\uff0c\u8bc4\u8bba\u4e2d\u5bf9\u8986\u76d6\u8303\u56f4\u7684\u8d28\u7591\u6b63\u662f\u6b64\u70b9\u4f53\u73b0\u3002\u5176\u6b21\uff0c\u662f\u4e25\u5cfb\u7684\u201c\u7528\u6237\u4e60\u60ef\u201d\u6311\u6218\uff1a\u591a\u6570\u7528\u6237\u5904\u4e8e\u201c\u80cc\u666f\u97f3\u201d\u6216\u201c\u6b4c\u5355\u5faa\u73af\u201d\u7684\u6d45\u5c42\u6d88\u8d39\u6a21\u5f0f\uff0c\u662f\u5426\u613f\u610f\u6df1\u5165\u63a2\u7d22\u5b58\u7591\u3002\u8bc4\u8bba\u4e2d\u201c\u6211\u5728\u8fd9\u53ea\u662f\u4e3a\u4e86\u542c\u97f3\u4e50\u201d\u7684\u89c2\u70b9\u6781\u5177\u4ee3\u8868\u6027\u3002\u529f\u80fd\u53ef\u80fd\u6700\u7ec8\u4e3b\u8981\u670d\u52a1\u4e8e\u97f3\u4e50\u53d1\u70e7\u53cb\u3001\u521b\u4f5c\u8005\u7b49\u5c0f\u4f17\u7fa4\u4f53\uff0c\u96be\u4ee5\u6210\u4e3a\u5927\u4f17\u9ad8\u9891\u529f\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0cSongDNA\u662fSpotify\u5e94\u5bf9\u201c\u5e73\u53f0\u5de5\u5177\u5316\u201d\u7126\u8651\u7684\u4ea7\u7269\u3002\u5f53\u6240\u6709\u5e73\u53f0\u66f2\u5e93\u5927\u540c\u5c0f\u5f02\uff0c\u5dee\u5f02\u5316\u4fbf\u8f6c\u5411\u4f53\u9a8c\u4e0e\u8bed\u5883\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u97f3\u4e50\u7684\u201c\u6c34\u7ba1\u5de5\u201d\uff0c\u800c\u60f3\u6210\u4e3a\u97f3\u4e50\u7684\u201c\u7b56\u5c55\u4eba\u201d\u4e0e\u201c\u89e3\u8bf4\u5458\u201d\u3002\u4f46\u98ce\u9669\u5728\u4e8e\uff0c\u82e5\u4fe1\u606f\u5448\u73b0\u6ca6\u4e3a\u6742\u4e71\u65e0\u7ae0\u7684\u5806\u780c\uff0c\u6216\u4f53\u9a8c\u4e0d\u53ca\u5916\u90e8\u7ef4\u57fa\u767e\u79d1\u7cbe\u51c6\u9ad8\u6548\uff0c\u6b64\u529f\u80fd\u5c06\u8fc5\u901f\u6ca6\u4e3a\u98df\u4e4b\u65e0\u5473\u7684\u9e21\u808b\u3002\u5b83\u7684\u6210\u8d25\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6982\u5ff5\u662f\u5426\u65b0\u9896\uff0c\u800c\u5b8c\u5168\u53d6\u51b3\u4e8e\u6267\u884c\u662f\u5426\u8f7b\u76c8\u3001\u667a\u80fd\u3001\u5e76\u80fd\u771f\u6b63\u6fc0\u53d1\u7528\u6237\u90a3\u77ac\u95f4\u7684\u63a2\u7d22\u6b32\u3002\u5728AI\u5e2d\u5377\u521b\u4f5c\u7684\u5f53\u4e0b\uff0c\u5f3a\u8c03\u201c\u4eba\u201d\u7684\u4ef7\u503c\u662f\u4e00\u6b65\u597d\u68cb\uff0c\u4f46\u68cb\u5c40\u80dc\u8d1f\uff0c\u4ecd\u7cfb\u4e8e\u6700\u57fa\u7840\u7684\u4f53\u9a8c\u7ec6\u8282\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\">Spotify SongDNA<\/span>\n <\/div>\n<div class=\"comment-content\">Spotify’s SongDNA is a new interactive feature that reveals the creative lineage of your favorite tracks. Built into the Now Playing view, it lets you explore the writers, producers, samples, and the entire human network that brought a song to life.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>SongDNA lets you explore what sits behind a song on <a href=\"https:\/\/www.producthunt.com\/products\/spotify\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"spotify\" target=\"_blank\" rel=\"noopener\">@Spotify<\/a>, not just in a technical credits sense, but as a whole creative world around the people who made it.<\/p>\n<p>The barrier to making music is getting lower fast, but taste, strange inspiration, and the artists who cannot be reduced to one fixed style still matter the most. Those are exactly the things worth seeing more clearly, and worth giving a richer network to move through.<\/p>\n<p>You might start by liking a sound, then end up caring about the songwriter, the producer, the sample, the cover, and then a much wider musical universe around them. I really think that in creative work, even after all the shock of “<em>now I can make music too<\/em>“, it is time to put the center of attention back on people.<\/p>\n<p>Art is not going to be capped by AI. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I saw it enabled for me yesterday. I am there to listen music, not to get the details. I usually search Wikipedia for the details, because it’s more accurate and trustworthy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> The part about this not just being technical credits but a whole creative world around a song, I get that. Realistically, I\u2019d keep looking because of how it connects people to people, but the key for me is whether it avoids becoming one of those products with lots of information and still no clear sense of where to click next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there much need for it? Color me skeptical. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Another feature only avaliable in the mobile app? We are still waiting for the edit translation feature on desktop 7 months later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a unique way to uncover the creative journey behind songs. Did you face any challenges integrating this with Spotify’s existing UI, especially in terms of user engagement?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>What determines which tracks are supported? And roughly what percentage of songs currently have a SongDNA ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/V2BZXJPWWSJTAW\" class=\"app-title\">Lyria 3 Pro by Google Deepmind<\/a><\/p>\n<div class=\"one-liner\">Create longer AI music tracks with structure & control <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8c37\u6b4cDeepMind\u63a8\u51fa\u7684Lyria 3 Pro\uff0c\u901a\u8fc7\u751f\u6210\u6700\u957f3\u5206\u949f\u3001\u5177\u5907\u660e\u786e\u6bb5\u843d\u7ed3\u6784\uff08\u5982\u4e3b\u6b4c\u3001\u526f\u6b4c\uff09\u7684AI\u97f3\u4e50\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u89c6\u9891\u3001\u6e38\u620f\u7b49\u5185\u5bb9\u5236\u4f5c\u4e2d\u96be\u4ee5\u5feb\u901f\u83b7\u5f97\u9ad8\u8d28\u91cf\u3001\u7ed3\u6784\u5316\u80cc\u666f\u97f3\u4e50\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\/ff6d7588-5fae-4fab-aacd-30f766829ec7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06188327-ef18-4453-b109-db37cab30c3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33ab6d9e-0a30-451b-a9dc-18a797821996.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5128b4b8-8964-453b-a4a9-0618d30423d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/946d9ecf-a21f-4a9d-90f9-fe25450b07a1.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\/3ee06ecb-27b2-426b-9a92-eed176aa5a29.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hv8ZI7foGZk?si=bgmcnkzSeuc4tfY5\"><source src=\"https:\/\/youtu.be\/hv8ZI7foGZk?si=bgmcnkzSeuc4tfY5\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u4f5c\u66f2<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4cDeepMind<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u914d\u4e50<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005API<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u6c34\u5370<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\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>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u9ad8\u8d5e\u8bc4\u8bba\uff0c\u4e3a\u8be6\u7ec6\u7684\u63a8\u5e7f\u4ecb\u7ecd\uff0c\u800c\u975e\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3002\u8be5\u8bc4\u8bba\u5f3a\u8c03\u4e86\u5176\u6838\u5fc3\u4f18\u52bf\uff1a\u751f\u6210\u957f\u5ea6\u8fbe3\u5206\u949f\u3001\u7ed3\u6784\u53ef\u63a7\u7684\u9ad8\u4fdd\u771f\u97f3\u4e50\uff0c\u4ee5\u53ca\u901a\u8fc7API\u548c\u8c37\u6b4c\u751f\u6001\uff08\u5982Vertex AI\u3001Google Vids\uff09\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u670d\u52a1\u4e8e\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u548c\u4f01\u4e1a\u7684\u89c4\u6a21\u5316\u751f\u4ea7\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 Lyria 3 Pro\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740AI\u97f3\u4e50\u751f\u6210\u4ece\u201c\u7247\u6bb5\u5f0f\u73a9\u5177\u201d\u5411\u201c\u5de5\u7a0b\u5316\u5de5\u5177\u201d\u7684\u5173\u952e\u4e00\u8dc3\u3002\u5176\u5ba3\u79f0\u7684\u201c3\u5206\u949f\u201d\u4e0e\u201c\u7ed3\u6784\u63a7\u5236\u201d\uff0c\u76f4\u51fb\u5f53\u524dAIGC\u97f3\u4e50\u7684\u6838\u5fc3\u77ed\u677f\u2014\u2014\u7f3a\u4e4f\u65f6\u95f4\u7eb5\u6df1\u4e0e\u66f2\u5f0f\u903b\u8f91\uff0c\u8fd9\u4f7f\u5176\u4e0d\u518d\u662f\u751f\u6210\u968f\u673a\u65cb\u5f8b\u7247\u6bb5\uff0c\u800c\u662f\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u61c2\u5f97\u57fa\u672c\u4f5c\u66f2\u6cd5\u7684\u201c\u521d\u7ea7\u7f16\u66f2\u52a9\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8c37\u6b4c\u5c06\u5176\u6df1\u5ea6\u5d4c\u5165Vertex AI\u3001Google AI Studio\u4e43\u81f3Google Vids\u7684\u751f\u6001\u7b56\u7565\u3002\u8fd9\u610f\u5473\u7740\u4e00\u65b9\u9762\uff0c\u5b83\u5411\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u53ef\u7f16\u7a0b\u7684\u3001\u5177\u5907\u5546\u4e1a\u7ea7\u7a33\u5b9a\u6027\u7684\u97f3\u4e50\u751f\u6210API\uff0c\u65e8\u5728\u6210\u4e3a\u5e94\u7528\u5185\u914d\u4e50\u7684\u57fa\u7840\u8bbe\u65bd\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e0e\u8c37\u6b4c\u81ea\u5bb6\u751f\u4ea7\u529b\u5de5\u5177\uff08\u5982\u89c6\u9891\u7f16\u8f91\uff09\u65e0\u7f1d\u7ed3\u5408\uff0c\u610f\u5728\u5f62\u6210\u4ece\u6587\u672c\u5230\u89c6\u9891\u5230\u914d\u4e50\u7684\u201c\u5185\u90e8\u95ed\u73af\u201d\uff0c\u63d0\u5347\u6574\u4e2a\u8c37\u6b4c\u521b\u4f5c\u5957\u4ef6\u7684\u7c98\u6027\u4e0e\u751f\u4ea7\u529b\u3002SynthID\u6c34\u5370\u5219\u662f\u5176\u9762\u5bf9\u7248\u6743\u4e89\u8bae\u7684\u9632\u5fa1\u6027\u5e03\u5c40\uff0c\u8bd5\u56fe\u4e3aAI\u751f\u6210\u5185\u5bb9\u786e\u7acb\u53ef\u8ffd\u6eaf\u7684\u201c\u8eab\u4efd\u8bc1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7ed3\u6784\u201d\u662f\u5426\u4ec5\u662f\u7528\u6237\u63d0\u793a\u8bcd\u7684\u673a\u68b0\u62fc\u63a5\uff0c\u800c\u975e\u771f\u6b63\u7684\u97f3\u4e50\u60c5\u611f\u53d1\u5c55\u4e0e\u548c\u58f0\u6f14\u8fdb\u903b\u8f91\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u4ea7\u51fa\u7684\u827a\u672f\u53ef\u7528\u6027\u4e0a\u9650\u3002\u5176\u6b21\uff0c\u5728\u4e13\u4e1a\u97f3\u4e50\u4eba\u773c\u4e2d\uff0c\u6b64\u7c7b\u5de5\u5177\u4ecd\u53ef\u80fd\u88ab\u89c6\u4e3a\u7f3a\u4e4f\u7075\u9b42\u7684\u201c\u9ad8\u7ea7\u6a21\u677f\u201d\uff1b\u800c\u5728\u5927\u4f17\u5e02\u573a\uff0c\u5176\u96c6\u6210\u4e8eGemini\u7b49\u5e94\u7528\u7684\u5165\u53e3\uff0c\u80fd\u5426\u5f62\u6210\u8db3\u4ee5\u6311\u6218Simpler AI\u3001Suno\u7b49\u660e\u661f\u4ea7\u54c1\u7684\u7528\u6237\u5fc3\u667a\u548c\u4f53\u9a8c\uff1f\u5b83\u66f4\u50cf\u8c37\u6b4c\u9762\u5411B\u7aef\u548c\u81ea\u8eab\u751f\u6001\u7684\u201c\u57fa\u5efa\u578b\u201d\u4ea7\u54c1\uff0c\u6280\u672f\u5c55\u793a\u4e0e\u751f\u6001\u5361\u4f4d\u7684\u610f\u4e49\uff0c\u6216\u8bb8\u6682\u65f6\u5927\u4e8e\u5bf9\u6d88\u8d39\u7ea7\u5e02\u573a\u7684\u98a0\u8986\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u548c\u4e13\u4e1a\u521b\u4f5c\u8005\u80fd\u5426\u5229\u7528\u5176API\uff0c\u521b\u9020\u51fa\u8d85\u8d8a\u5de5\u5177\u672c\u8eab\u9884\u8bbe\u7684\u3001\u771f\u6b63\u60ca\u8273\u7684\u97f3\u4e50\u5e94\u7528\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\">Lyria 3 Pro by Google Deepmind<\/span>\n <\/div>\n<div class=\"comment-content\">Lyria 3 Pro in the Gemini app lets you create up to 3-minute AI-generated tracks with structured elements like verses, choruses, and bridges. From focus music to custom soundtracks and jingles, it unlocks richer creative control, with SynthID watermarking for responsible use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lyria 3 Pro by Google DeepMind is an advanced AI music generation model designed to create longer, structured tracks with greater creative control.<\/p>\n<\/p>\n<p>Most AI music tools generate short, unstructured clips with limited control over composition. Lyria 3 Pro enables up to 3-minute tracks with an understanding of musical structure\u2014so you can prompt for intros, verses, choruses, and bridges.<\/p>\n<\/p>\n<p>What makes it different is its structural awareness + deep integrations across tools like Vertex AI, Google AI Studio, Gemini app, and Google Vids, making high-quality music generation accessible across workflows.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Generate longer (up to 3 mins) high-fidelity tracks<\/p>\n<\/li>\n<li>\n<p>Control song structure (intro, verse, chorus, bridge)<\/p>\n<\/li>\n<li>\n<p>Works across APIs, apps, and creative tools<\/p>\n<\/li>\n<li>\n<p>Built-in SynthID watermarking for responsible AI use<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Faster music production at scale<\/p>\n<\/li>\n<li>\n<p>More creative flexibility and experimentation<\/p>\n<\/li>\n<li>\n<p>Seamless integration into video, apps, and content workflows<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong>: Developers, creators, musicians, businesses, and anyone creating content with audio.<\/p>\n<p><strong>Use cases<\/strong>:<\/p>\n<ul>\n<li>\n<p>Soundtracks for games and videos<\/p>\n<\/li>\n<li>\n<p>Music for vlogs, podcasts, tutorials<\/p>\n<\/li>\n<li>\n<p>Creative experimentation and song iteration<\/p>\n<\/li>\n<li>\n<p>Integrating AI music into apps and platforms<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re exploring AI for creative workflows, this is definitely worth checking out!<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/YHDJ26ZMXXLMHN\" class=\"app-title\">Anvil<\/a><\/p>\n<div class=\"one-liner\">Run a fleet of parallel Claude Codes <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u5e76\u884cAI\u7f16\u7a0b\u4ee3\u7406\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u7684\u5f00\u6e90IDE\uff0c\u901a\u8fc7\u4e00\u952eGit\u5de5\u4f5c\u6811\u9694\u79bb\u3001\u72b6\u6001\u53ef\u89c6\u5316\u4e0e\u534f\u8c03\u89c4\u5212\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u540c\u65f6\u8fd0\u884c\u591a\u4e2aClaude Code\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u6df7\u4e71\u3001\u4ee3\u7801\u51b2\u7a81\u548c\u7ba1\u7406\u6548\u7387\u4f4e\u4e0b\u7b49\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\/d6762b93-80c3-44a4-8d7a-3375ec15b230.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0edeb4d7-82a1-4b5f-824e-dd17716abac8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d44f283-0d3f-474a-bb0f-5da75cceab8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b3247ae-f3af-41e4-9686-498a2c8db8e8.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\/fee9877f-07bd-4597-90ab-dbb79f77b5ab.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4GkSOJ_jxk0\"><source src=\"https:\/\/youtu.be\/4GkSOJ_jxk0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0bIDE<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u4ee3\u7406\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">Git\u5de5\u4f5c\u6811\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude Code\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5e76\u884c\u4ee3\u7406\u7ba1\u7406\u7684\u9700\u6c42\u75db\u70b9\uff0c\u91cd\u70b9\u5173\u6ce8\u51b2\u7a81\u907f\u514d\u3001\u72b6\u6001\u9694\u79bb\u4e0e\u8de8\u4ee3\u7406\u4f9d\u8d56\u534f\u8c03\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u786e\u4fdd\u5171\u4eab\u6587\u4ef6\u72b6\u6001\u4e0b\u7684\u65e0\u51b2\u7a81\u534f\u4f5c\uff1b\u957f\u671f\u53d1\u5c55\u91cd\u5fc3\u662f\u534f\u8c03\u7f16\u6392\u8fd8\u662f\u7ed3\u679c\u9a8c\u8bc1\uff1b\u662f\u5426\u652f\u6301\u5176\u4ed6AI\u4ee3\u7406\uff1b\u4ee5\u53caREPL\u7f16\u7a0b\u5f0f\u8c03\u7528\u7684\u5b9e\u9645\u7528\u4f8b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Anvil\u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u89e3\u51b3\u591aClaude Code\u4f1a\u8bdd\u7ba1\u7406\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u5176\u5e95\u5c42\u903b\u8f91\u6b63\u5728\u6084\u7136\u91cd\u5851AI\u7f16\u7a0b\u4ee3\u7406\u7684\u534f\u4f5c\u8303\u5f0f\u3002\u5b83\u6ca1\u6709\u505c\u7559\u5728\u7b80\u5355\u7684\u7ec8\u7aef\u6807\u7b7e\u9875\u7ba1\u7406\uff0c\u800c\u662f\u901a\u8fc7Git\u5de5\u4f5c\u6811\u63d0\u4f9b\u7269\u7406\u7ea7\u4ee3\u7801\u9694\u79bb\uff0c\u5c06\u5e76\u884c\u4ee3\u7406\u51b2\u7a81\u4ece\u6982\u7387\u95ee\u9898\u8f6c\u53d8\u4e3a\u67b6\u6784\u53ef\u89e3\u95ee\u9898\u3002\u8fd9\u770b\u4f3c\u662f\u6280\u672f\u5b9e\u73b0\uff0c\u5b9e\u5219\u662f\u8ba4\u77e5\u5347\u7ef4\uff1a\u5c06\u201c\u591a\u4e2aAI\u52a9\u624b\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u53ef\u7f16\u6392\u7684AI\u56e2\u961f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u7a81\u7834\u70b9\u5728\u4e8e\u5176\u201c\u6267\u884c\u5c42\u201d\u6f5c\u8d28\u3002\u5f53\u4ee3\u7406\u80fd\u901a\u8fc7\u8ba1\u5212\u6587\u4ef6\u534f\u8c03\u3001\u4f9d\u8d56\u6620\u5c04\u751a\u81f3\u7f16\u7a0b\u5f0fREPL\u4e92\u76f8\u8c03\u7528\u65f6\uff0cAnvil\u5df2\u4ece\u88ab\u52a8\u7ba1\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u4e3b\u52a8\u534f\u8c03\u6846\u67b6\u3002\u8fd9\u56de\u7b54\u4e86AI\u7f16\u7a0b\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5355\u4e2a\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u9650\u5236\u4e0e\u590d\u6742\u4efb\u52a1\u6240\u9700\u7684\u591a\u6b65\u9aa4\u3001\u591a\u4e13\u5bb6\u534f\u4f5c\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u7528\u6237\u63d0\u5230\u7684\u201c\u9762\u5305\u5c51\u5faa\u73af\u201d\u6280\u80fd\u2014\u2014\u5728\u8fbe\u5230\u4e0a\u4e0b\u6587\u9650\u5236\u65f6\u81ea\u52a8\u538b\u7f29\u5e76\u7559\u4e0b\u6807\u8bb0\u4f9b\u540e\u7eed\u4ee3\u7406\u63a5\u66ff\u2014\u2014\u6b63\u662f\u5bf9\u6b64\u77db\u76fe\u7684\u4f18\u96c5\u89e3\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201cClaude Code\u4f18\u5148\u201d\u7b56\u7565\u65e2\u662f\u5229\u5251\u4e5f\u662f\u8f6f\u808b\u3002\u6df1\u5ea6\u4f18\u5316\u5e26\u6765\u6d41\u7545\u4f53\u9a8c\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u5176\u675f\u7f1a\u5728\u5355\u4e00\u6280\u672f\u751f\u6001\u4e2d\u3002\u957f\u8fdc\u6765\u770b\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7ba1\u7406\u591a\u5c11\u4e2aClaude\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u62bd\u8c61\u51fa\u4e00\u5957\u901a\u7528\u7684\u3001\u9762\u5411\u5f02\u6784AI\u4ee3\u7406\u7684\u5e76\u884c\u7f16\u7a0b\u4e0e\u534f\u8c03\u534f\u8bae\u3002\u5f53\u524d\u5bf9\u201c\u9a8c\u8bc1\u4f18\u5148\u4e8e\u7f16\u6392\u201d\u7684\u601d\u8003\u65b9\u5411\u6b63\u786e\uff0c\u56e0\u4e3a\u53ea\u6709\u5efa\u7acb\u53ef\u4fe1\u7684\u7ed3\u679c\u9a8c\u8bc1\u673a\u5236\uff0c\u624d\u80fd\u771f\u6b63\u5b9e\u73b0\u4eba\u7c7b\u76d1\u7763\u4e0b\u7684\u89c4\u6a21\u6269\u5c55\uff0c\u800c\u975e\u9677\u5165\u4ee3\u7406\u6570\u91cf\u589e\u957f\u7684\u6df7\u4e71\u9012\u589e\u3002\n <\/p>\n<p class=\"ai-content\">\n Anvil\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff1a\u5b83\u8bd5\u56fe\u5728\u5feb\u901f\u6f14\u8fdb\u7684AI\u4ee3\u7406\u751f\u6001\u4e2d\uff0c\u5b9a\u4e49\u4e00\u5957\u5c1a\u672a\u6807\u51c6\u5316\u7684\u201c\u534f\u4f5c\u8bed\u6cd5\u201d\u3002\u6210\u529f\u5219\u53ef\u80fd\u6210\u4e3a\u672a\u6765AI\u534f\u540c\u5f00\u53d1\u7684\u5e95\u5c42\u6807\u51c6\uff1b\u82e5\u56fa\u5b88\u5355\u4e00\u751f\u6001\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u8fc7\u6e21\u6027\u6548\u7387\u5de5\u5177\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u662f\u660e\u667a\u7684\u8d4c\u6ce8\uff0c\u5438\u5f15\u793e\u533a\u5171\u540c\u5b9a\u4e49\u8fd9\u4e00\u672a\u6765\u6807\u51c6\uff0c\u624d\u662f\u5176\u4ece\u4f18\u79c0\u5de5\u5177\u8fc8\u5411\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u5728\u8def\u5f84\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\">Anvil<\/span>\n <\/div>\n<div class=\"comment-content\">The IDE for parallel agent work. MIT licensed, farm to table, fun. With one click git worktree isolation, first class plan tracking, color coding for agent states, flexible layout arrangement, and so much more, Anvil is crafted to make developers extremely productive, minimizing context switching and maximizing agent parallelism.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product hunt, stoked to release Anvil to the world!<\/p>\n<p>I built Anvil after getting tired of managing multiple claude code sessions in my terminal. I felt the pain of constantly context switching between terminal tabs and git branches, forgetting which agent did what, agents bumping into each other on the same branch, not knowing when an agent was done or needing input etc…<\/p>\n<p>Anvil solves the annoyances of parallel agent work, so you can cook on new things while your agents run. Agent lifecycle, isolation, planning and coordination, context heigene is all handled by the IDE. But more than this, the goal Anvil is to push the frontier of what is possible with agent programming. <\/p>\n<p>I hope you get a chance to try out Anvil, let me know if you have any feedback, and please join the Discord.<\/p>\n<p>Lets cook some GPUs together \ud83d\udd25<\/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\/@zachary_denham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zachary_denham1<\/a> This is interesting, feels like it\u2019s going a bit beyond just an IDE for running agents in parallel<\/p>\n<p>The REPL + worktrees + the way agents coordinate with each other starts to look more like some kind of execution layer than just dev tooling<\/p>\n<p>If that\u2019s where this is heading, it probably changes the game from just productivity to how these systems are actually managed as they scale<\/p>\n<p>Curious how you\u2019re thinking about that longer term, feels like there\u2019s something bigger 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\">Looking ahead, do you think the long-term win is (a) better orchestration\/coordination (plans, dependencies, conflict avoidance) or (b) better verification (tests, linters, review agents) so humans can supervise more agents with less attention\u2014and what did you prioritize first inside Anvil and why?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> this is a great question, I don’t see the two (orchestration and verification) as mutually exclusive, but if I had to choose one I’d pick verification. Anvil starts with orchestration features because in order to get to verified results it often takes more work than one agent’s context can handle.<\/p>\n<p>For instance, I’ll often use the anvil repl to loop claude until it can fully self verify, something that in one context window (even with compaction) would go awry.<\/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>As someone who’s wrestled with the chaos of parallel coding, I\u2019m curious how do you ensure effective collaboration between agents without conflicts in shared file states?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Two approaches<\/p>\n<p>1. If the two features are big or divergent enough, you can create multiple work trees for each agent, this gives them full isolation<br \/>2. If the agents should collaborate on the same branch, I usually coordinate through a plan file. This is a simple .md file that details the phases of what I’m trying to do sometimes with dependency mapping. From there agents can coordinate and tackle isolated components of the plan.<\/p>\n<p>Claude is really good at creating the dependency graph of what needs to get done and what is parallellizable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been running 3-4 Claude Code sessions in tmux and losing track of which agent is doing what is a daily struggle. The git worktree isolation alone would save me from merge conflict hell. Does Anvil handle cross-agent dependency \u2014 e.g., Agent B waits for Agent A’s PR before starting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> the way I would typically do this kind of thing is by writing a custom orchestration skill, and yes anvil is really great for this kind of thing.<\/p>\n<p>You can start by creating a plan file initially which details all the PRs you want to create, then have a parent agent manage the different phases. These parent agents can actually create worktrees themselves should you need.<\/p>\n<p>I’d be curious though what your typical use case is?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 are you handling state isolation between parallel agents? When you run multiple Claude Codes on the same codebase, conflicts in shared files are the main issue I’ve hit. Do they each get their own branch or working copy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Anvil makes using git worktrees very simple. This creates an isolated copy of your codebase for agents to run in. Worktrees are different than branches because you can have multiple checked out at the same time (its a full copy)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks super fun, congrats! the REPL thing where Claude can call other Claudes programmatically sounds wild, any examples of what people are actually using that for?<\/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\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> The most practical use case is calling claude in a loop to execute against a larger task or plan file. There is a skill \/breadcrumb-loop which allows you to do this. Whats nice about this skill is it compacts when the agent hits 100k tokens in its context window, and leaves a “breadcrumb” markdown file for the next agent to read and continue with.<\/p>\n<p>Other things I’ve seen are people orchestrating entire workflows like compound <a href=\"https:\/\/github.com\/EveryInc\/compound-engineering-plugin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/EveryInc\/compound-engineering-plugin<\/a><\/p>\n<p>Instead of running each step manually they will script the entire thing. I can’t say I’d recommend this second one bc I think human in the loop is important for the planning phase to get things right and make sure the architecture is sound<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this forked from the VS Code as I am getting kinda similar vibe here. But the feature is really helpful considering running multiple claudes at a time and managing outputs becomes bit overwhelming.<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> this is built from scratch in rust and typescript! No fork 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels like dev tools are moving from \u201cAI assistant\u201d<\/p>\n<p>to \u201cAI team\u201d.<\/p>\n<p>Parallel agents sounds powerful<\/p>\n<p>but also messy if not managed well.<\/p>\n<p>Curious how you keep control over multiple agents working at once.<\/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\/@new_user___2902025abb5753b18b341a5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___2902025abb5753b18b341a5<\/a> a great plan and testing suite. Is super important, I rarely kick off agents fully blind<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running parallel Claude Codes is a game changer for productivity. We’ve been using Claude heavily while building Parsli and the bottleneck is always sequential execution. How do you handle context sharing between the parallel instances?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the focus on parallel agent workflows and worktree isolation. Do you see Anvil staying deeply optimized for Claude Code specifically, or supporting other coding agents over time as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yo dude, I’m reaching out for a comment.<\/p>\n<\/p>\n<p>I\u2019m a researcher for the H1Gallery newsletters (you can google us).<\/p>\n<\/p>\n<p>We\u2019re featuring Anvil in our April 3 issue. H1Gallery highlights excellent homepage headlines, and we wanted to reach out to see if you wanted to share a quick comment. The clarity and directness in “<strong>The open source IDE for parallel agent work.” <\/strong>is very refreshing. The animation is super cool as well. Love it<\/p>\n<\/p>\n<p>If you\u2019re up for it, we\u2019d love to get a short note on the copywriting strategy behind your headline and overall messaging. As well as where our readers can follow you on social media, I couldn’t find an X account or Linkedin account of yours.<\/p>\n<\/p>\n<p> Totally optional to provide a quote for us. The feature is happening regardless, but it\u2019d be great to include your perspective. It makes the newsletter more fun for our readers when we have comments from the creators behind the headlines.<\/p>\n<\/p>\n<p>Thanks, really appreciate your 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Working with claude code a lot lately. <\/em><br \/><em>Let’s see how this website can help me, following and in radar!<\/em> \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/OOPFDATLCXGHJX\" class=\"app-title\">YouTube Transcript Tool<\/a><\/p>\n<div class=\"one-liner\">Convert YouTube videos to text instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u5b8c\u5168\u514d\u8d39\u7684\u5728\u7ebf\u5de5\u5177\uff0c\u53ef\u5373\u65f6\u5c06\u4efb\u610fYouTube\u89c6\u9891\u8f6c\u6362\u4e3a\u6587\u5b57\u7a3f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7814\u7a76\u3001\u7b14\u8bb0\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u573a\u666f\u4e0b\u9700\u8981\u5feb\u901f\u83b7\u53d6\u89c6\u9891\u6838\u5fc3\u4fe1\u606f\u800c\u65e0\u9700\u89c2\u770b\u5168\u7247\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\/2462e8f0-6b52-434b-ab70-8035264c8b4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baefe1cc-e664-4937-b477-1b9ed0afef48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d33b52f-825d-4c6f-a6f8-64f0a8ff0e2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f16b5242-324b-452e-a28a-e7cff2eeb228.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">YouTube\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u5b57\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u65e0\u95e8\u69db\u4f7f\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u514d\u8d39\u3001\u65e0\u9700\u6ce8\u518c\u3001\u5373\u65f6\u9ad8\u6548\u7684\u6838\u5fc3\u7406\u5ff5\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5b57\u5e55\u4e0e\u89c6\u9891\u7684\u540c\u6b65\u6eda\u52a8\/\u70b9\u51fb\u8df3\u8f6c\u529f\u80fd\u3001\u652f\u6301\u66f4\u591a\u8bed\u8a00\u3001\u4f18\u5316\u975e\u5185\u7f6e\u5b57\u5e55\u89c6\u9891\u7684\u5904\u7406\u80fd\u529b\u3001\u4e3a\u5185\u5bb9\u91cd\u7ec4\u6dfb\u52a0\u8bf4\u8bdd\u4eba\u6807\u7b7e\u548c\u65f6\u95f4\u6233\uff0c\u4ee5\u53ca\u8003\u8651\u96c6\u6210AI\u6458\u8981\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YouTube Transcript Tool \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u514d\u8d39\u589e\u503c\u201d\u6a21\u5f0f\u73a9\u574f\u4e86\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u89c6\u9891\u8f6c\u5f55\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u6ce8\u518c\u3001\u65e0\u9650\u5236\u3001\u5b8c\u5168\u514d\u8d39\u201d\u76f4\u63a5\u547d\u4e2d\u4e86\u73b0\u6709\u5de5\u5177\u5728\u7528\u6237\u4f53\u9a8c\u548c\u5546\u4e1a\u6a21\u5f0f\u4e0a\u7684\u53cc\u91cd\u75db\u70b9\u2014\u2014\u8fc7\u5ea6\u8bbe\u969c\u4e0e\u8fc7\u65e9\u53d8\u73b0\u3002\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u6280\u672f\u7a81\u7834\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5e72\u51c0\u5229\u843d\u7684\u7528\u6237\u4f53\u9a8c\u5ba3\u8a00\uff0c\u7528\u6781\u81f4\u7684\u7b80\u5355\u548c\u96f6\u95e8\u69db\u8fc5\u901f\u5efa\u7acb\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u66f4\u597d\u7528\u7684\u8f6c\u5f55\u5de5\u5177\u201d\u3002\u5728AI\u9a71\u52a8\u7684\u4fe1\u606f\u5904\u7406\u8303\u5f0f\u4e0b\uff0c\u539f\u59cb\u3001\u51c6\u786e\u3001\u7ed3\u6784\u5316\u7684\u6587\u672c\u6570\u636e\u662f\u9ec4\u91d1\u539f\u6599\u3002\u8fd9\u6b3e\u5de5\u5177\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u7684\u201c\u89c6\u9891\u6587\u672c\u5316\u201d\u7ba1\u9053\uff0c\u5c06\u6d77\u91cf\u7684\u89c6\u9891\u5185\u5bb9\u77ac\u95f4\u8f6c\u5316\u4e3a\u53ef\u4f9bAI\uff08\u5982RAG\u7cfb\u7edf\uff09\u6d88\u5316\u3001\u5206\u6790\u7684\u6587\u672c\u6d41\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u4e3aRAG\u6bcf30\u79d2\u6574\u7406\u6587\u672c\u201d\u7684\u9700\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3aAI\u65f6\u4ee3\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u4e00\u662f\u6280\u672f\u5929\u82b1\u677f\uff0c\u5373\u5bf9\u65e0\u5185\u7f6e\u5b57\u5e55\u89c6\u9891\u7684\u8f6c\u5f55\u51c6\u786e\u6027\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u4ece\u201c\u4fbf\u6377\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6210\u8d25\uff1b\u4e8c\u662f\u529f\u80fd\u5355\u4e00\u6027\uff0c\u5728\u201c\u8f6c\u5f55\u201d\u8fd9\u4e2a\u6838\u5fc3\u52a8\u4f5c\u4e4b\u5916\uff0c\u7528\u6237\u5df2\u81ea\u53d1\u63d0\u51fa\u4e86\u540c\u6b65\u64ad\u653e\u3001\u667a\u80fd\u6458\u8981\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u7b49\u884d\u751f\u9700\u6c42\uff0c\u8fd9\u4e9b\u6b63\u662f\u5176\u6784\u5efa\u62a4\u57ce\u6cb3\u3001\u907f\u514d\u88ab\u540c\u7c7b\u6216\u5de8\u5934\u529f\u80fd\u8986\u76d6\u7684\u5173\u952e\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\uff0c\u4f46\u8981\u60f3\u4e0d\u88ab\u5f53\u4f5c\u4e00\u6b21\u6027\u5de5\u5177\uff0c\u5f00\u53d1\u8005\u5fc5\u987b\u601d\u8003\u5982\u4f55\u5c06\u5176\u5d4c\u5165\u7528\u6237\u66f4\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u6210\u4e3a\u89c6\u9891\u4fe1\u606f\u5904\u7406\u7684\u67a2\u7ebd\uff0c\u800c\u975e\u7ec8\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\">YouTube Transcript Tool<\/span>\n <\/div>\n<div class=\"comment-content\">Convert any YouTube video into text instantly. Paste a link and get the full transcript in seconds. Copy, download, or export as TXT. No signup, no limits, completely free. Perfect for saving time, taking notes, creating content, or quickly understanding long videos without watching everything. Fast, simple, and built for everyday use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b,<\/p>\n<p>I built getyoutubetext.com because I kept needing transcripts from YouTube videos, and most tools were either slow, cluttered, or behind a paywall.<\/p>\n<p>This is a simple tool where you paste a YouTube link and instantly get the full transcript. You can copy it, download it, or quickly scan it instead of watching the entire video.<\/p>\n<p>It\u2019s completely free and doesn\u2019t require signup.<\/p>\n<p>I\u2019m planning to add more features like better summaries and search inside transcripts.<\/p>\n<p>Would really appreciate your feedback on what to improve or add next.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey everyone, do not forget to add your feedback if you use the tool please. Would help me improve it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_mukund_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_mukund_<\/a> Just instant transcripts when you need them. For creators who repurpose videos into posts\/blogs, would there be speaker labels or timestamps in upcoming features to make scanning even faster? Or are they already available? Great build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be interesting to know if you’re planning to add search inside transcripts or highlights. <\/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\/@jacob_reed3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob_reed3<\/a> So the search is there you can search and it’ll highlight the keyword<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Transcripts are so underused For research and repurposing. does it handle non-English videos as well? \ufffc<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> Yes if the video has a transcript in any other language it handles it. I am going to add a language feature as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Free instant transcripts without a paywall or queue is the right starting point. Most tools cap you at a few videos then push a subscription. The real test is whether this handles videos without built-in captions, since that’s where most free options fall apart.<\/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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Thank you so much, trying my best!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly the no-signup thing sold me immediately. Every tool like this I’ve come across either hits you with a paywall after video #3 or makes you create an account just to see if it even works. This one just… works. Paste the link, get the transcript, done.<\/p>\n<p>Only tried it once but it did exactly what it said it would. No complaints there.<\/p>\n<p>One thing I kept wanting while using it, autoscroll synced to the video. So as the video plays, the transcript follows along automatically. Would make it way more useful for following along in real time rather than just grabbing the text and leaving. A “click a line, jump to that timestamp” feature would be a nice bonus too.<\/p>\n<p>Good stuff, keep building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryszard_wisniewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryszard_wisniewski<\/a> Thanks, feedback noted am going to add this for sure the transcripts synced to vid with autoscroll and the click a line jump to that timestamp. thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah! I was looking for this tool. I needed to create content based on videos and it simplyfies x100 that process. Happy to see you helping on this!!! 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> Thank you so much man!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would you consider sharing it as open source?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello <br \/>this is amazing, i never thought that this kind of link will allow to have transcription so easy just link and get think is really surprising. i didnt spend time so I came back here to say Thanks. (this is as user)<\/p>\n<p>You build very powerful tool, clean landing page means – land on page, get task done in sec and move on. very very simple. <\/p>\n<p>I am not sure weather its useful or not for you but users will copy text and go to AI to get required summaries or sections or get task done. so may be you can consider for the next step as well. <\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool tool. I use CLI to download my videos to transcript for my RAG. One feature you could add is to collate the text every 30 seconds for RAG – this is my chat <a href=\"https:\/\/dosa.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dosa.dev<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naveenkumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naveenkumar<\/a> can you please tell me what you mean by collate the text every 30 seconds for RAG?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@_mukund_ e.g <\/p>\n<p>00:00 hello \u2026..<br \/>\n00:30 I\u2019m a robot <\/p>\n<p>In this format \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/BLTHPMMFEIFG3P\" class=\"app-title\">MacNotch<\/a><\/p>\n<div class=\"one-liner\">Turn your MacBook notch into a modular dashboard<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MacNotch\u5c06MacBook\u7684\u5c4f\u5e55\u5218\u6d77\u53d8\u4e3a\u6a21\u5757\u5316\u4eea\u8868\u76d8\uff0c\u5728\u65e0\u9700\u5207\u6362\u7a97\u53e3\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u9891\u7e41\u67e5\u770b\u4fe1\u606f\u3001\u5feb\u901f\u6267\u884c\u6587\u4ef6\u64cd\u4f5c\u7b49\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\/767d16ee-a05b-4e21-b11d-c587bd7a1f17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07294d54-e2bb-4401-ae74-67f863cada41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0c1faa5-7185-4def-8603-f4342a2b06cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b25b87f-7366-4641-985f-5fb628b8f4ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65486d87-48c9-4de8-8de0-84d714d364c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56260237-3d4d-4a46-9223-9fd81b361855.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b54b37a2-e212-43f7-9873-8f144728f255.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59df2b7c-15d5-4835-a2f3-5643119cd2e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fade7c2d-54aa-4d8e-82b3-d7525b12e7d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a56efacd-fe61-4199-a679-14d1964d84df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de4d9235-a256-437c-87ac-f633945c1b89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e912cdb-122e-4b71-95bc-c10cbd42f844.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24cc6ece-d1a8-4374-a130-65e3367ffbf5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1912f475-bfb1-43d7-93af-5d4093d40239.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08062bd0-d96c-47aa-9600-0c1a57e29341.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0833ad3a-5f63-4f72-97e4-86b26288790b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">MacBook\u5218\u6d77\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u6a21\u5757\u5316\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5feb\u6377\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e00\u7ad9\u5f0f\u4fe1\u606f\u805a\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u521b\u610f\u6709\u8da3\uff0c\u4f46\u4e3b\u8981\u62c5\u5fe7\u96c6\u4e2d\u5728\u83dc\u5355\u680f\u7a7a\u95f4\u5360\u7528\u3001\u5c55\u5f00\/\u6298\u53e0\u540e\u7684\u5b9e\u9645\u89c6\u89c9\u6548\u679c\u4e0d\u660e\u786e\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u89e3\u91ca\u6298\u53e0\u540e\u5c3a\u5bf8\u4e0e\u539f\u751f\u5218\u6d77\u4e00\u81f4\uff0c\u5e76\u627f\u8bfa\u8865\u5145\u5c55\u793a\u622a\u56fe\u4e0e\u89c6\u9891\u3002\u90e8\u5206\u7528\u6237\u8d5e\u8d4f\u4e70\u65ad\u5236\u4e0e\u975e\u8ba2\u9605\u6a21\u5f0f\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 MacNotch\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u201c\u53d8\u5e9f\u4e3a\u5b9d\u201d\uff0c\u8bd5\u56fe\u5c06\u82f9\u679c\u786c\u4ef6\u8bbe\u8ba1\u4e0a\u9887\u5177\u4e89\u8bae\u7684\u5218\u6d77\u533a\u57df\uff0c\u4ece\u89c6\u89c9\u59a5\u534f\u626d\u8f6c\u4e3a\u529f\u80fd\u8d44\u4ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\uff08\u5929\u6c14\u3001\u8ba1\u65f6\u5668\u7b49\u5747\u6709\u72ec\u7acb\u5e94\u7528\u66ff\u4ee3\uff09\uff0c\u800c\u5728\u4e8e\u521b\u9020\u4e86\u4e00\u4e2a**\u9ad8\u89e6\u8fbe\u3001\u4f4e\u5e72\u6270\u7684\u201c\u96f6\u7ea7\u83dc\u5355\u201d**\u2014\u2014\u4f4d\u4e8e\u7528\u6237\u89c6\u89c9\u7126\u70b9\u81ea\u7136\u843d\u70b9\u7684\u5218\u6d77\u533a\u57df\uff0c\u5b9e\u73b0\u4e86\u4fe1\u606f\u7684\u201c\u9884\u52a0\u8f7d\u201d\u4e0e\u64cd\u4f5c\u7684\u201c\u77ed\u8def\u5f84\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e24\u4e2a\u8106\u5f31\u7684\u5e73\u8861\uff1a\u4e00\u662f\u4e0e\u7cfb\u7edf\u83dc\u5355\u680f\u7684**\u7a7a\u95f4\u535a\u5f08**\uff0c\u5218\u6d77\u533a\u57df\u672c\u5c31\u4fb5\u5360\u72b6\u6001\u680f\u7a7a\u95f4\uff0c\u8be5\u5e94\u7528\u867d\u58f0\u79f0\u6298\u53e0\u540e\u5c3a\u5bf8\u4e00\u81f4\uff0c\u4f46\u5c55\u5f00\u540e\u5fc5\u7136\u52a0\u5267\u83dc\u5355\u680f\u56fe\u6807\u4e89\u593a\u6218\uff0c\u8fd9\u4e0e\u6838\u5fc3\u7528\u6237\uff08\u6548\u7387\u8ffd\u6c42\u8005\uff09\u7684\u9700\u6c42\u5b58\u5728\u6839\u672c\u51b2\u7a81\u3002\u4e8c\u662f**\u529f\u80fd\u805a\u5408\u7684\u201c\u5ea6\u201d**\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u5f00\u53d1\u8005\u610f\u56fe\u5c06\u5176\u6253\u9020\u6210\u201c\u5de5\u5177\u7bb1\u201d\uff0c\u4f46\u8fc7\u5ea6\u5806\u780c\u6a21\u5757\u53ef\u80fd\u4f7f\u5176\u6ca6\u4e3a\u81c3\u80bf\u7684\u201c\u63a7\u5236\u4e2d\u5fc3\u201d\uff0c\u4e27\u5931\u8f7b\u91cf\u3001\u5373\u7528\u7684\u521d\u8877\uff0c\u4e0e\u7cfb\u7edf\u539f\u751f\u901a\u77e5\u4e2d\u5fc3\u6216LaunchBar\u7b49\u4e13\u4e1a\u542f\u52a8\u5668\u76f8\u6bd4\u4f18\u52bf\u6a21\u7cca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u4eae\u70b9\u5728\u4e8e**\u539f\u751fSwift\u5f00\u53d1\u5e26\u6765\u7684\u7cfb\u7edf\u7ea7\u6574\u5408\u4f53\u9a8c**\uff08\u5982\u76f4\u63a5\u62d6\u653e\u6587\u4ef6\u81f3\u5218\u6d77\u5904\u7406\uff09\uff0c\u4ee5\u53ca\u5c06\u62bd\u8c61\u64cd\u4f5c\uff08\u5982AirDrop\uff09\u8d4b\u4e88\u4e00\u4e2a\u5177\u8c61\u3001\u6709\u8da3\u7684\u5b9e\u4f53\u4ea4\u4e92\u70b9\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u7cfb\u7edf\u73a9\u5177\u201d\u800c\u975e\u751f\u4ea7\u529b\u9769\u547d\u3002\u5176\u957f\u671f\u751f\u5b58\u7684\u5173\u952e\uff0c\u5e76\u975e\u65e0\u9650\u589e\u52a0\u6a21\u5757\uff0c\u800c\u662f\u80fd\u5426\u56f4\u7ed5\u201c\u5218\u6d77\u201d\u8fd9\u4e00\u72ec\u7279\u533a\u4f4d\uff0c\u6316\u6398\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u7b26\u5408\u808c\u8089\u8bb0\u5fc6\u7684\u4ea4\u4e92\u8303\u5f0f\uff08\u5982\u62d6\u653e\u5904\u7406\uff09\uff0c\u5426\u5219\u6781\u6613\u5728\u65b0\u9c9c\u611f\u8fc7\u540e\u88ab\u5378\u8f7d\u3002\u5f00\u53d1\u8005\u5bf9\u4e70\u65ad\u5236\u7684\u575a\u6301\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u8fd9\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4e5f\u9650\u5236\u4e86\u5176\u6301\u7eed\u8fed\u4ee3\u548c\u751f\u6001\u6784\u5efa\u7684\u52a8\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\">MacNotch<\/span>\n <\/div>\n<div class=\"comment-content\">MacNotch turns your MacBook notch into a modular dashboard. Weather, music, calendar, tasks, notes, Pomodoro timer, Bluetooth devices, system monitor, translation, app shortcuts, reminders, daily quotes and more, all at a glance, right where your eyes already go. Drag files onto the notch to AirDrop, zip, convert, or send to iCloud. Lightweight, native Swift, and designed to feel like it belongs on macOS.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly? I just wanted the notch to earn its keep. MacNotch has grown into this big toolbox of things I hope you\u2019ll actually use. I spent ages on the \u201cdoes this feel native?\u201d question, like it belongs on the Mac, not like a hack. Hope I\u2019m in the ballpark. I\u2019m not done: new releases are coming to make it smoother and more capable. And I\u2019m genuinely open to input, so if you\u2019ve got a wish list or a \u201cthis drives me nuts,\u201d send it my way.<\/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>That’s an interesting idea, but in my case, I already don’t have enough space on my MacBook for all the icons I’d like to have in the top bar, and an app like that would take up even more space… the screenshots show only a few items from the app menu – what happens if there are more?<\/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\/@szymon_kadzielawa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@szymon_kadzielawa<\/a> Thanks for your comment Szymon. That is a great question and totally fair point.<\/p>\n<p>When retracted, MacNotch takes exactly the same amount of space as your Mac\u2019s notch.<\/p>\n<p>If you already have many menu bar icons, some can sit under that notch area, but only while you interact with MacNotch. <br \/>The rest of the time, it stays compact and doesn\u2019t permanently compete with your top bar space.<\/p>\n<p>If you\u2019re not already using one, I can also recommend a few good top bar app hiders, they do a great job at managing your top bar space.<\/p>\n<p>You can also try MacNotch with the 14-day trial, and if it doesn\u2019t fit your needs, I\u2019m always open to suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@szymon_kadzielawa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@szymon_kadzielawa<\/a> yeah I would plus one on the need for screenshots showing what happens when this software is minimized\/hidden. And a simple YouTube video showing the same thing would be really helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really great and very creative! I love that it\u2019s one time purchase software and not subscription. <\/p>\n<\/p>\n<p>It would be useful if there were screenshots or if on the video on your homepage, you showed what it looks like when there are apps running because I\u2019m not clear if this overlays apps or if it actually takes up some of the top screen space. <\/p>\n<\/p>\n<p>And something showing it minimizing\/hiding and only showing the notch or something similar would be great. As it stands right now, it seems I have to install this to actually understand how it fully works, which isn\u2019t something customer should have to do. Great job though this looks really cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jasonrdunn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasonrdunn<\/a> Thank you so much for this feedback \ud83d\ude4c . I\u2019m really glad you appreciate the one-time purchase model. You\u2019re absolutely right about the visuals, I should make that clearer. I\u2019m going to add more screenshots, including how MacNotch looks when collapsed so it\u2019s easier to understand before installing. Quick note in the meantime: when collapsed, MacNotch stays the same size as the built-in notch, so it doesn\u2019t permanently take extra top bar space. Thanks again for taking the time to write this, it\u2019s super helpful and I really appreciate it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly bro this is just Fire.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@_mukund_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_mukund_<\/a> Haha thank you bro, really appreciate it \ud83d\ude4c Hope you enjoy using it, and if you try it, I\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\">This looks super interesting! I run out of space in my toolbar so this would be useful and cool<\/div>\n<div class=\"comment-actions\">\n<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\/@eddiejaoude\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eddiejaoude<\/a> Thank you for the nice comment! I hope you’ll enjoy using MacNotch. I\u2019d love to hear your feedback, and there\u2019s a dedicated feedback module right inside the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wish if we could have something similar for the windows too, I do use the Power toys but it is not as cool as this one, is this supported for ipads too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thanks for your comment, Nayan, I really appreciate it. For now it\u2019s Mac-only (no Windows or iPad support yet). I\u2019m putting all my energy into making the macOS experience great first, then I\u2019ll see where it can go next. Honestly, I\u2019m not even sure it would feel natural on Windows \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone is choosing between MacNotch and apps like NotchNook or NotchHub, what are the 2\u20133 concrete differences that matter in daily use (performance model, customization depth, modules, pricing), and who is each product \u201cfor\u201d in your view?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>As a Mac developer myself, I always felt like the notch was just wasted space. Really cool to see someone turn it into something actually useful. Being able to drag files onto it for AirDrop and zip is super practical. Love that it’s built native in Swift. Definitely going to give it a try. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AZGMJC4IE2K3FK\" class=\"app-title\">Trivia by Typito AI<\/a><\/p>\n<div class=\"one-liner\">Create viral quiz & trivia videos with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u3001\u8425\u9500\u4eba\u5458\u5728\u65e0\u9700\u526a\u8f91\u6280\u80fd\u7684\u573a\u666f\u4e0b\uff0c\u5feb\u901f\u751f\u6210\u9ad8\u4e92\u52a8\u6027\u7684\u95ee\u7b54\/\u77e5\u8bc6\u6d4b\u8bd5\u7c7b\u77ed\u89c6\u9891\uff0c\u89e3\u51b3\u5185\u5bb9\u5438\u5f15\u529b\u548c\u5236\u4f5c\u6548\u7387\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\/d7d9e753-24a2-4808-8de2-9418e8da29b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cc65163-61d7-48c1-ac87-a6789c32b209.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d9004a8-9fa9-442a-b2c3-d1611459a07b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7418908e-a368-4921-a3ae-6d85c7a50bb4.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\/31170a37-be01-4a50-84e6-d2baa04c9850.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/43Zl0gDGf9Y\"><source src=\"https:\/\/www.youtube.com\/shorts\/43Zl0gDGf9Y\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u95ee\u7b54\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u7f16\u8f91<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u75db\u70b9\u7684\u4ef7\u503c\u4e0e\u6613\u7528\u6027\uff0c\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u4e8e\uff1a1. \u5e0c\u671b\u652f\u6301\u57fa\u4e8e\u7279\u5b9aURL\u751f\u6210\u5185\u5bb9\uff1b2. \u9700\u589e\u5f3a\u5bf9\u5185\u5bb9\u98ce\u683c\u3001\u96be\u5ea6\u3001\u5782\u76f4\u5ea6\u7684\u8c03\u63a7\u80fd\u529b\uff1b3. \u63a2\u8ba8B2B\u5e94\u7528\u573a\u666f\uff08\u5ba2\u6237\u6559\u80b2\u3001\u5efa\u7acb\u601d\u60f3\u9886\u5bfc\u529b\uff09\u4e0e\u4e92\u52a8\u5f62\u5f0f\uff08\u5982\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\uff09\u7684\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Trivia by Typito AI \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5185\u5bb9\u7b97\u6cd5\u9a8c\u8bc1\u7684\u201c\u6d41\u91cf\u5bc6\u7801\u201d\uff1a\u4ee5\u63d0\u95ee\u5f62\u5f0f\u622a\u505c\u7528\u6237\u6eda\u52a8\uff0c\u672c\u8d28\u662f\u4ea7\u54c1\u5316\u4e86\u4e00\u79cd\u9ad8\u4e92\u52a8\u6027\u7684\u5185\u5bb9\u8303\u5f0f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u6280\u5f0f\u7684AI\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u53d1\u73b0\u6709\u6548\u6a21\u5f0f-\u62c6\u89e3\u5236\u4f5c\u6d41\u7a0b-\u5b9e\u73b0\u81ea\u52a8\u5316\u201d\u8fd9\u4e00\u521b\u4f5c\u8005\u9690\u6027\u7684\u7ecf\u9a8c\u8ba4\u77e5\uff0c\u5c01\u88c5\u6210\u4e86\u4e00\u4e2a\u5373\u63d2\u5373\u7528\u7684\u6807\u51c6\u5316\u5de5\u5177\uff0c\u964d\u4f4e\u4e86\u4e92\u52a8\u89c6\u9891\u7684\u521b\u4f5c\u95e8\u69db\u548c\u8bd5\u9519\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u9996\u5148\uff0c\u5176\u5185\u5bb9\u751f\u6210\u903b\u8f91\u9ad8\u5ea6\u4f9d\u8d56\u901a\u7528\u4e3b\u9898\u8f93\u5165\uff0c\u8fd9\u6781\u6613\u5bfc\u81f4\u8f93\u51fa\u5185\u5bb9\u9677\u5165\u201c\u6cdb\u5a31\u4e50\u5316\u201d\u6216\u201c\u5e38\u8bc6\u6027\u91cd\u590d\u201d\uff0c\u4e0e\u7528\u6237\u8ffd\u6c42\u72ec\u7279\u54c1\u724c\u8c03\u6027\u548c\u6df1\u5ea6\u5782\u76f4\u5185\u5bb9\u7684\u9700\u6c42\u4ea7\u751f\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8c03\u63a7\u96be\u5ea6\u3001\u98ce\u683c\u3001\u5782\u76f4\u5ea6\u201d\u7684\u8ffd\u95ee\uff0c\u76f4\u6307\u5176AI\u6a21\u578b\u5728\u7406\u89e3\u7ec6\u5206\u9886\u57df\u77e5\u8bc6\u548c\u9002\u914d\u591a\u5143\u8bed\u5883\u4e0a\u7684\u80fd\u529b\u8fb9\u754c\u3002\u5176\u6b21\uff0c\u5f53\u524d\u201c\u89c6\u9891\u8f93\u51fa\u201d\u7684\u5f62\u6001\uff0c\u56fa\u7136\u9002\u914d\u73b0\u6709\u793e\u4ea4\u5e73\u53f0\uff0c\u4f46\u4e5f\u56fa\u5316\u4e86\u5176\u4f5c\u4e3a\u201c\u5185\u5bb9\u751f\u4ea7\u8d44\u6599\u201d\u7684\u5b9a\u4f4d\uff0c\u7565\u663e\u88ab\u52a8\u3002\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u7684\u201c\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\u201d\u65b9\u5411\uff0c\u6216\u8bb8\u624d\u662f\u5c06\u201c\u6d4b\u8bd5\u201d\u4f53\u9a8c\u95ed\u73af\u3001\u6c89\u6dc0\u7528\u6237\u6570\u636e\u3001\u4e43\u81f3\u5411\u8f7b\u91cf\u7ea7SaaS\u5de5\u5177\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u5de7\u5999\u6e38\u8d70\u4e8eB2C\u5185\u5bb9\u521b\u4f5c\u4e0eB2B\u54c1\u724c\u8425\u9500\u4e4b\u95f4\u3002B2B\u7528\u4f8b\u7684\u8ba8\u8bba\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u4e92\u52a8\u5316\u5185\u5bb9\u8425\u9500\u5de5\u5177\u201d\u7684\u6f5c\u529b\uff0c\u4f46\u5982\u4f55\u4ece\u751f\u6210\u8da3\u5473 trivia \u5347\u7ea7\u4e3a\u4ea7\u51fa\u4e0e\u884c\u4e1a\u77e5\u8bc6\u3001\u4ea7\u54c1\u4ef7\u503c\u6df1\u5ea6\u7ed1\u5b9a\u7684\u201c\u4e13\u4e1a\u7ea7\u4e92\u52a8\u5185\u5bb9\u201d\uff0c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u7a81\u7834\u5de5\u5177\u5c5e\u6027\u3001\u5efa\u7acb\u66f4\u9ad8\u58c1\u5792\u7684\u6838\u5fc3\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u601d\u8def\u6e05\u6670\u3001\u5207\u5165\u70b9\u7280\u5229\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u5176\u957f\u671f\u751f\u547d\u529b\u5c06\u53d6\u51b3\u4e8eAI\u751f\u6210\u5185\u5bb9\u7684\u8d28\u91cf\u6df1\u5ea6\u4e0e\u53ef\u5b9a\u5236\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u4ece\u201c\u89c6\u9891\u751f\u6210\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u4e92\u52a8\u4f53\u9a8c\u6784\u5efa\u5e73\u53f0\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\">Trivia by Typito AI<\/span>\n <\/div>\n<div class=\"comment-content\">Most videos get ignored, but quiz videos don\u2019t. Why? Because they ask a question, and your brain wants the answer. Trivia by Typito AI helps you create high-retention videos in seconds. Just enter a topic and it generates questions and answers, clean visuals, and ready-to-post videos for social platforms. No editing skills needed and no blank page problem. Built for creators, marketers, and anyone trying to win attention on short-form video\u2014just hit export.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I\u2019m Matthew, one of the makers of Trivia by Typito AI.<br \/>\nWe\u2019ve spent years building video tools \u2014 and one pattern kept showing up:<br \/>\n\ud83d\udc49 The videos that consistently perform\u2026 are the ones that ask a question.<br \/>\nTrivia, quizzes, \u201cguess what happens next\u201d \u2014 they pull you in.<\/p>\n<p>But creating these videos repeatedly is surprisingly painful:<br \/>\n\u2022 Coming up with questions<br \/>\n\u2022 Structuring them visually<br \/>\n\u2022 Getting timing right<\/p>\n<p>So we built Trivia to remove all of that.<br \/>\nYou give it a topic \u2192 it generates a ready-to-post quiz video.<\/p>\n<p>We\u2019re still early, and I\u2019d genuinely love your feedback: What worked? What felt off? Where did it break? <\/p>\n<p>Our team will be around all day \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tmatthewj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmatthewj<\/a> Really interesting concept, Matthew! You\u2019re hitting a pain point I see constantly in the HR world, teams want to engage their audience but they\u2019re bogged down by the ‘manual’ overhead of creating it.<\/p>\n<\/p>\n<p>I\u2019m also launching <strong>AspectOS<\/strong> today; we\u2019re both on a mission to help busy professionals stop ‘managing from memory’ (or manual editing!) and move toward a more automated, high-impact flow.<\/p>\n<\/p>\n<p>Dropped an upvote, hope you hit the Top 5 today! Quick question: Can the AI pull from a specific URL to generate the trivia, or is it purely topic-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one of the simplest products i have used.<br \/>Prompt -> minor edits -> Publish.<\/p>\n<p>All in under 3mins.<\/p>\n<p>Would highly recommend this for anyone who is looking to make trivia videos.<\/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\/@rohith_veerajappa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohith_veerajappa<\/a> Thank you thank you for your kind words \ud83e\udd17<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quiz videos are one of those things people don\u2019t scroll past, and packaging that into a quick workflow is actually useful.<\/p>\n<\/p>\n<p>How much can you tweak what it generates? Like tone, difficulty, or making it feel more niche instead of generic trivia.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@basim_ahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basim_ahmad<\/a> nice to hear from you. \u263a\ufe0f<\/p>\n<p>We let you control difficulty at generation time (along with the prompt \/ topic), and you can tweak the output as well. The tone and niche-ness also gets influenced a lot by the inputs and the edits you can make. <\/p>\n<p>But you’ve raised a good point – there’s certainly more room to go further on tone and niche specificity so it feels less generic 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>I love the idea of leveraging trivia to grab attention in short-form videos. I\u2019ve dabbled in video content creation, and keeping viewers engaged is a constant challenge. I see you\u2019ve automated question generation; how do you balance quiz complexity to maintain engagement without overwhelming the audience? Would love to hear more about your approach!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks for the question. For now, we leave it to the creator to determine whether the content would work for their audience (or if the right audience would them) since we don’t have a direct way to determine how engaged the audience is.<br \/>Something like a interactive player as the output instead of a video would open up a lot of possibilities.<br \/>But for just a video output, we’re still thinking of adding capabilities like quizzes with increasing difficulty, or other patterns of difficulty sequences or even just randomizing difficulty levels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice niche idea.<\/p>\n<p>One question, I see applications in the entertainment area. Are there business use-cases?<\/p>\n<p>How can a b2b brand benefit from a trivia video? Just curious<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aslamabbas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aslamabbas<\/a> There are two use-cases I’m seeing, that’s applicable for both B2B and B2C brands:<br \/>1\/ Educating customers<br \/>2\/ Positioning oneself as a thought leader<br \/>Each motivation kinda reinforces the other.<\/p>\n<p>Attaching a frame from a video where a YouTube ecosystem product uses a quiz video to engage with their customers, to give an idea.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b87fc369-da4e-49e1-9099-536f60b6bc11.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Few years back I also made YT channel QuizWizz with this concept only AI was not a major thing back then, but yes Quiz videos are actually engaging, but the quizzes should be around something that feels easy to solve but when you try it becomes confusing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thanks for sharing! And I totally agree. The moment it feels \u201cI should know this\u201d is where people stop scrolling and engage with the content.<\/p>\n<p>That\u2019s been a big learning for us as well. We\u2019re trying to systemize that a bit so people don\u2019t have to manually figure out what works every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations to the team! I had the chance to see product in action and it’s quite remarkable.<br \/>The funny thing is, I am very tempted to start creating quizzes myself on Instagram but I don’t know if I will have the time. I guess I have to just give it a shot. Sounds so much fun now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MLJOAI5FDVL7EB\" class=\"app-title\">slicer.dev<\/a><\/p>\n<div class=\"one-liner\">Copy interactive web components as AI prompts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>slicer.dev\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u80fd\u5c06\u7f51\u9875\u4e0a\u7684\u4ea4\u4e92\u5f0f\u7ec4\u4ef6\uff08\u542b\u7ed3\u6784\u3001\u72b6\u6001\u3001\u52a8\u753b\uff09\u63d0\u53d6\u4e3a\u7cbe\u51c6\u7684AI\u63d0\u793a\u8bcd\u6216React\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\/\u8bbe\u8ba1\u5e08\u4ec5\u9760\u622a\u56fe\u65e0\u6cd5\u8ba9AI\u51c6\u786e\u590d\u73b0\u52a8\u6001\u7ec4\u4ef6\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\/0e1a0441-557b-486d-a59c-61335b0881e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/966e07d4-3f0f-4c8c-babf-306ac44b8121.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b539d02a-dd61-4c82-8075-cb71b3c6f203.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a115f5c3-5fe6-4b63-800a-227b37a0bbed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1dc3b9c-2ec8-4392-8de3-dd8de1357f01.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\/cf83b786-9cf1-4b57-a94d-c205ac2a9da3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/otkOA__NQgA\"><source src=\"https:\/\/youtu.be\/otkOA__NQgA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec4\u4ef6\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u6355\u6349<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u201c\u622a\u56fe\u590d\u73b0\u4e0d\u51c6\u201d\u7684\u771f\u5b9e\u75db\u70b9\uff0c\u5173\u6ce8\u662f\u5426\u514d\u8d39\uff08\u76ee\u524d\u6709\u514d\u8d39\u989d\u5ea6\uff09\u3001\u80fd\u5426\u6355\u83b7\u4ea4\u4e92\/\u72b6\u6001\/\u52a8\u753b\uff08\u786e\u8ba4\u652f\u6301\uff09\u3001\u5bf9\u52a8\u6001\u7ec4\u4ef6\u548c\u5404\u7c7bUI\u5e93\u7684\u517c\u5bb9\u6027\u3002\u5f00\u53d1\u8005\u900f\u9732V2.0\u5c06\u652f\u6301\u7ec4\u4ef6\u53bb\u54c1\u724c\u5316\u3001\u91cd\u65b0\u8bbe\u8ba1\u548c\u6837\u5f0f\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n slicer.dev\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5728\u201c\u6240\u89c1\u201d\u4e0e\u201c\u6240\u5f97\u201d\u4e4b\u95f4\u642d\u5efa\u7ed3\u6784\u5316\u6570\u636e\u6865\u6881\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4ee3\u7801\u751f\u6210\uff0c\u800c\u662f\u5145\u5f53\u4e86\u4e00\u4e2a\u9ad8\u4fdd\u771f\u7684\u201c\u7ec4\u4ef6\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u5c06\u89c6\u89c9\u5c42\uff08HTML\/CSS\uff09\u3001\u4ea4\u4e92\u5c42\uff08JavaScript\u4e8b\u4ef6\uff09\u548c\u72b6\u6001\u903b\u8f91\uff0c\u7f16\u7801\u6210AI\u80fd\u7cbe\u51c6\u7406\u89e3\u7684\u63d0\u793a\u8bcd\u6216\u76f4\u63a5\u53ef\u7528\u7684React\u4ee3\u7801\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u7f16\u7a0bAgent\u63d0\u4f9b\u201c\u6807\u51c6\u5316\u7684\u89c6\u89c9\u9700\u6c42\u8bf4\u660e\u4e66\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u751f\u6210UI\u7684\u74f6\u9888\u5f80\u5f80\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u9700\u6c42\u63cf\u8ff0\u7684\u6a21\u7cca\u6027\u3002\u5f00\u53d1\u8005\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e00\u4e2a\u4ea4\u4e92\u52a8\u753b\uff0c\u6216\u8bd5\u56fe\u8ba9AI\u7406\u89e3\u622a\u56fe\u4e2d\u7684\u72b6\u6001\u5207\u6362\uff0c\u4fe1\u606f\u635f\u8017\u6781\u5927\u3002slicer.dev\u901a\u8fc7\u6280\u672f\u624b\u6bb5\uff08\u63a8\u6d4b\u662f\u5206\u6790DOM\u3001\u6837\u5f0f\u548c\u4e8b\u4ef6\u76d1\u542c\uff09\u5c06\u7ec4\u4ef6\u201c\u89e3\u6784\u201d\u4e3a\u7ed3\u6784\u5316\u6570\u636e\uff0c\u6781\u5927\u538b\u7f29\u4e86\u4fe1\u606f\u71b5\uff0c\u4f7f\u5f97\u540e\u7eed\u7684AI\u751f\u6210\u6216\u4ee3\u7801\u8f6c\u6362\u5177\u5907\u4e86\u9ad8\u4fdd\u771f\u7684\u57fa\u7840\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u6280\u672f\u5929\u82b1\u677f\u9ad8\uff1a\u7f51\u9875\u7ec4\u4ef6\u6280\u672f\u6808\u7e41\u6742\uff08\u5404\u7c7b\u6846\u67b6\u3001\u81ea\u5b9a\u4e49Web Components\uff09\uff0c\u4ea4\u4e92\u903b\u8f91\u6df1\u6d45\u4e0d\u4e00\uff0c\u80fd\u5426\u7a33\u5b9a\u3001\u901a\u7528\u5730\u63d0\u53d6\u590d\u6742\u7ec4\u4ef6\uff08\u5982\u4f9d\u8d56\u5168\u5c40\u72b6\u6001\u7ba1\u7406\u7684\uff09\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u4e24\u7aef\uff1a\u65e2\u8981\u4e3a\u7528\u6237\u63d0\u4f9b\u8db3\u591f\u597d\u7684\u63d0\u53d6\u6548\u679c\uff0c\u53c8\u9700\u5c06\u7528\u6237\u5bfc\u5411Lovable\u3001Cursor\u7b49\u7279\u5b9aAI\u6784\u5efa\u5de5\u5177\uff0c\u5176\u4ef7\u503c\u4e0e\u8fd9\u4e9b\u4e0b\u6e38\u5de5\u5177\u7684\u751f\u6001\u7ed1\u5b9a\u8f83\u6df1\u3002\u6700\u540e\uff0c\u5b83\u89e3\u51b3\u7684\u662f\u201c\u590d\u5236\u201d\u95ee\u9898\uff0c\u800c\u975e\u201c\u521b\u9020\u201d\u95ee\u9898\uff0c\u5176\u5929\u82b1\u677f\u5728\u4e8e\u4f18\u79c0\u5f00\u6e90\u7ec4\u4ef6\u5e93\u548cAI\u81ea\u8eab\u751f\u6210\u80fd\u529b\u7684\u8fdb\u5316\u901f\u5ea6\u3002\u82e5\u672a\u6765AI\u80fd\u901a\u8fc7\u7b80\u5355\u622a\u56fe\u6216\u63cf\u8ff0\u5c31\u751f\u6210\u9ad8\u8d28\u91cf\u4ea4\u4e92\u7ec4\u4ef6\uff0c\u6b64\u7c7b\u5de5\u5177\u7684\u4e2d\u95f4\u4ef6\u4ef7\u503c\u5c06\u88ab\u524a\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u77ed\u671f\u5185\uff0c\u5b83\u786e\u5b9e\u4e3a\u90a3\u4e9b\u201c\u7075\u611f\u6765\u6e90\u4e8e\u73b0\u6709\u7f51\u7ad9\u201d\u7684\u5feb\u901f\u539f\u578b\u5f00\u53d1\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u6d41\u7545\u4f53\u9a8c\u3002\u5176\u89c4\u5212\u76842.0\u7248\u672c\uff08\u53bb\u54c1\u724c\u5316\u3001\u6837\u5f0f\u5e94\u7528\uff09\u663e\u793a\u4e86\u5411\u201c\u7ec4\u4ef6\u518d\u521b\u4f5c\u5e73\u53f0\u201d\u6f14\u8fdb\u7684\u91ce\u5fc3\uff0c\u8fd9\u6216\u8bb8\u662f\u5176\u7a81\u7834\u5de5\u5177\u5b9a\u4f4d\uff0c\u5efa\u7acb\u66f4\u6df1\u62a4\u57ce\u6cb3\u7684\u5173\u952e\u4e00\u6b65\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\">slicer.dev<\/span>\n <\/div>\n<div class=\"comment-content\">Designers save references. This turns them into prompts. Extract any component from any website with interactions, animations, structure, states – and get a ready-to-use prompt for Lovable, Cursor, Claude Code, or wherever you build.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, fellow builders and vibecoders!<\/p>\n<\/p>\n<p>When we build websites, we all start with inspiration: we find website we like, we screenshot it and we forward it to our designers or paste to vibecoding tools, hoping it will be fully recreated with 100% accuracy so that we can iterate it further. But it rarely is.<\/p>\n<p>A screenshot does not capture interactions, animations, states. It’s impossible for AI to recreate something from a flat image.<\/p>\n<p><a href=\"http:\/\/slicer.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">slicer.dev<\/a> solves that: it copies all the information beyond a screenshot that makes a component interactive. On top of that it gives you React code or AI prompt that will create a reusable component in your project.<\/p>\n<\/p>\n<p>Works very simply: open browser extension \u2192 select a component \u2192 generate and copy the prompt (or a react code!)<\/p>\n<\/p>\n<p>Version 2.0 is already in works where you will be able to debrand\/redesign\/merge\/apply style for extracted components.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks exciting! Is it free?<\/div>\n<div class=\"comment-actions\">\n<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\/@danischenker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danischenker<\/a> Given I need use AI to generate code\/prompt, I incur costs, so I cannot offer it for free. But you get a few exports for free to try when you sign up.<\/p>\n<\/p>\n<p>Also I’d be happy to exchange feedback for extra extractions :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a problem I run into all the time. I see a component on a site, screenshot it, paste it into my AI tool, and the output never quite matches. Always felt like there should be a better way than just screenshotting and hoping for the best. Bookmarked. Congrats on the launch, Daumantas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Smart approach. The gap between “I see a component I like” and getting my agent to reproduce it is still way too big. Screenshots lose all the interactive behavior.<\/p>\n<\/p>\n<p>Does it capture state and interactions too, or mainly the visual structure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jarmo_tuisk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarmo_tuisk2<\/a> interactions, states and animations! Also responsiveness:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 fits a real gap – grabbing a component and getting a prompt that actually reproduces it is way better than describing it from scratch. Does it handle dynamic state or just the static render?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> capture states too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey this is actually pretty neat!<\/p>\n<\/p>\n<p>Does it work with motion and basically all UI library components (MagicUI, React bits, etc)?<\/p>\n<\/p>\n<p>Either way, upvoted and I wish you a great launch Daumantas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a> thanks!<\/p>\n<\/p>\n<p>Yeah it does! Scroll animations are not supported yet, but ones that are triggered by hovers or automated works!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NJGRGP6ATEUXEO\" class=\"app-title\">Replay: Life Timeline<\/a><\/p>\n<div class=\"one-liner\">A visual timeline of where you’ve been<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6781\u7b80\u7684iOS\u5e94\u7528\uff0c\u901a\u8fc7\u81ea\u52a8\u8ffd\u8e2a\u7528\u6237\u4f4d\u7f6e\u5e76\u5728\u8bbe\u5907\u672c\u5730\u6784\u5efa\u53ef\u89c6\u5316\u65f6\u95f4\u8f74\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u56de\u987e\u884c\u7a0b\u3001\u8bb0\u5f55\u65c5\u884c\u8f68\u8ff9\u65f6\u5bf9\u9690\u79c1\u6cc4\u9732\u548c\u6570\u636e\u540c\u6b65\u4e0d\u4fbf\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\/22663663-c04b-47a6-b78c-c36c230b748a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89b6f2ea-6c07-462c-8e29-97cb3d60bfc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9391864c-f534-48c6-81cc-4f7434a828d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00161e8b-8f0f-4c97-bc06-74693bf268b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dab0d0d5-245b-4d3b-95e1-1d32eddbc2e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a935fcd-1b7a-4c2b-a9a7-78dcdcb6ba72.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\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Privacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u65f6\u95f4\u8f74<\/span><br \/>\n <span class=\"tag\">\u4f4d\u7f6e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e70\u65ad<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">Google\u65f6\u95f4\u8f74\u66ff\u4ee3\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u9690\u79c1\u4fdd\u62a4\uff08\u6570\u636e\u672c\u5730\u5316\uff09\u548c\u4e00\u6b21\u6027\u4e70\u65ad\u6a21\u5f0f\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u7167\u7247\u4e0e\u65f6\u95f4\u8f74\u66f4\u6df1\u5ea6\u6574\u5408\u3001\u8be2\u95ee\u65f6\u95f4\u8f74\u51c6\u786e\u6027\u53ca\u4e0eGoogle\u65f6\u95f4\u8f74\u7684\u6570\u636e\u5bfc\u5165\u53ef\u80fd\u6027\u3001\u5efa\u8bae\u589e\u52a0iCloud\u5907\u4efd\u529f\u80fd\uff0c\u5e76\u63a2\u8ba8\u4e86\u5176\u4e0e\u82f9\u679c\u201c\u65e5\u8bb0\u201d\u7b49\u5e94\u7528\u7684\u534f\u540c\u4f7f\u7528\u573a\u666f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Replay\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u7528\u6237\u6570\u636e\u4e3b\u6743\u548c\u5546\u4e1a\u6a21\u5f0f\u7684\u201c\u4ef7\u503c\u56de\u5f52\u201d\u3002\u5728\u8c37\u6b4c\u65f6\u95f4\u8f74\u56e0\u9690\u79c1\u3001\u540c\u6b65\u548c\u4f53\u9a8c\u95ee\u9898\u8ba9\u7528\u6237\u75b2\u60eb\u4e0d\u582a\u65f6\uff0cReplay\u796d\u51fa\u4e86\u201c\u6570\u636e\u6c38\u4e0d\u79bb\u5f00\u8bbe\u5907\u201d\u548c\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u8fd9\u4e24\u9762\u6700\u76f4\u63a5\u7684\u65d7\u5e1c\uff0c\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u529f\u80fd\u5356\u70b9\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u6570\u636e\u7ecf\u6d4e\u6cdb\u6ee5\u7684\u4e00\u79cd\u9053\u5fb7\u6279\u5224\u548c\u7b80\u6d01\u53cd\u6297\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u505a\u51cf\u6cd5\uff0c\u805a\u7126\u4e8e\u88ab\u52a8\u3001\u81ea\u52a8\u5316\u7684\u8f68\u8ff9\u8bb0\u5f55\uff0c\u5c06\u590d\u6742\u7684\u4f4d\u7f6e\u6570\u636e\u5904\u7406\u9690\u85cf\u5728\u540e\u53f0\uff0c\u524d\u7aef\u5448\u73b0\u6781\u7b80\u65f6\u95f4\u8f74\u3002\u8fd9\u6293\u4f4f\u4e86\u201c\u61d2\u4eba\u8bb0\u5f55\u201d\u7684\u6838\u5fc3\u9700\u6c42\u2014\u2014\u7528\u6237\u9700\u8981\u8bb0\u5fc6\u7684\u8f7d\u4f53\uff0c\u4f46\u538c\u6076\u8bb0\u5f55\u7684\u8d1f\u62c5\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u7eaf\u672c\u5730\u5e94\u7528\uff0c\u5176\u4ef7\u503c\u4e0e\u8bbe\u5907\u751f\u547d\u5468\u671f\u5f3a\u7ed1\u5b9a\uff0c\u6570\u636e\u4e22\u5931\u98ce\u9669\u548c\u8de8\u8bbe\u5907\u540c\u6b65\u7684\u7f3a\u5931\u662f\u7528\u6237\u4f53\u9a8c\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff0c\u5c3d\u7ba1\u5f00\u53d1\u8005\u63d0\u53caiCloud\u5907\u4efd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u2014\u2014\u4e00\u6b21\u6027\u4e70\u65ad\uff0c\u5728\u65e0\u540e\u7eed\u670d\u52a1\u6210\u672c\u7684\u60c5\u51b5\u4e0b\u770b\u4f3c\u9ad8\u5c1a\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u957f\u671f\u8fed\u4ee3\u548c\u670d\u52a1\u7684\u53ef\u6301\u7eed\u6027\u52a8\u529b\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u6301\u7eed\u66f4\u65b0\u7684\u5730\u56fe\u6570\u636e\u3001\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4f18\u5316\u7b49\u65b9\u9762\u662f\u5426\u5b58\u5728\u9690\u5f62\u6210\u672c\uff0c\u9700\u8981\u6253\u4e00\u4e2a\u95ee\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u5355\u7eaf\u7684\u65f6\u95f4\u8f74\uff0c\u800c\u662f\u671f\u5f85\u5b83\u6210\u4e3a\u201c\u6570\u5b57\u8bb0\u5fc6\u4e2d\u67a2\u201d\uff0c\u4e0e\u7167\u7247\u3001\u65e5\u8bb0\u6df1\u5ea6\u6574\u5408\u3002\u8fd9\u63d0\u793a\u4e86\u4ea7\u54c1\u7684\u672a\u6765\u65b9\u5411\uff1a\u4ece\u4e00\u4e2a\u9690\u79c1\u81f3\u4e0a\u7684\u5de5\u5177\uff0c\u6f14\u53d8\u4e3a\u4e00\u4e2a\u53ef\u4fe1\u8d56\u7684\u3001\u79c1\u4eba\u7684\u751f\u547d\u65e5\u5fd7\u5e73\u53f0\u3002\u4f46\u5fc5\u987b\u8b66\u60d5\u529f\u80fd\u8513\u5ef6\u7834\u574f\u5176\u6781\u7b80\u4e0e\u9690\u79c1\u7684\u7acb\u8eab\u4e4b\u672c\u3002\u603b\u4f53\u800c\u8a00\uff0cReplay\u662f\u4e00\u6b3e\u7406\u5ff5\u9886\u5148\u4e8e\u529f\u80fd\u7684\u4ea7\u54c1\uff0c\u5b83\u7528\u6700\u6734\u7d20\u7684\u65b9\u5f0f\u8d62\u5f97\u4e86\u9690\u79c1\u654f\u611f\u7528\u6237\u7684\u521d\u6b65\u4fe1\u4efb\uff0c\u4f46\u8981\u60f3\u4ece\u201c\u4e0d\u9519\u7684\u66ff\u4ee3\u54c1\u201d\u6210\u957f\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u53f0\u201d\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6838\u5fc3\u539f\u5219\u7684\u524d\u63d0\u4e0b\uff0c\u7a33\u5065\u5730\u89e3\u51b3\u6570\u636e\u6301\u4e45\u5316\u3001\u751f\u6001\u6574\u5408\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u95ee\u9898\uff0c\u5c06\u662f\u5176\u5fc5\u987b\u901a\u8fc7\u7684\u8bd5\u70bc\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Replay: Life Timeline<\/span>\n <\/div>\n<div class=\"comment-content\">Replay is an minimalistic iOS app that automatically tracks everywhere you go and builds a timeline of your day: every place you visited, how you got there, and how long you stayed. Replay keeps all your data entirely on your device with no account or sign-up required. Just download and start building your life timeline.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b\ud83c\udffb<\/p>\n<p>I’m the solo dev behind Replay and I am incredibly excited to launch it!<\/p>\n<p>Replay started as my frustration with Google Timeline. Syncing issues, privacy concerns, and an interface that never felt like something I’d actually want to open. I wanted something cleaner, private, and that just worked.<\/p>\n<p>Replay turns that into a beautiful & private timeline. Every place you visited, how long you stayed, how you got there. All stored on your device, no account needed, no data leaving your phone. <\/p>\n<p>Whether you’re a frequent traveler wanting to remember every stop on a trip, someone who’s just curious about their own patterns, or a former Google Timeline user looking for a real replacement, Replay is built for you.<\/p>\n<p>Currently Replay’s priced at $9.99 Lifetime ($4.99 for PHunters)! <strong>Pay once, keep forever<\/strong>. There is no reason for me to charge a monthly subscription as there are no costs incurred to run the app!<\/p>\n<p>I’d love to hear your feedback, feature requests, and any ideas you might have. Don’t forget to vote if you find it useful, and leave a review on the App Store if you gave it a try! Every bit of support means lots to me \ud83e\udee1<\/p>\n<p>Thanks so much for checking Replay out, feel free to ask any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> This is really compelling alternative to Google Timeline. The on device privacy angle alone makes it stand out in a big way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> Love the simplicity of the model. One time payment and no data leaving the device feels refreshing compared to most apps today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> This hits that sweet spot of privacy and usability \ud83d\udc4c Feels like something people would actually trust enough to use daily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 wanted this feature to be in google maps but they never added it this will help create memories of travel. Does this have gallery feature to sort pictures based on location?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thank you for commenting! Yes we have native photos integration with your library, and will automatically appear in the timeline based on the time period. You can see them in action in the 2nd and 4th screen shots!<\/p>\n<p>We’re also looking forward to improving the in-app photo experience, so photos can be “front-and-foremost” in the UI. Let me know what you think about the current display!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 is a nice idea. I can imagine using something like this for holidays, when it makes sense to attach memories and pics to a plan — for when you come back and a few weeks later are talking to someone about where you’ve been. Interestingly, just this week I was notified by the Apple’s built in Journal to do something similar at the end of a trip, i.e. save photos I’d taken and to add a note to capture a trip. I can see this fitting in nicely as an input to a journal entry as well. Good luck with the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@bhaskar_deol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhaskar_deol<\/a> Yep, that’s the major use case! For myself, I just leave Replay constantly running, and I also get the benefit of seeing how much time I spent at a place each month etc. at no hassle on my part! When it’s time for a holiday abroad I don’t have to remember to turn it on as it’s designed to be hands-free.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been testing Replay for a while now and I have enjoyed being able to just quickly look at my tracks for the day in an app that has been well thought out and offers a lot of detail. Oh, and thank you for the lifetime discount \u2013 purchased last night.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@craigcpaterson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@craigcpaterson<\/a> Thank you very much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Looking nice!<\/p>\n<p>How accurate is the timeline actually? I’m using the Google Timeline and it quite often gets confused with transportation type or also location data. <\/p>\n<p>I was using Google for years, I’m on iPhone only one year now. Would nice to import all my location data from the Google Timeline. Could that be possible?<\/p>\n<p>And what about iCloud sync? Don’t want to lose my location data for whatever reasons.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vuhrmeister\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vuhrmeister<\/a> Thank you! We\u2019re using a machine learning approach to classify each path to different transportation modes. We haven\u2019t done an official benchmark against GT yet, but from our users the overall consensus is towards Replay being more accurate! Try it out and see how it does for you~<\/p>\n<\/p>\n<p>I\u2019m a long time GT user as well! We already have GT import and iCloud backup in our MVP! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, this is pretty cool!<\/p>\n<\/p>\n<p>What are typical use cases for it, beyond replaying where you’ve been during the past days?<\/p>\n<\/p>\n<p>Upvoted, and I wish you a good launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a>, thank you and I really appreciate the support!<\/p>\n<p>Beyond just replaying your day, a lot of the value comes from having a passive record you can come back to later. <\/p>\n<p>For one, it\u2019s great for travel since it builds a full timeline without you needing to log anything, and it also helps with small things like remembering places you\u2019ve been or reconstructing a trip weeks later. <\/p>\n<p>Another intended use case is to spot patterns in their routines or as a companion to journaling apps where the timeline acts as a reference for writing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IQSRQYCO4ONAVI\" class=\"app-title\">vit<\/a><\/p>\n<div class=\"one-liner\">git for video editing.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vit \u662f\u4e00\u6b3e\u96c6\u6210\u4e8e\u8fbe\u82ac\u5947\u8c03\u8272\u8f6f\u4ef6\u4e2d\u7684\u7248\u672c\u63a7\u5236\u5de5\u5177\uff0c\u901a\u8fc7\u7c7b\u4f3cGit\u7684\u5206\u652f\u7ba1\u7406\u529f\u80fd\uff0c\u5728\u89c6\u9891\u7f16\u8f91\u3001\u8c03\u8272\u3001\u97f3\u6548\u8bbe\u8ba1\u7b49\u591a\u5de5\u79cd\u5e76\u884c\u534f\u4f5c\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7248\u672c\u6df7\u4e71\u3001\u5408\u5e76\u56f0\u96be\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\/21d21684-73fc-47ac-97b0-dd6fa2882c0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee941230-026f-43f1-b2b4-1dade526d062.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/311cc236-0e63-485d-a7d5-a69c71707fdb.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\/80505e1b-2879-4681-8fb9-8875da82c2dd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=phS28hhJSP8\"><source src=\"https:\/\/www.youtube.com\/watch?v=phS28hhJSP8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u7f16\u8f91\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8fbe\u82ac\u5947\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5143\u6570\u636e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5206\u652f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u975e\u7834\u574f\u6027\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u751f\u4ea7\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u5a92\u4f53\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u586b\u8865\u5e02\u573a\u7a7a\u767d\uff08\u66ff\u4ee3\u6602\u8d35\u4f01\u4e1a\u65b9\u6848\uff09\u3001\u4e0d\u76f2\u76ee\u8ffd\u9010AI\u7684\u52a1\u5b9e\u7406\u5ff5\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\uff1a\u4ec5\u7248\u672c\u5316\u65f6\u95f4\u7ebf\u51b3\u7b56\u65f6\uff0c\u5982\u4f55\u540c\u6b65\u4e0e\u7ba1\u7406\u539f\u59cb\u5a92\u4f53\u6587\u4ef6\uff08\u8def\u5f84\u3001\u4ee3\u7406\u3001\u94fe\u63a5\u7b49\uff09\uff0c\u4ee5\u53ca\u4e3a\u6b64\u8bbe\u8ba1\u4e86\u4f55\u79cd\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u548c\u5bb9\u9519\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Vit \u63d0\u51fa\u7684\u201cGit for video editing\u201d\u6982\u5ff5\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u6210\u719f\u3001\u4f18\u96c5\u7684\u534f\u4f5c\u8303\u5f0f\uff0c\u5f3a\u884c\u6ce8\u5165\u5230\u4e86\u5386\u6765\u4ee5\u201c\u5de5\u7a0b\u201d\u4e3a\u803b\u3001\u4f9d\u8d56\u6df7\u4e71\u6587\u4ef6\u4f20\u8f93\u548c\u7ebf\u6027\u6d41\u7a0b\u7684\u521b\u610f\u4ea7\u4e1a\u4e2d\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u91cd\u8d44\u4ea7\u9677\u9631\u2014\u2014\u4e0d\u5b58\u50a8\u89c6\u9891\u6570\u636e\uff0c\u53ea\u8ffd\u8e2a\u8f7b\u91cfJSON\u5143\u6570\u636e\uff0c\u8fd9\u4f7f\u5176\u8f7b\u5de7\u3001\u5ec9\u4ef7\u4e14\u6613\u4e8e\u96c6\u6210\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6070\u6070\u66b4\u9732\u4e86\u5176\u7406\u60f3\u4e3b\u4e49\u7684\u8fb9\u754c\uff1a\u89c6\u9891\u534f\u4f5c\u6700\u80ae\u810f\u3001\u6700\u68d8\u624b\u7684\u90e8\u5206\uff0c\u4ece\u6765\u4e0d\u662f\u65f6\u95f4\u7ebf\u64cd\u4f5c\uff0c\u800c\u662f\u6d77\u91cf\u3001\u7b28\u91cd\u3001\u8def\u5f84\u4f9d\u8d56\u7684\u5a92\u4f53\u8d44\u4ea7\u672c\u8eab\u3002\u8bc4\u8bba\u4e2d\u5c16\u9510\u7684\u63d0\u95ee\u76f4\u6307\u547d\u95e8\uff1aVit \u89e3\u51b3\u4e86\u201c\u51b3\u7b56\u201d\u7684\u7248\u672c\u5316\uff0c\u4f46\u201c\u7d20\u6750\u201d\u7684\u540c\u6b65\u4e0e\u7269\u6d41\u8fd9\u4e2a\u66f4\u5927\u7684\u6ce5\u6f6d\uff0c\u88ab\u6709\u610f\u6216\u65e0\u5948\u5730\u7559\u7ed9\u4e86\u7528\u6237\u548c\u4f20\u7edf\u6d41\u7a0b\u3002\u8fd9\u610f\u5473\u7740Vit\u53ef\u80fd\u53ea\u662f\u4f18\u5316\u4e86\u534f\u540c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c\u800c\u524d\u63d0\u662f\u56e2\u961f\u5df2\u7ecf\u5efa\u7acb\u4e86\u89c4\u8303\u7684\u5a92\u4f53\u7ba1\u7406\u57fa\u5efa\u3002\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u4e3a\u4e13\u4e1a\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u201c\u64cd\u4f5c\u5386\u53f2\u201d\u56de\u6eaf\u4e0e\u5408\u5e76\u5de5\u5177\uff0c\u5c06\u534f\u4f5c\u51b2\u7a81\u4ece\u7269\u7406\u6587\u4ef6\u5c42\u9762\u63d0\u5347\u5230\u903b\u8f91\u51b3\u7b56\u5c42\u9762\uff0c\u662f\u6d41\u7a0b\u7cbe\u7ec6\u5316\u548c\u4e13\u4e1a\u5316\u7684\u4ea7\u7269\uff0c\u800c\u975e\u62ef\u6551\u6df7\u4e71\u56e2\u961f\u7684\u4e07\u80fd\u836f\u3002\u5b83\u4e0d\u70ab\u6280\uff0c\u4e0dAI\uff0c\u8fd9\u79cd\u52a1\u5b9e\u53cd\u800c\u6210\u4e86\u5176\u5728\u5f53\u524d\u5e02\u573a\u4e2d\u7684\u72ec\u7279\u6807\u7b7e\uff0c\u4f46\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4e0e\u90a3\u4e9b\u201c\u80ae\u810f\u201d\u7684\u5e95\u5c42\u5a92\u4f53\u7ba1\u7406\u65b9\u6848\u5f62\u6210\u4e8b\u5b9e\u4e0a\u7684\u8054\u76df\u6216\u63a5\u53e3\u6807\u51c6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">vit<\/span>\n <\/div>\n<div class=\"comment-content\">Vit integrates version control directly into DaVinci Resolve, allowing users to work on different features in parallel. For example, editors, colorists, and sound designers can all work on their own branches before merging their changes together at the end. Vit does this by tracking timeline decisions as lightweight JSON metadata (no storage of your videos).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We wanted to build something that integrates into industry standard tools instead of a new device. Not everything needs to be all about AI or Cursor for X.<\/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\/@lucashjin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucashjin1<\/a> yesss, the only other tool i know that does this is enterprise grade and costs $1ks every month. Bravo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fellow hunter! I’m also launching today, just checked out your product<\/p>\n<\/p>\n<p>Such a cool idea, it changes from all the AI and agent launches, I wish you success and upvoted 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<div class=\"comment-item\">\n<div class=\"comment-content\">A huge friction point in collaborative editing is media logistics (paths, proxies, relinking, LUTs\/fonts\/plugins). Since Vit versions timeline decisions only, what\u2019s your recommended end-to-end workflow for keeping media in sync\u2014and what are the failure modes you designed around?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M72AL5VFWMSMQO\" class=\"app-title\">DenchClaw<\/a><\/p>\n<div class=\"one-liner\">Open Source AI CRM hosted locally on your machine<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DenchClaw\u662f\u4e00\u6b3e\u672c\u5730\u5316\u90e8\u7f72\u7684\u5f00\u6e90AI CRM\uff0c\u901a\u8fc7OpenClaw\u6846\u67b6\u5c06AI\u667a\u80fd\u4f53\u6df1\u5ea6\u96c6\u6210\u4e8e\u6587\u4ef6\u7cfb\u7edf\uff0c\u4e3a\u77e5\u8bc6\u5de5\u4f5c\u8005\u548c\u9500\u552e\u56e2\u961f\u63d0\u4f9b\u81ea\u52a8\u5316\u5ba2\u6237\u7ba1\u7406\u4e0e\u89e6\u8fbe\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u4f9d\u8d56\u591a\u4e2a\u4e91\u7aefAI\u5de5\u5177\u3001\u6570\u636e\u9690\u79c1\u987e\u8651\u53ca\u64cd\u4f5c\u7e41\u7410\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\/443495f5-3226-48f2-b94d-ccfae9a99912.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ddd292b-cb06-4781-a834-caccf4bb7819.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b16910e7-09a3-4828-8624-5753353ece29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9211f903-d4aa-4288-bd55-d015225a1c2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce8499a3-6e61-4cb9-892f-d70d59063f95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1baf4fc6-5526-4117-9356-171848155c9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dae96b97-c9bd-4819-9d3c-5f732e83f89e.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\/35b682ac-b533-40ca-9539-55241228a11f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pfACTbc3Bh4\"><source src=\"https:\/\/youtu.be\/pfACTbc3Bh4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90CRM<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u53f0<\/span><br \/>\n <span class=\"tag\">OpenClaw\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6570\u636e\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\u80af\u5b9a\u4ea7\u54c1\u7406\u5ff5\u4e0e\u56e2\u961f\uff0c\u8be2\u95ee\u6700\u4f4e\u95e8\u69db\u4f53\u9a8c\u4efb\u52a1\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\u591a\u8bbe\u5907\/\u56e2\u961f\u534f\u4f5c\u65f6\u7684\u6570\u636e\u540c\u6b65\u65b9\u6848\u3001\u672c\u5730\u786c\u4ef6\u6027\u80fd\u4f18\u5316\u3001\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u6280\u672f\u7ec6\u8282\uff08\u662f\u5426\u4f7f\u7528\u771f\u5b9e\u4f1a\u8bdd\uff09\uff0c\u4ee5\u53ca\u4ea7\u54c1\u572810\u4eba\u4ee5\u4e0a\u9500\u552e\u56e2\u961f\u4e2d\u7684\u53ef\u6269\u5c55\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n DenchClaw\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u505a\u4e00\u4e2a\u201c\u672c\u5730\u7248AI CRM\u201d\u3002\u5b83\u8bd5\u56fe\u4ee5\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\u4e3a\u57fa\u5ea7\uff0c\u5c06OpenClaw\u8fd9\u4e00\u201cAI\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\u201d\u6846\u67b6\u5316\u3001\u4ea7\u54c1\u5316\uff0c\u6253\u9020\u4e00\u4e2a\u6db5\u76d6CRM\u3001\u7f16\u7801\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u4e00\u5207\u7684\u201c\u4e2a\u4eba\u751f\u4ea7\u529b\u7ec8\u7aef\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0e\u5f53\u524d\u4e3b\u6d41\u7684SaaS\u5316\u3001API\u4e2d\u5fc3\u5316AI\u5e94\u7528\u622a\u7136\u76f8\u53cd\u7684\u8303\u5f0f\uff1a\u5c06\u6570\u636e\u548cAI\u667a\u80fd\u4f53\u7262\u7262\u951a\u5b9a\u5728\u7528\u6237\u672c\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u201c\u672c\u5730\u4f18\u5148\u3001AI\u539f\u751f\u201d\u7684\u67b6\u6784\uff0c\u76f4\u51fb\u4e86\u4f01\u4e1a\u7ea7SaaS\u5728\u6570\u636e\u9690\u79c1\u3001\u6210\u672c\u7d2f\u79ef\u548c\u6d41\u7a0b\u50f5\u5316\u65b9\u9762\u7684\u75db\u70b9\uff0c\u5c24\u5176\u5438\u5f15\u5bf9\u6570\u636e\u654f\u611f\u7684\u7528\u6237\u548c\u538c\u5026\u5de5\u5177\u788e\u7247\u5316\u7684\u6781\u5ba2\u3002\u4ea7\u54c1\u5c06\u590d\u6742\u7684OpenClaw\u80fd\u529b\u5c01\u88c5\u4e3a\u201c\u4e00\u952e\u5b89\u88c5\u201d\u7684\u53ef\u7528\u8f6f\u4ef6\uff0c\u5e76\u7c7b\u6bd4\u4e3a\u201cCursor for your Mac\u201d\uff0c\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u662f\u5173\u952e\u7684\u63a8\u5e7f\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u5f02\u5e38\u5c16\u9510\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u591a\u8bbe\u5907\u540c\u6b65\u201d\u548c\u201c\u56e2\u961f\u89c4\u6a21\u5316\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u672c\u5730\u5316\u8303\u5f0f\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u901a\u8fc7iCloud\u6216GitHub\u540c\u6b65\u7684\u65b9\u6848\uff0c\u5728\u534f\u540c\u5b9e\u65f6\u6027\u548c\u64cd\u4f5c\u4fbf\u6377\u6027\u4e0a\uff0c\u4e0e\u4e91\u7aefCRM\u5b58\u5728\u4ee3\u5dee\u3002\u800c\u4f9d\u8d56\u771f\u5b9e\u6d4f\u89c8\u5668\u4f1a\u8bdd\u8fdb\u884c\u81ea\u52a8\u5316\u89e6\u8fbe\uff0c\u867d\u89c4\u907f\u4e86\u98ce\u63a7\uff0c\u5374\u727a\u7272\u4e86\u53ef\u6269\u5c55\u6027\u4e0e\u7a33\u5b9a\u6027\u3002\u8fd9\u4f7f\u5176\u5728\u5f53\u524d\u9636\u6bb5\u66f4\u9002\u914d\u4e8e\u72ec\u7acb\u5de5\u4f5c\u8005\u6216\u6781\u5c0f\u578b\u56e2\u961f\uff0c\u79bb\u5176\u201c\u53d6\u4ee3\u4f20\u7edfCRM\u201d\u7684\u613f\u666f\u5c1a\u6709\u5de8\u5927\u5de5\u7a0b\u9e3f\u6c9f\u9700\u8981\u8de8\u8d8a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u80cc\u666f\uff08YC\u3001Naval Ravikant\u7cfb\uff09\u548c\u521b\u59cb\u4eba\u201c\u81ea\u5df1\u6bcf\u65e5\u4f7f\u7528\u201d\u7684\u53d9\u4e8b\u4e3a\u5176\u589e\u4fe1\uff0c\u4f46\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u9177\u70ab\u7684\u6781\u5ba2\u73a9\u5177\u201d\u6f14\u8fdb\u4e3a\u201c\u53ef\u9760\u7684\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5982\u4f55\u5728\u575a\u6301\u672c\u5730\u5316\u6838\u5fc3\u4f18\u52bf\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u89e3\u51b3\u534f\u4f5c\u4e0e\u89c4\u6a21\u5316\u7684\u6096\u8bba\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6311\u6218\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u548c\u8def\u5f84\u9009\u62e9\u7684\u7ec8\u6781\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">DenchClaw<\/span>\n <\/div>\n<div class=\"comment-content\">Fully Managed OpenClaw Framework for all knowledge work ever. CRM Automation and Outreach agents. The only local productivity tool you need.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi everyone, I am Kumar, co-founder of <\/strong><a href=\"http:\/\/Dench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Dench.com<\/strong><\/a><strong>. <\/strong>We were part of the YC Summer 2024 batch, back then we were an agentic workflow company that served very niche use cases like Legal Intake, Voice, and worked with a bunch of sales floors automating the most mundane enterprise tasks. Previously, I worked alongside Naval Ravikant on Airchat. <\/p>\n<p>Building consumer, or per-individual prosumer software always gave me more joy than FDEing into an enterprise. It did not give me joy to manually keep adding new AI tools to the AI SDK harness on the cloud for every small new thing, at least not as much as a completely local software that is Open Source, has all the powers of OpenClaw (I can now talk to my CRM on Telegram!). The future is skills and file systems, all tools are skills, all skills are tools. I am going all in on it.<\/p>\n<p>A few weeks ago,<strong> <\/strong><a href=\"https:\/\/x.com\/garrytan\/status\/2023518514120937672?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>we launched Ironclaw<\/strong><\/a><strong> (An Open Source OpenClaw CRM Framework) which now has around 1.3k stars.<\/strong> A lot of people confused us with NearAI\u2019s Ironclaw, so we changed our name to DenchClaw.<\/p>\n<p><strong>OpenClaw today feels a lot like early React<\/strong>: the primitive is incredibly powerful, but the patterns are still forming, and everyone is piecing together their own way to actually use it. What made React explode wasn\u2019t just React itself, but the emergence of frameworks like Gatsby and Next.js that turned raw capability into something opinionated, repeatable, and easy to adopt. That is how I think about DenchClaw. We are not just building on top of OpenClaw; we are trying to make it one of the clearest, most practical, and most complete ways to use OpenClaw in the real world. We are an OpenClaw Framework, we are aiming to be the most correct way to use OpenClaw.<\/p>\n<p><strong>Demo:<\/strong> <a href=\"https:\/\/youtu.be\/pfACTbc3Bh4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/pfACTbc3Bh4<\/a><br \/><strong>GitHub:<\/strong> <a href=\"https:\/\/github.com\/DenchHQ\/Dench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/DenchHQ\/Dench<\/a><a href=\"https:\/\/github.com\/DenchHQ\/DenchClaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">…<\/a><br \/><strong>Install today with just one command:<\/strong> `npx denchclaw`<br \/><strong>One Click Deploy on Cloud:<\/strong> <a href=\"https:\/\/dench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dench.com<\/a><\/p>\n<p><strong>We entered YC with Merse (AI Audio Comic), <\/strong>it was an app that I personally never used. Michael Seibel confronted us on it, and said, \u201cif you aren\u2019t the best user of your consumer app, then who is?\u201d. <\/p>\n<p><strong>I now use DenchClaw daily for everything I do, <\/strong>it also works as a coding agent like Cursor, DenchClaw built DenchClaw. I am addicted to DenchClaw now that I can ask it, \u201chey in the companies table only show me the ones who have more than 5 employees\u201d and it updates it live than me having to manually add a filter.<\/p>\n<p><strong>On Dench, everything sits in a file system<\/strong>, the table filters, views, column toggles, calendar\/gantt views, etc, so OpenClaw can directly work with it using Dench\u2019s CRM skill. <\/p>\n<p>The CRM is built on top of DuckDB, the smallest, most performant and at the same time also feature rich database we could find. Thank you DuckDB team!<\/p>\n<p><strong>It creates a new OpenClaw profile called \u201cdench\u201d, and opens a new OpenClaw Gateway\u2026 <\/strong>that means you can run all your usual openclaw commands by just prefixing every command with `openclaw –profile dench` . It will start your gateway on port 19001 range. <strong>You will be able to access the DenchClaw frontend at localhost:3100.<\/strong> Once you open it on Safari, just add it to your Dock to use it as a PWA.<\/p>\n<p>Think of it as Cursor for your Mac which is based on OpenClaw. DenchClaw has a file tree view for you to use it as an elevated finder tool to do anything on your mac. I use it to create slides, do linkedin outreach using MY browser. <\/p>\n<p>DenchClaw sees what you see, does what you do. It\u2019s the everything app, that sits locally on your mac. All yours. <br \/><strong>Just ask it \u201chey import my notion\u201d, <\/strong>\u201c<strong>hey import everything from my hubspot\u201d,<\/strong> and it will literally go into your browser, export all objects and documents and put it in its own workspace that you can use.<\/p>\n<p>I want y\u2019all to break it, stress test its CRM capabilities, how it streams subagents for lead enrichment, hook it your Apollo, Gmail, Notion and everything there is.<\/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\/@kumareth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumareth<\/a> excited to try. what’s the lowest lift task that i can ask it to do to get a sense of the potential?<\/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>Hey PH! I’m Mark, co-founder of <a href=\"http:\/\/Dench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dench.com<\/a>. So excited to finally get DenchClaw into the hands of people. We’ve been using it every day ourselves and can’t wait for you all to try it. 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>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\/@markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> Kudos to you and your team. As someone building outreach workflows daily, how did you optimize subagent streaming for lead enrichment to keep it snappy on local hardware without cloud crutches?<\/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\/@markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> Congrats on the launch! Quick question, for the outreach part, are you using an MCP browser or do you spin up your own? I’m doing browser automation via MCP myself, so the session is literally my Chrome, same IP, same cookies, same fingerprint. The whole point is making automated activity indistinguishable from a real session. There are cloud browser options too but then you’re dealing with a different IP which is a whole other problem. Curious what your approach is 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great work <a href=\"https:\/\/www.producthunt.com\/@kumareth\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kumareth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumareth<\/a> and <a href=\"https:\/\/www.producthunt.com\/@markrachapoom\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> <\/p>\n<\/p>\n<p>have been using denchclaw since it released couple weeks ago \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markrachapoom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markrachapoom<\/a> <a href=\"https:\/\/www.producthunt.com\/@daksh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daksh<\/a> Thank you Daksh, how has it been?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Since everything sits in a local file system and DuckDB, how do you handle syncing when someone wants to use DenchClaw across multiple machines or share a workspace with a teammate? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> For syncing across device, you can store your workspace on iCloud, or you can sync with GitHub for local collaboration with your collegues.<\/p>\n<p>Cloud hosting with your own VM is also very close it can get to local, while you share it with the rest of your company.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks like a great product for solopreneurs or companies with no sales team, how do you manage syncing every account when companies with 10+ salespeople want to use Dench ? It looks like it would be hell to scale this.<\/p>\n<p>Anyway congrats on the launch, looks very promising.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Local-first CRM is a smart angle \u2014 most teams don’t need <\/p>\n<p>their CRM data leaving their machine. <\/p>\n<p>What’s the sync story when you need to collaborate across devices? <\/p>\n<p>And is the browser-driven outreach headless (Playwright-style) <\/p>\n<p>or does it require a visible browser session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fabrice_gangitano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabrice_gangitano<\/a> For syncing across device, you can store your workspace on iCloud, or you can sync with GitHub for local collaboration with your collegues.<\/p>\n<p>Cloud hosting with your own VM is also very close it can get to local, while you share it with the rest of your company.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fabrice_gangitano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabrice_gangitano<\/a> The browser is a visible session like this, controlled by your OpenClaw.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca8d1723-5eb8-43ff-b0fe-0e0238924716.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using Dench for a couple of weeks now, and the product has been excellent. It has the potential to surpass legacy CRM platforms that aren\u2019t built with AI at their core.<\/p>\n<p>Kumar has also personally joined our team calls to help us get the most out of the product, which speaks volumes about the team\u2019s commitment.<\/p>\n<p>Overall, an outstanding product backed by a great 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<\/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\/2TWOPHSA23TZID\" class=\"app-title\">Dunky AI<\/a><\/p>\n<div class=\"one-liner\">Practice your elevator pitch with Dunky AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dunky AI\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u7535\u68af\u6f14\u8bb2\u7ec3\u4e60\u5de5\u5177\uff0c\u5e2e\u52a9\u521d\u521b\u516c\u53f8\u521b\u59cb\u4eba\u5728\u878d\u8d44\u524d\uff0c\u901a\u8fc7\u5373\u65f6\u3001\u53ef\u64cd\u4f5c\u7684\u53cd\u9988\u6765\u5feb\u901f\u4f18\u5316\u548c\u6253\u78e8\u81ea\u5df1\u7684\u9879\u76ee\u63a8\u4ecb\uff0c\u89e3\u51b3\u5176\u7f3a\u4e4f\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u4e13\u4e1a\u53cd\u9988\u6e20\u9053\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\/26bf5517-e211-4f44-8503-eb2d84692566.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e5d8670-17fa-474f-a0a4-49863b9ac273.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23d53ae6-c153-4cd2-8110-adf857242ca9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c80019d-aecb-41a5-a9b3-70b917af206e.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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Fundraising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u4e1a\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u7535\u68af\u6f14\u8bb2\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u8def\u6f14<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">VC\u89c6\u89d2<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u63a8\u4ecb\u4f18\u5316<\/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\u4e92\u52a8\u6027\u548c\u53cd\u9988\u7684\u5177\u4f53\u6027\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u534f\u52a9\u91cd\u5199\u8bb2\u7a3f\u7684\u529f\u80fd\uff1b\u660e\u786e\u53cd\u9988\u662f\u9759\u6001\u62a5\u544a\u8fd8\u662f\u53ef\u5bf9\u8bdd\u5f0f\u8fed\u4ee3\uff1b\u5173\u6ce8\u5176\u8bc4\u4f30\u7ef4\u5ea6\uff08\u5982\u5dee\u5f02\u6027\u3001\u5546\u4e1a\u6a21\u5f0f\uff09\uff1b\u8be2\u95ee\u6f14\u8bb2\u65f6\u957f\u9650\u5236\uff1b\u4ee5\u53ca\u9047\u5230\u8bed\u97f3\u8bc6\u522b\u7f51\u7edc\u9519\u8bef\u7684\u6280\u672f\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dunky AI\u7684\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u5728\u4e8e\u5176AI\u6280\u672f\u672c\u8eab\u6709\u591a\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5b83\u6210\u529f\u5730\u5c06\u4e00\u4e2a\u7a00\u7f3a\u3001\u9ad8\u4ef7\u503c\u7684\u8d44\u6e90\u2014\u2014\u4e00\u7ebf\u98ce\u9669\u6295\u8d44\u4eba\u7684\u5373\u65f6\u53cd\u9988\u2014\u2014\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u5c01\u88c5\u4e0e\u6709\u9650\u89c4\u6a21\u7684\u6c11\u4e3b\u5316\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u662f\u771f\u5b9e\u4e14\u5c16\u9510\u7684\uff1a\u521b\u59cb\u4eba\u65e0\u5904\u83b7\u5f97\u9ad8\u8d28\u91cf\u53cd\u9988\uff0c\u800c\u7e41\u5fd9\u7684VC\u65e0\u529b\u8fdb\u884c\u89c4\u6a21\u5316\u8f85\u5bfc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u6570\u636e\u62a4\u57ce\u6cb3\u201d\u4e0e\u201c\u5b9a\u4f4d\u7cbe\u51c6\u201d\u3002\u4ea7\u54c1\u660e\u786e\u5ba3\u79f0\u5176\u6a21\u578b\u57fa\u4e8eHustle Fund\u81ea\u8eab\u7684\u6570\u636e\u8bad\u7ec3\uff0c\u8fd9\u4f7f\u5176\u53cd\u9988\u8131\u79bb\u4e86\u901a\u7528\u578bAI\u6559\u7ec3\u7684\u6cdb\u6cdb\u800c\u8c08\uff0c\u5e26\u4e0a\u4e86\u7279\u5b9a\u673a\u6784\u7684\u201c\u53e3\u5473\u201d\u4e0e\u504f\u597d\u3002\u8fd9\u5bf9\u4e8e\u76ee\u6807\u660e\u786e\u7684\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u5176\u53c2\u8003\u4ef7\u503c\u8fdc\u8d85\u666e\u901a\u5efa\u8bae\u3002\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u201c\u4f4e\u538b\u529b\u201d\u7684\u7ec3\u4e60\u5de5\u5177\uff0c\u800c\u975e\u51b3\u7b56\u5de5\u5177\uff0c\u5de7\u5999\u5730\u89c4\u907f\u4e86\u8d23\u4efb\u95ee\u9898\uff0c\u540c\u65f6\u6ee1\u8db3\u4e86\u7528\u6237\u201c\u7aa5\u63a2VC\u60f3\u6cd5\u201d\u7684\u5fc3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5c40\u9650\u6027\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6a21\u578b\u7684\u201c\u5355\u70b9\u6570\u636e\u201d\u7279\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u4f9b\u72ec\u7279\u89c6\u89d2\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5e26\u6765\u504f\u9887\uff0c\u521b\u59cb\u4eba\u9700\u8b66\u60d5\u5c06\u5176\u53cd\u9988\u5949\u4e3a\u572d\u81ec\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u5f53\u524d\u4ea7\u54c1\u5f62\u6001\u4ecd\u504f\u201c\u5355\u5411\u8bc4\u4f30\u201d\uff0c\u800c\u975e\u201c\u53cc\u5411\u7814\u8ba8\u201d\uff0c\u5728\u6df1\u5ea6\u8fed\u4ee3\u548c\u9488\u5bf9\u6027\u653b\u575a\u65b9\u9762\u80fd\u529b\u5b58\u7591\u3002\u6700\u540e\uff0c\u6280\u672f\u5b9e\u73b0\u7684\u7a33\u5b9a\u6027\uff08\u5982\u8bed\u97f3\u8bc6\u522b\u9519\u8bef\uff09\u4ecd\u662f\u7528\u6237\u4f53\u9a8c\u7684\u57fa\u7840\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cDunky AI\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u8fc7\u6ee4\u5668\u201d\u548c\u201c\u6a21\u62df\u5668\u201d\u3002\u5b83\u65e0\u6cd5\u66ff\u4ee3\u4e0e\u771f\u4eba\u7684\u6df1\u5ea6\u4ea4\u6d41\uff0c\u4f46\u80fd\u6781\u5927\u63d0\u5347\u521b\u59cb\u4eba\u8d70\u5411\u771f\u4eba\u4ea4\u6d41\u524d\u7684\u51c6\u5907\u6548\u7387\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u53cd\u9988\u7684\u201c\u4fdd\u771f\u5ea6\u201d\u80fd\u5426\u6301\u7eed\u7ef4\u6301\uff0c\u4ee5\u53ca\u80fd\u5426\u4ece\u201c\u8bca\u65ad\u5de5\u5177\u201d\u8fdb\u5316\u6210\u4e3a\u66f4\u5177\u534f\u4f5c\u6027\u7684\u201c\u5171\u521b\u4f19\u4f34\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\">Dunky AI<\/span>\n <\/div>\n<div class=\"comment-content\">Founders don’t have time to work on a great pitch. So today, I’m excited to announce our launch of Dunky AI! We built Dunky AI to help you speed up the process of creating a compelling pitch. Work with Dunky to get instant feedback on how well you’re communicating the most compelling components of your startup and understand what you need to address.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Elizabeth Yin here from Hustle Fund. A lot of founders have approached me over the years asking for feedback on their pitch before raising money. Unfortunately, we never figured out how to do this in a scaled way until now. <\/p>\n<p>So today we are launching Dunky AI, which is trained on our own data, and it should give you pretty accurate feedback as to what we would say at Hustle Fund. (Of course this is just one data point and tuned to the Hustle Fund investment model. So take this with a grain of salt. She also does make mistakes sometimes.) <\/p>\n<p>This is a low-pressure way to practice your pitch and address questions and concerns you will likely get from VCs before you pitch them. What you submit is not connected to our CRM – we won’t look at that information (because who has time for that?) unless we need to debug something.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elizabeth_yin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elizabeth_yin1<\/a> Loving this low-stakes way to polish a pitch, Elizabeth; super thoughtful for early founders grinding solo. One quick ask: what’s the #1 pitch flaw Dunky catches most often that surprises founders?<\/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\/@elizabeth_yin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elizabeth_yin1<\/a> Oh snap! I love this! And you’re a VC, so I love this even more, someone who sees pitches for a living created this! Awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\u2019ve tried other pitch tools before, but this feels more interactive and actionable. It actually explains what to improve instead of generic tips<\/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\/@anil_yadav38\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anil_yadav38<\/a> thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>one question – does this only shares feedback or it also helps to rework on the pitch?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> great q! right now it only shares feedback incl what needs to be addressed… but a rework of the pitch would be even better. great idea and thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, this is pretty awesome!<\/p>\n<\/p>\n<p>Does it also help you challenge ideas and sales angles, or mostly just the copy and tone?<\/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\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a> it challenges differentiation \/ how to stand out \/ concerns about the business model & approach, etc. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Elizabeth, that line about never figuring out how to give pitch feedback at scale is relatable for anyone who gets a lot of asks. Was there a specific week where the requests just piled up and you thought I want to help all these founders but there\u2019s literally no way I can?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> every week \ud83d\ude42 (unfortunately). we see about 1000 pitches per month. When I was a founder lobbing in emails to VCs, my ask was for just 10-15 min of their time (which didn’t sound like a lot to me). But now in getting those emails, it’s just impossible. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 kept getting this error so wasn’t able to try it out “Speech recognition error: network”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jibran_akhtar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jibran_akhtar<\/a> oh no – let me look into this. thank you for flagging! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jibran_akhtar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jibran_akhtar<\/a> thank you! According to Dunky, the issue was probably: <br \/>-wasn’t https:\/\/ <br \/>-or using a non Chrome browser<br \/>-or bad connection (Google’s servers fo the speech recognition is very sensitive)<br \/>-or corporate firewall or VPN <\/p>\n<p>Possible it was one of these? Thank you for helping me debug! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Is the feedback provided by Dunky static (a scorecard-style report) or conversational, meaning can founders go back and forth with Dunky to workshop specific sections like traction or market size?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rephelper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rephelper<\/a> thanks! I think it should be fairly dynamic, but if the feedback is that it thinks the idea is in too crowded of a space, that won’t change. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 would definitely use this! How long does it allow you to record? Asking because I’m wondering if this also work for meeting presentation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jasmin_v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasmin_v<\/a> oh, I think it will only work for an elevator pitch. It will probably die after four minutes, which is my best guess. great idea! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is clever. Most founders (myself included) struggle to tighten their pitch. How does the AI evaluate pitch quality \u2014 is it scoring clarity, conciseness, or audience fit? Would love to try this before our own launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PEOCMNJMY3HLMN\" class=\"app-title\">Breadcrumb<\/a><\/p>\n<div class=\"one-liner\">Open-source LLM tracing for agent visibility<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">0<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Breadcrumb\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u53ef\u81ea\u90e8\u7f72\u7684LLM\u667a\u80fd\u4f53\u8ffd\u8e2a\u4e0e\u53ef\u89c6\u5316\u5e73\u53f0\uff0c\u4e13\u4e3a\u5f00\u53d1\u8005\u8bbe\u8ba1\uff0c\u901a\u8fc7\u4e09\u884c\u4ee3\u7801\u96c6\u6210\u3001\u81ea\u52a8\u95ee\u9898\u76d1\u6d4b\u548c\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u89e3\u51b3\u590d\u6742AI\u667a\u80fd\u4f53\u5f00\u53d1\u4e2d\u96be\u4ee5\u8c03\u8bd5\u548c\u76d1\u63a7\u5185\u90e8\u8fd0\u884c\u72b6\u6001\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\/16c85b88-c8be-43d9-a9e0-7d1ac27622c2.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\/39d1f290-e595-442c-a8b5-b2af4bb766f0.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\/b1dfe7bb-af29-498b-8952-9f600c08d335.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\/1bfb1bea-40c1-4f33-81e4-0091ac8a3537.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\">Analytics<\/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\">LLM\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u8ffd\u8e2a\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u667a\u80fd\u4f53\u201c\u9759\u9ed8\u5931\u8d25\u201d\u7b49\u8c03\u8bd5\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5f00\u6e90\u4e0e\u81ea\u6258\u7ba1\u5e26\u6765\u7684\u9690\u79c1\u548c\u53ef\u63a7\u6027\u3002\u4e3b\u8981\u5173\u5207\u70b9\u96c6\u4e2d\u5728\u4e0eClaude\u7b49\u7279\u5b9a\u6846\u67b6\u7684\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u5728\u6d77\u91cf\u5d4c\u5957\u667a\u80fd\u4f53\u8ffd\u8e2a\u573a\u666f\u4e0b\u7684\u6269\u5c55\u6027\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5176\u57fa\u4e8eClickHouse\u7684\u67b6\u6784\u80fd\u4fdd\u969c\u6027\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Breadcrumb\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u7206\u53d1\u7684\u9700\u6c42\u7f1d\u9699\uff1aLLM\u667a\u80fd\u4f53\u4ece\u201c\u80fd\u8dd1\u201d\u5230\u201c\u53ef\u9760\u53ef\u7528\u201d\u8fc7\u7a0b\u4e2d\u7684\u6df1\u5ea6\u53ef\u89c2\u6d4b\u6027\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0eLangSmith\u7b49\u5168\u529f\u80fd\u5546\u4e1a\u5e73\u53f0\u6b63\u9762\u6bd4\u62fc\uff0c\u800c\u662f\u5de7\u5999\u5730\u5c06\u201c\u8f7b\u91cf\u201d\u3001\u201c\u5f00\u6e90\u81ea\u6258\u7ba1\u201d\u548c\u201cAI\u9a71\u52a8\u5206\u6790\u201d\u4f5c\u4e3a\u5dee\u5f02\u5316\u5c16\u5200\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u65e5\u5fd7\u6536\u96c6\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528AI\u7406\u89e3AI\u7684\u884c\u4e3a\u3002\u8ba9\u53e6\u4e00\u4e2aLLM\u5b9e\u65f6\u76d1\u63a7\u8ffd\u8e2a\u6d41\uff0c\u81ea\u52a8\u6807\u8bb0\u5f02\u5e38\u5de5\u5177\u8c03\u7528\u3001\u5faa\u73af\u3001\u6210\u672c\u6fc0\u589e\u7b49\u95ee\u9898\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u201c\u514d\u75ab\u7cfb\u7edf\u201d\u3002\u8fd9\u6709\u671b\u5c06\u6545\u969c\u53d1\u73b0\u4ece\u88ab\u52a8\u3001\u6ede\u540e\u7684\u4eba\u5de5\u6392\u67e5\uff0c\u8f6c\u5411\u4e3b\u52a8\u3001\u5b9e\u65f6\u7684\u9884\u8b66\u3002\u5176\u201c\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8ffd\u8e2a\u6570\u636e\u5e76\u751f\u6210\u56fe\u8868\u201d\u7684\u529f\u80fd\uff0c\u5219\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u76d1\u63a7\u548c\u5206\u6790\u7684\u95e8\u69db\uff0c\u7b26\u5408\u5f00\u53d1\u8005\u76f4\u89c9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5728\u6781\u5ea6\u590d\u6742\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5982\u4f55\u786e\u4fdd\u76d1\u63a7LLM\u7684\u5224\u65ad\u51c6\u786e\u3001\u53ef\u9760\u4e14\u672c\u8eab\u4e0d\u5e26\u6765\u8fc7\u9ad8\u6210\u672c\u4e0e\u5ef6\u8fdf\uff1f\u8fd9\u5f15\u5165\u4e86\u201c\u5143\u76d1\u63a7\u201d\u95ee\u9898\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5176\u957f\u671f\u751f\u547d\u529b\u53d6\u51b3\u4e8e\u80fd\u5426\u56f4\u7ed5\u6838\u5fc3\u76d1\u63a7\u80fd\u529b\uff0c\u6784\u5efa\u8d77\u4e30\u5bcc\u7684\u96c6\u6210\u751f\u6001\u548c\u89c4\u5219\u5e93\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u826f\u7684\u201c\u4fa6\u5bdf\u5175\u201d\uff0c\u4f46\u667a\u80fd\u4f53\u751f\u4ea7\u90e8\u7f72\u9700\u8981\u7684\u662f\u6db5\u76d6\u8bc4\u4f30\u3001\u6d4b\u8bd5\u3001\u7248\u672c\u7ba1\u7406\u7684\u201c\u5168\u526f\u6b66\u88c5\u201d\u3002\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u9010\u6b65\u6784\u5efa\u8fd9\u4e9b\u80fd\u529b\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u6b62\u6b65\u4e8e\u4e00\u4e2a\u53d7\u6b22\u8fce\u7684\u5de5\u5177\uff0c\u8fd8\u662f\u6210\u957f\u4e3a\u5173\u952e\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Breadcrumb<\/span>\n <\/div>\n<div class=\"comment-content\">Breadcrumb is the Plausible of LLM tracing. Self-hosted, open source, and built for developers who just want to understand what their agents are actually doing without the enterprise bloat of LangFuse or LangSmith. Three lines to get your app traced. An LLM watches every trace and automatically flags issues: wrong tool calls, looping agents, oversized models and cost spikes, all before you even know something’s wrong. Ask questions about your traces in plain English and get charts back.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! AI agents are surprisingly easy to build. Understanding what they’re doing is another story.<\/p>\n<p>I recently had a complex coding agent where subagents silently stopped passing responses to each other. An error somewhere in the chain, but instead of failing loudly, the agents just worked around it. Output looked almost right. I only found it by accident after hours of debugging. With many, many tool calls and nested agents, you’re mostly blind.<br \/>You can’t fix what you can’t see.<\/p>\n<p>Breadcrumb gives you visibility into what your agents are actually doing. An LLM watches every trace and automatically surfaces issues like this: silent failures, agent loops, wrong tool calls, cost spikes, before you spend hours hunting them down. There’s also an explore tab where you ask questions about your traces in plain English and get real charts back.<br \/>Open beta is live today. One click Railway deploy, fully self-hosted and open source.<br \/>A hosted version is planned (sign up here <a href=\"https:\/\/breadcrumb.sh\/docs\/setup\/hosted\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/breadcrumb.sh\/docs\/setup…<\/a>).<\/p>\n<p>Give it a try here <a href=\"http:\/\/demo.breadcrumb.sh\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/demo.breadcrumb.sh\/<\/a>!<\/p>\n<p>Would love to hear what you’re building and what you’re struggling with when debugging your agents!<\/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>Really like this, debugging agents gets painful fast once things get complex.<\/p>\n<p>The \u201csilent failure\u201d issue is spot on, things look right but something breaks underneath. Visibility here feels super valuable.<\/p>\n<p>Curious how this scales with lots of nested agents and traces?<\/p>\n<p>Also big +1 on self-hosted + privacy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wes_dieleman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wes_dieleman<\/a> Absolutely!<\/p>\n<p>The traces are stored in Clickhouse so even for large amounts of traces performance is good. Same goes for the UI, huge prompts should be no issue!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thanks you so much!!! I was always wondering where do I spend most of the money. Thanks also for contributing to privacy and opensource.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bogomep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bogomep<\/a> Glad to hear you like it! Let me know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work with Claude Agent SDK or Claude Code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@milko_slavov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milko_slavov<\/a> It can feed traces back to Claude code for your development workflow through MCP. Tracing agent SDK itself should also be possible with the breadcrumb typescript sdk<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/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 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