Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-08<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2025-12-08<\/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\/5SX6OFGFCOMBJY\" class=\"app-title\">MultiDrive<\/a><\/p>\n<div class=\"one-liner\">Free disk cloning, backup and erasing software<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">360<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MultiDrive\u662f\u4e00\u6b3e\u514d\u8d39\u3001\u65e0\u9650\u5236\u7684Windows\u78c1\u76d8\u5de5\u5177\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u56fe\u5f62\u754c\u9762\u6216\u547d\u4ee4\u884c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5347\u7ea7\u786c\u76d8\u3001\u7cfb\u7edf\u5d29\u6e83\u540e\u6062\u590d\u3001\u5b89\u5168\u64e6\u9664\u65e7\u78c1\u76d8\u4ee5\u53ca\u5168\u76d8\u5907\u4efd\u7b49\u573a\u666f\u4e0b\uff0c\u5bf9\u53ef\u9760\u3001\u6613\u7528\u4e14\u514d\u8d39\u7684\u4e13\u4e1a\u7ea7\u78c1\u76d8\u64cd\u4f5c\u5de5\u5177\u7684\u9700\u6c42\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\/9b3a39cd-c473-431e-9d8f-ec1142b26802.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cec946a-3b4a-4bfc-83c0-07e96047ae2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0fe32bf-74c5-42cc-a932-4d1d1792d728.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/463b0429-c1fb-40bc-a090-43fea23214ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43a301c2-6504-4946-b263-7d08abaff2ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc128cb6-5c3a-4575-b072-0d8a21ce4f2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df550cf8-6347-4075-a0ed-eff9ead90dcd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c641cb8-f4f7-4bba-ab12-5aa5bb2e8680.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\/4c91fae4-9aa9-47ff-9adf-6aa6bd5611cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EQ1v3Ndk6K0?feature=shared\"><source src=\"https:\/\/youtu.be\/EQ1v3Ndk6K0?feature=shared\" 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\">Windows<\/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\">\u78c1\u76d8\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5907\u4efd<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u64e6\u9664<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Windows\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u78c1\u76d8\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/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\u771f\u6b63\u514d\u8d39\u201d\u6a21\u5f0f\u53ca\u7b80\u6d01\u9ad8\u6548\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u8be2\u95ee\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u652f\u6301\u589e\u91cf\/\u5dee\u5f02\u5907\u4efd\uff08\u5b98\u65b9\u56de\u590d\u76ee\u524d\u4ec5\u652f\u6301\u6247\u533a\u7ea7\u5168\u76d8\u514b\u9686\uff09\u3001\u672a\u6765\u8de8\u5e73\u53f0\u652f\u6301\uff08Linux\/macOS\u5df2\u5728\u89c4\u5212\uff09\u3001\u4ee5\u53ca\u5546\u4e1a\u6a21\u5f0f\uff08\u6838\u5fc3\u529f\u80fd\u6c38\u4e45\u514d\u8d39\uff0c\u672a\u6765\u6216\u4e3a\u4e13\u4e1a\u9700\u6c42\u6dfb\u52a0\u4ed8\u8d39\u5c42\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MultiDrive\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\u7684\u9762\u4e16\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u78c1\u76d8\u5de5\u5177\u5e02\u573a\u201c\u529f\u80fd\u4ed8\u8d39\u5899\u201d\u73b0\u8c61\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\u2014\u2014\u6247\u533a\u7ea7\u514b\u9686\u4e0e\u64e6\u9664\u5df2\u662f\u6210\u719f\u65b9\u6848\u2014\u2014\u800c\u5728\u4e8e\u5176\u575a\u51b3\u7684\u201c\u514d\u8d39\u65e0\u9650\u5236\u201d\u5b9a\u4f4d\u4e0e\u6781\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u805a\u7126\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u666e\u901a\u7528\u6237\u4e0eIT\u4e13\u4e1a\u4eba\u58eb\u7684\u5171\u540c\u75d2\u70b9\uff1a\u524d\u8005\u82e6\u4e8e\u590d\u6742\u64cd\u4f5c\uff0c\u540e\u8005\u538c\u70e6\u5de5\u5177\u8f6f\u4ef6\u7684\u201c\u5957\u8def\u5f0f\u201d\u5546\u4e1a\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u80cc\u540eAtola\u516c\u53f8\u7684\u4e13\u4e1a\u6570\u636e\u6062\u590d\u4e0e\u53d6\u8bc1\u80cc\u666f\uff0c\u4e3a\u8fd9\u6b3e\u514d\u8d39\u5de5\u5177\u63d0\u4f9b\u4e86\u53ef\u4fe1\u5ea6\u80cc\u4e66\uff0c\u4e5f\u63ed\u793a\u4e86\u5176\u6df1\u5c42\u6218\u7565\uff1a\u4ee5MultiDrive\u4f5c\u4e3a\u9ad8\u6548\u7684\u54c1\u724c\u89e6\u70b9\u548c\u4fe1\u4efb\u6784\u5efa\u5668\uff0c\u5f15\u6d41\u81f3\u5176\u9ad8\u5229\u6da6\u7684\u4e13\u4e1a\u786c\u4ef6\u5de5\u5177\u4e1a\u52a1\u3002\u8fd9\u662f\u4e00\u79cd\u5178\u578b\u7684\u201c\u514d\u8d39+\u4e13\u4e1a\u201d\u7ec4\u5408\u62f3\uff0c\u7528\u514d\u8d39\u5de5\u5177\u5efa\u7acb\u5e7f\u6cdb\u7528\u6237\u57fa\u7840\u548c\u53e3\u7891\uff0c\u4ece\u800c\u5de9\u56fa\u5176\u5728\u4e13\u4e1a\u5e02\u573a\u7684\u6743\u5a01\u5f62\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u201c\u4ec5\u652f\u6301\u5168\u76d8\u514b\u9686\u201d\u7684\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u5f3a\u8c03\u53ef\u9760\u6027\u4e0e\u5bf9\u95ee\u9898\u78c1\u76d8\u517c\u5bb9\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u4e3b\u52a8\u653e\u5f03\u4e86\u9700\u8981\u9891\u7e41\u3001\u5feb\u901f\u5907\u4efd\u7684\u7528\u6237\u5e02\u573a\u3002\u8fd9\u4e00\u5b9a\u4f4d\u9009\u62e9\u6e05\u6670\u8868\u660e\uff0c\u5176\u9996\u8981\u670d\u52a1\u5bf9\u8c61\u662f\u5904\u7406\u201c\u78c1\u76d8\u751f\u547d\u5468\u671f\u5173\u952e\u8282\u70b9\u201d\uff08\u5982\u8fc1\u79fb\u3001\u62a5\u5e9f\uff09\u7684\u7528\u6237\uff0c\u800c\u975e\u65e5\u5e38\u7cfb\u7edf\u7ef4\u62a4\u8005\u3002\u672a\u6765\u82e5\u6dfb\u52a0\u589e\u91cf\u5907\u4efd\u7b49\u9ad8\u7ea7\u529f\u80fd\uff0c\u5f88\u53ef\u80fd\u6210\u4e3a\u5176\u89c4\u5212\u4e2d\u7684\u4ed8\u8d39\u5206\u754c\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMultiDrive\u662f\u4e00\u6b3e\u6218\u7565\u610f\u4e49\u5927\u4e8e\u529f\u80fd\u521b\u65b0\u7684\u4ea7\u54c1\u3002\u5b83\u7528\u7eaf\u7cb9\u7684\u5de5\u5177\u5c5e\u6027\uff0c\u5728\u5145\u65a5\u7740\u8bd5\u7528\u9650\u5236\u3001\u5e7f\u544a\u5f39\u7a97\u548c\u529f\u80fd\u9609\u5272\u7684\u5e02\u573a\u4e2d\uff0c\u6811\u7acb\u4e86\u4e00\u4e2a\u6e05\u723d\u7684\u6807\u6746\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u8003\u9a8c\u56e2\u961f\u80fd\u5426\u5728\u575a\u6301\u201c\u6838\u5fc3\u514d\u8d39\u201d\u627f\u8bfa\u4e0e\u63a2\u7d22\u53ef\u6301\u7eed\u5546\u4e1a\u6a21\u5f0f\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MultiDrive<\/span>\n <\/div>\n<div class=\"comment-content\">MultiDrive is a free Windows tool that lets you clone, back up, and securely wipe entire drives. Use a simple GUI or a powerful CLI \u2014 whatever fits your workflow. Move to a new PC by cloning your drive, back up your data to avoid loss, and safely wipe a disk before selling it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello PH community! \ud83d\udc4b<\/p>\n<p>I\u2019m Tetiana, product manager at Atola Technology.<\/p>\n<p>We are excited to launch <strong>MultiDrive<\/strong>, a free Windows tool for backing up, cloning and erasing drives!<\/p>\n<p>We built it with one core belief: essential disk operations – cloning, erasing, and full backups – <strong>should be free and accessible to everyone<\/strong>. Thus, MultiDrive is simple enough for anyone to use and powerful enough for professionals.<\/p>\n<p>When I say it\u2019s free, I mean truly free: no upgrade pop-ups, no feature limits, no registration.<\/p>\n<p><strong>What you can do with MultiDrive:<\/strong><br \/>– Move all your data when upgrading to a new drive<\/p>\n<p>– Recover after an operating system crash<\/p>\n<p>– Erase every byte of drive\u2019s data before recycling or reselling the drive<\/p>\n<p>– Fully backup your additional USB stick or SSD with important data<\/p>\n<p>– Clone data from your failing drive with bad sectors<\/p>\n<p>– If you have a bunch of drives to process, run multiple tasks in parallel<\/p>\n<p>We plan to keep all current features free and later add extra paid features.<br \/>Atola also builds professional digitall forensic and data recovery tools, so MultiDrive benefits from that expertise.<\/p>\n<p>We would love to hear your feedback! \u2764\ufe0f<\/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\">\n<p>Hey PH people!<\/p>\n<\/p>\n<p>I am Vitaliy, CTO at Atola Technology. After 17 years of digging deep into drives, I got tired of seeing basic disk operations locked behind paywalls. Some companies killed their free versions, while others have hidden drive cloning in their paid tiers, and overall, it feels way more complicated than it should be. One of my turning points was when I once tried to help one guy fully erase a USB drive on Windows 11. I was sure it should be simple but I ended up sending him a set of CLI commands via DiskPart \ud83d\ude2b<\/p>\n<\/p>\n<p>Our goal with MultiDrive is straightforward: make disk operations simple enough that even my mum could plug in a USB stick and erase or back it up. Without ads, nag screns, and annoying upsells.<\/p>\n<\/p>\n<p>Hope you\u2019ll find it useful. Happy to answer anything! \ud83d\ude0a<\/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>I’ve used the CLI tool myself. It does a commendable job. Really a useful tool<\/p>\n<p>Congrats on the launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Despite the fact that I think MultiDrive’s GUI is gorgeous, the CLI is the true geek way to use this kind of tool. Automation is king! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid. Quick question: does MultiDrive support incremental or differential backups, or is it focused strictly on full-drive cloning? That would make it much more flexible for regular system maintenance.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks a lot for your question and kind words!<\/p>\n<p>MultiDrive is designed as a sector-by-sector cloning and backup tool. Because of this approach, we currently don\u2019t support incremental or differential backups.<\/p>\n<p>Instead, we focus on full-drive or range-based backups, which are more reliable when the source drive has issues (e.g. bad sectors) and ensure a complete 1:1 copy.<\/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>This is great. A free, no-limit cloning and backup tool is rare. Excited to try it!<\/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\/@alia_soni1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alia_soni1<\/a> Thanks a lot for the kind words! \ud83d\ude4c<br \/>We wanted to make this kind of tool available and easy to use for everyone – from individual users to businesses. \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 with the launch! It is really useful! What is your business strategy and monetization model for this tool? <\/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\/@mark_opanasiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_opanasiuk<\/a> Thank you so much! \ud83e\udef6<\/p>\n<p>For now, MultiDrive is completely free. We plan to keep the core tool free and later introduce optional advanced features for professional use.<br \/>We\u2019ll think about the monetization model later – right now we\u2019re focusing on gathering feedback and understanding what else we can build for our users. \ud83d\ude42<\/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><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> thanks for this great tool and letting users like me search for a reliable and good cloning tool without paying a penny. I tried many of the tools as your CTO said, that they are hiding behind the paywalls. Thanks for this great tool and let me inform you, that I am planning to move to a new machine and it will help me a lot on that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@foyjul_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@foyjul_i<\/a> We\u2019re so happy to hear that MultiDrive is helpful for you! Thank you so much for your kind words. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome idea! Hope you get 1st today!<\/p>\n<\/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\/@juliayugo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juliayugo<\/a> Thank you so much! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>\u0441lean, clone, and conquer. love how straightforward this is – no fluff, just pure utility. congrats on your launch \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enesterenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enesterenko<\/a> Thank you so much! \ud83d\ude4c <\/p>\n<p>Your comment made our team smile – this is exactly the experience we hoped to deliver! \ud83d\ude80\u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks handy. GUI for quick stuff, CLI for scripts. I mostly wipe drives before selling and clone when swapping SSDs. Got burned once by a dead drive. Does it do incremental\/diff backups or just full clones? Would make weekly backups a lot easier.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you! \ud83d\ude4c<br \/>For now, we do sector-by-sector backup and cloning, which is more reliable for booting up. we don\u2019t support incremental or differential backups yet.<br \/>With CLI you can automate your workflow, as well as scheduling tasks. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting product!! \ud83d\udc4f\ud83c\udffb Congratulations \ud83d\udc4f\ud83c\udffb \ud83c\udf89 <\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you so much! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats <a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> <a href=\"https:\/\/www.producthunt.com\/@olexandr_chalyi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olexandr_chalyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olexandr_chalyi<\/a> <a href=\"https:\/\/www.producthunt.com\/@tetiana_hrybok\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hrybok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hrybok<\/a> ! \ud83c\udf89<br \/>Will Linux\/macOS versions be on the roadmap?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you so muc, Kate!! \ud83e\udef6<br \/>We built UI on Avalonia, this is a .NET cross-platform UI framework, so we are planning to add Linux\/Macos 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><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thank you so much \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are you planning to launch on macOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattpawluk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattpawluk<\/a> Sure, MultiDrive is built on Avalonia, a cross-platform UI framework. So we are planning to add Linux\/Mac support. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You get my upvote for keeping it totally free, well done!<\/p>\n<p>Still curious to know how you derive revenue out of this. Any ads involved?<\/p>\n<\/p>\n<p>Best wishes for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Thank you \ud83e\udef6<br \/>No registration, no ads \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Thank you so much for the support, we really appreciate it! \ud83d\ude4c<\/p>\n<p>And great question. I can expand a little. We\u2019ve made a very deliberate decision with MultiDrive: No ads, no data collection, no upsells, no tracking.<\/p>\n<p>MultiDrive is completely free, and all current features will remain free forever.<\/p>\n<p>Two benefits for us:<\/p>\n<p>1. Goodwill + awareness<br \/>People learn who we are through MultiDrive, and some eventually discover our pro-grade tools used by labs and law enforcement (forensic hardware tools are our primary business generating income, which helps cover passion projects like MultiDrive \ud83d\ude0a)<\/p>\n<p>2. Future optional paid add-ons (very limited)<br \/>If we introduce paid features in the future, they would be separate <em>premium layers<\/em> for niche professional needs, never touching the free functionality people rely on today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I decide what to clone and what not to clone while cloning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a> I would underline that it’s a byte-to-byte cloning. That said, there is a way to clone separate partitions or parts of drives. For that you have to select your source and target drives and then click <strong>Options<\/strong>.<\/p>\n<\/p>\n<p>The sliders define the start and end offsets for your task. Remember, though, that the entire software is disk-level, not file-level.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6dfacb3-2412-46ff-a093-defcf7c54ffb.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>Congrats on the launch! The Parallel Operations feature looks super useful for sysadmins managing multiple migrations. Curious\u2014how are you differentiating this from Clonezilla (besides the obviously better UI)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anastasiia_tilinina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasiia_tilinina<\/a> That\u2019s a great question! \ud83d\ude4c<br \/>Clonezilla has a text-based interface and is mainly for Linux machines, while MultiDrive offers both a GUI and a CLI, and both are very user-friendly. It\u2019s designed to be useful for a much wider audience. Additionally, MultiDrive supports multiple operations at the same time, can pause and resume long tasks, includes secure wiping, and many other features that Clonezilla doesn\u2019t offer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, team! Looks amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@debadrita_banik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debadrita_banik<\/a> Thank you so much for your kind words! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Can it handle drives with multiple partitions without issues?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> sure, it does. \ud83d\ude42<br \/>MultiDrive handles drives with multiple partitions, as well as you can run multiple tasks at the same 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<ol>\n<li>\n<p>Where are those data stored? <\/p>\n<\/li>\n<li>\n<p>Is there any limit for memory? <\/p>\n<\/li>\n<li>\n<p>What will be the pricing for the service? <\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <br \/>1. Data about completed and paused tasks is stored in a single local database file. You can always delete the file and start using MultiDrive from scratch. Let me know if I’ve gotten your question right \ud83d\ude42<\/p>\n<p>2. There are no limits on drive capacity for cloning, backing up, restoring, or erasing. These could easily be multi-terabyte drives. <\/p>\n<p>MultiDrive itself doesn’t require much memory to run eating a few hundreds of MB in your RAM when working.<\/p>\n<p>3. We hope to do so in the future. One possible scenario is building specialized MultiDrive version for some B2B market segment. For a while, from my perspective, it’s crucial that we claim on the <a href=\"http:\/\/multidrive.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">multidrive.io<\/a> homepage that all the current functionality users rely on will stay free forever! \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations on the launch and super useful software.<\/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\/@alexander_gifford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_gifford<\/a> Thank you so much! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats with the launch! Onward and upward!<\/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\/@tima_fey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tima_fey<\/a> Thank you so much! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! Are you planning to extend your offering to MacOS?<\/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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Sure! MultiDrive is based on Avalonia, a .NET cross-platform UI framework. <\/p>\n<p>We are planning to add Linux and macOS support! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for hunting!<\/p>\n<\/p>\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> for being part of the great launch!<\/p>\n<\/p>\n<p>I\u2019m someone who\u2019s personally experienced data loss from deleted space, so I know how important this really is.<\/p>\n<\/p>\n<p>I\u2019m curious: What are the main alternatives as of December 2025? And in what ways do you stand out from them?<\/p>\n<\/p>\n<p>(hardware and software)<\/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>Thank you a lot! We are so thankful to <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> and to you <a href=\"https:\/\/www.producthunt.com\/@byalexai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> for your advice. As of your question, some of the main alternatives are Macrium, EaseUS, Hasleo, AOMEI, and Clonezilla (as mentioned here). <\/p>\n<p>The biggest difference is that MultiDrive is a completely free solution – no ads, no limits, no hidden promos. We\u2019re very open about what we do and what features we offer.<\/p>\n<p>Our GUI and CLI are modern and easy to use. <\/p>\n<p>MultiDrive also supports multiple operations at the same time, the ability to pause and resume long tasks, backups in .zip format, and \u2014 importantly \u2014 it can back up and clone failing or unstable drives. <\/p>\n<p>So if you have an older drive and want to keep its data alive, MultiDrive can help with that. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi all! <\/p>\n<p>I\u2019m Yulia from the MultiDrive team. <\/p>\n<p>Thank you to everyone who\u2019s trying MultiDrive, asking questions, and sharing feedback, it really means a lot to us!<\/p>\n<p>One of the things we focused on with MultiDrive is robustness. It handles read errors intelligently, gives you detailed logs, and supports multi-drive parallel tasks, and it won’t unexpectedly give up on a task it started! This capacity is usually found only in paid tools, while we like to keep it free for all, at least all the current functionality.<\/p>\n<p>Meanwhile, the interface stays minimal and friendly, so anyone can use it.<\/p>\n<p>If you run into any edge cases or have ideas for future features, we\u2019d really love to hear them! We hope MultiDrive saves you time (and nerves \ud83d\ude05).<\/p>\n<p>Thank you for supporting our launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When are you coming to macOS <a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> \ud83d\ude4f<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Thank you!! \ud83d\ude4c We\u2019re gathering feedback right now, so we don\u2019t have an ETA yet for macOS. <\/p>\n<p>But it\u2019s definitely on our roadmap, and we\u2019ll be back with a new launch when it\u2019s ready! \ud83d\ude80\ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Going to try this out. Super clean UI.<\/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\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Thank you! \ud83d\ude0a<br \/>We\u2019d love to hear your feedback once you try it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very clean, simple hard drive management! Is it only for Windows??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Thank you! \ud83d\ude0a Yes, it\u2019s Windows-only for now, but MultiDrive is built on a cross-platform framework (Avalonia), so Linux and macOS support are coming 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>This could definitely save lots of money! Does the speed of process depend on the size of drives? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Nope. The speed depends on the linear read\/write speed of the drives involved in the process. The performance is defined by the speed of the slowest participant: source or target drive. In case of Erase process, it is only the linear writing speed of the target drive that matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N4CD3TOAWACDGX\" class=\"app-title\">SciSpace BioMed Agent <\/a><\/p>\n<div class=\"one-liner\">Your AI Co-Scientist for Biomedical Research<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">337<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u751f\u7269\u533b\u5b66\u7814\u7a76\u8bbe\u8ba1\u7684\u9886\u57df\u539f\u751fAI\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u6574\u5408150\u591a\u79cd\u5de5\u5177\u548c100\u591a\u4e2a\u5b66\u672f\u6570\u636e\u5e93\uff0c\u5728\u5355\u4e00\u5e73\u53f0\u5185\u89e3\u51b3\u7814\u7a76\u4eba\u5458\u56e0\u5de5\u5177\u788e\u7247\u5316\u800c\u5bfc\u81f4\u7684\u6d41\u7a0b\u4e2d\u65ad\u3001\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\uff0c\u5b9e\u73b0\u4ece\u6587\u732e\u5206\u6790\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u5230\u6570\u636e\u89e3\u8bfb\u7684\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cb392cc-94a7-4b36-a886-ebe61cd6e885.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12bf955e-f43d-453e-9199-57c8cb1932d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47a7d3a2-392f-4493-90bf-ba35841fb864.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b9723e0-398c-4330-9477-5f914706e4ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c43ce3b-4b37-4c32-bea2-a880a4fa1caf.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\/bdf9c4ba-d50d-4554-9f37-7e9daff42917.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=v_vKRVyXh_o\"><source src=\"https:\/\/www.youtube.com\/watch?v=v_vKRVyXh_o\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Science<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u79d1\u7814\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u533b\u5b66\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u7ec4\u5b66\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u836f\u7269\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u4e34\u5e8a\u57fa\u56e0\u7ec4\u5b66<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u5b9e\u9a8c\u5ba4\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/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\u7814\u7a76\u5de5\u5177\u788e\u7247\u5316\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5b83\u80fd\u663e\u8457\u63d0\u5347\u6548\u7387\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u6df1\u5ea6\u7406\u89e3\u751f\u7269\u533b\u5b66\u590d\u6742\u6027\u7684\u80fd\u529b\uff1b\u80af\u5b9a\u5176\u5c06\u8ba1\u7b97\u5206\u6790\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1\u7ed3\u5408\u7684\u5b9e\u7528\u6027\uff1b\u671f\u5f85\u5176\u5728\u8de8\u5b66\u79d1\u6c9f\u901a\uff08\u5982\u7cbe\u795e\u5065\u5eb7\u4e0e\u666e\u901a\u533b\u5b66\uff09\u7b49\u65b9\u5411\u62d3\u5c55\uff1b\u5e76\u8be2\u95ee\u4e0e\u73b0\u6709\u4e34\u5e8a\u7ea7\u53d8\u5f02\u89e3\u8bfb\u5de5\u5177\uff08\u5982VarSome\uff09\u7684\u6027\u80fd\u5bf9\u6bd4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SciSpace BioMed Agent\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4f20\u7edf\u751f\u7269\u533b\u5b66\u7814\u7a76\u8303\u5f0f\u7684\u4e00\u6b21\u201c\u96c6\u6210\u5f0f\u9769\u547d\u201d\u3002\u5b83\u76f4\u51fb\u8be5\u9886\u57df\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u9ad8\u5ea6\u788e\u7247\u5316\u7684\u5de5\u5177\u751f\u6001\u3002\u7814\u7a76\u4eba\u5458\u957f\u671f\u5728\u6587\u732e\u6570\u636e\u5e93\u3001\u5206\u6790\u8f6f\u4ef6\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u5de5\u5177\u4e4b\u95f4\u75b2\u4e8e\u5207\u6362\uff0c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u6548\u7387\u635f\u8017\u3002\u6b64\u4ea7\u54c1\u8bd5\u56fe\u7528\u201cAI\u667a\u80fd\u4f53\u201d\u8fd9\u4e00\u7edf\u4e00\u63a5\u53e3\uff0c\u5c06\u6563\u843d\u7684\u5de5\u5177\u94fe\u7f16\u7ec7\u6210\u8fde\u8d2f\u7684\u5de5\u4f5c\u6d41\uff0c\u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u6d41\u7a0b\u518d\u9020\u201d\u800c\u975e\u5355\u4e00\u529f\u80fd\u589e\u5f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u201c\u6df1\u5ea6\u201d\u4e0e\u201c\u53ef\u9760\u6027\u201d\u3002\u8bc4\u8bba\u4e2d\u201c\u7406\u89e3\u751f\u7269\u533b\u5b66\u590d\u6742\u6027\u201d\u7684\u8d5e\u8a89\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u6210\u8d25\u5173\u952e\uff1a\u5b83\u80fd\u5426\u8d85\u8d8a\u8868\u9762\u4fe1\u606f\u6574\u5408\uff0c\u5b9e\u73b0\u771f\u6b63\u4e13\u4e1a\u7684\u9886\u57df\u63a8\u7406\uff1f\u4f8b\u5982\uff0c\u5728\u53d8\u5f02\u89e3\u8bfb\u6216\u514b\u9686\u8bbe\u8ba1\u7b49\u5173\u952e\u73af\u8282\uff0c\u5176\u7ed3\u8bba\u7684\u53ef\u4fe1\u5ea6\u3001\u53ef\u91cd\u590d\u6027\u53ca\u4e0e\u91d1\u6807\u51c6\u5de5\u5177\u7684\u4e00\u81f4\u6027\uff0c\u5c06\u662f\u7814\u7a76\u4eba\u5458\u80fd\u5426\u4ece\u201c\u5c1d\u8bd5\u201d\u8f6c\u4e3a\u201c\u4f9d\u8d56\u201d\u7684\u51b3\u5b9a\u56e0\u7d20\u3002\u5f53\u524d\u5c55\u793a\u7684\u66f4\u591a\u662f\u201c\u8fde\u63a5\u201d\u7684\u80fd\u529b\uff0c\u800c\u751f\u7269\u533b\u5b66\u7814\u7a76\u7684\u4e25\u82db\u6027\u8981\u6c42\u7684\u662f\u201c\u7cbe\u51c6\u5224\u65ad\u201d\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u6570\u636e\u58c1\u5792\u95ee\u9898\u503c\u5f97\u5173\u6ce8\u3002\u96c6\u6210\u5927\u91cf\u4e13\u4e1a\u6570\u636e\u5e93\u548c\u8f6f\u4ef6\u5fc5\u7136\u6d89\u53ca\u590d\u6742\u7684\u6388\u6743\u4e0e\u5408\u89c4\uff0c\u5176\u201c\u7edf\u4e00\u5e73\u53f0\u201d\u7684\u4fbf\u5229\u6027\u80fd\u5426\u6301\u7eed\uff0c\u4e14\u4e0d\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u6602\u8d35\u7684\u8ba2\u9605\u8d1f\u62c5\uff1f\u5b83\u5ba3\u79f0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u613f\u666f\uff0c\u4e0e\u53ef\u80fd\u5b58\u5728\u7684\u6280\u672f\u53ca\u6210\u672c\u95e8\u69db\u4e4b\u95f4\uff0c\u5b58\u5728\u9700\u8981\u5e73\u8861\u7684\u5f20\u529b\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u4ea7\u54c1\uff0c\u5b83\u63cf\u7ed8\u4e86AI\u9a71\u52a8\u79d1\u7814\u7684\u6e05\u6670\u672a\u6765\uff0c\u4f46\u5176\u80fd\u5426\u5728\u4e13\u4e1a\u7684\u6df1\u6c34\u533a\u7ad9\u7a33\u811a\u8ddf\uff0c\u5e76\u6784\u5efa\u53ef\u6301\u7eed\u7684\u751f\u6001\uff0c\u5c06\u662f\u4e0b\u4e00\u9636\u6bb5\u7684\u89c2\u5bdf\u91cd\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\">SciSpace BioMed Agent <\/span>\n <\/div>\n<div class=\"comment-content\">SciSpace BioMed is a domain-native AI Agent for biomedical research. Leveraging 150+ tools & 100+ academic databases\/software, it analyzes datasets, interprets variants, designs cloning, wet-lab workflows, aids rare-disease and therapeutic discovery, giving actionable insights across biology, medicine, and genomics.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks @benln for hunting us!<\/p>\n<p>Hello Product Hunt Community \ud83d\udc4b,<\/p>\n<p>I\u2019m Saikiran Chandha, founder of SciSpace.<\/p>\n<p>Today, we\u2019re excited to introduce the SciSpace BioMed Agent, a domain-tuned AI Co-Scientist built specifically for biology and medicine.<\/p>\n<p><strong>Why we built this?<\/strong><br \/>Biomedical researchers juggle scattered tools from literature search and pathway mapping to data analysis, protocol troubleshooting, and experiment design. Every step requires switching apps, losing context, and restarting analysis from scratch.<\/p>\n<p>We built the BioMed Agent to eliminate that fragmentation. It works like a research-native agent that understands biological concepts, reads your papers, ingests your datasets, interprets protocols, and runs your clinical workflows end-to-end, all in one place with a single prompt.<\/p>\n<p><strong>What does the Agent do?<\/strong><br \/>* Reduce complexity in biomedical research<br \/>* Automate repetitive workflows end-to-end<br \/>* Interpret multi-modal datasets (omics >> clinical >> wearables >> imaging)<br \/>* Augment human reasoning with deep biological insight<br \/>* Democratize advanced capabilities so every lab, student, and clinician can access expert-level analysis<br \/>* Bridge disciplines by connecting genetics, pathways, pharmacology, regulation, and disease biology<\/p>\n<p>In short, SciSpace BioMed Agent is here to make biomedical research faster, more accessible, and more effective.<\/p>\n<p><strong>Who is it for?<\/strong><br \/>PhD students, postdocs, biomedical researchers, and clinicians.<\/p>\n<p><strong>Key Features<\/strong><br \/>* Unified Interface: 150+ tools & 100+ academic databases and software in one platform<br \/>* Massive Research Corpus: Access the most relevant papers for evidence-grounded insights<br \/>* Interactive Outputs: Ask follow-ups, refine analyses, and iterate in real-time<br \/>* Smarter Literature Reviews: More relevant reviews with a customized table of insights<\/p>\n<p><strong>Primary Use Cases:<\/strong><br \/>* End-to-end biomedical data analysis<br \/>* Variant & genetic reasoning<br \/>* Clinical genomics intelligence<br \/>* Drug discovery & pharmacology<br \/>* Lab workflow automation (CRISPR, primers, cloning)<br \/>* Multi-omic & single-cell analysis<br \/>* Microbiome & real-world data interpretation<br \/>* Publication-ready figures, tables, and presentations<\/p>\n<p>Explore it now and see how fast your biomedical research can go \ud83d\udc49 <br \/><a href=\"https:\/\/scispace.com\/biomedical\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/scispace.com\/biomedical<\/a> <\/p>\n<p><strong>Explore SciSpace BioMed Agent today!<\/strong><br \/>Get exclusive Product Hunt access with a special launch discount \ud83d\udc49 <strong>PHB50 and get $50 off on annual plans<br \/><\/strong><br \/>Shout-out to our amazing team, this wouldn\u2019t exist without your passion and drive! Thanks to the PH community for inspiring makers every day.<\/p>\n<p><strong>We\u2019d love your thoughts \ud83d\ude42 <\/strong><br \/>Run it on your research projects, explore the workflows, and share feedback at <a href=\"mailto:community@scispace.us\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">community@scispace.us<\/a>. Your input is invaluable to us:)<\/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\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> <a href=\"https:\/\/www.producthunt.com\/@saikiranchandha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saikiranchandha<\/a> This launch means a lot to us. <\/p>\n<\/p>\n<p>Biomedical workflows are messy, slow, and far too fragmented, and we wanted to fix that in a real, practical way. Our team spent months building an agent that feels like a capable lab partner, not another interface to wrestle with. <\/p>\n<\/p>\n<p>Give it a try, and we\u2019d love to hear if it genuinely makes your biomedical research workflow smoother!<\/p>\n<\/p>\n<p>Cheers.<\/p>\n<p>Shanu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> <a href=\"https:\/\/www.producthunt.com\/@saikiranchandha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saikiranchandha<\/a> <\/p>\n<p>After more than two decades in healthcare and loves medicine just as much as he loves electronics and AI, I\u2019m always testing<\/p>\n<p>new platforms. Recently, I spent time comparing different AI agents \u2014 and SciSpace BioMed<\/p>\n<p>Agent stood out in a way I honestly didn\u2019t expect.<\/p>\n<p>What struck me wasn\u2019t just the speed. It was the depth.<\/p>\n<p>It is really a wonderful tool that closed a huge gape in the biomedical field especially in healthcare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> <a href=\"https:\/\/www.producthunt.com\/@saikiranchandha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saikiranchandha<\/a> Really like how you addressed fragmentation in research workflows. A unified agent experience can save so much time for teams working across datasets and literature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congratulations to the team.<\/p>\n<\/p>\n<p>This looks like exactly what the field needs: an AI that speaks the complex language of biomedics and connects the dots between datasets, literature, and experimental design. If it can reliably assist with cloning strategies or variant interpretation, it will become an essential part of the daily workflow. Fantastic achievement I should say \ud83e\udd1d<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you! That\u2019s exactly the gap we\u2019re aiming to close, giving researchers an AI agent that actually understands biomedical complexity and supports real lab decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 works in molecular biology, this sounds incredibly useful. I appreciate how it combines experimental design with data-driven insights, something I constantly need but rarely find in a single place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@latham_ryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@latham_ryan<\/a> Thanks! Great to know it\u2019s been helpful to you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@latham_ryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@latham_ryan<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 drawn to how this AI blends academic databases with real experimental workflows. That’s exactly what I need when I’m moving from literature review to designing practical steps in the lab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tish_vivenzio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tish_vivenzio<\/a> Glad it resonates! Thanks for sharing this:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tish_vivenzio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tish_vivenzio<\/a> Good to hear that:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You go my vote. Next step would be cross-discipline communication. Example: mental health <> general medicine. Just a thought.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks so much for the vote! And yes, cross-disciplinary communication is a valuable direction. We\u2019ll definitely keep this in mind:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love how this agent seems built for researches like me who constantly balance computational analysis and biological intuition. It honestly feels like a powerful sidekick for variant interpretation and experimental planning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zainab_adamu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zainab_adamu1<\/a> So good to hear! Supporting real computational-bio workflows is exactly why we built it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zainab_adamu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zainab_adamu1<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds perfect for me since I often struggle to connect datasets with experimental plans. Having an AI that truly understands genomics and wet-lab design would make my workflow smoother and more focused.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itohan_blessing_eigbadon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itohan_blessing_eigbadon<\/a> Thanks for your kind words:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@itohan_blessing_eigbadon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itohan_blessing_eigbadon<\/a> Good to hear that! Try it out and share your thoughts:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 constantly digging through research tools, I’m impressed by how this AI brings everything under one roof. It feels like something I’d keep open all day while planning workflows or exploring therapeutic angles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adebayo_fatima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adebayo_fatima<\/a> Love hearing this! So yeah, our whole idea was to cut down the tool-hopping biomedical researchers deal with every day. Glad you found it useful:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adebayo_fatima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adebayo_fatima<\/a> Thank you:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> The problem described here is painfully real. If this fixes that, it will save researchers so much mental energy. \ud83e\udde0\ud83e\uddbe<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ana_popescu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_popescu2<\/a> Exactly! Saving mental bandwidth for researchers was a big part of why we built this. Try it out and let us know your thoughts <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ana_popescu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_popescu2<\/a> True that! Explore it for yourself and let me know how it helped:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing! My lab group is definitely adopting this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arpitranjan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arpitranjan<\/a> Awesome! Hope it makes your workflow smoother and experiments easier:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@arpitranjan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arpitranjan<\/a> Great to hear that! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that it isn’t just another generic AI tool but something designed to real biomedical complexity. As someone who constantly cross-checks experiments and literature, I feel like this could give me clarity faster. It’s the kind of assistant I’ve wished for in the lab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tamar_waziri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamar_waziri<\/a> Thanks for your kind words:) And yes, that\u2019s exactly what we aimed for: to build an agent that actually understands the complexity of biomedical workflows and helps make sense of experiments and literature faster. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tamar_waziri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamar_waziri<\/a> Thanks for your support. Yes, it’s an AI agent built to understand biomedical language and not just another Chatbot. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For someone like me who spends hours interpreting variants, this feels like a real breakthrough. I’d love having an intelligent assistant that undersatnds the complexities behind biomedical datasets and delivers useful, targeted insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dick_carville\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dick_carville<\/a> Thanks for your kind words:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dick_carville\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dick_carville<\/a> Thank you! Do explore it and share 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\">Congrats.. very nice and clean website \ud83d\udc4f\ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thanks for your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love this. How does your variant interpretation compare to clinical-grade tools like VarSome or Illumina BaseSpace?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Really thoughtful product design. Congrats on the launch!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A super handy tool for decoding scientific papers\u2014just highlight anything confusing and get clear explanations instantly. The follow-up questions and smart, keyword-free search make research faster and much easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gaurav_mandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_mandal<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gaurav_mandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_mandal<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the agent support full multi-omics pipelines end-to-end or only specific workflow components?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>A unified AI agent for biomedical research was long overdue. SciSpace seems to be filling the gap. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thank you:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle ambiguous or low-quality datasets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 depth of biological reasoning you mentioned is impressive. Congrats on shipping! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thanks for your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks handy. If it can actually unpack gnarly methods and those dense tables, big win. The no keyword search sounds useful when I can\u2019t name the thing. Curious how it handles preprints vs paywalled PDFs. Saving for my next PubMed rabbit hole.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks! Give it a spin for paper discovery and let me know how it works for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks for your support. Oh yea, please give it a try to discover papers related to medicine and bio. It helps you get the most relevant papers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Fantastic work! \ud83d\ude80<br \/>I thiink this could seriously accelerate early-stage research.<br \/>Are you planning to introduce collaboration features so research teams can work inside the same agent environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks for your kind words! Collaboration features are definitely on our roadmap<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is incredibly exciting. <\/p>\n<\/p>\n<p>It feels like we’re witnessing a fundamental shift in how biomedical research is done. The potential for rare disease discovery here is particularly inspiring. <\/p>\n<\/p>\n<p>Best wishes for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Many thanks for your support:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this an Indian 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<\/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\/ZVGKYHSN6TGMV2\" class=\"app-title\">ACE Studio 2.0<\/a><\/p>\n<div class=\"one-liner\">The all-in-one AI music canvas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">304<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e86AI\u4eba\u58f0\u3001AI\u4e50\u5668\u548c\u751f\u6210\u5f0f\u6a21\u578b\u7684\u201cAI\u4f18\u5148\u201d\u97f3\u4e50\u5de5\u4f5c\u7ad9\uff0c\u4e3a\u72ec\u7acb\u521b\u4f5c\u8005\u63d0\u4f9b\u4e86\u4ece\u7075\u611f\u5230\u53d1\u5e03\u7684\u7aef\u5230\u7aef\u4e00\u4f53\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u521b\u4f5c\u8005\u5728\u97f3\u4e50\u5236\u4f5c\u4e2d\u7f3a\u4e4f\u56e2\u961f\u534f\u4f5c\u4e0e\u4e13\u4e1a\u5de5\u5177\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\/020c14e9-f0cf-4507-86e6-006beb5851ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a4ebd9e-daaa-48fd-8df0-dfd0f7e52a10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e88ece7-cc33-44da-9fc6-25ff023c8e00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c5cdca3-40f2-49f1-bcd2-ebe5c56de881.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\/0e7c9717-eb84-4b50-ab42-db25d9a3a395.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ncdTeDCPdto&t=1s\"><source src=\"https:\/\/www.youtube.com\/watch?v=ncdTeDCPdto&t=1s\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5de5\u4f5c\u7ad9<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u7f16\u66f2\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u97f3\u4e50\u4eba<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\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\u8d5e\u8d4f\u5176\u6d41\u7545\u7684\u4e00\u4f53\u5316\u5de5\u4f5c\u6d41\u3001\u5e72\u51c0\u7684\u754c\u9762\u4ee5\u53ca\u5bf9\u521b\u4f5c\u8005\u201c\u63a7\u5236\u611f\u201d\u7684\u91cd\u89c6\uff0c\u8ba4\u4e3a\u5176\u8d85\u8d8a\u4e86\u201c\u4e00\u952e\u751f\u6210\u201d\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u5bf9\u89c6\u9891\u914d\u4e50\u5de5\u4f5c\u6d41\u7684\u652f\u6301\u3001\u672a\u6765\u662f\u5426\u96c6\u6210\u97f3\u4e50\u53d1\u884c\u529f\u80fd\u3001\u4ee5\u53caAI\u80fd\u5904\u7406\u7684\u97f3\u4e50\u98ce\u683c\u8303\u56f4\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 ACE Studio 2.0\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740AI\u97f3\u4e50\u5de5\u5177\u4ece\u201c\u730e\u5947\u73a9\u5177\u201d\u5411\u201c\u4e13\u4e1a\u5de5\u5177\u201d\u7684\u5173\u952e\u8f6c\u6298\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u751f\u6210\u7b97\u6cd5\u7684\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u6e05\u9192\u7684\u4ea7\u54c1\u5b9a\u4f4d\uff1a**\u5c06\u79bb\u6563\u7684AI\u80fd\u529b\uff08\u4eba\u58f0\u3001\u4e50\u5668\u3001\u66f2\u5f0f\u751f\u6210\uff09\u5de5\u7a0b\u5316\u4e3a\u4e00\u4e2a\u53ef\u63a7\u3001\u53ef\u7f16\u8f91\u7684\u6807\u51c6\u5316\u5de5\u4f5c\u6d41**\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u5f53\u524dAI\u521b\u4f5c\u9886\u57df\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u751f\u6210\u6613\uff0c\u7cbe\u4fee\u96be\uff1b\u521b\u610f\u591a\uff0c\u843d\u5730\u5c11\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u56e2\u961f\u5bf9\u201c\u4eba\u7c7b\u9a7e\u9a76\u5458\u201d\u89d2\u8272\u7684\u575a\u6301\uff0c\u662f\u5bf9\u6297AI\u201c\u9ed1\u7bb1\u201d\u4e0e\u201c\u540c\u8d28\u5316\u201d\u98ce\u9669\u7684\u660e\u667a\u7b56\u7565\u3002\u5b83\u672c\u8d28\u4e0a\u552e\u5356\u7684\u4e0d\u662fAI\u7684\u201c\u81ea\u52a8\u5316\u201d\uff0c\u800c\u662f\u201c\u53ef\u9884\u6d4b\u7684\u589e\u5f3a\u201d\u3002\u901a\u8fc7\u5c06AI\u6a21\u5757\u5316\u4e3a\u5de5\u4f5c\u7ad9\u4e2d\u7684\u865a\u62df\u201c\u4e50\u624b\u201d\u548c\u201c\u5236\u4f5c\u4eba\u201d\uff0c\u5b83\u8ba9\u521b\u4f5c\u8005\u91cd\u65b0\u83b7\u5f97\u4e86\u97f3\u4e50\u751f\u4ea7\u4e2d\u7684\u201c\u7ed3\u6784\u6743\u201d\u548c\u201c\u5fae\u64cd\u6743\u201d\u3002\u8fd9\u4f7f\u5176\u7528\u6237\u753b\u50cf\u4ece\u201c\u597d\u5947\u7684\u4e1a\u4f59\u8005\u201d\u7cbe\u51c6\u8f6c\u5411\u4e86\u201c\u6709\u660e\u786e\u8868\u8fbe\u8bc9\u6c42\u7684\u4e25\u8083\u521b\u4f5c\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u4fdd\u8bc1\u5404AI\u6a21\u578b\u8f93\u51fa\u5728\u97f3\u8d28\u3001\u97f3\u4e50\u6027\u4e0a\u7684\u201c\u4e13\u4e1a\u7ea7\u201d\u7a33\u5b9a\u6027\uff0c\u662f\u80fd\u5426\u771f\u6b63\u8fdb\u5165\u4e13\u4e1a\u5e02\u573a\u7684\u95e8\u69db\u3002\u5176\u6b21\uff0c\u751f\u6001\u5c42\u9762\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5de5\u5177\uff0c\u5b83\u9700\u8981\u4e0e\u73b0\u6709\u7684\u97f3\u4e50\u5236\u4f5c\u3001\u53d1\u884c\u751f\u6001\uff08\u5982DAW\u3001\u6d41\u5a92\u4f53\u5e73\u53f0\uff09\u66f4\u6df1\u5ea6\u5730\u6574\u5408\uff0c\u5426\u5219\u6613\u6ca6\u4e3a\u5b64\u5c9b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u53d1\u884c\u529f\u80fd\u7684\u8be2\u95ee\uff0c\u6b63\u70b9\u4e2d\u4e86\u8fd9\u4e00\u8f6f\u808b\u3002\u6700\u540e\uff0c\u54f2\u5b66\u5c42\u9762\uff0c\u201c\u589e\u5f3a\u800c\u975e\u66ff\u4ee3\u201d\u7684\u53d9\u4e8b\u56fa\u7136\u6b63\u786e\uff0c\u4f46\u5de5\u5177\u7684\u5f3a\u5927\u672c\u8eab\u5c31\u5728\u91cd\u65b0\u5b9a\u4e49\u201c\u521b\u4f5c\u201d\u7684\u8fb9\u754c\uff0c\u56e2\u961f\u9700\u6301\u7eed\u601d\u8003\u5982\u4f55\u5f15\u5bfc\u5de5\u5177\u7528\u4e8e\u6fc0\u53d1\u539f\u521b\u6027\uff0c\u800c\u975e\u9ad8\u6548\u6a21\u4eff\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cACE Studio 2.0\u662f\u4e00\u6b21\u91cd\u8981\u7684\u8303\u5f0f\u63a8\u8fdb\u3002\u5b83\u4e0d\u518d\u95ee\u201cAI\u80fd\u505a\u51fa\u4ec0\u4e48\u97f3\u4e50\uff1f\u201d\uff0c\u800c\u662f\u95ee\u201c\u97f3\u4e50\u4eba\u60f3\u7528AI\u505a\u4ec0\u4e48\uff1f\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5728\u5185\u5bb9\u521b\u4f5c\u9886\u57df\uff0c\u4e00\u4e2a\u4ee5\u201c\u5de5\u4f5c\u6d41\u201d\u4e3a\u4e2d\u5fc3\u3001\u4eba\u7c7b\u4e3b\u5bfc\u7684AI\u5de5\u5177\u6a21\u578b\uff0c\u662f\u5426\u6bd4\u5355\u7eaf\u8ffd\u6c42\u751f\u6210\u6548\u679c\u5947\u89c2\u7684\u6a21\u578b\uff0c\u62e5\u6709\u66f4\u6301\u4e45\u7684\u751f\u547d\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\">ACE Studio 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">ACE Studio 2.0 is an AI-first music workstation that brings a whole lineup of AI models into one smooth workflow, from vocals and instruments to full-song generation and beyond, so a single creator can work like a full team from first idea to final release.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! (\u3003\u2200\u3003)<\/p>\n<p>I\u2019m Joe, the founder of ACE Studio, and I\u2019m excited to share ACE Studio 2.0 with you today.<\/p>\n<p>AI music is wild right now. Anyone can generate a track in seconds. But as this becomes normal, real music makers need more than a one-click \u201cmake a song\u201d button. They want control, structure, and the freedom to express their own ideas.<\/p>\n<p>That\u2019s where ACE Studio 2.0 comes in. It\u2019s an AI-first music workstation that brings AI vocals, AI instruments, and generative music models into one smooth workflow, so one creator can work like a full team, from idea to release.<\/p>\n<p>ACE Studio 2.0 is for anyone who has a music dream in their heart and needs more than one-click generation. We believe making music should be fun — and that fun shouldn\u2019t be taken away by AI.<\/p>\n<p>Cheers, and I\u2019d love for you to try it out and tell us what you think! \ud83c\udfa7\u2728<\/p><\/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\/@joe_guo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_guo1<\/a> Congrats on the launch! The focus on giving creators control rather than just one-click generation is exactly what the AI music space needs. Can’t wait to try the workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just tried it out and was truly amazed. <\/p>\n<\/p>\n<p>Now solo creators can manage AI vocals, instruments, and full songs just like a team. AI has ushered in the best era for creators. <\/p>\n<\/p>\n<p>I\u2019ve already shown my support, 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>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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Thank you Justin for the support and all. Yes, we truly believe AI as a tool can speed up human exploration and creation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you so much Justin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the Co-Founder & CTO of ACE Studio, I\u2019m incredibly excited to share that after an intense development period, ACE Studio 2.0 is finally live!<\/p>\n<p>We\u2019ve always wanted to make it easier for creators to turn the melodies in their minds into real, beautiful music. With 2.0, we\u2019re taking a big step toward making that experience smoother and more accessible for everyone.<\/p>\n<p>As the person leading the technical side, I\u2019m fully aware that there\u2019s still a lot we can improve, and yes, plenty of bugs we need to fix. But we\u2019re committed to continuously polishing the product and pushing the boundaries of what AI-powered music creation can become.<\/p>\n<p>Thank you all for your support and feedback. It truly motivates our team to keep building and refining ACE Studio into the tool that music creators deserve.<\/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 interface is really good. I saw some beta features like video to SFX and Video to Music. Does it help with adding sound effects to motion graphic videos also? If yes, then it will speed up my editing workflow for sure<\/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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a> Yes. Please try it out. It really easy to help explore music ideas for videos<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Mind blowing!<\/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\/@rissa_cao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rissa_cao<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rissa_cao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rissa_cao<\/a> Thank you Rissa!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you Rissa!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So does that mean I have the tools to beat Justin Bieber? \ud83e\udd23<\/p>\n<p>Also, what all genres can it play?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Haha exactly! If you want to go head-to-head with Justin Bieber, ACE Studio is definitely the perfect weapon!\ud83d\ude02 <\/p>\n<p>Our Generative tools can create almost any existing music style. As for the Vocal Synth models, they’re best at Pop, jazz, soul, country, and similar genres. And you should definitely try our child voices and opera voices, they’re super amazing!<\/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>ACE Studio 2.0 is here \ud83d\udca5<\/p>\n<\/p>\n<p>It carries our vision for the relationship between humans and AI:<\/p>\n<p><strong>Augment human intelligence and keep humans in the driver\u2019s seat.<\/strong><\/p>\n<\/p>\n<p>Hope you enjoy ACE Studio on your music creation journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like a big step forward for AI-assisted music making. Excited to explore it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thank you Victor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interface looks clean and inviting. Looking forward to testing it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks Luke, let me know if you encounter any issues. My email: <a href=\"mailto:joe@acestudio.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">joe@acestudio.ai<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks, making the interface simple and easy to use is our goal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What time we live in – you can write an album in a day and earn money on streaming. And use AI to create UGC content to promote it.<\/p>\n<p>I saw a guy today on Reddit who vibe-coded a product and sells AI-generated focus-music for work. <\/p>\n<p>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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> 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>What I just witnessed feels like watching lightning strike twice in the same spot.<\/p>\n<p>The days of needing an army to birth a symphony are over. AI has handed every dreamer the keys to a fully-staffed recording studio that fits in their pocket. We’re not just living through change – we’re surfing the tsunami of creative democratization.<\/p>\n<\/p>\n<p>Consider this my battle cry of endorsement. May your launch shake the foundations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> Thank you so much YUKI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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> Thank you! Your words have made us very honored!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 gave it a quick try and was honestly surprised by how smooth the workflow feels. It\u2019s rare to see vocals, instruments, and generation stitched together this well. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thank you for trying ACE out Sandy. Appreciate the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 damn promising!<\/p>\n<\/p>\n<p>I am wondering if you have any plans to allow creators to release their music directly through your platform in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Thanks for the support Polman. We’ll build an community for artists using ACE Studio to share their music as well as their personality and stories. We believe great music comes with great stories. With ACE Studio, creators can explore their ideas and express their stories in a smooth and fun way!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Maxine, Head of Operations at ACE Studio! I’m so excited to launch ACE Studio 2.0 on Product Hunt today. In this brand new version, we’ve integrated AI Vocal Synth, AI-driven Instrument Libraries, Generative Models, and AI tools such as stem splitter into a unified workspace, allowing musicians to better leverage AI capabilities while retaining creative control over their work. We’ve spent several months perfecting the models and user experience to finally bring you this upgrade. I’m confident that ACE Studio 2.0 will be your best companion in music creation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 a beautiful example of where AI creation tools <em>should<\/em> be heading.<\/p>\n<p>The first wave was \u201cone-click magic,\u201d but serious creators eventually hit the ceiling \u2014 no structure, no control, no ability to refine or imprint their own style.<\/p>\n<\/p>\n<p>ACE Studio 2.0 feels like the beginning of the second wave:<\/p>\n<p>AI that doesn\u2019t replace the artist, but <em>augments the entire creative workflow<\/em> end-to-end. Bringing vocals, instruments, and generative models into a unified canvas is exactly what\u2019s needed to let one person operate like a full studio.<\/p>\n<\/p>\n<p>Super polished launch. Congrats to the team \u2014 this is going to push the whole category forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dr_alaska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_alaska<\/a> Thank you Alaska. I resonate with your comments a lot. We genuinely believe that AI WILL NOT replace human artists. Because AI is not able to propose original ideas. And every era-defining music genre is original, and is condemned even by the early critics. So, no existing data, no RL magic(because the human feedback is noisy at the beginning). How can AI invent rock music before rock music is invented, right? We believe AI music will be nothing but another tool. Tools will not replace human creators, but tools will replace old tools. So, we are trying to build the future of music creation tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dr_alaska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_alaska<\/a> Thank you Alaska! You understand us so well! <strong>Augment human intelligence and keep humans in the driver’s seat<\/strong>, that is our vision for the relationship between humans and AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! I\u2019m especially curious about how the AI vocals 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\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thanks Carlvert. Basically, the AI vocalists will turn your melody and lyrics into human-level expressive vocal tracks. It’s very useful for music makers to test ideas with different singing style, or produce demo songs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats for the launch. This unlocks ai native music generation<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Keeping the fun\u2014and the ownership\u2014in the creative process feels like the right direction. 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\">ACE Studio 2.0 is a game-changer for solo music creators! Its all-in-one AI music workflow (vocals, instruments, full-song generation) turns a single artist into a full production team\u2014smooth, powerful, and perfect for taking ideas from concept to release. A must-try for anyone making music independently!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried this product, it’s amazing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congrats.. very cool .. your website looks very professional \ud83d\udc4f\ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Love that you\u2019re giving musicians control instead of replacing their creativity. How flexible are the AI vocals when it comes to different styles or genres?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks Viktor. We have 140+ AI vocalists, Rock, Country, Hiphop, Kpop, Ballad, Cinematic, Opera, even kids choir. And they all have parameters you can control the nuances. Besides, you can train your own custom voice on ACE Studio <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 there a way to identify existing melodies while creating? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashish_dubey11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashish_dubey11<\/a> Thank you! We have a model that can analyse midi from the audio if that’s what you ask<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Weekend tinkerer here. The one\u2011person workflow makes sense. Curious how the vocals sound and if it plays nice with my DAW \u2014 stems\/MIDI out? Also, does it run smooth on a 2019 MacBook. If it helps me finish drafts, that\u2019s tempting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> We provide the ACE Bridge plugin, so it integrates well with any DAW that supports VST3, AU, or AAX. Of course, you can also directly export the rendered audio and drag it into your DAW. You can hear vocal demos on our official website at <a href=\"https:\/\/acestudio.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/acestudio.ai\/<\/a>, or search for ACE Studio on YouTube to hear what others have created. As for a 2019 MacBook, since we can perform AI rendering entirely on cloud servers, it will work, but I’d say it won’t be as smooth as on a newer computer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you! The vocals sound pretty natural and expressive. And we have a bridge to connect with a DAW. It works fine on a 2019 MacBook.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a solid setup for solo creators who want more control over their tracks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Totally agree! Thank you Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 like a Canva for musicians! Ace studio definitely could ace music creation and I hope it has more control than Suno!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Yes! It’s exactly like Canva for musicians! Compared to the current Suno Studio, ACE Studio better supports the key feature of controlling melodies through MIDI. Musicians can first use our AI voices or AI instruments to sing\/play their own MIDI compositions, then use the magic of generative models to add more layers or enhance the entire section. This way, musicians can maintain control over their creative direction while saving a lot of tedious work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Yes! Exactly! Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thanks. It indeed has more control than Suno<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Our team once developed NetEase Cloud Music, which ranked second in the Chinese music market. We’ve observed that an increasing number of users prefer new original music over that from established artists. AI music creation has the potential to significantly accelerate this trend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_wy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_wy<\/a> A lot respect to NetEase music, you guys have the best taste and the best community. Totally agree that we need more newcomers in music world! and AI will definitely speed it up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_wy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_wy<\/a> It’s our honor to receive your comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guo is a fantastic founder. This project has potential\u2014it really looks like it could become the ‘Cursor for music.’ Keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@gofurther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gofurther<\/a> Thanks Charles. You know me personally? Who are you, my friend?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. What is the difference between ACE studio and Suno?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ray_luan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_luan<\/a> Thanks Ray. ACE Studio 2.0 is a music canvas with powerful music models integrated in one smooth workflow in order to speed up exploration and enhance creativity of human creators. Suno is more of replacing human on music making. We don’t believe one-click generation will invent era-defining music genres, and we believe as AI hype grows, true creators need more than that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ray_luan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_luan<\/a> Thank you Ray! In short, I think ACE Studio is more like an editor with generative AI, Suno is more like a generator. Editor is better suited to the needs of creators who want deep control over their content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I want to know who owns the AI-generated music. 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<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> Thanks for asking. Creators owns the full right of the music.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MERHA45KUFYCPE\" class=\"app-title\">Marble<\/a><\/p>\n<div class=\"one-liner\">Super simple headless CMS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">225<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Marble\u662f\u4e00\u6b3e\u8d85\u7ea7\u7b80\u5355\u7684\u65e0\u5934CMS\uff0c\u901a\u8fc7\u6781\u7b80\u7684\u534f\u4f5c\u4eea\u8868\u76d8\u548cAI\u8f85\u52a9\u5199\u4f5c\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u5185\u5bb9\u56e2\u961f\u5728\u53d1\u5e03\u6587\u7ae0\u3001\u66f4\u65b0\u65e5\u5fd7\u548c\u4ea7\u54c1\u52a8\u6001\u65f6\uff0c\u663e\u8457\u63d0\u5347\u5185\u5bb9\u4ea4\u4ed8\u901f\u5ea6\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\/374f6f99-2cd3-4837-b91a-ffa29f586065.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b214564-49c8-4a35-926b-5bfed67e7238.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51f40924-368f-469a-a542-e4313426fd67.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\/e17f49e8-eefa-4d4d-94de-63ea18435a7d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vAPVCCayBIA\"><source src=\"https:\/\/www.youtube.com\/watch?v=vAPVCCayBIA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">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\">\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5176UI\u7b80\u6d01\u7f8e\u89c2\uff0c\u662f\u201c\u8ba9\u4eba\u613f\u610f\u6253\u5f00\u201d\u7684CMS\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5b9e\u9645\u6027\u80fd\u5982\u4f55\u3001SEO\u652f\u6301\u60c5\u51b5\u3001\u56e2\u961f\u4e0a\u624b\u96be\u5ea6\u3001\u5bcc\u6587\u672c\u7f16\u8f91\u5668\u6280\u672f\u6808\uff08\u56e2\u961f\u56de\u590d\u4f7f\u7528Tiptap\u5b9a\u5236\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u5e76\u5feb\u901f\u4fee\u590d\u4e86\u63d0\u53ca\u7684CSS\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 Marble\u8e0f\u5165\u7684\u662f\u4e00\u4e2a\u7ade\u4e89\u5df2\u8d8b\u767d\u70ed\u5316\u7684\u65e0\u5934CMS\u8d5b\u9053\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u8d85\u7ea7\u7b80\u5355\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u4e5f\u662f\u5176\u9762\u4e34\u7684\u6700\u5927\u8003\u9a8c\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u5e72\u51c0\u8f7b\u91cf\u201d\u7684\u754c\u9762\u8bbe\u8ba1\u786e\u5b9e\u51fb\u4e2d\u4e86\u73b0\u6709\u5de5\u5177\u666e\u904d\u590d\u6742\u3001\u4f53\u9a8c\u4e0d\u4f73\u7684\u75db\u70b9\uff0c\u8d62\u5f97\u4e86\u7b2c\u4e00\u773c\u597d\u611f\u3002\u7136\u800c\uff0c\u201c\u7b80\u5355\u201d\u4e00\u8bcd\u5728CMS\u9886\u57df\u662f\u53cc\u5203\u5251\uff1a\u5bf9\u8f7b\u91cf\u7528\u6237\u662f\u5438\u5f15\u529b\uff0c\u5bf9\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u548c\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u4f01\u4e1a\u5219\u53ef\u80fd\u610f\u5473\u7740\u529f\u80fd\u4e0d\u8db3\u3002\u4ea7\u54c1\u76ee\u524d\u5f3a\u8c03AI\u5199\u4f5c\u3001Webhook\u96c6\u6210\u548c\u5feb\u901f\u53d1\u5e03\uff0c\u5b9a\u4f4d\u66f4\u504f\u5411\u4e8e\u521d\u521b\u516c\u53f8\u6216\u9879\u76ee\u56e2\u961f\u7684\u5185\u5bb9\u53d1\u5e03\u201c\u52a0\u901f\u5668\u201d\uff0c\u800c\u975e\u5168\u80fd\u578b\u5185\u5bb9\u4e2d\u67a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8eSEO\u529f\u80fd\u7684\u4e24\u6b21\u8be2\u95ee\u53ca\u56e2\u961f\u7565\u663e\u6a21\u7cca\u7684\u56de\u590d\uff08\u201c\u62e5\u6709\u6240\u6709\u9700\u8981\u7684\u5b57\u6bb5\u201d\uff09\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u8425\u9500\u8bdd\u672f\u4e0e\u529f\u80fd\u5177\u4f53\u6027\u4e0a\u53ef\u80fd\u5b58\u5728\u7f3a\u53e3\u3002\u5728SEO\u5df2\u6210\u6807\u914d\u7684\u4eca\u5929\uff0c\u660e\u786e\u7684\u3001\u7ed3\u6784\u5316\u7684SEO\u529f\u80fd\u63cf\u8ff0\u81f3\u5173\u91cd\u8981\u3002\u5f00\u53d1\u8005\u793e\u533a\u7684\u79ef\u6781\u4e92\u52a8\u662f\u4eae\u70b9\uff0c\u4f46\u65e9\u671f\u597d\u8bc4\u591a\u96c6\u4e2d\u4e8e\u89c6\u89c9\u5c42\u9762\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u4f7f\u7528\u9a8c\u8bc1\u3002Marble\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u662f\u5426\u6bd4Strapi\u6216Contentful\u66f4\u5f3a\u5927\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5c06\u201c\u7b80\u5355\u201d\u505a\u5230\u6781\u81f4\uff0c\u5e76\u5f62\u6210\u8db3\u591f\u5e73\u6ed1\u7684\u201c\u5f00\u53d1-\u5199\u4f5c-\u53d1\u5e03\u201d\u95ed\u73af\uff0c\u6210\u4e3a\u4e2d\u5c0f\u578b\u56e2\u961f\u5728\u5185\u5bb9\u7ba1\u7406\u4e0a\u201c\u65e0\u8111\u9009\u62e9\u201d\u7684\u9ed8\u8ba4\u9879\u3002\u5176\u540e\u7eed\u53d1\u5c55\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u901a\u8fc7API\u548c\u751f\u6001\u62d3\u5c55\uff0c\u6ee1\u8db3\u7528\u6237\u589e\u957f\u540e\u81ea\u7136\u4ea7\u751f\u7684\u590d\u6742\u9700\u6c42\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u662f\u53c8\u4e00\u4e2a\u7f8e\u4e3d\u7684\u201c\u73a9\u5177\u201d\uff0c\u800c\u975e\u8010\u7528\u7684\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Marble<\/span>\n <\/div>\n<div class=\"comment-content\">A simple, collaborative CMS for publishing articles, changelogs, and product updates. Designed to help you ship content faster!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With Marble, we’ve built the simplest way to manage your content. Create posts, collaborate with your team, and use AI to write better content, all from our beautiful, easy-to-use dashboard. Go even further with webhooks to refresh your page, send out newsletters, and more! Developing Marble has been incredibly fun and rewarding, and we are very grateful for the support we received from Upstash, Neon, and Vercel!<\/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>Headless CMS space is crowded, but this looks surprisingly clean and lightweight. Curious to see how it performs in real projects. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@arslan_ali24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arslan_ali24<\/a> would love for you to give Marble a try. I think it performs pretty 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>The UI looks super clean. A CMS you actually want to open is rare. Excited to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> yea we worked hard to make Marble look clean!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fantastic! I\u2019ve always been searching for the simplest possible headless CMS, and Marble seems perfect for that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>! Yea we try to be as simple and easy to use by design. If you need any help please let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Howdy! Love the look of this CMS – good luck with your expansion! I’m curious what library\/tooling you used for your Rich Text Editor, if you don’t mind me asking? Or if you rolled your own? I’ve used a variety of them, but struggle to find something that brings me joy. Marble’s looks a bit like Atlassian’s if I was to toss out a guess?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@evan_kleiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evan_kleiner<\/a>, thanks a lot we use tiptap and a lot of custom css to make it look like that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You have some CSS issue with your FAQs.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b117834f-7bbf-49ac-9d4c-93df9f2e0664.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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@adsy_me\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adsy_me<\/a> good catch, I rolled out a fix now sorry about 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, product looks amazing. Does it also have options for SEO?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a> hi anish, what do you mean by options? right now it has every field you would need for a well optimized page<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge milestone! \ud83d\ude80 So many early teams end up with powerful internal tools but the homepage doesn\u2019t fully communicate the relief of just publishing directly into your product. If you want messaging feedback later, I\u2019d love to help \u2014 CMS clarity work can unlock a lot of 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>This dashboard looks really clean! How easy is it to get a team up and running?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey<a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>, thanks it should be fairly straight forward and can be done in a matter of 5 minutes. If you need any help please let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. Is it SEO and AIO friendly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey<a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>, thanks and yes it is! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’t wait to use marble for <a href=\"https:\/\/www.producthunt.com\/products\/stagewise-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"stagewise-2\" target=\"_blank\" rel=\"noopener\">@stagewise<\/a> ! Congrats and much respect!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks so much<a href=\"https:\/\/www.producthunt.com\/@juliangoetze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juliangoetze<\/a>, looking forward to seeing yall integrate Marble!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 guy is killing it, wish you all the best for Marble!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@moinulmoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moinulmoin<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Great product \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Thanks a lot @ay_ush, this means a lot to us!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done, much respect, especially the explainer video. ALl take-away, no needless music or flash and sizzle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>, tried to make the video as easy to watch as possible, glad you liked 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>Congrats on the launch! <br \/>We are increasing our blogs and publications as we speak. This looks like a wonderful tool to add to the stack. Def going to check it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/3FTP4BMWRY2DRM\" class=\"app-title\">RightNow<\/a><\/p>\n<div class=\"one-liner\">AI code editor for GPU kernel development<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">186<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RightNow AI\u662f\u4e00\u6b3eGPU\u539f\u751f\u4ee3\u7801\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u96c6\u6210\u786c\u4ef6\u611f\u77e5AI\u3001\u5468\u671f\u7cbe\u786eGPU\u6a21\u62df\u5668\u548c\u5b9e\u65f6\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u5728GPU\u5185\u6838\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u5728\u591a\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u4ee5\u7f16\u5199\u3001\u4f18\u5316\u548c\u5256\u6790\u4ee3\u7801\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\/1c559e9c-9379-4bde-bb99-48a3352ba480.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38cc78d1-6a3a-4ecd-a886-10d56b8a3150.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bee5aca9-6afe-4a26-907e-fc1e748ac7dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e95c60-bb98-4ee8-8f69-157c27edac9a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c3bc7b2-0ea2-4d30-ac65-3881910a55f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9017f7e-780a-47aa-842b-aec76de54259.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74491aa7-3042-423d-9826-87a81ba01f20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5c43a6d-2fa9-4de0-81f2-63b6963ff73f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GPU\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7801\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">CUDA\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5256\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u6838\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5f00\u53d1\u73af\u5883<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4e00\u4f53\u5316\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u5de5\u5177\u788e\u7247\u5316\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u4eff\u771f\u6a21\u5f0f\u6027\u80fd\u5f00\u9500\u3001\u5185\u5b58\u74f6\u9888\u81ea\u52a8\u8bc6\u522b\u80fd\u529b\u7b49\u5177\u4f53\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff0c\u5e76\u8868\u8fbe\u4e86\u5229\u7528\u672c\u5730LLM\u7684\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RightNow AI\u7684\u91ce\u5fc3\uff0c\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u529f\u80fd\u53e0\u52a0\u7684IDE\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49GPU\u5185\u6838\u5f00\u53d1\u7684\u201c\u5de5\u4f5c\u6d41\u8303\u5f0f\u201d\u3002\u5b83\u76f4\u6307\u8be5\u9886\u57df\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u6781\u81f4\u7684\u5de5\u5177\u788e\u7247\u5316\u3002\u5f00\u53d1\u8005\u957f\u671f\u88ab\u8feb\u5728\u4ee3\u7801\u7f16\u8f91\u5668\u3001\u6027\u80fd\u5256\u6790\u5668\u3001\u786c\u4ef6\u6587\u6863\u548c\u4eff\u771f\u73af\u5883\u4e4b\u95f4\u8fdb\u884c\u9ad8\u9891\u5ea6\u7684\u8ba4\u77e5\u5207\u6362\uff0c\u8fd9\u79cd\u4e0a\u4e0b\u6587\u6495\u88c2\u662f\u6548\u7387\u4e0e\u6df1\u5ea6\u7684\u4e3b\u8981\u6740\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\u67b6\u6784\u2014\u2014\u786c\u4ef6\u611f\u77e5AI\uff08Forge\uff09\u3001\u5468\u671f\u7cbe\u786e\u6a21\u62df\u5668\u3001\u5b9e\u65f6\u5256\u6790\u5668\u2014\u2014\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u9ad8\u5ea6\u5185\u805a\u7684\u53cd\u9988\u95ed\u73af\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u7ec4\u4ef6\u7684\u6280\u672f\u53c2\u6570\uff08\u5982\u6a21\u62df\u566898%\u7684\u51c6\u786e\u5ea6\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u7f16\u5199-\u4eff\u771f-\u5256\u6790-\u4f18\u5316\u5efa\u8bae\u201d\u8fd9\u4e2a\u8fed\u4ee3\u5faa\u73af\u538b\u7f29\u5230\u8fd1\u4e4e\u5b9e\u65f6\uff0c\u5e76\u7edf\u4e00\u5728\u5355\u4e00\u7684\u4ee3\u7801\u89c6\u56fe\u5185\u3002\u8fd9\u6709\u671b\u5c06\u5f00\u53d1\u8005\u7684\u5fc3\u667a\u6a21\u578b\u4ece\u201c\u7ba1\u7406\u591a\u4e2a\u5de5\u5177\u201d\u8f6c\u53d8\u4e3a\u201c\u6301\u7eed\u4e0e\u4ee3\u7801\u548c\u786c\u4ef6\u5bf9\u8bdd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u6df1\u5ea6\u4e0e\u6613\u7528\u6027\u7684\u5e73\u8861\uff1a\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4eff\u771f\u6027\u80fd\u5f00\u9500\u548c\u74f6\u9888\u81ea\u52a8\u8bc6\u522b\u7684\u7591\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u6b64\u7c7b\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\u3002\u8981\u63d0\u4f9b\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u5fc5\u7136\u6d89\u53ca\u7e41\u91cd\u7684\u5e95\u5c42\u5206\u6790\uff0c\u5982\u4f55\u4fdd\u6301\u4ea4\u4e92\u7684\u8f7b\u5feb\u611f\u662f\u4e00\u5927\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u751f\u6001\u58c1\u5792\uff1a\u867d\u7136\u652f\u6301\u591a\u79cdDSL\uff0c\u4f46GPU\u5f00\u53d1\u751f\u6001\u957f\u671f\u56f4\u7ed5NVIDIA\u5b98\u65b9\u5de5\u5177\u94fe\u6784\u5efa\uff0c\u8bf4\u670d\u6210\u719f\u5f00\u53d1\u8005\u8fc1\u79fb\u5de5\u4f5c\u6d41\u9700\u8981\u63d0\u4f9b\u6570\u91cf\u7ea7\u7684\u6548\u7387\u63d0\u5347\u3002\u6700\u540e\uff0c\u5176AI\u7ec4\u4ef6\u201cForge\u201d\u7684\u5b9a\u4f4d\u662f\u5173\u952e\u53d8\u91cf\u3002\u82e5\u4ec5\u662f\u96c6\u6210\u901a\u7528\u4ee3\u7801\u8865\u5168\uff0c\u5219\u4ef7\u503c\u6709\u9650\uff1b\u82e5\u771f\u80fd\u57fa\u4e8e\u5bf9\u7279\u5b9a\u5185\u6838\u884c\u4e3a\u4e0e\u786c\u4ef6\u67b6\u6784\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7cbe\u786e\u7684\u4f18\u5316\u5efa\u8bae\uff0c\u624d\u662f\u5176\u98a0\u8986\u6027\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRightNow AI\u662f\u4e00\u6b21\u5bf9\u51c6\u4e13\u4e1a\u6df1\u6c34\u533a\u7684\u7cbe\u51c6\u5207\u5165\u3002\u5b83\u5e76\u975e\u9762\u5411\u6240\u6709\u4eba\uff0c\u800c\u662f\u670d\u52a1\u4e8e\u90a3\u4e9b\u53d7\u56f0\u4e8e\u6027\u80fd\u8c03\u4f18\u201c\u7ec6\u7c92\u5ea6\u6218\u4e89\u201d\u7684\u9ad8\u9636GPU\u5f00\u53d1\u8005\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u6e05\u5355\u662f\u5426\u534e\u4e3d\uff0c\u800c\u5728\u4e8e\u90a3\u4e2a\u5185\u805a\u7684\u53cd\u9988\u95ed\u73af\u662f\u5426\u8db3\u591f\u7d27\u5bc6\u3001\u5feb\u901f\u3001\u667a\u80fd\uff0c\u4ee5\u81f3\u4e8e\u8ba9\u5f00\u53d1\u8005\u518d\u4e5f\u56de\u4e0d\u53bb\u201c\u4e94\u5251\u5ba2\u201d\u7684\u5272\u88c2\u65f6\u4ee3\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\">RightNow<\/span>\n <\/div>\n<div class=\"comment-content\">RightNow AI is the first GPU-native code editor supporting CUDA, Triton, CUTE, and Tilelang. Features agentic hardware-aware AI (Forge), cycle-accurate GPU emulator with 98% accuracy across 86+ NVIDIA architectures, real-time profiling with Nsight Compute integration, and line-by-line performance analysis. Write, optimize, and profile GPU kernels in any DSL, all in one editor. Supports all NVIDIA GPUs Free to download with pro features available.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">GPU development shouldn’t require switching between five tools just to understand why your kernel is slow<\/p>\n<p>RightNow AI is the first GPU-native code editor. It brings real-time profiling, a cycle-accurate emulator, and AI that actually understands GPU kernels\u2014all in one place.<br \/>\nprofile without leaving your code. emulate H100s without the hardware. ask optimization questions in plain english<\/p>\n<p>We support CUDA, CUTE, Triton, and Tilelang<\/p>\n<p>free to download. give it a try, and join our discord if you have feature requests: <a href=\"https:\/\/discord.com\/invite\/sSJqgNVJ9s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.com\/invite\/sSJqg…<\/a><\/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\/@jaber23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaber23<\/a> Cycle accurate emulation feels powerful. How do you keep performance overhead low? Maybe lightweight modes could help.<\/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>Does it help identify memory bottlenecks automatically, or do I still need to hunt them down?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 look great! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Being able to leverage local LLMs for coding more efficiently is 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<div class=\"comment-item\">\n<div class=\"comment-content\">Been waiting for something like this! cuda dev has been such a pain with all the context switching between tools<\/div>\n<div class=\"comment-actions\">\n<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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> that’s why we build it:D<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AOFT3QUDIXMMJR\" class=\"app-title\">CUDA 13.1<\/a><\/p>\n<div class=\"one-liner\">The biggest CUDA expansion since 2006<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CUDA 13.1\u901a\u8fc7\u5f15\u5165CUDA Tile\u7b49\u65b0\u6a21\u578b\uff0c\u62bd\u8c61\u4e86Tensor Cores\u7b49\u590d\u6742\u786c\u4ef6\u7ec6\u8282\uff0c\u65e8\u5728\u964d\u4f4e\u5f00\u53d1\u95e8\u69db\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u66f4\u8f7b\u677e\u5730\u4e3a\u73b0\u4ee3AI\u5de5\u4f5c\u8d1f\u8f7d\u7f16\u5199\u9ad8\u6027\u80fd\u4ee3\u7801\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\/101c8ec7-31e3-492f-b3e1-ae96e5fa938d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Gf5xYeluBRU\"><source src=\"https:\/\/www.youtube.com\/watch?v=Gf5xYeluBRU\" 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\/ae11b337-a3b8-4835-96f1-3718fc2c5e57.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\/663fc9f3-5465-4e66-9ded-16c4d99c513f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0ff3b32-3b89-4ebe-88f6-4ff2f0380086.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\/9b0ae2fb-5f16-4309-93ad-3f5bde4758cd.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\/71d5c90c-d7d5-4ba8-9be1-1d739cfb228b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47fabe5d-286a-4ccb-aaec-b15248671618.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e76\u884c\u8ba1\u7b97\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">GPU\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u62bd\u8c61<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">NVIDIA\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8bad\u7ec3\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u66f4\u65b0<\/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\u6b64\u6b21\u66f4\u65b0\u7684\u91cc\u7a0b\u7891\u610f\u4e49\uff0c\u5bf9CUDA Tile\u8868\u793a\u9ad8\u5ea6\u671f\u5f85\u4e0e\u8d5e\u8d4f\u3002\u540c\u65f6\u6709\u4e13\u4e1a\u5f00\u53d1\u8005\u8be2\u95ee\u5177\u4f53\u7684\u6838\u5fc3\u8c03\u5ea6\u4f18\u5316\u7ec6\u8282\uff0c\u4ee5\u671f\u5728\u73b0\u6709\u5de5\u4f5c\u6d41\u4e2d\u5feb\u901f\u83b7\u5f97\u6027\u80fd\u63d0\u5347\uff0c\u8fd9\u53cd\u6620\u4e86\u793e\u533a\u5bf9\u5b9e\u9645\u6280\u672f\u843d\u5730\u548c\u8fc1\u79fb\u6210\u672c\u7684\u5173\u6ce8\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u5ba3\u79f0\u201c2006\u5e74\u4ee5\u6765\u6700\u5927\u6269\u5c55\u201d\u7684CUDA 13.1\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201cCUDA Tile\u201d\u6a21\u578b\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u9762\u5411AI\u65f6\u4ee3\u7684\u201c\u4f9b\u7ed9\u4fa7\u6539\u9769\u201d\u3002NVIDIA\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u63d0\u4f9b\u66f4\u5feb\u7684\u786c\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7\u66f4\u9ad8\u5c42\u6b21\u7684\u62bd\u8c61\uff0c\u5c06\u5f00\u53d1\u8005\u4ece\u590d\u6742\u7684\u786c\u4ef6\u67b6\u6784\uff08\u5c24\u5176\u662fTensor Cores\uff09\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u56fa\u5316\u5176\u6700\u4f73\u5b9e\u8df5\u3002\u8fd9\u6b65\u68cb\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5728\u964d\u4f4eAI\u5f00\u53d1\u95e8\u69db\u3001\u6269\u5927\u5f00\u53d1\u8005\u57fa\u6570\u7684\u540c\u65f6\uff0c\u66f4\u7d27\u5bc6\u5730\u5c06\u5f00\u53d1\u8005\u9501\u5b9a\u5728NVIDIA\u7684\u786c\u4ef6\u751f\u6001\u4e0a\u3002\u62bd\u8c61\u5c42\u8d8a\u9ad8\u6548\u3001\u8d8a\u53d7\u6b22\u8fce\uff0c\u5176\u5e95\u5c42\u786c\u4ef6\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\u5c31\u8d8a\u5f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u534e\u4e3d\u7684\u62bd\u8c61\u80cc\u540e\uff0c\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\u7684\u8d44\u6df1\u5f00\u53d1\u8005\uff0c\u65b0\u7684\u62bd\u8c61\u5c42\u662f\u798f\u97f3\u8fd8\u662f\u65b0\u7684\u6027\u80fd\u74f6\u9888\uff1f\u4ed6\u4eec\u662f\u5426\u9700\u8981\u91cd\u65b0\u5b66\u4e60\u5e76\u4fe1\u4efb\u8fd9\u5957\u201c\u9ed1\u7bb1\u201d\u4f18\u5316\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5177\u4f53\u5185\u6838\u8c03\u5ea6\u4f18\u5316\u7684\u8ffd\u95ee\uff0c\u6b63\u662f\u8fd9\u79cd\u8c28\u614e\u6001\u5ea6\u7684\u4f53\u73b0\u3002\u5176\u6b21\uff0c\u6b64\u4e3e\u53ef\u88ab\u89c6\u4e3a\u5bf9AMD ROCm\u3001\u82f1\u7279\u5c14oneAPI\u7b49\u7ade\u54c1\u751f\u6001\u5efa\u8bbe\u653b\u52bf\u7684\u4e00\u6b21\u6218\u7565\u9632\u5fa1\uff0c\u901a\u8fc7\u63d0\u5347\u8f6f\u4ef6\u6808\u7684\u53cb\u597d\u5ea6\u548c\u751f\u4ea7\u529b\u6765\u52a0\u56fa\u62a4\u57ce\u6cb3\u3002\u4f46\u8fd9\u4e5f\u53ef\u80fd\u4fc3\u4f7f\u7ade\u4e89\u5bf9\u624b\u52a0\u901f\u5728\u6613\u7528\u6027\u4e0a\u7684\u6295\u5165\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0cCUDA\u6b63\u4ece\u4e00\u79cd\u9700\u8981\u6df1\u539a\u4e13\u4e1a\u77e5\u8bc6\u7684\u201c\u624b\u827a\u201d\uff0c\u5411\u66f4\u666e\u53ca\u7684\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u6f14\u8fdb\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u5347\u7ea7\uff0c\u66f4\u662f\u751f\u6001\u7b56\u7565\u7684\u8fdb\u5316\u3002\u5b83\u65e8\u5728\u4ece\u201c\u62e5\u6709\u6700\u5f3a\u7b97\u529b\u201d\u7684\u786c\u4ef6\u516c\u53f8\uff0c\u8f6c\u578b\u4e3a\u201c\u62e5\u6709\u6700\u5f3a\u4e14\u6700\u6613\u7528\u5f00\u53d1\u751f\u6001\u201d\u7684\u5e73\u53f0\u5de8\u5934\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u62bd\u8c61\u5e26\u6765\u7684\u6027\u80fd\u635f\u8017\u4e0e\u5f00\u53d1\u6548\u7387\u63d0\u5347\u4e4b\u95f4\uff0c\u5f00\u53d1\u8005\u6700\u7ec8\u7528\u811a\u6295\u7968\u7684\u7ed3\u679c\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\">CUDA 13.1<\/span>\n <\/div>\n<div class=\"comment-content\">NVIDIA CUDA 13.1 introduces the largest and most comprehensive update to the CUDA platform since it was invented two decades ago.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>NVIDIA <a href=\"https:\/\/x.com\/nvidianewsroom\/status\/1996976316453679381\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">stated<\/a> that CUDA 13.1 is the biggest expansion of CUDA since it launched in 2006.<\/p>\n<p>CUDA 13.1 introduces <a href=\"https:\/\/docs.nvidia.com\/cuda\/cuda-toolkit-release-notes\/index.html#new-features\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CUDA Tile<\/a>, a new model that abstracts away complex hardware details, like Tensor Cores, making it easier to write efficient code for modern AI workloads.<\/p>\n<p>I happen to be reading Jensen’s <a href=\"https:\/\/www.amazon.com\/Thinking-Machine-Jensen-Coveted-Microchip\/dp\/0593832698\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">biography<\/a>. CUDA changed NVIDIA, and it also changed the world. This update will be the next chapter of that story \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>CUDA tile is the best<333333<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Monumental launch, NVIDIA team!<\/p>\n<p>To call this the “biggest expansion since 2006” sets an incredibly high bar\u2014excited to see the implications of this scope on large-scale AI training, especially in terms of memory management and inter-GPU communication efficiency.<\/p>\n<p>Which specific kernel\/scheduling enhancements should developers prioritize for the most immediate performance gains in existing workflows? Congrats on the release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JJAZOT2CBB4ZWB\" class=\"app-title\">BrickVault<\/a><\/p>\n<div class=\"one-liner\">Your professional LEGO portfolio tracking app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u4e50\u9ad8\u6536\u85cf\u8005\u548c\u6295\u8d44\u8005\u8bbe\u8ba1\u7684\u79fb\u52a8\u4f18\u5148\u4ea7\u54c1\u7ec4\u5408\u8ffd\u8e2a\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u79fb\u52a8\u573a\u666f\u4e0b\u7ba1\u7406\u85cf\u54c1\u3001\u8ffd\u8e2a\u5b9e\u65f6\u4ef7\u503c\u65f6\u4f9d\u8d56\u96f6\u6563\u8868\u683c\u548c\u4f4e\u6548\u5de5\u5177\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\/76560222-077b-4312-a505-785cd4714d18.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\/f8ff6f25-5189-47fe-95f2-93a522d05fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/157cc0b4-2699-4a1a-8e4c-4fd2a4aa99a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8907d8eb-d8f7-4774-ac8c-1dfc53a16e0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b7719d1-d350-4485-a3ca-7d7a61a2d22c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de75e285-56a8-47a7-9bc2-795da58d7118.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc4d7767-4c38-41c4-bcce-996b1c37a58f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2839b00-5257-4564-b369-e04e2cb795bb.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Toys<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e50\u9ad8\u6536\u85cf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7ec4\u5408\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5782\u76f4\u793e\u7fa4\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u85cf\u54c1\u4f30\u503c<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u5229\u57fa\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u6570\u636e\u6574\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u7cbe\u51c6\u5b9a\u4f4d\u4e50\u9ad8\u6536\u85cf\u7ec6\u5206\u9700\u6c42\u3002\u6709\u6548\u8bc4\u8bba\u5305\u62ec\uff1a\u521b\u59cb\u4eba\u9610\u8ff0\u4ea7\u54c1\u201c\u79fb\u52a8\u4f18\u5148\u201d\u89e3\u51b3\u6536\u85cf\u7ba1\u7406\u788e\u7247\u5316\u7684\u521d\u8877\uff1b\u7528\u6237\u8be2\u95ee\u4f30\u503c\u6570\u636e\u6765\u6e90\uff08\u56de\u590d\u79f0\u57fa\u4e8eeBay\u9500\u552e\u6570\u636e\u81ea\u52a8\u5316\u5904\u7406\uff09\uff1b\u53e6\u6709\u7528\u6237\u5efa\u8bae\u589e\u5f3a\u7f51\u7ad9\u7aef\u7684\u641c\u7d22\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 BrickVault\u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b3e\u201c\u4e50\u9ad8\u7248\u80a1\u7968\u8f6f\u4ef6\u201d\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u5174\u8da3\u6d88\u8d39\u4e0e\u8d44\u4ea7\u6295\u8d44\u6a21\u7cca\u5730\u5e26\u7684\u4e00\u4e2a\u75d2\u70b9\uff1a\u5c06\u60c5\u611f\u5bc4\u6258\u7684\u6536\u85cf\u54c1\uff0c\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u3001\u53ef\u8ffd\u8e2a\u7684\u201c\u6570\u5b57\u8d44\u4ea7\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6574\u5408eBay\u5e02\u573a\u6570\u636e\uff0c\u4e3a\u539f\u672c\u4f9d\u8d56\u7ecf\u9a8c\u548c\u76f4\u89c9\u7684\u6536\u85cf\u5e02\u573a\u6ce8\u5165\u4e86\u6570\u636e\u9a71\u52a8\u7684\u7406\u6027\u7ef4\u5ea6\uff0c\u8bd5\u56fe\u5c06\u201c\u73a9\u5177\u201d\u7eb3\u5165\u4e25\u8083\u7684\u8d44\u4ea7\u7ec4\u5408\u7ba1\u7406\u6846\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u9c9c\u660e\u3002\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u6570\u636e\uff1a\u4f9d\u8d56\u7b2c\u4e09\u65b9\u5e73\u53f0\uff08\u5982eBay\uff09\u9500\u552e\u6570\u636e\u867d\u80fd\u81ea\u52a8\u5316\uff0c\u4f46\u6570\u636e\u7684\u5b8c\u6574\u6027\u3001\u4ee3\u8868\u6027\uff08\u662f\u5426\u6db5\u76d6\u5168\u7403\u4e3b\u8981\u4ea4\u6613\u6e20\u9053\uff09\u53ca\u6e05\u6d17\u903b\u8f91\u7684\u900f\u660e\u5ea6\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86\u4f30\u503c\u53ef\u4fe1\u5ea6\uff0c\u8fd9\u662f\u5176\u4f5c\u4e3a\u201c\u4e13\u4e1a\u5de5\u5177\u201d\u7684\u547d\u95e8\u3002\u6b64\u5916\uff0c\u4ece\u5de5\u5177\u8fc8\u5411\u5e73\u53f0\uff0c\u5b83\u9700\u601d\u8003\u5982\u4f55\u6784\u5efa\u66f4\u6df1\u62a4\u57ce\u6cb3\u3002\u5f53\u524d\u529f\u80fd\u4ecd\u5c5e\u201c\u5355\u673a\u201d\u4ef7\u503c\u8ffd\u8e2a\uff0c\u672a\u6765\u80fd\u5426\u5f15\u5165\u793e\u7fa4\u6d1e\u5bdf\u3001\u7a00\u7f3a\u6027\u5206\u6790\u3001\u751a\u81f3\u4fdd\u9669\/\u4ea4\u6613\u670d\u52a1\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u7f51\u7ad9\u7aef\u641c\u7d22\u201d\u9700\u6c42\uff0c\u4e5f\u66b4\u9732\u51fa\u5176\u201c\u79fb\u52a8\u4f18\u5148\u201d\u7b56\u7565\u53ef\u80fd\u727a\u7272\u4e86\u90e8\u5206\u6df1\u5ea6\u7ba1\u7406\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cBrickVault\u662f\u201c\u4e00\u5207\u7686\u53ef\u6295\u8d44\u5316\u201d\u8d8b\u52bf\u4e0b\u7684\u4e00\u4e2a\u5fae\u89c2\u7f29\u5f71\u3002\u5b83\u6210\u529f\u9a8c\u8bc1\u4e86\u9ad8\u5ea6\u5782\u76f4\u793e\u7fa4\u5bf9\u4e13\u4e1a\u5de5\u5177\u5b58\u5728\u4ed8\u8d39\u610f\u613f\uff08\u6216\u6f5c\u5728\u610f\u613f\uff09\u3002\u4f46\u5176\u957f\u8fdc\u6210\u8d25\uff0c\u4e0d\u5728\u4e8e\u529f\u80fd\u8fed\u4ee3\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u4e50\u9ad8\u6536\u85cf\u5e02\u573a\u7684\u201c\u5b9a\u4ef7\u53c2\u8003\u6807\u51c6\u201d\u4e4b\u4e00\u3002\u8fd9\u9700\u8981\u6781\u81f4\u7684\u4e13\u4e1a\u6743\u5a01\u6027\u6784\u5efa\uff0c\u800c\u8fd9\u6761\u8def\uff0c\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BrickVault<\/span>\n <\/div>\n<div class=\"comment-content\">BrickVault is the ultimate LEGO portfolio tracking app for collectors and investors. Track your LEGO sets, monitor values, and manage your collection with professional-grade tools. Free to use, mobile-optimized, and built for serious LEGO enthusiasts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I created this because I kept running into the same problem as so many collectors. Tracking LEGO sets was happening in scattered spreadsheets and note apps that were never designed for the hobby. People want to know what they own, what it is worth today, and how its value has changed but they want that insight right where they are. Phones have become our real collection command center yet the existing tools felt like desktop projects squeezed onto small screens.<\/p>\n<p>From the beginning the goal was a truly mobile first experience. Not a lightweight companion or an optional add on but the main way to interact with your collection. Fast to open, quick to update, simple to search and easy to understand at a glance. Whenever a new feature was added the question was always how it worked on a phone before anything else. Collectors are checking values on the go, buying at conventions, selling through local marketplaces and discovering new sets on social media. It made sense that their portfolio tool needed to live comfortably in their hand.<\/p>\n<p>What started as a simple idea has grown into a platform shaped by real collectors and their daily habits. BrickVault is built to support the hobby in motion and I hope it brings clarity, excitement and a sense of ownership to your collection. If you give it a try I would love to hear how it fits into your collecting journey and what you would dream to see next.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>send it to that one lego friend! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So cool! Congrats on the launch. I’ve lost track of many Lego sets over the years… lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is for you, <a href=\"https:\/\/www.producthunt.com\/@sandybkwon\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sandybkwon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandybkwon<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hehe Loved it Justin! I can’t avoid to keep getting impressed by this kind of launches that actually point to a very specific niche. It looks awesome but also makes totally sense for Lego fans. Really congrats 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@justinmcardle\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justinmcardle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justinmcardle<\/a> How do you manage the portfolio pricing? Is it search-based as to what people search most frequently, equating to the LEGO set’s value?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hetvee_sanghani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hetvee_sanghani<\/a> based on eBay recent sales data on individual sets. All fully automated <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your creativity and thoughts. I’ve never been a Lego collector myself but I’m sure, for the community, it’ll add a lot of value<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Haha like it<br \/>\nI have only a couple of big Lego sets but still interesting to check the price \ud83d\ude02<\/p>\n<p>Maybe it could be interesting to put search on the website where I can check the price for my set<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> it has search \ud83d\ude06 just go launch app and press \u201cSearch\u201d<\/p>\n<\/p>\n<p>What sets do you have?! That\u2019s awesome. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Don’t show my friend because he will buy the whole LEGO store (kinda enthusiast, but such a kind of enthusiast that it gets annoying lol) \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> hahah be careful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FBVC2DUORU62CP\" class=\"app-title\">Browser Buddy<\/a><\/p>\n<div class=\"one-liner\">An AI buddy that finds you thoughtful quotes and essays <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u5174\u8da3\u7684\u4eba\u5de5\u667a\u80fd\u4f19\u4f34\uff0c\u901a\u8fc7\u4e3b\u52a8\u8bf7\u6c42\u6216\u88ab\u52a8\u63a8\u8350\uff0c\u4e3a\u7528\u6237\u4ece\u5f00\u653e\u4e92\u8054\u7f51\u4e2d\u7b5b\u9009\u6df1\u5ea6\u6587\u7ae0\u4e0e\u540d\u8a00\uff0c\u89e3\u51b3\u9ad8\u8d28\u91cf\u3001\u975e\u793e\u4ea4\u7c7b\u4fe1\u606f\u53d1\u73b0\u96be\u548c\u83b7\u53d6\u95e8\u69db\u9ad8\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\/aef51ec6-025d-4bb8-90dd-91f290d283ea.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\/3675e380-f28c-4668-8b2e-af753ac30aaa.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\/6f5db1d6-7e0b-44df-b919-2f60468ab06c.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\/4f391ddb-430e-4838-a8c9-107e36a2cc8c.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\/96bf9100-d381-4f4c-bde0-e4da31707838.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\/33b5c810-ad79-4f25-b209-033cdea4db0e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VmEeo4mjc7U\"><source src=\"https:\/\/www.youtube.com\/watch?v=VmEeo4mjc7U\" 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\">Newsletters<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4fe1\u606f\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u5c55<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u4e92\u8054\u7f51<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u98df\u8c31<\/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\u80fd\u9ad8\u6548\u63d0\u5347\u77e5\u8bc6\u8c08\u8d44\u3001\u5c06\u788e\u7247\u6d4f\u89c8\u8f6c\u5316\u4e3a\u8f7b\u677e\u5b66\u4e60\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u63d0\u4f9b\u4e86\u5177\u4f53\u5185\u5bb9\u793a\u4f8b\uff0c\u5c55\u793a\u4e86\u63a8\u8350\u8d28\u91cf\u3002\u6838\u5fc3\u53cd\u9988\u662f\u4ea7\u54c1\u80fd\u964d\u4f4e\u53d1\u73b0\u4f18\u8d28\u6df1\u5ea6\u5185\u5bb9\u7684\u95e8\u69db\uff0c\u5e76\u5e26\u6765\u201c\u8f7b\u677e\u6709\u6536\u83b7\u201d\u7684\u4f53\u9a8c\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 Browser Buddy \u7784\u51c6\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5e73\u53f0\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5bf9\u975e\u793e\u4ea4\u9a71\u52a8\u3001\u9ad8\u4fe1\u606f\u8425\u517b\u5bc6\u5ea6\u5185\u5bb9\u7684\u7cfb\u7edf\u6027\u53d1\u73b0\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u63a8\u8350\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u5f00\u653e\u4e92\u8054\u7f51\u6df1\u5ea6\u5199\u4f5c\u7684\u201c\u641c\u7d22\u5f15\u64ce\u201d\u548c\u201c\u7b56\u5c55\u4eba\u201d\uff0c\u5bf9\u6297\u5e73\u53f0\u7b97\u6cd5\u7684\u4fe1\u606f\u8327\u623f\u548c\u5185\u5bb9\u540c\u8d28\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5b9a\u4f4d\u4e86\u201c\u4fe1\u606f\u98df\u8c31\u201d\u8fd9\u4e2a\u6982\u5ff5\uff0c\u5c06\u5065\u5eb7\u996e\u98df\u7684\u9690\u55bb\u8fc1\u79fb\u5230\u4fe1\u606f\u6d88\u8d39\uff0c\u76f4\u51fb\u77e5\u8bc6\u9636\u5c42\u7684\u7126\u8651\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6781\u4e3a\u4e25\u5cfb\uff1a\u7b2c\u4e00\uff0c\u89c4\u6a21\u4e0e\u8d28\u91cf\u7684\u6096\u8bba\u3002\u5c0f\u4f17\u3001\u6df1\u5ea6\u7684\u5185\u5bb9\u672c\u8eab\u4ea7\u91cf\u6709\u9650\uff0cAI\u7684\u201c\u53d1\u73b0\u201d\u80fd\u529b\u4e25\u91cd\u4f9d\u8d56\u5bf9\u957f\u5c3e\u72ec\u7acb\u7ad9\u70b9\u548c\u535a\u5ba2\u7684\u722c\u53d6\u4e0e\u7406\u89e3\uff0c\u6280\u672f\u95e8\u69db\u548c\u7248\u6743\u98ce\u9669\u5e76\u5b58\u3002\u7b2c\u4e8c\uff0c\u7528\u6237\u4e60\u60ef\u7684\u9006\u6d41\u3002\u4ea7\u54c1\u5021\u5bfc\u7684\u201c\u4e3b\u52a8\u8be2\u95ee\u201d\u548c\u201c\u5174\u8da3\u63a2\u7d22\u201d\u6a21\u5f0f\uff0c\u9700\u8981\u7528\u6237\u5177\u5907\u8f83\u5f3a\u7684\u5143\u8ba4\u77e5\u548c\u5b66\u4e60\u9a71\u52a8\u529b\uff0c\u8fd9\u4e0e\u88ab\u52a8\u6295\u5582\u7684\u6d88\u8d39\u4e60\u60ef\u76f8\u6096\uff0c\u53ef\u80fd\u9650\u5236\u5176\u7528\u6237\u89c4\u6a21\u3002\u7b2c\u4e09\uff0c\u5546\u4e1a\u5316\u7684\u6a21\u7cca\u6027\u3002\u4f5c\u4e3a\u6d41\u91cf\u5206\u53d1\u7ec8\u7aef\uff0c\u5982\u4f55\u5728\u4e0d\u635f\u5bb3\u5185\u5bb9\u8c03\u6027\u548c\u7528\u6237\u4f53\u9a8c\u7684\u524d\u63d0\u4e0b\uff0c\u4e0e\u72ec\u7acb\u521b\u4f5c\u8005\u6216\u81ea\u8eab\u5b9e\u73b0\u5171\u8d62\uff0c\u662f\u5c1a\u672a\u89e3\u7b54\u7684\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u65e9\u671f\u7528\u6237\u753b\u50cf\u6e05\u6670\uff1a\u6709\u81ea\u6211\u63d0\u5347\u9700\u6c42\u3001\u538c\u5026\u6d45\u5c42\u4fe1\u606f\u3001\u5e76\u770b\u91cd\u793e\u4ea4\u8c08\u8d44\u7684\u5e74\u8f7b\u4e13\u4e1a\u4eba\u58eb\u3002\u8fd9\u4e00\u5b9a\u4f4d\u7cbe\u51c6\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u6570\u5b57\u77e5\u8bc6\u5206\u5b50\u5de5\u5177\u201d\uff0c\u800c\u975e\u5927\u4f17\u4ea7\u54c1\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u6301\u7eed\u4ea7\u51fa\u9ad8\u8d28\u91cf\u63a8\u8350\u3001\u4e14\u80fd\u5f62\u6210\u72ec\u7279\u6587\u5316\u54c1\u5473\u7684\u63a8\u8350\u5f15\u64ce\uff0c\u5e76\u56f4\u7ed5\u6b64\u51dd\u805a\u8d77\u4e00\u4e2a\u9ad8\u9ecf\u6027\u7684\u793e\u7fa4\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u7a0d\u7eb5\u5373\u901d\u7684\u201c\u6548\u7387\u73a9\u5177\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\">Browser Buddy<\/span>\n <\/div>\n<div class=\"comment-content\">Browser Buddy is an AI buddy that curates a feed of thoughtful quotes and essays based on your interests. Ask your buddy for something practical like “how to find my first users”, explore rabbit holes like “the history of the internet”, or learn about “sustainable urban design” to impress your next date. Start curating your information diet today so you’ll always have a feed of wonderful words to read and interesting ideas to talk about.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, something to help me sound smarter on dates without spending 4 hours on obscure blogs \ud83d\ude02 Love this!<\/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\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> MIGHT i recommend: <a href=\"https:\/\/worksinprogress.co\/issue\/the-housing-theory-of-everything\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/worksinprogress.co\/issue\/the-housing-theory-of-everything\/<\/a> to get you started <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love this idea! Congrats on the launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@laszlito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laszlito<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this setup turns casual browsing into a mini learning session. Feels productive without trying too hard.<\/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>Hey Product Hunt! We\u2019re Arnav and Jeremy and we\u2019re building Browser Buddy, an app that curates quotes and essays based on what you\u2019re interested in.<\/p>\n<\/p>\n<p>We\u2019ve always loved personal blogs, essays, and articles on the Internet. As we\u2019ve grown up, this writing was a source of inspiration that helped us discover ideas and opportunities we didn\u2019t even know we were looking for (ex. applying to YC because of PG\u2019s essays).<\/p>\n<\/p>\n<p>But despite so many new creators and websites coming online, the best of the open Internet remains hard-to-find, scattered across <a href=\"https:\/\/www.paulgraham.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">personal<\/a> <a href=\"https:\/\/www.eugenewei.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">sites<\/a>, <a href=\"https:\/\/www.noemamag.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">niche<\/a> <a href=\"https:\/\/worksinprogress.co\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">publications<\/a>, and various <a href=\"https:\/\/bearblog.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">independent<\/a> <a href=\"https:\/\/substack.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">publishing<\/a> <a href=\"https:\/\/medium.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">platforms<\/a>. Outside of \u201csocial\u201d media platforms, there\u2019s very high friction to get into a new subject or stumble upon people who write about your interests.<\/p>\n<\/p>\n<p>We felt there should be an easier (and mobile-friendly) way to find fantastic media and curate an intentional, interesting information diet for yourself.<\/p>\n<\/p>\n<p><a href=\"https:\/\/apps.apple.com\/us\/app\/browser-buddy\/id6752281959\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Browser Buddy <\/a>is a feed that curates this interesting, thought-provoking writing for you from across the Internet. We\u2019re excited for you to try it out, download from the app store <a href=\"https:\/\/apps.apple.com\/us\/app\/browser-buddy\/id6752281959\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>!<\/p>\n<\/p>\n<p>For any questions, shoot me an email @ <a href=\"mailto:jeremy@browserbuddy.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">jeremy@browserbuddy.com<\/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>Here are some example recommendations:<\/p>\n<\/p>\n<p>\u201cI\u2019m trying to grow my early stage consumer internet company\u201d: <\/p>\n<p><a href=\"https:\/\/cdixon.org\/2015\/01\/31\/come-for-the-tool-stay-for-the-network\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cdixon.org\/2015\/01\/31\/come-for-the-tool-stay-for-the-network<\/a><\/p>\n<p><a href=\"https:\/\/www.lennysnewsletter.com\/p\/how-the-biggest-consumer-apps-got\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.lennysnewsletter.com\/p\/how-the-biggest-consumer-apps-got<\/a><\/p>\n<\/p>\n<p>\u201cI want to learn how to build beautiful web interfaces\u201d:<\/p>\n<p><a href=\"https:\/\/frankchimero.com\/blog\/2015\/the-webs-grain\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/frankchimero.com\/blog\/2015\/the-webs-grain\/<\/a><\/p>\n<p><a href=\"https:\/\/alistapart.com\/article\/responsive-web-design\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/alistapart.com\/article\/responsive-web-design\/<\/a><\/p>\n<\/p>\n<p>\u201cTeach me the history of the Internet\u201d:<\/p>\n<p><a href=\"https:\/\/www.mic.com\/impact\/how-geocities-webrings-made-the-90s-internet-a-cozier-place-19638198\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.mic.com\/impact\/how-geocities-webrings-made-the-90s-internet-a-cozier-place-19638198<\/a><\/p>\n<p><a href=\"https:\/\/computerhistory.org\/blog\/history-of-the-future-october-29-1969-fifty-years-of-a-connected-world\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/computerhistory.org\/blog\/history-of-the-future-october-29-1969-fifty-years-of-a-connected-world\/<\/a><\/p>\n<\/p>\n<p>\u201cI\u2019m trying to read more about games and game theory\u201d:<\/p>\n<p><a href=\"https:\/\/franklantz.substack.com\/p\/playing-balatro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/franklantz.substack.com\/p\/playing-balatro<\/a><\/p>\n<p><a href=\"https:\/\/joecarlsmith.com\/2022\/03\/16\/on-expected-utility-part-1-skyscrapers-and-madmen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/joecarlsmith.com\/2022\/03\/16\/on-expected-utility-part-1-skyscrapers-and-madmen<\/a><\/p>\n<\/p>\n<p>\u201cI\u2019ve been getting into network science and network theory\u201d: <a href=\"https:\/\/www.ribbonfarm.com\/2010\/10\/27\/warrens-plazas-and-the-edge-of-legibility\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.ribbonfarm.com\/2010\/10\/27\/warrens-plazas-and-the-edge-of-legibility\/<\/a><\/p>\n<p><a href=\"https:\/\/www.strangeloopcanon.com\/p\/seeing-like-a-network\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.strangeloopcanon.com\/p\/seeing-like-a-network<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/6MVE6CIHZSITIB\" class=\"app-title\">Beanvest Quality Investing<\/a><\/p>\n<div class=\"one-liner\">AI Stock research focused on high-quality companies<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Beanvest\u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8e\u201c\u8d28\u91cf\u6295\u8d44\u201d\u7b56\u7565\u7684AI\u80a1\u7968\u7814\u7a76\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u6295\u8d44\u8005\u5728\u5168\u7403\u8303\u56f4\u5185\u8bc6\u522b\u5177\u5907\u957f\u671f\u7ade\u4e89\u4f18\u52bf\u7684\u9ad8\u8d28\u91cf\u516c\u53f8\uff0c\u5e76\u5728\u5408\u7406\u4f30\u503c\u65f6\u4ecb\u5165\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u6295\u8d44\u8005\u7f3a\u4e4f\u7cfb\u7edf\u5316\u3001\u4e13\u4e1a\u5316\u57fa\u672c\u9762\u5206\u6790\u5de5\u5177\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\/be4ecd88-5873-4ea4-aa93-08c56a1f0fe3.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\/ec745b23-37c7-4a61-9608-fcbaed52c759.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\/098d4257-57a1-4233-90a8-36f1ed4d3c22.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\/91d9265f-6feb-4cef-a0e4-3bdc5c5e2188.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\/24dec625-cbaa-4f7c-bdc4-4058df56fa4a.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\">Investing<\/span><br \/>\n <span class=\"tag\">Finance<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u80a1\u7968\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u57fa\u672c\u9762\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ef7\u503c\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u516c\u53f8\u8bc4\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4f30\u503c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6295\u8d44\u8005<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u6307\u6807<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u6838\u5fc3\u8d22\u52a1\u6307\u6807\uff08\u5982ROIC\u3001\u73b0\u91d1\u6d41\uff09\u7684\u5448\u73b0\u65b9\u5f0f\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5176\u91c7\u7528\u6307\u5bfc\u6027\u6846\u67b6\u800c\u975e\u50f5\u5316\u7b5b\u9009\u3002\u7528\u6237\u8be2\u95ee\u4e0e\u4ea4\u6613\u5e73\u53f0\u7684\u8054\u52a8\u53caAI\u8bad\u7ec3\u7ec6\u8282\uff0c\u5f00\u53d1\u8005\u8868\u793a\u6682\u65e0\u4ea4\u6613\u5bf9\u63a5\uff0c\u5e76\u900f\u9732\u4f7f\u7528GPT\u6280\u672f\u7ed3\u5408\u957f\u63d0\u793a\u8bcd\u3002\u6838\u5fc3\u8ba8\u8bba\u56f4\u7ed5AI\u5982\u4f55\u5e73\u8861\u7b97\u6cd5\u7b5b\u9009\u4e0e\u4eba\u7c7b\u5224\u65ad\u7684\u7ec6\u5fae\u5dee\u522b\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 Beanvest \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u5b9e\u5219\u7a7a\u6d1e\u7684\u8d5b\u9053\uff1a\u9762\u5411\u6563\u6237\u7684\u80a1\u7968\u5206\u6790\u5de5\u5177\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8d28\u91cf\u6295\u8d44\u201dAI\u7814\u7a76\uff0c\u6982\u5ff5\u4e0a\u7cbe\u51c6\u6253\u51fb\u4e86\u5f53\u4e0b\u4fe1\u606f\u8fc7\u8f7d\u5374\u6df1\u5ea6\u532e\u4e4f\u7684\u6563\u6237\u75db\u70b9\u2014\u2014\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u518d\u662f\u66f4\u591a\u7684\u6570\u636e\u56fe\u8868\uff0c\u800c\u662f\u7ecf\u8fc7\u6846\u67b6\u68b3\u7406\u7684\u3001\u6307\u5411\u660e\u786e\u6295\u8d44\u54f2\u5b66\u7684\u5224\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u8d4c\u6ce8\uff0c\u5728\u4e8e\u5176\u201cAI\u201d\u5e76\u975e\u4f20\u7edf\u91cf\u5316\u7b5b\u9009\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT\uff09\u5e76\u704c\u8f93\u4e86\u7279\u5b9a\u6295\u8d44\u6846\u67b6\uff08\u8d28\u91cf\u6295\u8d44\uff09\u7684\u89e3\u8bfb\u5f15\u64ce\u3002\u4ece\u56de\u590d\u770b\uff0c\u5b83\u8bd5\u56fe\u6a21\u4eff\u4eba\u7c7b\u5206\u6790\u5e08\u7684\u601d\u7ef4\u8fc7\u7a0b\uff0c\u5f3a\u8c03\u8d8b\u52bf\uff08\u5982ROIC\u63d0\u5347\uff09\u80dc\u8fc7\u9759\u6001\u9608\u503c\uff0c\u5e76\u6562\u4e8e\u4e3a\u50cf\u4e9a\u9a6c\u900a\u8fd9\u6837\u4f20\u7edf\u6307\u6807\u201c\u4e0d\u4f73\u201d\u4f46\u5546\u4e1a\u6a21\u5f0f\u5353\u8d8a\u7684\u516c\u53f8\u8fa9\u62a4\u3002\u8fd9\u4f7f\u5176\u4e0eFinviz\u7b49\u4f20\u7edf\u7b5b\u9009\u5668\u62c9\u5f00\u4e86\u4ee3\u5dee\uff0c\u540e\u8005\u65e0\u6cd5\u5904\u7406\u8fd9\u79cd\u201c\u77db\u76fe\u7684\u5353\u8d8a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e0e\u6f5c\u529b\u540c\u6837\u7a81\u51fa\u3002\u9996\u5148\uff0c\u201cGPT\u9a71\u52a8\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u5e26\u6765\u4e86\u7406\u89e3\u5546\u4e1a\u53d9\u8ff0\u7684\u7075\u6d3b\u6027\uff0c\u4f46\u4e5f\u4f34\u968f\u7740\u6a21\u578b\u5e7b\u89c9\u3001\u903b\u8f91\u4e00\u81f4\u6027\u4e0e\u66f4\u65b0\u5ef6\u8fdf\u7684\u7ecf\u5178\u96be\u9898\u3002\u5f00\u53d1\u8005\u79f0\u7528\u201c\u5f88\u957f\u7684\u63d0\u793a\u8bcd\u201d\u6765\u7ea6\u675f\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8c03\u6559\u7684\u4e13\u5bb6\u7cfb\u7edf\uff0c\u5176\u7a33\u5b9a\u6027\u548c\u6df1\u5ea6\u6709\u5f85\u5e02\u573a\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5b83\u4e3b\u52a8\u653e\u5f03\u4e86\u4e0e\u4ea4\u6613\u5e73\u53f0\u7684\u76f4\u63a5\u5bfc\u6d41\uff0c\u8fd9\u867d\u7136\u4fdd\u6301\u4e86\u5206\u6790\u7684\u4e2d\u7acb\u6027\uff0c\u4f46\u4e5f\u53ef\u80fd\u524a\u5f31\u5bf9\u90e8\u5206\u8ffd\u6c42\u201c\u4e00\u952e\u6267\u884c\u201d\u7528\u6237\u7684\u5438\u5f15\u529b\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u7eaf\u7cb9\u7684\u201c\u51b3\u7b56\u652f\u6301\u201d\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5173\u952e\u7684\u6311\u6218\u5728\u4e8e\u4fe1\u4efb\u6784\u5efa\u3002\u5f53AI\u7ed9\u51fa\u7684\u8bc4\u7ea7\u4e0e\u7528\u6237\u81ea\u8eab\u8ba4\u77e5\u76f8\u5de6\u65f6\uff08\u5982\u5f00\u53d1\u8005\u4e3e\u4f8b\u7684\u53ef\u53e3\u53ef\u4e50\u4e0e\u5fae\u8f6f\uff09\uff0c\u7528\u6237\u7a76\u7adf\u8be5\u76f8\u4fe1\u81ea\u5df1\u7684\u7814\u7a76\u8fd8\u662fAI\u7684\u201c\u6846\u67b6\u201d\uff1f\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u6781\u5ea6\u900f\u660e\u5730\u516c\u5f00\u5176\u201c\u8d28\u91cf\u6295\u8d44\u201d\u6846\u67b6\u7684\u5177\u4f53\u7ef4\u5ea6\u4e0e\u6743\u91cd\uff0c\u5426\u5219\u5c06\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u65e0\u6cd5\u8bc1\u4f2a\u7684\u201c\u9ed1\u7bb1\u201d\u5efa\u8bae\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5730\u5c06\u4e00\u5957\u4e25\u8c28\u7684\u6295\u8d44\u54f2\u5b66\u8f6c\u5316\u4e3a\u53ef\u611f\u77e5\u3001\u53ef\u9a8c\u8bc1\u7684AI\u8f93\u51fa\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u8d85\u4e00\u4e2a\u9009\u80a1\u5de5\u5177\uff0c\u800c\u6210\u4e3a\u4e00\u4e2a\u6295\u8d44\u6559\u80b2\u4e0e\u5b9e\u8df5\u7684\u878d\u5408\u5e73\u53f0\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u4ecd\u5904\u4e8e\u7528AI\u8bb2\u4e00\u4e2a\u66f4\u806a\u660e\u6545\u4e8b\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u5176\u201c\u7814\u7a76\u201d\u7684\u6df1\u5ea6\u4e0e\u8d85\u989d\u6536\u76ca\u7684\u53ef\u6301\u7eed\u6027\uff0c\u9700\u8981\u66f4\u957f\u65f6\u95f4\u7684\u4e1a\u7ee9\u6765\u56de\u6eaf\u8bc1\u660e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Beanvest Quality Investing<\/span>\n <\/div>\n<div class=\"comment-content\">Beanvest is a research platform for quality investing, helping you identify the best companies in the world following a Quality Investing strategy and buying them at a fair price.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it surface metrics like ROIC, margin stability, cash flow resilience, etc.? Quality investing lives and dies by those signals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@sadam_ansari2 Yes of course! However it has only guidelines and no strict criteria like a screener would. For example a company with low margins can either be bad, or very good if it’s done on purpose like an Amazon\/Costco.<br \/>\nSimilarly, it should favor companies even with average ROIC if the trendline is up rather than those with decreasing ROIC.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have one of the cutest stock trackers\/evaluators. Will there be any option to redirect to trading platforms? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@busmark_w_nika waiting for more ideas to be uploaded<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@busmark_w_nika Thank you! the cute Beanie character is very much inspired by Duolingo.<br \/>\nI’m not sure what you mean bu no, no redirect to trading platform<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch. <\/p>\n<\/p>\n<p>How have you guys trained your AI? I’m curious how you evaluate things like fair price or quality?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@alexander_gifford It’s GPT 5 Pro with deep research and a very long prompt to make sure it focused on the important stuff<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on quality over momentum. That philosophy resonates.<\/p>\n<p>Question: How do you balance automated screening vs human judgment <\/p>\n<p>when evaluating “quality”? <\/p>\n<p>Pure algorithms miss nuance, but pure human judgment doesn’t scale. <\/p>\n<p>Curious how you’ve approached that trade-off in your research.<\/p>\n<p>Upvoted <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@llm_driven I think Beanvest has a completely different approach than using a fixed screener, because you can miss some incredible companies. The best example of that is Amazon (not so great ROIC, low margins, appears expensive, …)<br \/>\nI think AI is almost as intelligent as an analyst, but can scale way better as it has constant up to date data, can analyze many companies in parallel, and strictly respect the framework I gave (that’s explained on the homepage, so the prerequisite is that you agree that it’s a good investing strategy \ud83d\ude0a)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89 Love seeing a platform grounded in true quality investing philosophy rather than chasing short-term screens. The moat, predictability, and capital allocation lenses feel so refreshing in a world obsessed with momentum trades. Great execution. Curious \u2014 any hidden gems you were surprised to discover once applying your qualitative framework?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@anastasiia_tilinina Thank you! The most interesting things is it evaluates the companies I know about very much like I would, but sometimes with few differences: some companies are rated way better than I would (Coca-cola), some others are currently estimated around fair value where I would think they’re expensive (Microsoft), and some have a good score I’ve never heard off (Halozyme)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ME4GP6ZXKKFS4Z\" class=\"app-title\">BrowserBook<\/a><\/p>\n<div class=\"one-liner\">The Browser Automation IDE<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BrowserBook\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316IDE\uff0c\u901a\u8fc7\u96c6\u6210Jupyter\u98ce\u683c\u7b14\u8bb0\u672c\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u7f16\u7801\u52a9\u624b\u548c\u5185\u8054\u6d4f\u89c8\u5668\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u5355\u4e00\u73af\u5883\u4e2d\u5feb\u901f\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u53ef\u9760\u7684\u81ea\u52a8\u5316\u811a\u672c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6d4f\u89c8\u5668\u4ee3\u7406\u6210\u672c\u9ad8\u3001\u901f\u5ea6\u6162\u3001\u4e0d\u53ef\u9760\u4e14\u96be\u4ee5\u8c03\u8bd5\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\/e4ee21a7-216c-4ce7-9c56-f1e578b2522f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b211625-d2c6-4054-8efd-86f8e0002428.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02e3d267-8f27-4bb2-ae5a-9aa17d80a081.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe9f2586-7297-4543-83b2-f354da48591b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79ea3084-c696-4bed-884b-a7018b614c5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8e8400c-28dc-4a13-b052-c8474a30a0a3.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\/80ddb243-1ae1-4a46-8ce7-f754dc695418.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8Rpdkw9ceyE\"><source src=\"https:\/\/www.youtube.com\/watch?v=8Rpdkw9ceyE\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">Playwright<\/span><br \/>\n <span class=\"tag\">\u811a\u672c\u7f16\u5199<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">RPA<\/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\u4ea7\u54c1\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u5176\u5728\u786e\u5b9a\u6027\u81ea\u52a8\u5316\u4e0a\u4f18\u52bf\u660e\u663e\u3002\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0e\u65e0\u4ee3\u7801\u5e73\u53f0\u5bf9\u6bd4\u7684\u4ee3\u7801\u53ef\u79fb\u690d\u6027\u4f18\u52bf\u3001\u672a\u6765\u662f\u5426\u96c6\u6210\u6d4f\u89c8\u5668\u4ee3\u7406\u5904\u7406\u5f39\u7a97\u7b49\u52a8\u6001\u573a\u666f\u3001API\u90e8\u7f72\u6d41\u7a0b\u3001\u4ee5\u53ca\u5177\u4f53\u5e94\u7528\u573a\u666f\u5982\u7aef\u5230\u7aef\u6d4b\u8bd5\u548c\u623f\u5730\u4ea7\u6570\u636e\u641c\u7d22\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 BrowserBook\u672c\u8d28\u4e0a\u662f\u5728\u201cAI\u4ee3\u7406\u70ed\u201d\u4e2d\u7684\u4e00\u6b21\u7406\u6027\u56de\u8c03\u3002\u5b83\u6ca1\u6709\u8ddf\u98ce\u5236\u9020\u53c8\u4e00\u4e2a\u4e0d\u53ef\u63a7\u7684AI\u6d4f\u89c8\u4ee3\u7406\uff0c\u800c\u662f\u654f\u9510\u5730\u6293\u4f4f\u4e86\u5f53\u524dAI\u4ee3\u7406\u5728\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u201c\u6602\u8d35\u3001\u7f13\u6162\u3001\u4e0d\u53ef\u9760\u3001\u96be\u8c03\u8bd5\u201d\u7684\u6838\u5fc3\u7f3a\u9677\uff0c\u505a\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u8303\u5f0f\u8f6c\u79fb\uff1a\u5c06AI\u4ece\u201c\u6267\u884c\u5c42\u201d\u964d\u7ef4\u81f3\u201c\u811a\u672c\u751f\u6210\u5c42\u201d\u3002\u8fd9\u5e76\u975e\u6280\u672f\u964d\u7ea7\uff0c\u800c\u662f\u5de5\u7a0b\u601d\u7ef4\u7684\u80dc\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u7528AI\u80fd\u529b\u8d4b\u80fd\u4e86\u7ecf\u5178\u7684\u3001\u786e\u5b9a\u6027\u7684\u811a\u672c\u81ea\u52a8\u5316\uff08Playwright\uff09\uff0c\u8bd5\u56fe\u5728\u201c\u5168\u624b\u52a8\u7f16\u7801\u201d\u4e0e\u201c\u5168\u9ed1\u76d2AI\u4ee3\u7406\u201d\u4e4b\u95f4\uff0c\u5f00\u8f9f\u4e00\u6761\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u52a1\u5b9e\u8def\u5f84\u3002AI\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u7f16\u7801\u52a9\u624b\uff0c\u8d1f\u8d23\u6d88\u5316DOM\u4e0a\u4e0b\u6587\u5e76\u5feb\u901f\u751f\u6210\u811a\u672c\u521d\u7a3f\uff0c\u800c\u5f00\u53d1\u8005\u5219\u4fdd\u7559\u5bf9\u6700\u7ec8\u903b\u8f91\u7684\u5b8c\u5168\u63a7\u5236\u548c\u53ef\u8c03\u8bd5\u6027\u3002\u4ea7\u54c1\u8bbe\u8ba1\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u5c06\u7f16\u5199\u3001\u8fd0\u884c\u3001\u8c03\u8bd5\u3001\u8ba4\u8bc1\u7ba1\u7406\u3001\u6570\u636e\u63d0\u53d6\u548cAPI\u90e8\u7f72\u7f1d\u5408\u8fdb\u4e00\u4e2a\u7b14\u8bb0\u672c\u754c\u9762\uff0c\u8fd9\u786e\u5b9e\u80fd\u663e\u8457\u964d\u4f4e\u81ea\u52a8\u5316\u811a\u672c\u7684\u6784\u5efa\u4e0e\u8fed\u4ee3\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u670d\u52a1\u4e8e\u4e00\u4e2a\u201c\u4e13\u4e1a\u4f46\u72ed\u7a84\u201d\u7684\u7fa4\u4f53\uff1a\u65e2\u61c2\u4ee3\u7801\u53c8\u4e0d\u6ee1\u8db3\u4e8e\u4f4e\u4ee3\u7801\u5e73\u53f0\u9650\u5236\u7684\u5f00\u53d1\u8005\u3002\u5e02\u573a\u5929\u82b1\u677f\u9700\u8981\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5206\u949f\u7ea7\u90e8\u7f72\u201d\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u9762\u524d\u53ef\u80fd\u6253\u6298\uff0cAI\u751f\u6210\u7684\u811a\u672c\u4ecd\u9700\u4eba\u5de5\u5ba1\u67e5\u548c\u8c03\u6574\u3002\u6700\u540e\uff0c\u6765\u81ea\u8bc4\u8bba\u7684\u201c\u6d4f\u89c8\u5668\u4ee3\u7406\u201d\u8ffd\u95ee\u76f4\u6307\u5176\u6218\u7565\u8f6f\u808b\uff1a\u9762\u5bf9\u7f51\u9875\u52a8\u6001\u53d8\u5316\uff0c\u7eaf\u811a\u672c\u65b9\u6848\u4f9d\u7136\u8106\u5f31\u3002\u56e2\u961f\u867d\u63d0\u51fa\u201c\u81ea\u6108\u7b14\u8bb0\u672c\u201d\u7684\u8fdc\u671f\u6784\u60f3\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u91cd\u65b0\u5f15\u5165AI\u667a\u80fd\u4f53\u7684\u5f00\u59cb\uff0c\u5982\u4f55\u5e73\u8861\u201c\u786e\u5b9a\u6027\u201d\u4e0e\u201c\u9002\u5e94\u6027\u201d\uff0c\u5c06\u662f\u5176\u672a\u6765\u5fc5\u987b\u89e3\u7b54\u7684\u96be\u9898\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u601d\u8def\u6e05\u6670\u3001\u5207\u5165\u7cbe\u51c6\u7684\u5de5\u5177\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u597d\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u65b0\u8303\u5f0f\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5982\u4f55\u6f14\u5316\u5e76\u5b88\u4f4f\u201c\u53ef\u9760\u201d\u8fd9\u4e00\u7acb\u8eab\u4e4b\u672c\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\">BrowserBook<\/span>\n <\/div>\n<div class=\"comment-content\">BrowserBook is an AI-powered IDE for building fast, reliable browser automations. It pairs a Jupyter-style notebook with a context-aware AI coding assistant and an inline browser, enabling developers to write, test, and debug automations all in one place. With built-in auth management, data extraction, screenshot tools, and API deployment, you can go from idea to production-ready automation in minutes, not hours.<\/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 Chris, co-founder of BrowserBook here with teammates Jorrie and Evan.<\/p>\n<p>We\u2019re excited to share <strong>BrowserBook<\/strong>, an AI-powered IDE for building reliable, deterministic browser automations. It combines a notebook-style interface, an inline browser, and a context-aware coding assistant to help developers write, run, and iterate on Playwright scripts faster with built-in tools for screenshots, data extraction, and managed auth.<\/p>\n<p><strong>Why we built this<\/strong><br \/>Jorrie and I started a healthcare automation company last summer, where we spent lots of time building back-office workflows (think insurance followup, medical coding, etc.) with custom browser agents. During this time, we ran into four major issues with browser agents:<\/p>\n<p>\ud83d\udcb0 <strong>They\u2019re expensive<\/strong> – we burned through tokens with all the workflow context we needed to provide<br \/>\ud83d\udc22 <strong>They\u2019re slow<\/strong> – all that context let to super high latency on each request<br \/>\ud83d\ude2c <strong>They\u2019re unreliable<\/strong> – even with detailed instructions and tools, agents still drifted on multi-step tasks<br \/>\ud83d\udc1e <strong>They\u2019re impossible to debug<\/strong> – when they drifted, there was no clear root cause; we often resorted to trial-and-error to resolve issues.<\/p>\n<p>We found ourselves giving our agents scripts to execute at each step of the workflow, and eventually came to the conclusion that scripting was just the better solution. We decided to put the agent at the coding step rather than the execution step, using LLMs to rapidly write scripts based on DOM context, and ultimately built BrowserBook as the tool we wished we had.<\/p>\n<p><strong>So what’s included?<\/strong><br \/>The core IDE experience is purpose-built for web automation; some of its features include:<\/p>\n<p>\ud83c\udf10 <strong>A fully-interactive inline browser instance<\/strong> that you can run Playwright automations against with the click of a button<br \/>\ud83d\udcd2 <strong>A Jupyter-notebook-style interface<\/strong>, so you can just run parts of your automation instead of the whole thing every time<br \/>\ud83e\udd16 <strong>A context-aware coding assistant<\/strong> so you don\u2019t have to go digging for selectors<br \/>\ud83e\udd1d <strong>Helper functions for common actions<\/strong> like taking screenshots, data extraction, and managed auth profiles supporting username\/password and TOTP for authenticated workflows<\/p>\n<p>When you\u2019re done building, you can run your automation manually through the IDE or via API for use in external agents or apps!<\/p>\n<p>Our initial use case was healthcare automation, but if you\u2019re building automated tests, writing browser-based RPA workflows, web scraping, or have an agent that needs to perform deterministic actions on the web, give us a try – we\u2019d love to hear what you think!<\/p>\n<p><strong>How do I use it?<\/strong><br \/>You can download for Mac at our website: <a href=\"https:\/\/browserbook.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/browserbook.com<\/a><\/p>\n<p>Cheers,<br \/>Chris<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cschlaepfer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cschlaepfer<\/a> Great breakdown of the challenges\u2014especially around reliability and debugging. Putting AI at the scripting step instead of execution is a smart shift.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cschlaepfer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cschlaepfer<\/a> This looks awesome! After starting with healthcare automation, what are some of the most unexpected ways you\u2019ve seen people use Browserbook so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt, other co-founder of BrowserBook here! Chris has already explained some of the reasons why we built BrowserBook, so I’m going to share what makes us different from other web automation platforms and why you should give us a try.<\/p>\n<\/p>\n<p>The automation software we’ve seen falls roughly into two categories:<\/p>\n<ul>\n<li>\n<p>Software SDKs where you need to build it all yourself.<\/p>\n<\/li>\n<li>\n<p>Full automation platforms that tout low or no code automations.<\/p>\n<\/li>\n<\/ul>\n<p>BrowserBook is the sweet spot between these two options.<\/p>\n<\/p>\n<p>Don\u2019t know where to start with authentication, hosted browsers, data extraction, session recording, etc.? BrowserBook sets all this up for you with a simple interface that abstracts away the complicated parts so you can focus on writing scripts.<\/p>\n<\/p>\n<p>Nervous about using no code platforms to write your production workflows because it\u2019s a startup and when they go out of business in three months all your carefully crafted prompts will be wasted effort? Use us instead! When we go out of business in three months, what you\u2019ll be left with is a bunch of working playwright code.<\/p>\n<\/p>\n<p>We\u2019re excited to see what you build!<\/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>Do you guys plan on doing anything at all with browser agents? I feel like they\u2019re useful for adapting on the fly for intermittent things like popups or modals that would get in the way of a normal workflow<\/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\/@mats_terwiesch1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mats_terwiesch1<\/a> appreciate the question – we <strong><em>are<\/em><\/strong> exploring ways to bring agentic behavior into BrowserBook down the road, but for now we\u2019re focused on making deterministic automation as smooth and reliable as possible.<\/p>\n<\/p>\n<p>You\u2019re absolutely right and we think agents can really shine when dealing with intermittent UI issues like popups, modals, etc. Our view is that if\/when we introduce browser agents, we want them to be purpose-built for those specific classes of problems, <strong><em>not<\/em><\/strong> a catch-all layer that adds unpredictability to every workflow.<\/p>\n<\/p>\n<p>Regardless of the automation approach someone uses (scripts vs agents), DOM changes and breakages will always happen. Where we see a big opportunity (and what we’re working on now) is making that recovery process dramatically better through things like self-healing notebooks, which can understand errors and the context that caused them, and generate fixes on-the-fly.<\/p>\n<\/p>\n<p>In other words: letting scripts stay deterministic, but giving users agentic tools to automatically resolve the \u201cunknown unknowns.\u201d<\/p>\n<\/p>\n<p>Totally appreciate you bringing this up, this is definitely a direction we\u2019re excited about, but we want to introduce it thoughtfully.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch and I like the idea of being able to set up complex automations across any website. I enjoy using GumLoop but I sometimes feel like it’s not as customizable as I would like it to be.<\/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\/@alexander_gifford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_gifford<\/a> Appreciate it Alexander! GumLoop is a great product, and one of our early iterations of BrowserBook was a similar block-based automation builder. Our motivation to shift to an IDE was:<\/p>\n<ol>\n<li>\n<p>Exactly as you described, we felt drag-and-drop interfaces didn’t give us the level of control we wanted,<\/p>\n<\/li>\n<li>\n<p>We wanted to prioritize the developer experience, and developers are often just as comfortable (if not more) working directly with code as they are with visual workflow tools, and<\/p>\n<\/li>\n<li>\n<p>We felt code would be more durable in the long run – at the end of the day, scripts can always be exported in or out of BrowserBook, which just gives users more peace of mind that the logic behind their automations are safe.<\/p>\n<\/li>\n<\/ol>\n<p>If you give BrowserBook a shot, let us know, and feel free to reach out at any 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\">\n<p>Seems super helpful for building end-to-end tests and evals for webapp-based LLM products without having to rearchitect\/reinstrument your whole app. Gonna give it a try and see if I can get a playwright automation going<\/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\/@ashwin_dharne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashwin_dharne<\/a> Yes, writing e2e test against your prod environment is one of the things we think BrowserBook solves very well and we aim to add first class support for tests\/test suites in the coming months! We want you to be able to have the fast iteration loop on writing the tests, then instantly deploy them and run them on e.g. Vercel deployment webhooks.<\/p>\n<p>Our product roadmap is malleable with feedback from users, so if you have a use case in this vein we’d love to hear from you about what you’d like to see from BrowserBook!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m constantly getting fun browser based ideas w\/out any desire to rip off that implementation band aid. May even use this to solve some of my personal pains<\/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\/@phil_brewer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phil_brewer<\/a> Love it! We’ve had a lot of conversations with folks who have these sort of workflows they’d like to automate, but don’t want to go through the painful implementation step. One of our main motivators is to lower that activation energy so developers can get automations off the ground easily.<\/p>\n<\/p>\n<p>Let us know if you want to chat about your use cases, and we’ll reach out \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations on the launch, team! Excited to give this a whirl, it looks awesome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hybrd_ben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hybrd_ben<\/a> Thanks, Ben! We’re looking forward to any and all feedback!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a great product with a unique approach. We’ve been working with BrowserBook, and they know the ins and outs of this space. If you need a way to do repeated browser automations, these guys have cracked it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nimesh_chakravarthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimesh_chakravarthi<\/a> Thanks, Nimesh! We’re excited to build this product, we think there’s an opportunity to make something that hits a sweet spot between no\/low code platforms and having to deal with the sharp edges of building all of it yourself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nimesh_chakravarthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimesh_chakravarthi<\/a> Appreciate it Nimesh! Been really great working with you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work boys. What’s the deployment process like? Is there an API you can use to call automations you build (apologize if this is on the launch video). Use case I have: running a deep search on an address (usually real estate platforms). Currently do manually. Tried to automate with browser-use but it was pretty flaky and didn’t have time to figure out the API <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jack_considine1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jack_considine1<\/a> Hey Jack, thanks for the question! Yes that’s exactly right – the design here is that you use the IDE to build the automation for your use case. You can parameterize it – e.g. implement an input for address – then press the ‘snapshot’ button, which creates a snapshot of your automation at that moment in time.<\/p>\n<p>From there, simply call the API (see examples from our trusty “API” button)! Right now, you have to query the API for results – e.g. to fetch any data you’ve extracted – but soon we’ll implement webhooks to allow for an event based approach.<\/p>\n<\/p>\n<p>Happy to discuss in more detail, and talk through your use case. You can also find more info in our docs: <a href=\"https:\/\/www.browserbook.com\/docs#api-based-execution\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.browserbook.com\/docs#api-based-execution<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YVNGQDGFQE4BWL\" class=\"app-title\">Murror AI<\/a><\/p>\n<div class=\"one-liner\">AI to help battle loneliness and build relationships<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Murror AI\u662f\u4e00\u6b3e\u901a\u8fc7AI\u5bf9\u8bdd\u63d0\u4f9b\u591a\u89d2\u5ea6\u60c5\u7eea\u6d1e\u5bdf\u3001\u5f15\u5bfc\u5f0f\u8bb0\u5f55\u548c\u60c5\u611f\u6a21\u5f0f\u8ffd\u8e2a\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5728\u611f\u5230\u5b64\u72ec\u6216\u60c5\u611f\u56f0\u60d1\u65f6\u5398\u6e05\u611f\u53d7\u3001\u63d0\u5347\u60c5\u7eea\u667a\u529b\u5e76\u6539\u5584\u4eba\u9645\u5173\u7cfb\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\/0f27cd85-aff6-4758-a75c-93a1b4d3ac26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9afca928-e136-4a2b-95af-6b029cf18a68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f1ad5b1-c24a-4cb2-964f-7db83fbafcd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4d0a06c-c69a-4efb-8a42-2d83ecbee651.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aae08d09-62f0-4fd5-b4d3-f741fef3caaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e252fc45-35b4-44ee-96f8-cb619b015786.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88b5a6e7-7ccc-4d1a-9982-2188ddd70383.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\/15ec762e-e3a4-40ac-84ab-320a9a907586.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hh1hUIPxrPY\"><source src=\"https:\/\/youtu.be\/hh1hUIPxrPY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Social Network<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7AI<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u966a\u4f34<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u667a\u529b\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u4eba\u9645\u5173\u7cfb\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u53cd\u601d\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u6a21\u5f0f\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u65e5\u5e38\u6b63\u5ff5\u7ec3\u4e60<\/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\u60c5\u611f\u652f\u6301\u7684\u975e\u4e34\u5e8a\u5316\u6e29\u548c\u966a\u4f34\u611f\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u4f18\u5316\u5e94\u7528\u5546\u5e97\u94fe\u63a5\u8df3\u8f6c\u4f53\u9a8c\uff1b\u8003\u8651\u5f15\u5165\u771f\u4eba\u8f85\u52a9\u4f5c\u4e3aAI\u8865\u5145\uff1b\u5efa\u8bae\u589e\u52a0\u5728\u5fc5\u8981\u65f6\u5f15\u5bfc\u7528\u6237\u5bfb\u6c42\u771f\u4eba\u670b\u53cb\u6216\u4e13\u4e1a\u5e2e\u52a9\u7684\u673a\u5236\uff1b\u8be2\u95ee\u60c5\u611f\u8ffd\u8e2a\u529f\u80fd\u662f\u5426\u4f1a\u62d3\u5c55\u81f3\u4eba\u9645\u5173\u7cfb\u573a\u666f\u53caAI\u51c6\u786e\u6027\u662f\u5426\u968f\u4f7f\u7528\u63d0\u5347\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Murror AI\u5207\u5165\u7684\u662f\u201c\u60c5\u611f\u79d1\u6280\u201d\u8d5b\u9053\u4e2d\u4e00\u4e2a\u5fae\u5999\u800c\u5173\u952e\u7684\u7a7a\u9699\uff1a\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u66ff\u4ee3\u4e13\u4e1a\u6cbb\u7597\u7684\u4e34\u5e8a\u5de5\u5177\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u201c\u524d\u4e34\u5e8a\u201d\u9636\u6bb5\u7684\u65e5\u5e38\u60c5\u611f\u68b3\u7406\u4f34\u4fa3\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u6280\u672f\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\u5bf9\u201c\u5b64\u72ec\u611f\u201d\u548c\u201c\u60c5\u611f\u8868\u8fbe\u969c\u788d\u201d\u7684\u7cbe\u51c6\u573a\u666f\u5316\u6355\u6349\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u4f20\u7edf\u65e5\u8bb0\u7684\u79c1\u5bc6\u6027\u4e0eAI\u7684\u7ed3\u6784\u5316\u5206\u6790\u80fd\u529b\u7ed3\u5408\uff0c\u901a\u8fc7\u201c\u591a\u89d2\u5ea6\u6d1e\u5bdf\u201d\u548c\u201c\u6a21\u5f0f\u8bc6\u522b\u201d\u529f\u80fd\uff0c\u8bd5\u56fe\u89e3\u51b3\u4e2a\u4eba\u5728\u60c5\u7eea\u6df7\u4e71\u65f6\u201c\u4e0d\u77e5\u4ece\u4f55\u8bf4\u8d77\u201d\u7684\u75db\u70b9\u3002\u8fd9\u6bd4\u5355\u7eaf\u7684\u60c5\u7eea\u8bb0\u5f55\u66f4\u8fdb\u4e86\u4e00\u6b65\uff0c\u5b83\u63d0\u4f9b\u4e86\u8ba4\u77e5\u91cd\u6784\u7684\u53ef\u80fd\u6027\u2014\u2014\u800c\u8fd9\u6b63\u662f\u8bb8\u591a\u8ba4\u77e5\u884c\u4e3a\u7597\u6cd5\u7684\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u9690\u5fe7\u4e5f\u6b63\u662f\u5176\u5929\u82b1\u677f\u7684\u6240\u5728\u3002\u9996\u5148\uff0c\u60c5\u611f\u652f\u6301\u7684\u6709\u6548\u6027\u4e0e\u5b89\u5168\u6027\u8fb9\u754c\u95ee\u9898\u51f8\u663e\u3002\u7528\u6237\u76f4\u63a5\u63d0\u95eeAI\u662f\u5426\u4f1a\u5efa\u8bae\u5bfb\u6c42\u4e13\u4e1a\u5e2e\u52a9\uff0c\u8fd9\u89e6\u53ca\u4e86AI\u60c5\u611f\u966a\u4f34\u4ea7\u54c1\u7684\u4f26\u7406\u7ea2\u7ebf\uff1a\u5b83\u5fc5\u987b\u6e05\u6670\u754c\u5b9a\u81ea\u5df1\u7684\u80fd\u529b\u8303\u56f4\uff0c\u907f\u514d\u7528\u6237\u4ea7\u751f\u8fc7\u5ea6\u4f9d\u8d56\u6216\u5ef6\u8bef\u5fc5\u8981\u6cbb\u7597\u3002\u5176\u6b21\uff0c\u201c\u8d8a\u7528\u8d8a\u51c6\u201d\u7684\u627f\u8bfa\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u60c5\u611f\u9886\u57df\uff0c\u6570\u636e\u79ef\u7d2f\u5e26\u6765\u7684\u4e2a\u6027\u5316\u6d1e\u5bdf\u4e0e\u7528\u6237\u9690\u79c1\u62c5\u5fe7\u53ca\u201c\u7b97\u6cd5\u8bf1\u5bfc\u201d\u98ce\u9669\u7d27\u5bc6\u76f8\u8fde\u3002\u5f53AI\u901a\u8fc7\u6a21\u5f0f\u5206\u6790\u6307\u51fa\u4f60\u7684\u201c\u60c5\u611f\u6839\u6e90\u201d\u65f6\uff0c\u8fd9\u79cd\u53cd\u9988\u672c\u8eab\u5c31\u5728\u5851\u9020\u4f60\u7684\u81ea\u6211\u8ba4\u77e5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u5e2e\u52a9\u4eba\u4eec\u88ab\u7406\u89e3\uff0c\u800c\u975e\u8bc4\u5224\u201d\u7684\u521d\u8877\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u907f\u514d\u8ba9\u7b97\u6cd5\u751f\u6210\u7684\u201c\u7406\u89e3\u201d\u6d41\u4e8e\u4e00\u79cd\u8fce\u5408\u7528\u6237\u7684\u3001\u6d45\u5c42\u7684\u5171\u60c5\u56de\u97f3\u58c1\u3002\u771f\u6b63\u7684\u60c5\u7eea\u6210\u957f\u5f80\u5f80\u4f34\u968f\u4e0d\u9002\u4e0e\u6311\u6218\uff0c\u800c\u4e00\u4e2a\u65e8\u5728\u8ba9\u4eba\u201c\u611f\u89c9\u826f\u597d\u201d\u7684AI\u4f34\u4fa3\uff0c\u662f\u5426\u6709\u52c7\u6c14\u5728\u5fc5\u8981\u65f6\u7ed9\u51fa\u4ee4\u4eba\u4e0d\u5b89\u4f46\u771f\u5b9e\u7684\u53cd\u601d\uff1f\u8fd9\u5c06\u662f\u8861\u91cf\u5176\u4ece\u201c\u6e29\u548c\u4f34\u4fa3\u201d\u5347\u7ea7\u4e3a\u201c\u6709\u6548\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMurror AI\u5c55\u73b0\u4e86\u4e00\u4e2a\u6709\u793e\u4f1a\u4ef7\u503c\u7684\u5207\u5165\u70b9\uff0c\u4f46\u5176\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u7684\u62df\u4eba\u5316\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u56e2\u961f\u5728\u5fc3\u7406\u5b66\u5c42\u9762\u7684\u8bbe\u8ba1\u6df1\u5ea6\u3001\u5bf9\u4f26\u7406\u98ce\u9669\u7684\u8c28\u614e\u628a\u63a7\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u652f\u6301\u201d\u4e0e\u201c\u6210\u957f\u201d\u4e4b\u95f4\u627e\u5230\u8270\u96be\u7684\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Murror AI<\/span>\n <\/div>\n<div class=\"comment-content\">\ud83e\udde0 AI Reflections \u2014 Clear, multi-angle insights on your feelings. \u270d\ufe0f Guided Prompts \u2014 For stress, relationships, self-love, and more. \ud83d\udcca Emotional Patterns \u2014 Spot recurring emotions and root causes. \ud83d\udd10 Encrypted Writing \u2014 Your journaling stays private. \ud83d\udc65 Connection Tools \u2014 Communicate and understand others better. \ud83c\udf31 Daily Lessons \u2014 Quick boosts in emotional intelligence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>Astro here, founder of Murror.<\/p>\n<p>A few years ago I hit one of the lowest points in my life. I was dealing with depression, confusion, and honestly felt disconnected from myself and the people close to me. I didn\u2019t know how to talk about my emotions or even make sense of them.<\/p>\n<p>That experience pushed me to build Murror \u2014 an AI tool that helps you unpack your emotions, see clearer perspectives, and improve your communication with the people around you.<\/p>\n<p>My mission is simple:<br \/>\nhelp people feel understood.<br \/>\nNot judged. Not dismissed. Just understood.<\/p>\n<p>If Murror brings you even 1% more clarity or peace, that means everything to me.<\/p>\n<p>Would love your thoughts, feedback, or ideas, I\u2019m here all day. \ud83d\udc9b\ud83e\udd8b<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello everyone, I\u2019m Mona,<\/p>\n<p>Customer Support and Marketer at Murror.<\/p>\n<\/p>\n<p>I\u2019m here with a mission: to do everything I can to help <strong>Murror succeed<\/strong> and to <strong>make life a little less lonely for 10 million people out there<\/strong>. So my work doesn\u2019t stop at just those two titles.<\/p>\n<\/p>\n<p>Together with my team, we want to prove Murror\u2019s impact through numbers and positive feedback from our users. It\u2019s a challenging goal, but it\u2019s far from impossible as long as we put in the effort.<\/p>\n<\/p>\n<p>Follow me and Murror team on this journey ahead <3 <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10261c2e-e888-4a33-913f-ebfa786d5558.jpeg?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>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>Congratulations on the launch. One tip: Such buttons like App Store or Play Store \u2013 add blank page openings so I will not leave your landing page \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you Nika. Your tip really helpful for us \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beautiful launch! \ud83d\udc9b Love seeing emotional clarity and self-compassion framed in a way that feels supportive rather than clinical. Murror feels like a gentle companion rather than a wellness \u201ctool,\u201d which is rare and deeply needed.<br \/>Curious \u2014 what kind of reflections or moments do early users find most meaningful?<\/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>Absolutely awesome. I’d also recommend putting a couple of human assistants along with AI. <\/p>\n<p>If the app can help people, then just don’t rely on AI completely.<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thank you so much for your feedback, our team truly appreciates it <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, are there points where the AI will suggest to go connect with friends or maybe even a professional for more help. I know in certain circles, properly knowing when to suggest more care is crucial, so I am wondering if that is something that you have thought of\/built in to 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=\"comment-item\">\n<div class=\"comment-content\">Functional Review<\/p>\n<p>The AI Reflections and emotional pattern tracking feel really helpful for untangling messy feelings\u2014curious if the guided prompts cover specific relationship conflicts too<\/p>\n<p>I love the encrypted journaling for privacy, but does the app\u2019s insight accuracy improve with more user<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vertu_jolin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vertu_jolin<\/a> Thank you Jolin for your feedback. Currently, the emotion tracking feature is only available for individuals, but we do plan to develop it so that emotions can also be tracked within relationships.<\/p>\n<\/p>\n<p>The more you share, the better the AI understands your context and the deeper its responses will be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! <br \/>What really stands out to me is the pattern recognition. Spotting the recurring themes is awesome. Sometimes we don’t see the recurring items in our day to day and overlook the “obvious”. Having something that calls it out will allow the person to make the changes needed to stop that loop. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/PTB6V3SAYMX4L6\" class=\"app-title\">Papr<\/a><\/p>\n<div class=\"one-liner\">Predictive memory and context intelligence API for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Papr\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u9884\u6d4b\u6027\u8bb0\u5fc6\u4e0e\u4e0a\u4e0b\u6587\u667a\u80fd\u7684API\uff0c\u901a\u8fc7\u7edf\u4e00RAG\u4e0e\u8bb0\u5fc6\u5c42\uff0c\u5728\u590d\u6742\u751f\u4ea7\u73af\u5883\u4e2d\u89e3\u51b3\u4e86AI\u56e0\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u800c\u5bfc\u81f4\u7684\u5e7b\u89c9\u548c\u68c0\u7d22\u4e0d\u51c6\u3001\u6162\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\/7b1f3cb8-e9f1-4e6b-bd9d-a51addfb9893.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2325cab3-ff13-4484-84cf-d03970eb2c37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c24d0bb-b6af-46ae-a567-807e5a0d5cff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c522b688-4147-4f17-bb4a-25205adc2d41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90322105-345d-4d4b-9a51-3929d8d6b070.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3573e583-7f30-4907-b0fb-5a8e77a41349.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c15265ae-1dd2-4d91-9bc7-97ef43b16b17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1b6da5c-fbf0-4f60-8dd4-12e45a4d201f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d62a9179-175c-41bb-bda9-fd637fc7c975.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e692c2bd-33a9-4462-8654-eb5d145ef64b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/908fcadc-b390-42ef-b199-4e372f592f80.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u9884\u6d4b\u6027\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u878d\u5408<\/span><br \/>\n <span class=\"tag\">RAG\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u591a\u6570\u636e\u6e90\u7edf\u4e00<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">GraphQL\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u51cf\u5c11AI\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u65af\u5766\u798f\u57fa\u51c6\u699c\u9996<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5f00\u6e90\u7075\u6d3b\u6027\u53ca\u591a\u79df\u6237\u6743\u9650\u8bbe\u8ba1\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u9610\u91ca\u4e86\u6280\u672f\u539f\u7406\uff08\u9884\u6d4b\u8bb0\u5fc6\u56fe\uff09\u4e0e\u4f18\u52bf\uff08\u51c6\u786e\u7387\u3001\u901f\u5ea6\uff09\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u68c0\u7d22\u6027\u80fd\u3001\u4e0e\u7ade\u54c1\uff08\u5982Mem0\uff09\u7684\u5dee\u5f02\u5316\uff0c\u5747\u83b7\u5f97\u5b98\u65b9\u79ef\u6781\u56de\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 Papr\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u66f4\u4f18\u7684\u5411\u91cf\u68c0\u7d22\u5e93\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49AI\u667a\u80fd\u4f53\u7684\u201c\u8bb0\u5fc6\u201d\u4f53\u7cfb\u3002\u5f53\u524dAI\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u74f6\u9888\uff0c\u6b63\u662f\u5176\u201c\u8bb0\u5fc6\u201d\u7684\u5272\u88c2\u3001\u88ab\u52a8\u4e0e\u6d45\u8584\u3002Papr\u63d0\u51fa\u7684\u201c\u9884\u6d4b\u6027\u8bb0\u5fc6\u56fe\u201d\u76f4\u6307\u8981\u5bb3\uff1a\u5b83\u8bd5\u56fe\u5c06\u5206\u6563\u7684\u5bf9\u8bdd\u5386\u53f2\u3001\u6587\u6863\u3001\u7ed3\u6784\u5316\u6570\u636e\u7f16\u7ec7\u6210\u8fde\u7eed\u3001\u5173\u8054\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u5e76\u5f15\u5165\u4e3b\u52a8\u9884\u6d4b\u673a\u5236\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4ece\u201c\u68c0\u7d22\u201d\u5230\u201c\u7406\u89e3\u201d\u518d\u5230\u201c\u6d1e\u5bdf\u201d\u7684\u8303\u5f0f\u5347\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u65af\u5766\u798fSTaRK\u57fa\u51c691%+\u7684\u51c6\u786e\u7387\u4e0e\u4f4e\u4e8e100ms\u7684\u901f\u5ea6\u662f\u5f3a\u6709\u529b\u7684\u6280\u672f\u80cc\u4e66\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u590d\u6742\u3001\u52a8\u6001\u7684\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u3002\u5176\u4ef7\u503c\u80fd\u5426\u5151\u73b0\uff0c\u53d6\u51b3\u4e8e\u5176\u56fe\u8c31\u6784\u5efa\u7684\u81ea\u52a8\u5316\u7a0b\u5ea6\u3001\u9884\u6d4b\u7684\u7cbe\u51c6\u6027\uff0c\u4ee5\u53ca\u9762\u5bf9\u6d77\u91cf\u5f02\u6784\u6570\u636e\u65f6\u7684\u6269\u5c55\u80fd\u529b\u3002\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u68c0\u7d22\u6df1\u5ea6\u7ed3\u5408\u5e76\u975e\u65b0\u6982\u5ff5\uff0c\u4f46Papr\u5c06\u5176\u4ea7\u54c1\u5316\u4e3a\u4e00\u4e2a\u7b80\u6d01API\uff0c\u5e76\u6346\u7ed1\u6743\u9650\u7ba1\u7406\u4e0e\u591a\u79df\u6237\u652f\u6301\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5e94\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u9884\u6d4b\u201d\u529f\u80fd\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u9884\u5224\u9519\u8bef\u53ef\u80fd\u5bfc\u81f4\u7cfb\u7edf\u504f\u89c1\u6216\u8d44\u6e90\u6d6a\u8d39\u3002\u5176\u6b21\uff0c\u5c3d\u7ba1\u5f00\u6e90\u63d0\u4f9b\u4e86\u53ef\u63a7\u6027\uff0c\u4f46\u5ba2\u6237\u9700\u6743\u8861\u81ea\u5efa\u77e5\u8bc6\u56fe\u8c31\u7684\u8fd0\u7ef4\u6210\u672c\u4e0e\u4e91\u670d\u52a1\u7684\u201c\u9ed1\u76d2\u201d\u98ce\u9669\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c06\u9762\u4e34\u6765\u81ea\u4e91\u5382\u5546\u5185\u7f6e\u8bb0\u5fc6\u670d\u52a1\u53ca\u4f17\u591a\u5f00\u6e90RAG\u6846\u67b6\u7684\u53cc\u91cd\u6324\u538b\u3002Parr\u82e5\u6210\u529f\uff0c\u5c06\u6210\u4e3aAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u53c8\u4e00\u4e2a\u6280\u672f\u4f18\u8d8a\u4f46\u96be\u4ee5\u666e\u53ca\u7684\u201c\u5b9e\u9a8c\u5ba4\u51a0\u519b\u201d\u3002\u5176\u6210\u8d25\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u667a\u80fd\u201d\u4e0e\u201c\u590d\u6742\u5ea6\u201d\u3001\u201c\u6027\u80fd\u201d\u4e0e\u201c\u6210\u672c\u201d\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\">Papr<\/span>\n <\/div>\n<div class=\"comment-content\">Ranked #1 on Stanford\u2019s STaRK benchmark with 91%+ retrieval accuracy and fast at under 100ms, Papr unifies RAG + memory in one API that reduces AI hallucinations and powers personalized agents. Papr\u2019s predictive engine links and structures context into a vector index + knowledge graph you can query with GraphQL or natural language\u2014great for agents and analytics UIs. With built-in ACLs and permission controls, data stays private and multi-tenant. Available in open-source or cloud edition.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b I’m Amir, one of the founders at Papr.<\/p>\n<\/p>\n<p>After talking to hundreds of teams trying to ship AI agents, we kept hearing the same painful truth:<\/p>\n<\/p>\n<p><strong>Agents hallucinate because they can\u2019t recall the right context.<\/strong><\/p>\n<\/p>\n<p>Conversation history lives in one place, documents in another, structured data in databases\u2026 none of it connected. Retrieval works in demos, but in production it returns fragments, not understanding. It’s inaccurate and slow.<\/p>\n<\/p>\n<p>So we rebuilt the memory layer from scratch. Think of it as a new type of database for AI that connects context across sources, predicts what users want then powers AI agents to surface context and insights before users ask. It’s a simple API call to get started over a weekend.<\/p>\n<\/p>\n<h2><strong>Building memory that gets faster and more accurate with scale<\/strong><\/h2>\n<\/p>\n<p>Most memory systems rely on vector search alone. Great for similar text, terrible for connected context. Some add a knowledge graph to capture conversation history – working, episodic, long-term memory. It breaks as soon as you add more data sources.<\/p>\n<\/p>\n<p>So we built something new: the Predictive Memory Graph \u2014 a layer that maps real relationships across all your data.<\/p>\n<\/p>\n<p>A line of code \u2192 ties to a support ticket \u2192 ties to a convo with an AI coding agent -> ties to a Slack thread \u2192 ties to a design decision months ago. Your knowledge becomes one connected story.<\/p>\n<\/p>\n<p>Then we went further: Papr anticipates what users will ask next and pre-caches the right context (available in preview today in the Python SDK). When the prediction hits, retrieval drops under 100ms and accuracy jumps.<\/p>\n<\/p>\n<p>This is how Papr ranks #1 on Stanford\u2019s STaRK benchmark with 91%+ accuracy \u2014 and why it gets better as your memory grows, not worse like we have seen with context rot.<\/p>\n<h1><\/h1>\n<h2><strong>Not just retrieval – actual insights queryable with natural language or GraphQL<\/strong><\/h2>\n<\/p>\n<p>Once your data is connected, AI agents can shift from surfacing text to surfacing insights. Papr can answer things like “what themes are emerging in support tickets”, “what products should we recommend for this customer based on others like them” or “if the cost rises, how will margin shift next month”.<\/p>\n<\/p>\n<p>And because Papr is queryable via <strong>natural language or GraphQL<\/strong>, teams use the same memory layer for conversational agents, analytics dashboards, insight panels, and recommendations.<\/p>\n<\/p>\n<p>This is retrieval \u2192 understanding \u2192 insight.<\/p>\n<\/p>\n<h2>Private by design, open by default<\/h2>\n<\/p>\n<p>Papr includes ACLs, namespace boundaries, and strict permission management from day one. AI agents will only access what you want it to see, and will respect the user’s permissions so data doesn’t leak across users in the same namespace.<\/p>\n<\/p>\n<p>You can run it fully <strong>open-source and self-hosted<\/strong>, or use our <strong>managed cloud<\/strong> with predictive memory built in \u2014 same API, full control.<\/p>\n<\/p>\n<h1><strong>Thanks for checking out Papr<\/strong><\/h1>\n<\/p>\n<p>We built Papr because we believe AI shouldn\u2019t guess \u2014 it should be safe, trustworthy and have a heart that can build<em> relationships<\/em>. It should understand your context, connect the dots, and deliver the right insight before you ask.<\/p>\n<\/p>\n<p>We\u2019ll be here all day answering questions about predictive memory, vector + graph database, GraphQL, insights, and building AI agents that actually work in the real world.<\/p>\n<\/p>\n<p>We’re excited to see the next generation AI apps you will build with Papr \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amirkabbara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amirkabbara<\/a> Wow context problem finally solved<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@amirkabbara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amirkabbara<\/a> Loved the explanation about connecting context across sources. Fragmented memory layers are a huge bottleneck your approach of tying conversations, tickets, and structured data together makes real-world agent use cases much stronger.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@masump thanks Mason. Give it a try and let us know what you think.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>running locally as open source gives a lot of flexibility. Huge win for devs who want everything on their own machine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@new_user___3282025fa49521ad0ba0301 for sure. We would love for you to try it out and share feedback.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing. Can your servers handle huge data retrieval using the GraphQL endpoint?<\/p>\n<p>Also, can I create separate projects\/namespaces for different customers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> yes for both questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chilarai we leverage vector stores like pinecone. Our approach does perform better than using vanilla pinecone internally.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The combination of Vector Embeddings + Knowledge Graphs looks super useful for developers building agents that need long-term context. Curious\u2014how are you differentiating this from Mem0 (since you both focus on the ‘Memory layer’)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@anastasiia_tilinina thank you for the support.<\/p>\n<p>We are more accurate and faster than other solutions we\u2019ve tested. <\/p>\n<p>This is how we do it:<br \/>\n1. We have a prediction engine that automatically connects memories to each other. A concept Google\u2019s recent paper calls \u201cassociative memory\u201d<br \/>\n2. We have a graph-native solution. You can register your own schema and ontology.<br \/>\n3. We combine \u2018conversational memory\u2019 with RAG and integrate top document processing and OCR solutions. So you can bring in AI chats, structured Postgres data and docs into the same system vs building different things for each.<br \/>\n4. In addition to natural language search you can use graphql to query the graph. It\u2019s powerful – you can basically do Netflix style recommendations, supply chain analysis and more<br \/>\n5. For chats specifically, we let AI agents save their own reasoning memories that they can retrieve to self improve<\/p>\n<p>Try it out and let us know what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GR4YEBL6AUZBU3\" class=\"app-title\">AdeptDev<\/a><\/p>\n<div class=\"one-liner\">Lightweight project management for founders.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u72ec\u7acb\u524d\u7aef\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\u6253\u9020\u7684\u8f7b\u91cf\u7ea7\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u5b9e\u65f6\u540c\u6b65GitHub\u5206\u652f\u4e0e\u4efb\u52a1\u72b6\u6001\uff0c\u89e3\u51b3\u4f20\u7edf\u5de5\u5177\u81c3\u80bf\u3001\u534f\u4f5c\u4fe1\u606f\u4e0d\u540c\u6b65\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\/e3198dd6-4312-4b73-ae9f-09c8475be624.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bc0a62c-4964-4411-9c41-5bee50209bda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91c790f5-7ca4-45b2-9b96-955b03d2d592.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f12880-389c-4931-ab68-e18e3e554871.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b6fa177-f62a-4552-b5c2-82931c6d0c02.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u770b\u677f<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c0f\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u754c\u9762\u7b80\u6d01\u3001\u5b9a\u4f4d\u805a\u7126\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8be2\u95eeGitHub\u540c\u6b65\u673a\u5236\u7684\u6280\u672f\u7ec6\u8282\uff1b\u5173\u6ce8\u6570\u636e\u9690\u79c1\u4e0e\u52a0\u5bc6\u7b56\u7565\uff1b\u786e\u8ba4\u5b9a\u4ef7\u6a21\u5f0f\uff08\u76ee\u524d\u5bf9\u5c0f\u56e2\u961f\u514d\u8d39\uff0c\u6269\u5bb9\u540e\u6bcf\u4eba10\u7f8e\u5143\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AdeptDev\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u53d7\u56f0\u4e8eJira\u3001Asana\u7b49\u201c\u529f\u80fd\u81a8\u80c0\u201d\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5fae\u578b\u524d\u7aef\u56e2\u961f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8f7b\u91cf\u7ea7\u201d\u548c\u201c\u5f00\u53d1\u8005\u4f18\u5148\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u9879\u76ee\u7ba1\u7406\u9762\u677f\u4e0eGitHub\u5de5\u4f5c\u6d41\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b9e\u73b0\u4efb\u52a1\u72b6\u6001\u81ea\u52a8\u540c\u6b65\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5728\u8bd5\u56fe\u6d88\u9664\u201c\u7ba1\u7406\u5f00\u9500\u201d\u8fd9\u4e00\u975e\u7f16\u7801\u6027\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u8f7b\u91cf\u7ea7\u201d\u4e0e\u201c\u529f\u80fd\u6269\u5c55\u201d\u5b58\u5728\u5929\u7136\u77db\u76fe\u3002\u65e9\u671f\u7528\u6237\u559c\u7231\u7684\u7b80\u6d01\uff0c\u968f\u7740\u56e2\u961f\u6210\u957f\u548c\u9700\u6c42\u590d\u6742\u5316\uff0c\u6781\u6613\u88ab\u8feb\u52a0\u529f\u80fd\uff0c\u91cd\u8e48\u201c\u81c3\u80bf\u201d\u8986\u8f99\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u7684\u201cGitHub\u96c6\u6210\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u6df1\u5ea6\u7ed1\u5b9a\u4f7f\u5176\u751f\u5b58\u53d7\u5236\u4e8e\u5e73\u53f0API\u653f\u7b56\uff0c\u4e14\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\uff08\u5982\u8bc4\u8bba\u4e2d\u6240\u7591\uff09\u5c06\u6210\u4e3a\u6280\u672f\u4fe1\u4efb\u7684\u57fa\u77f3\uff0c\u5fc5\u987b\u900f\u660e\u56de\u5e94\u3002\u6700\u540e\uff0c\u5b9a\u4ef7\u7b56\u7565\u770b\u4f3c\u7b80\u5355\u53cb\u597d\uff0c\u4f46\u201c\u6bcf\u4eba10\u7f8e\u5143\u201d\u5728\u9762\u4e34Notion\u3001Linear\u7b49\u5f3a\u5927\u7ade\u54c1\u7684\u5dee\u5f02\u5316\u5b9a\u4ef7\u65f6\uff0c\u80fd\u5426\u5728\u6269\u5f20\u9636\u6bb5\u7ef4\u6301\u5438\u5f15\u529b\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cAdeptDev\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u505a\u4e86\u4e00\u6b21\u679c\u65ad\u7684\u201c\u51cf\u6cd5\u201d\u548c\u201c\u8fde\u63a5\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u662f\u5426\u53d6\u60a6\u6240\u6709\u4eba\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u8db3\u591f\u597d\u7528\u7684\u7b80\u5355\u201d\u4e0e\u201c\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u5316\u201d\u4e4b\u95f4\uff0c\u4e3a\u90a3\u4e2a\u7279\u5b9a\u7684\u3001\u538c\u6076\u81c3\u80bf\u7684\u6784\u5efa\u8005\u7fa4\u4f53\uff0c\u5b88\u4f4f\u4e00\u4e2a\u4e0d\u59a5\u534f\u7684\u5e73\u8861\u70b9\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u8d77\u70b9\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4ea7\u54c1\u539f\u5219\u4e0e\u589e\u957f\u538b\u529b\u7684\u5bf9\u51b3\u5373\u5c06\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AdeptDev<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Adeptdev \u2014 a lightweight, developer-first project manager built for solo front-end builders. I built this because every existing tool felt bloated, slow, or designed for huge teams. Adeptdev keeps things simple: fast Kanban, clean tasks, GitHub integration, and a workspace that helps you ship \u2014 not get buried in menus. If you’re a solo dev or small team that wants something modern, simple, and actually pleasant to use, give it a spin \ud83d\ude4c<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt community! \ud83d\udc4b<\/p>\n<p>We built this tool for front-end developers and small teams who want to stay in sync with their codebase without the manual overhead. With AdeptDev, your task cards update automatically as your branches and code change\u2014no extra clicks, no forgotten updates. Everything you see on your board always reflects the latest work happening in your repo.<\/p>\n<p>A few things we\u2019re particularly excited about:<br \/>\n – Automatic updates: Task cards stay in sync with your branches in real time.<br \/>\n – Clear context: See branch info, pull requests, and key task details all in one place.<br \/>\n – Lightweight workflow: No bloated features\u2014just what you need to stay productive.<\/p>\n<p>We\u2019d love to hear your thoughts! Any feedback, feature ideas, or ways we could make it more useful for your workflow would be amazing. Let\u2019s make project management smoother for devs, together.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablorogers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablorogers<\/a> Context view looks helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pablorogers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablorogers<\/a> Congrats on the launch! Love seeing more dev-focused tools. The UI looks super clean, and the workflow feels straightforward. I can definitely see solo devs using this daily. Big fan already!<\/p>\n<p>Quick question \u2014 how does the GitHub syncing work under the hood? Does it pull updates in real time or on a schedule?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The design is really clean and I love that it feels focused and lightweight – so many dev tools end up bloated and overwhelming. This looks like it wants to stay useful without becoming “everything for everyone.”<\/p>\n<p>Two questions about privacy (couldn’t find anything about this on the website):<\/p>\n<p>1. How do you handle data when connecting to GitHub? Where does my code live?<\/p>\n<p>2. What about all the things I enter into the tool? Is that data encrypted on your servers?<\/p>\n<p>Would love to understand the security model before going all in.<\/p>\n<p>Upvoted – hoping this stays small and sharp!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks super crisp !<\/p>\n<p>What is the pricing like ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@francois_piquard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francois_piquard<\/a> Thanks Fran\u00e7ois! \ud83d\ude4c Really appreciate it.<\/p>\n<p>Right now the pricing is super simple, it\u2019s free for solo devs and teams up to 3 people. After that, it\u2019s just $10 per additional team member. Trying to keep it as affordable and straightforward as possible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FLK4P7VLX6ZOGQ\" class=\"app-title\">Shelfinder<\/a><\/p>\n<div class=\"one-liner\">A floating shelf for drag-and-drop files on macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shelfinder \u662f\u4e00\u6b3e\u4e3a macOS \u8bbe\u8ba1\u7684\u60ac\u6d6e\u6587\u4ef6\u67b6\u5e94\u7528\uff0c\u901a\u8fc7\u5141\u8bb8\u7528\u6237\u5373\u65f6\u6536\u96c6\u3001\u56fa\u5b9a\u548c\u62d6\u653e\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u5728\u591a\u6587\u4ef6\u5939\u548c\u7a97\u53e3\u95f4\u9891\u7e41\u79fb\u52a8\u6587\u4ef6\u65f6\u64cd\u4f5c\u7e41\u7410\u3001\u6548\u7387\u4f4e\u4e0b\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\/e11af2df-4088-493d-b5b0-5b301e65d583.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd736f36-f51d-4e3e-bbb7-2574caf9a993.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ed91a56-aae5-42ad-8dda-319132d2d8e0.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u62d6\u62fd\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u60ac\u6d6e\u7a97<\/span><br \/>\n <span class=\"tag\">Finder\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u7f8e\u89c2\u4e14\u5b9e\u7528\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u6280\u672f\u5b9e\u73b0\uff08\u5982Liquid Glass\u6548\u679c\u9002\u914d\uff09\u3001\u529f\u80fd\u7ec6\u8282\uff08\u5982\u6587\u4ef6\u6570\u91cf\u9650\u5236\u3001\u91cd\u542f\u540e\u4fdd\u5b58\uff09\u4ee5\u53ca\u5f00\u53d1\u52a8\u673a\u4e0a\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u786e\u8ba4\u4e86\u529f\u80fd\u7ec6\u8282\u5e76\u8ba1\u5212\u652f\u6301\u65e0\u9650\u9879\u76ee\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 Shelfinder \u7784\u51c6\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u64cd\u4f5c\u7cfb\u7edf\u957f\u671f\u5ffd\u89c6\u7684\u201c\u5fae\u75db\u70b9\u201d\uff1a\u5728\u56fe\u5f62\u754c\u9762\u5df2\u8bde\u751f\u6570\u5341\u5e74\u7684\u4eca\u5929\uff0c\u8de8\u7a97\u53e3\u3001\u8de8\u8def\u5f84\u7684\u6587\u4ef6\u79fb\u52a8\u64cd\u4f5c\u4f9d\u7136\u7b28\u62d9\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u4e34\u65f6\u6587\u4ef6\u6682\u5b58\u533a\u201d\u6216\u201c\u526a\u5207\u677f\u589e\u5f3a\u5668\u201d\uff0c\u4f46\u5176\u4ef7\u503c\u5728\u4e8e\u5c06\u8fd9\u4e00\u529f\u80fd\u4ece\u610f\u5ff5\u5c42\uff08\u7528\u6237\u8111\u4e2d\u7684\u5de5\u4f5c\u6d41\uff09\u5177\u8c61\u4e3a\u4e00\u4e2a\u59cb\u7ec8\u53ef\u89e6\u8fbe\u7684\u3001\u7b26\u5408\u76f4\u89c9\u7684\u89c6\u89c9\u754c\u9762\u2014\u2014\u60ac\u6d6e\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f3a\u8c03\u201c\u539f\u751f\u4f53\u9a8c\u201d\u548c\u201c100%\u672c\u5730\u201d\u662f\u7cbe\u51c6\u7684\u5dee\u5f02\u5316\u7b56\u7565\u3002\u5728\u4e91\u540c\u6b65\u6cdb\u6ee5\u3001\u9690\u79c1\u62c5\u5fe7\u52a0\u5267\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u7eaf\u7cb9\u3001\u8f7b\u91cf\u7684\u5de5\u5177\u5e94\u7528\u53cd\u800c\u80fd\u83b7\u5f97\u4e13\u4e1a\u7528\u6237\u7684\u9752\u7750\u3002\u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9Liquid Glass\u7b49\u524d\u6cbf\u7cfb\u7edf\u7279\u6027\u5a34\u719f\u800c\u8c28\u614e\u7684\u9002\u914d\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u76ee\u6807\u7528\u6237\u6b63\u662f\u90a3\u4e9b\u5bf9\u7cfb\u7edf\u4f53\u9a8c\u6709\u82db\u523b\u8981\u6c42\u3001\u8ffd\u6c42\u89c6\u89c9\u4e0e\u529f\u80fd\u4e00\u81f4\u6027\u7684\u6df1\u5ea6macOS\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u4f5c\u4e3a\u5355\u4e00\u529f\u80fd\u70b9\u7684\u6548\u7387\u5de5\u5177\uff0c\u5b83\u6781\u6613\u88ab\u7cfb\u7edf\u539f\u751f\u529f\u80fd\u7684\u8fed\u4ee3\uff08\u5982\u6539\u8fdb\u7684Finder\u62d6\u62fd\u4f53\u9a8c\uff09\u6216\u66f4\u5f3a\u5927\u7684\u7efc\u5408\u5de5\u5177\u7bb1\uff08\u5982Alfred\u3001Dropzone\uff09\u6240\u8986\u76d6\u3002\u5176\u201c\u60ac\u6d6e\u201d\u5f62\u6001\u4e5f\u53ef\u80fd\u4e0e\u90e8\u5206\u7528\u6237\u7684\u201c\u7b80\u6d01\u684c\u9762\u201d\u54f2\u5b66\u51b2\u7a81\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u4ece\u201c\u4e00\u4e2a\u5de7\u5999\u7684\u70b9\u5b50\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u4f5c\u6d41\u67a2\u7ebd\u201d\u3002\u5f00\u53d1\u8005\u9700\u8981\u5728\u201c\u4fdd\u6301\u6781\u7b80\u201d\u4e0e\u201c\u9002\u5ea6\u6269\u5c55\u201d\u4e4b\u95f4\u8c28\u614e\u5e73\u8861\uff0c\u4f8b\u5982\uff0c\u63a2\u7d22\u6682\u5b58\u6587\u4ef6\u7684\u667a\u80fd\u5206\u7c7b\u3001\u4e0e\u7279\u5b9a\u5e94\u7528\uff08\u5982\u8bbe\u8ba1\u3001\u5f00\u53d1\u5de5\u5177\uff09\u7684\u6df1\u5ea6\u8054\u52a8\u7b49\uff0c\u624d\u80fd\u6784\u7b51\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cShelfinder\u662f\u4e00\u6b21\u5bf9\u57fa\u7840\u64cd\u4f5c\u4f53\u9a8c\u7684\u4f18\u96c5\u4f18\u5316\uff0c\u4f53\u73b0\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u5bf9\u7528\u6237\u5fae\u89c2\u4f53\u611f\u7684\u654f\u9510\u6d1e\u5bdf\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u4e3a\u73b0\u8c61\u7ea7\u4ea7\u54c1\uff0c\u4f46\u8db3\u4ee5\u5728\u6548\u7387\u5de5\u5177\u9886\u57df\u5360\u636e\u4e00\u4e2a\u72ec\u7279\u4e14\u4ee4\u4eba\u5c0a\u656c\u7684\u5229\u57fa\u4f4d\u7f6e\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\">Shelfinder<\/span>\n <\/div>\n<div class=\"comment-content\">Shelfinder app is a floating shelf for macOS that lets you collect, pin, and move files instantly. Looks native. Works instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks beautiful! How difficult was implementing Liquid Glass? I\u2019m building a Mac Native Photo Culling app and am just trying to do some final work on the UI and was thinking about trying to make it Liquid Glass compatible<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a>! Really glad you liked it \ud83d\ude4c<br \/>Liquid Glass wasn\u2019t too hard once I structured it properly. I ended up building a small material system so the app could use the new Liquid Glass effect on macOS 26, but still fall back gracefully on older versions.<\/p>\n<p>Shelfinder checks the OS version at runtime and only exposes the Liquid Glass option when supported. The actual effect is wrapped in a container that uses Apple\u2019s new Liquid Glass materials behind #available(macOS 26, *) guards. On earlier macOS versions, the same UI falls back to an ultra-thin material to keep everything readable and consistent.<\/p>\n<p>So the key was:<br \/>\u2022 detect OS capabilities<br \/>\u2022 expose Liquid Glass only when available<br \/>\u2022 wrap the effect in a clean abstraction<br \/>\u2022 provide a solid visual fallback for macOS 14\u201325<\/p>\n<p>If you’re polishing your photo culling app\u2019s UI, Liquid Glass can look amazing. Maybe with a small abstraction layer, it stays fully backward-compatible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">this is such a simple and nice looking idea. are there any limits to how many you can put in there? does it save when you restart the laptop?<\/div>\n<div class=\"comment-actions\">\n<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\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> Thank you, Ciprian! Really appreciate it.<br \/>The current limit is up to 50 files, but in the next version we\u2019ll look into allowing unlimited items. And yes, Shelfinder saves your items and restores everything after a restart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Ariel, congrats on the launch! That juggling multiple folders thing is so real Finder can feel weirdly clunky for something you do a hundred times a day. Was there a specific workflow that finally pushed you to build this?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Thank you so much, Van! \ud83d\ude4c<br \/>Yes, the idea came exactly from that daily frustration of dealing with multiple Finder windows while moving photos and other files between different folders. I wanted something lightweight that could stay attached to Finder and make drag-and-drop feel instant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 everyone! \ud83d\udc4b<br \/>\nI\u2019m Ariel, the dev behind Shelfinder.<\/p>\n<p>This project began as a way to create a smoother, alternative method for handling files across Finder. When you\u2019re juggling multiple folders, desktops, downloads, screenshots, and assets, everything becomes slower than it should be.<\/p>\n<p>Shelfinder adds a small floating shelf that stays by your side while you work.<br \/>\nYou can drag files, folders, screenshots, PDFs \u2014 and then move or copy them anywhere in Finder with far less friction.<\/p>\n<p>My goal was to build something:<br \/>\n– lightweight<br \/>\n– 100% local (no syncing, no tracking)<br \/>\n– visually native<br \/>\n– and genuinely useful for daily workflows<\/p>\n<p>I\u2019d love to hear your thoughts, feedback, ideas, or anything that could help me make Shelfinder even better.<\/p>\n<p>Thanks for checking it out \u2014 and thanks for supporting indie-made macOS tools \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6DQBO6X2CRF3HR\" class=\"app-title\">Draftly<\/a><\/p>\n<div class=\"one-liner\">Turn plain English into editable UI components & designs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Draftly \u662f\u4e00\u6b3e\u5c06\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u65f6\u8f6c\u6362\u4e3a\u53ef\u7f16\u8f91\u7684UI\u7ec4\u4ef6\u4e0e\u5b8c\u6574\u7528\u6237\u6d41\u7a0b\u8bbe\u8ba1\u7a3f\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u3001\u5f00\u53d1\u53ca\u72ec\u7acb\u521b\u5ba2\u5728\u6784\u601d\u9a8c\u8bc1\u4e0e\u539f\u578b\u8bbe\u8ba1\u9636\u6bb5\u8017\u65f6\u8017\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/9357fb4c-0f38-4d03-8556-0a6916751b2e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TfziE0T45W0\"><source src=\"https:\/\/youtu.be\/TfziE0T45W0\" 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\/7e29783d-0e64-4a25-b7f6-2aa257bc7a67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e2bb5a6-8a8d-4fdb-b2f6-1572b75f7d5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f257bd2a-d785-42ea-9ff5-559c51fc8ae0.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u751f\u6210UI<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u521b\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">UI\u751f\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\u5bf9\u201c\u4ece\u60f3\u6cd5\u5230\u539f\u578b\u201d\u7684\u901f\u5ea6\u611f\u5230\u5174\u594b\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u63d0\u5347\u65e9\u671f\u6784\u601d\u6548\u7387\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u751f\u6210\u8bbe\u8ba1\u7684\u53ef\u63a7\u6027\u4e0e\u5b9a\u5236\u5316\u7a0b\u5ea6\u5982\u4f55\uff1b\u662f\u5426\u652f\u6301\u66f4\u590d\u6742\u7684\u4ea4\u4e92\u903b\u8f91\uff1b\u4ee5\u53ca\u80fd\u5426\u5bfc\u51fa\u4e3a\u5f00\u53d1\u53cb\u597d\u683c\u5f0f\uff08\u5982Figma\u6587\u4ef6\u6216\u524d\u7aef\u4ee3\u7801\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Draftly \u6240\u4ee3\u8868\u7684\u201c\u8bed\u8a00\u5373\u8bbe\u8ba1\u5de5\u5177\u201d\u8d8b\u52bf\uff0c\u6b63\u8bd5\u56fe\u5c06\u539f\u578b\u8bbe\u8ba1\u7684\u95e8\u69db\u964d\u81f3\u8fd1\u4e4e\u96f6\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u4ea7\u51fa\u6700\u7ec8\u53ef\u4ea4\u4ed8\u7684\u8bbe\u8ba1\u7a3f\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e00\u4e2a\u201c\u60f3\u6cd5\u7684\u52a0\u901f\u5668\u201d\u548c\u201c\u6c9f\u901a\u7684\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u5207\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\u662f\uff1a\u5728\u6784\u601d\u6700\u65fa\u76db\u3001\u6700\u6a21\u7cca\u7684\u9636\u6bb5\uff0c\u7528\u6700\u4f4e\u6210\u672c\u5c06\u601d\u7ef4\u53ef\u89c6\u5316\uff0c\u4ece\u800c\u6253\u7834\u4ea7\u54c1\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u4e4b\u95f4\u7684\u65e9\u671f\u6c9f\u901a\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7684\u5174\u594b\u70b9\u53ef\u80fd\u63a9\u76d6\u4e86\u6df1\u5c42\u7684\u6311\u6218\u3002\u9996\u5148\uff0c\u201c\u53ef\u7f16\u8f91\u7684\u7ec4\u4ef6\u201d\u627f\u8bfa\u80cc\u540e\uff0c\u662f\u751f\u6210\u7ed3\u679c\u4e0e\u4e3b\u6d41\u8bbe\u8ba1\u5de5\u5177\uff08\u5982Figma\uff09\u5de5\u4f5c\u6d41\u7684\u517c\u5bb9\u6027\u95ee\u9898\u3002\u82e5\u7f16\u8f91\u4ecd\u9700\u5728\u5c01\u95ed\u73af\u5883\u4e2d\u8fdb\u884c\uff0c\u5219\u4f1a\u5f62\u6210\u65b0\u7684\u5b64\u5c9b\u3002\u5176\u6b21\uff0c\u4ece\u201c\u5c4f\u5e55\u201d\u5230\u201c\u5b8c\u6574\u7528\u6237\u6d41\u201d\uff0cAI\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u548c\u72b6\u6001\u8f6c\u6362\u7684\u7406\u89e3\u80fd\u529b\u5b58\u7591\uff0c\u8fd9\u5f88\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u6d41\u7a0b\u8fc7\u4e8e\u7406\u60f3\u5316\u800c\u8131\u79bb\u5b9e\u9645\u5f00\u53d1\u7ea6\u675f\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c06\u9762\u4e34\u4e24\u96be\uff1a\u9762\u5411\u4e13\u4e1a\u7528\u6237\uff0c\u529f\u80fd\u6df1\u5ea6\u4e0d\u8db3\uff1b\u9762\u5411\u5c0f\u767d\u7528\u6237\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cDraftly \u662f\u201c\u751f\u6210\u5f0fAI\u6e17\u900f\u751f\u4ea7\u529b\u5de5\u5177\u201d\u7684\u53c8\u4e00\u4f8b\u8bc1\u3002\u5b83\u7684\u524d\u666f\u53d6\u51b3\u4e8e\u80fd\u5426\u7cbe\u51c6\u5b9a\u4f4d\u5728\u201c\u65e9\u671f\u6784\u601d\u8f85\u52a9\u201d\u8fd9\u4e00\u7ec6\u5206\u573a\u666f\uff0c\u5e76\u6df1\u5ea6\u96c6\u6210\u5230\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4e2d\uff0c\u800c\u975e\u8bd5\u56fe\u53d6\u4ee3\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5c55\u793a\u4e86\u6280\u672f\u53ef\u80fd\u6027\u3001\u5374\u96be\u4ee5\u5f62\u6210\u6301\u4e45\u7528\u6237\u4e60\u60ef\u7684\u70ab\u76ee\u6f14\u793a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Draftly<\/span>\n <\/div>\n<div class=\"comment-content\">Simply describe your idea, and get every screen of your application designed instantly from onboarding to checkout, with complete user flows for both web and mobile.<\/div>\n<\/p><\/div>\n<p> <\/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\/YL6CES5F2LPSVV\" class=\"app-title\">Jsfxr Pro<\/a><\/p>\n<div class=\"one-liner\">8-Bit retro sound fx generator<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u6e38\u620f\u5f00\u53d1\u8005\u548c\u97f3\u4e50\u4eba\u8bbe\u8ba1\u7684\u590d\u53e48\u4f4d\u97f3\u6548\u751f\u6210\u5668\uff0c\u901a\u8fc7\u97f3\u6548\u5305\u7ba1\u7406\u3001\u4e91\u540c\u6b65\u548c\u6279\u91cf\u5bfc\u51fa\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u6e38\u620f\u5f00\u53d1\u4e2d\u97f3\u6548\u5236\u4f5c\u6d41\u7a0b\u7e41\u7410\u3001\u96be\u4ee5\u7ec4\u7ec7\u7ba1\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0022ffcf-c166-4766-9d99-f392b813a9d2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=X7nGlvEeL24\"><source src=\"https:\/\/www.youtube.com\/watch?v=X7nGlvEeL24\" 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\/acc9e984-3c5d-4f52-8fad-d7fe1c708e94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49083723-364a-47f9-8ac6-4f8e7c357b75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7fe181c-fb2e-409e-be74-243e79f3d56e.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u6548\u751f\u6210\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u590d\u53e48\u4f4d<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e91\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u97f3\u6548\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee\u884d\u751f<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/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>\u5f00\u53d1\u8005\u81ea\u8ff0\u4e86\u591a\u5e74\u7ef4\u62a4\u5f00\u6e90\u9879\u76ee\u3001\u53d1\u73b0\u771f\u5b9e\u9700\u6c42\u540e\u8fed\u4ee3\u5f00\u53d1Pro\u7248\u7684\u5386\u7a0b\uff0c\u89e3\u91ca\u4e86\u4ea7\u54c1\u89e3\u51b3\u7684\u6838\u5fc3\u5de5\u4f5c\u6d41\u75db\u70b9\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u8be2\u95ee\u4e86\u7075\u611f\u6765\u6e90\uff0c\u5c5e\u4e8e\u5bf9\u80cc\u666f\u7684\u5174\u8da3\u63a2\u8ba8\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 Jsfxr Pro\u7684\u672c\u8d28\uff0c\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u5347\u7ea7\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u201c\u5f00\u6e90\u9879\u76ee\u4ea7\u54c1\u5316\u201d\u8def\u5f84\u7684\u51b7\u9759\u6f14\u7ece\u3002\u5b83\u7cbe\u51c6\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u5178\u578b\u7f1d\u9699\u5e02\u573a\uff1a\u90a3\u4e9b\u88ab\u6d41\u884c\u5f00\u6e90\u5de5\u5177\uff08\u539fjsfxr\uff09\u6240\u6559\u80b2\u3001\u5374\u53d7\u9650\u4e8e\u5176\u7b80\u964b\u5de5\u4f5c\u6d41\u7684\u6210\u719f\u7528\u6237\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u65b0\u589e\u7684\u683c\u5f0f\u6216JSON\u7f16\u8f91\u5668\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4e00\u6b21\u6027\u751f\u6210\u5de5\u5177\u201d\u91cd\u6784\u4e3a\u201c\u53ef\u7ba1\u7406\u3001\u53ef\u5ef6\u7eed\u7684\u97f3\u6548\u751f\u4ea7\u73af\u5883\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u89e3\u51b3\u4e86\u5f00\u6e90\u5de5\u5177\u5e38\u89c1\u7684\u4e09\u5927\u5546\u4e1a\u5316\u8f6f\u808b\uff1a\u7ec4\u7ec7\uff08\u97f3\u6548\u5305\uff09\u3001\u6d41\u52a8\uff08\u4e91\u540c\u6b65\uff09\u548c\u4ea4\u4ed8\uff08ZIP\u5bfc\u51fa\uff09\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u591a\u6b21\u6e38\u620f\u5f00\u53d1\u4e2d\u79ef\u7d2f\u7684\u771f\u5b9e\u75db\u70b9\u2014\u2014\u8d44\u4ea7\u7ba1\u7406\u7684\u6df7\u4e71\u3002\u5176\u201c\u9690\u79c1\u4f18\u5148\u3001\u65e0\u5e7f\u544a\u201d\u7684\u5ba3\u79f0\uff0c\u65e2\u662f\u9053\u5fb7\u7b79\u7801\uff0c\u4e5f\u7cbe\u51c6\u5951\u5408\u4e86\u76ee\u6807\u5f00\u53d1\u8005\u7fa4\u4f53\u5bf9\u8f7b\u91cf\u3001\u4e13\u6ce8\u5de5\u5177\u7684\u504f\u597d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u4f5c\u4e3a\u57fa\u4e8e\u6d41\u884c\u5f00\u6e90\u5206\u652f\u7684\u589e\u503c\u5c42\uff0c\u5176\u62a4\u57ce\u6cb3\u662f\u5de5\u4f5c\u6d41\u4f18\u5316\u800c\u975e\u6838\u5fc3\u6280\u672f\u3002\u76ee\u6807\u7528\u6237\u7fa4\u4f53\uff08\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u6e38\u620f jam\u53c2\u4e0e\u8005\uff09\u5bf9\u4ef7\u683c\u6781\u5ea6\u654f\u611f\uff0c\u4e14\u5df2\u6709\u8bf8\u591a\u514d\u8d39\u66ff\u4ee3\u54c1\u3002\u5b83\u7684\u6210\u529f\u5c06\u6781\u5ea6\u4f9d\u8d56\u793e\u533a\u5bf9\u539f\u5f00\u6e90\u9879\u76ee\u7684\u5fe0\u8bda\u5ea6\u8f6c\u5316\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u6e38\u620f\u5f00\u53d1\u5de5\u5177\u94fe\uff08\u5982\u4e0eUnity\u3001Godot\u7684\u6df1\u5ea6\u96c6\u6210\uff09\u4e2d\u5efa\u7acb\u66f4\u4e0d\u53ef\u66ff\u4ee3\u7684\u8fde\u63a5\u3002\u5b83\u8bc1\u660e\u4e86\u4ece\u201c\u6709\u7528\u5f00\u6e90\u201d\u5230\u201c\u597d\u7528\u4ea7\u54c1\u201d\u4e4b\u95f4\u5b58\u5728\u5e02\u573a\u673a\u4f1a\uff0c\u4f46\u8fd9\u6761\u8def\u7684\u5c3d\u5934\uff0c\u53ef\u80fd\u662f\u88ab\u66f4\u5f3a\u5927\u7684\u5168\u80fd\u6e38\u620f\u5f15\u64ce\u5185\u7f6e\u529f\u80fd\u6240\u8986\u76d6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Jsfxr Pro<\/span>\n <\/div>\n<div class=\"comment-content\">Retro 8-bit sound effects generator for devs & musicians, built the popular open-source jsfxr (10k+ monthly visitors). **Key features:** – **Sound Packs** – Organize by project, download ZIP – **Cloud Sync** – Access from any device – **Multiple Formats** – WAV, MP3, OGG, SFXR – **Unlimited Undo\/Redo** – **JSON Editor** – Precise control, copy\/paste – **Privacy-First** – No ads \/ trackers – **Dark Mode** pixel art UI Perfect for jams and indie devs using Unity, Godot, GameMaker, or Unreal.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey all, I’ve been hacking on Jsfxr Pro for several years and I’m super excited to get this new release out there.<\/p>\n<p>I’ve been maintaining the open-source jsfxr project for a while now. One day I checked the stats and discovered sfxr.me was getting over 10,000 hits per month – way more than I expected!<\/p>\n<p>Game devs were already using it, but the workflow was clunky: generate a sound, download it, repeat dozens of times, then try to remember which file was which. No way to organize sounds or come back to them later.<\/p>\n<p>So I built Jsfxr Pro to solve my own frustrations: sound packs to stay organized, cloud sync so I can work from anywhere, and ZIP export so you can drop a whole pack into your game engine at once.<\/p>\n<p>This latest release adds new export formats (MP3, OGG, native SFXR), a JSON editor for precise control, and data export for backups.<\/p>\n<p>The whole thing is built with ClojureScript using my own web framework, Sitefox. I documented the build process in a Twitter thread over several months – coding on planes, in Airbnbs, and through family illness. It’s been a labor of love.<\/p>\n<p>I’m particularly proud of the privacy-first approach: no tracking, no ads, just a tool that does one thing well.<\/p>\n<p>Hope you find it useful for your next game jam or composition!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow!! Really amazing.<\/p>\n<p>How did you come up with the 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<\/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\/KYULEGM4UJHCXI\" class=\"app-title\">CirtusAI<\/a><\/p>\n<div class=\"one-liner\">The Universal Identity & Asset Wallet for the AI Era.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CirtusAI\u662f\u4e00\u4e2aAI\u65f6\u4ee3\u7684\u901a\u7528\u8eab\u4efd\u4e0e\u8d44\u4ea7\u94b1\u5305\uff0c\u901a\u8fc7\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u53ef\u9a8c\u8bc1\u7684\u72ec\u7acb\u8eab\u4efd\u548c\u8d44\u4ea7\u5bb9\u5668\uff0c\u89e3\u51b3\u5176\u5728\u6267\u884c\u81ea\u52a8\u5316\u4efb\u52a1\u65f6\u88ab\u7f51\u7ad9\u5e73\u53f0\u5c01\u7981\u3001\u4ee5\u53ca\u7528\u6237\u6570\u636e\u88abAI\u5e73\u53f0\u9501\u5b9a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e25e3aa-cf4a-4ffc-93b4-0508a0236f28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b122d5d0-8722-4415-a500-ab37e0e626e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/377b45a3-0fce-46bb-b6c0-be39d8465cc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8e1cc15-2b19-4406-8b2c-d3d9415f4992.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2edb86b-eaaf-4161-8503-1c0e6f1feef4.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\">Privacy<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8eab\u4efd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8d44\u4ea7\u94b1\u5305<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u8eab\u4efd<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u79fb\u690d\u6027<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u4fe1\u8a89\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4f5c\u4e3aAI\u4fe1\u4efb\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u5b9a\u4f4d\u3002\u5f00\u53d1\u8005\u6700\u60ca\u8bb6\u7684\u53d1\u73b0\u662f\u201c\u667a\u80fd-\u8bbf\u95ee\u6096\u8bba\u201d\uff1a\u590d\u6742AI\u65e0\u6cd5\u5904\u7406\u7b80\u5355\u9a8c\u8bc1\u7801\uff0c\u81ea\u4e3b\u6027\u7684\u6838\u5fc3\u74f6\u9888\u662f\u8bbf\u95ee\u6743\u9650\uff0c\u800c\u975e\u667a\u80fd\u3002\u540c\u65f6\uff0c\u9700\u6c42\u4ece\u201c\u6ce8\u518c\u201d\u5feb\u901f\u8f6c\u5411\u201c\u8d44\u4ea7\u6258\u7ba1\u201d\uff0c\u9a8c\u8bc1\u4e86\u4ea7\u54c1\u201c\u8d44\u4ea7\u4fdd\u9669\u5e93\u201d\u65b9\u5411\u7684\u6b63\u78ba\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 CirtusAI\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u5de5\u5177\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u667a\u80fd\u4f53\u5728\u4e92\u8054\u7f51\u4e0a\u7684\u201c\u62a4\u7167\u7b7e\u53d1\u673a\u6784\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u76f4\u9762\u5f53\u524dAI\u81ea\u52a8\u5316\u8fdb\u7a0b\u4e2d\u6700\u5c16\u9510\u7684\u77db\u76fe\uff1a\u7f51\u7ad9\u51fa\u4e8e\u5b89\u5168\u548c\u7ba1\u7406\u8003\u91cf\uff0c\u6b63\u5728\u7cfb\u7edf\u6027\u5c01\u6740\u81ea\u52a8\u5316\u6d41\u91cf\uff0c\u800c\u65e0\u5dee\u522b\u7684\u5c01\u7981\u5c06\u6709\u76ca\u7684\u7528\u6237AI\u4ee3\u7406\u4e5f\u62d2\u4e4b\u95e8\u5916\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u901a\u8fc7\u8d4b\u4e88AI\u4e00\u4e2a\u72ec\u7acb\u7684\u3001\u53ef\u643a\u5e26\u7684\u3001\u9644\u5e26\u8d44\u4ea7\uff08\u5982\u4e13\u5c5e\u90ae\u7bb1\u3001\u8d26\u6237\u4f1a\u8bdd\uff09\u7684\u8eab\u4efd\u5bb9\u5668\uff0c\u672c\u8d28\u662f\u5728\u5efa\u7acb\u4e00\u5957\u201c\u6388\u6743AI\u6d41\u91cf\u201d\u7684\u8ba4\u8bc1\u4e0e\u4fe1\u8a89\u4f53\u7cfb\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u65b9\u6848\uff0c\u66f4\u662f\u4e00\u79cd\u8bd5\u56fe\u91cd\u6784\u4e92\u8054\u7f51\u4eba\u673a\u4ea4\u4e92\u89c4\u5219\u7684\u534f\u8bae\u5c42\u5c1d\u8bd5\u3002\u5176\u613f\u666f\u662f\u8ba9AI\u6210\u4e3a\u4e92\u8054\u7f51\u7684\u201c\u5408\u6cd5\u516c\u6c11\u201d\uff0c\u800c\u975e\u88ab\u56f4\u527f\u7684\u201c\u9ed1\u6237\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u8fd9\u662f\u5178\u578b\u7684\u201c\u9e21\u4e0e\u86cb\u201d\u95ee\u9898\uff1a\u9700\u8981\u4e3b\u6d41\u5e73\u53f0\uff08\u5982\u4e9a\u9a6c\u900a\u3001\u8c37\u6b4c\uff09\u8ba4\u53ef\u5e76\u63a5\u5165\u5176\u201c\u62a4\u7167\u201d\u7cfb\u7edf\u624d\u80fd\u5b9e\u73b0\u6700\u5927\u4ef7\u503c\uff0c\u4f46\u5728\u521d\u671f\u7f3a\u4e4f\u5e7f\u6cdb\u91c7\u7528\u65f6\uff0c\u5438\u5f15\u529b\u6709\u9650\u3002\u5176\u6b21\uff0c\u5c06\u654f\u611f\u7684\u8eab\u4efd\u4e0e\u8d44\u4ea7\u96c6\u4e2d\u6258\u7ba1\u4e8e\u4e00\u4e2a\u7b2c\u4e09\u65b9\u4fdd\u9669\u5e93\uff0c\u672c\u8eab\u4f1a\u5f62\u6210\u65b0\u7684\u4fe1\u4efb\u4e2d\u5fc3\u548c\u5b89\u5168\u9776\u5fc3\uff0c\u8fd9\u4e0e\u90e8\u5206\u53bb\u4e2d\u5fc3\u5316\u7406\u5ff5\u5b58\u5728\u5f20\u529b\u3002\u6700\u540e\uff0c\u5982\u4f55\u91cf\u5316\u548c\u7ba1\u7406AI\u667a\u80fd\u4f53\u7684\u201c\u4fe1\u8a89\u201d\uff0c\u662f\u4e00\u4e2a\u6781\u5176\u590d\u6742\u7684\u7cfb\u7edf\u5de5\u7a0b\uff0c\u8fdc\u975e\u63d0\u4f9b\u4e00\u4e2a\u90ae\u7bb1\u8eab\u4efd\u90a3\u4e48\u7b80\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4eceB2C\u90ae\u7bb1\u670d\u52a1\u5207\u5165\u662f\u52a1\u5b9e\u7684\u8d77\u70b9\uff0c\u4f46\u5176\u771f\u6b63\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u64ac\u52a8\u4f01\u4e1a\u7ea7\u5e02\u573a\uff0c\u4ee5\u53ca\u5176\u5f00\u6e90\u7b56\u7565\u80fd\u5426\u5438\u5f15\u8db3\u591f\u591a\u7684\u5f00\u53d1\u8005\u5171\u5efa\u751f\u6001\u3002\u5b83\u4e0d\u662f\u5728\u89e3\u51b3\u4e00\u4e2a\u529f\u80fd\u75db\u70b9\uff0c\u800c\u662f\u5728\u94fa\u8bbe\u4e00\u6761\u53ef\u80fd\u8ba9AI\u771f\u6b63\u81ea\u4e3b\u8fd0\u884c\u7684\u57fa\u7840\u8bbe\u65bd\u8f68\u9053\uff0c\u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\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\">CirtusAI<\/span>\n <\/div>\n<div class=\"comment-content\">Don’t let AI platforms lock in your data. Cirtus gives you a portable identity vault containing your emails, accounts, and assets. Use it to log in anywhere, keeping your real identity private and your assets secure and grant AI autonomy to unlock its potential.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m the maker of CirtusAI.<\/p>\n<p>We are seeing a war between AI bots and Platforms (e.g., Perplexity getting blocked by Amazon\/NYT). The web is closing its doors because it can’t distinguish between a “DDOS bot” and a “Helpful Agent” working for a legitimate user.<\/p>\n<p>CirtusAI is our answer to this.<\/p>\n<p>We are starting simple: giving Agents a Voice (Email) and an Identity (Asset Container).<\/p>\n<p>Right now (B2C\/Dev): You can use CirtusAI to give your personal agents a dedicated @cirtusai.com email to handle sign-ups and tasks.<br \/>Next up (Enterprise): We will allow companies to issue these identities on their own domains.<\/p>\n<\/p>\n<p>The demo video(<a href=\"https:\/\/drive.google.com\/file\/d\/1FbO_dVcf377QBWUmKqXo4tYdJy-I52rU\/view?usp=sharing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/drive.google.com\/file\/d\/1FbO_dVcf377QBWUmKqXo4tYdJy-I52rU\/view?usp=sharing<\/a>) showcases our automated workflow for registering and logging into Notion, accomplished using Browseruse and CitrusAI. During operation, the AI will independently handle registration and login using its own email, without requiring user assistance. We will soon open-source this codebase, enabling you to explore its application in a variety of other scenarios.<\/p>\n<\/p>\n<p>Demo Guide: <a href=\"https:\/\/carnation-puppet-91d.notion.site\/CirtusAI-x-Browser-use-Demo-2c2628578626808babf7ce72ea2c7a3d?source=copy_link\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/carnation-puppet-91d.notion.site\/CirtusAI-x-Browser-use-Demo-2c2628578626808babf7ce72ea2c7a3d?source=copy_link<\/a><\/p>\n<p>The Big Vision:<\/p>\n<p>We want to be the standard for “Authorized Agent Traffic”<\/p>\n<p>Imagine a future where Amazon or Google doesn’t block your AI agent because it presents a valid Cirtus Passport\u2014proving it belongs to a real user, has a reputation, and holds valid assets.<\/p>\n<p>We are building the infrastructure to make AI a recognized citizen of the internet.<\/p>\n<p>I’d love your feedback on CirtusAI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Impressive work \ud83d\udc4f The trust layer for AI agents \u2014 identity, assets, isolation, and provenance \u2014 is one of the biggest missing pieces in autonomous AI. Cirtus feels like real infrastructure rather than another wrapper.<br \/>Would love to hear \u2014 what surprised you most as developers started to test autonomous workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anastasiia_tilinina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasiia_tilinina<\/a> Thx! Really appreciate you distinguishing it as infrastructure.<\/p>\n<p>The biggest surprise was the Intelligence-Access Paradox. We saw sophisticated agents capable of complex reasoning fail completely because they couldn’t handle a simple 6-digit email verification code. It turns out the biggest blocker for autonomy isn’t intelligence, it’s access.<\/p>\n<p>Also, we were surprised by how quickly the need shifted from just ‘signing up’ to <strong>‘<\/strong>custody<strong>‘<\/strong>, developers don’t just want agents to do tasks; they want them to hold and manage the assets (accounts\/sessions) over time. That really validated our thesis on building an Asset Vault rather than just a tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thx!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QDYBKQKIXD4SMV\" class=\"app-title\">Denise AI Receptionist<\/a><\/p>\n<div class=\"one-liner\">AI that handles calls & captures leads so you don’t have to.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">49<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5c0f\u4f01\u4e1a\u6253\u9020\u7684AI\u63a5\u5f85\u5458\uff0c\u901a\u8fc7\u81ea\u7136\u7684\u4eba\u58f024\/7\u63a5\u542c\u7535\u8bdd\u3001\u6355\u83b7\u9500\u552e\u7ebf\u7d22\uff0c\u89e3\u51b3\u56e0\u4eba\u624b\u4e0d\u8db3\u6216\u975e\u5de5\u4f5c\u65f6\u95f4\u5bfc\u81f4\u6f0f\u63a5\u7535\u8bdd\u3001\u4e22\u5931\u6f5c\u5728\u5ba2\u6237\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\/ed7c09ce-a9d9-451c-b1d7-28241a2e33c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/634755e5-3407-4a4b-a2f2-4bdac41fbd35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/101dcd3f-5e36-4599-af7b-2038f62e204a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ee84df3-f164-4090-b701-cb6814b89893.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/430ee88c-decc-4f8e-bd07-cf1614fefbfe.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\/8c3ed323-af99-49f0-b5ab-fecaa6b886e3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gYbZrPFqBfM\"><source src=\"https:\/\/youtu.be\/gYbZrPFqBfM\" 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\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u7535\u8bdd\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">Zapier\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u63a5\u5f85\u5458<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u901a\u8bdd\u5206\u6790<\/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\u8bed\u97f3\u81ea\u7136\u3001\u8bbe\u7f6e\u7b80\u5355\u3001\u4ef7\u503c\u660e\u786e\u3002\u4e3b\u8981\u53cd\u9988\/\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u56fd\u9645\u5e02\u573a\u4e0e\u591a\u8bed\u8a00\u652f\u6301\uff1b\u5173\u6ce8\u4eceAI\u5230\u4eba\u5de5\u7684\u4ea4\u63a5\u6d41\u7a0b\u3001\u6570\u636e\u5408\u89c4\u6027\uff1b\u5efa\u8bae\u589e\u52a0\u201c\u635f\u5931\u6536\u5165\u8ba1\u7b97\u5668\u201d\u4ee5\u5f3a\u5316\u4ef7\u503c\u4e3b\u5f20\uff1b\u671f\u5f85\u5904\u7406\u590d\u6742\u6216\u60c5\u7eea\u5316\u901a\u8bdd\u7684\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Denise AI Receptionist \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u8d44\u6e90\u6709\u9650\u7684\u5c0f\u578b\u4f01\u4e1a\u4e3b\u88ab\u91cd\u590d\u6027\u6765\u7535\u7ed1\u67b6\u7684\u65e5\u5e38\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u5c06\u6210\u719f\u7684\u8bed\u97f3\u6280\u672f\u4e0e\u52a1\u5b9e\u7684\u5546\u4e1a\u903b\u8f91\uff08\u7ebf\u7d22\u6355\u83b7\u3001CRM\u96c6\u6210\uff09\u5c01\u88c5\u6210\u4e00\u4e2a\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4ea7\u54c1\u601d\u8def\u6e05\u6670\u2014\u2014\u901a\u8fc7\u6709\u9650\u7684\u8bed\u97f3\u3001\u8bed\u8c03\u5b9a\u5236\u8425\u9020\u201c\u4eba\u6027\u5316\u201d\u5e7b\u89c9\uff0c\u518d\u901a\u8fc7Zapier\u548c\u81ea\u6709CRM\u5c06\u901a\u8bdd\u6570\u636e\u8fc5\u901f\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u5de5\u4f5c\u6d41\uff0c\u5b8c\u6210\u4ece\u201c\u63a5\u542c\u201d\u5230\u201c\u8f6c\u5316\u201d\u7684\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u672c\u8d28\u4ecd\u662f\u57fa\u4e8e\u9884\u8bbe\u77e5\u8bc6\u5e93\u7684\u589e\u5f3a\u578b\u4ea4\u4e92\u5f0f\u8bed\u97f3\u5e94\u7b54\uff08IVR\uff09\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u590d\u6742\u60c5\u51b5\u5904\u7406\u201d\u548c\u201c\u4eba\u5de5\u4ea4\u63a5\u201d\u7684\u63d0\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5728\u60c5\u7eea\u5316\u6216\u975e\u6807\u51c6\u573a\u666f\u4e0b\uff0c\u4efb\u4f55\u201c\u4e0d\u81ea\u7136\u201d\u7684\u66b4\u9732\u90fd\u4f1a\u77ac\u95f4\u6467\u6bc1\u4fe1\u4efb\u3002\u5176\u6b21\uff0c\u5408\u89c4\u6027\u662f\u60ac\u5728\u5934\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\uff0c\u5728\u6fb3\u3001\u7f8e\u3001\u82f1\u4e09\u5730\u8fd0\u8425\u610f\u5473\u7740\u9700\u540c\u65f6\u5e94\u5bf9\u591a\u5957\u4e25\u82db\u7684\u901a\u8bdd\u5f55\u97f3\u4e0e\u6570\u636e\u9690\u79c1\u6cd5\u89c4\uff0c\u8fd9\u5bf9\u5c0f\u56e2\u961f\u662f\u5de8\u5927\u8d1f\u62c5\u3002\u6700\u540e\uff0c\u5176\u5e02\u573a\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5c0f\u4f01\u4e1a\u4e3b\u5bf9\u4ef7\u683c\u654f\u611f\u4e14\u51b3\u7b56\u5468\u671f\u957f\uff0c\u4e00\u4e2a\u201c\u6c38\u4e0d\u6f0f\u63a5\u201d\u7684\u627f\u8bfa\u662f\u5426\u8db3\u4ee5\u8ba9\u4ed6\u4eec\u652f\u4ed8\u53ef\u80fd\u8d85\u8fc7\u865a\u62df\u7535\u8bdd\u53f7\u7801\u672c\u8eab\u7684\u6708\u8d39\uff1f\u8bc4\u8bba\u4e2d\u5efa\u8bae\u7684\u201c\u635f\u5931\u8ba1\u7b97\u5668\u201d\u6070\u6070\u8bf4\u660e\uff0c\u56e2\u961f\u9700\u8981\u66f4\u5c16\u9510\u5730\u91cf\u5316\u5176\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cDenise \u5c55\u73b0\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684AI\u5e94\u7528\u89c2\uff1a\u4e0d\u8ffd\u6c42\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5723\u676f\uff0c\u800c\u662f\u5728\u7279\u5b9a\u3001\u9ad8\u9891\u3001\u4f4e\u6ee1\u610f\u5ea6\u7684\u4efb\u52a1\uff08\u63a5\u7535\u8bdd\uff09\u4e0a\u63d0\u4f9b\u786e\u5b9a\u6027\u66ff\u4ee3\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u8bed\u97f3\u662f\u5426\u5b8c\u7f8e\u901a\u8fc7\u56fe\u7075\u6d4b\u8bd5\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u63a7\u5236\u6210\u672c\u7684\u524d\u63d0\u4e0b\uff0c\u7a33\u5b9a\u5730\u5c06\u201c\u672a\u63a5\u6765\u7535\u201d\u8f6c\u5316\u4e3a\u53ef\u8ddf\u8e2a\u7684\u201c\u9500\u552e\u7ebf\u7d22\u201d\uff0c\u5e76\u7ecf\u53d7\u4f4f\u771f\u5b9e\u5546\u4e1a\u73af\u5883\u4e2d\u5404\u79cd\u201c\u610f\u5916\u201d\u7684\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Denise AI Receptionist<\/span>\n <\/div>\n<div class=\"comment-content\">Denise is an AI receptionist built for small business and answers calls with a natural, human-like touch. Setup is simple: Choose from 6 voices and 4 tone styles, control how Denise responds, and sync with 8000+ apps via Zapier. With 24\/7 and multiple call handling, Denise ensures you save time on admin and never miss a call again.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt Community! \ud83d\udc4b<\/p>\n<p>We’re thrilled to introduce you to Denise, an AI Receptionist that answers calls for small businesses like a real person. <\/p>\n<p><strong>\ud83d\udcde Here\u2019s the problem:<\/strong><br \/>40% of business calls come in after hours, and nearly 50% go unanswered \u2014 that\u2019s time and potential customers lost.<\/p>\n<p>With this in mind, we built Denise for small business owners who get interrupted by the same repetitive calls every day \u2014 things like <em>\u201cDo you offer mobile service?\u201d<\/em> or <em>\u201cCan I book an appointment?\u201d<\/em> OR receive calls when they’re busy, on break or off the click.<\/p>\n<p>She handles those calls 24\/7, so you never have to repeat yourself or miss a lead again.<\/p>\n<p><strong>\u2728 Here’s what she can do:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Zapier integration: <\/strong>Connect Denise with 8,000+ apps to automate your workflows<\/p>\n<\/li>\n<li>\n<p><strong>Deep Voice Customization: <\/strong>Choose from 6 realistic voices, each with 4 tone variations. From professional, friendly to warm and casual.<\/p>\n<\/li>\n<li>\n<p><strong>Simple setup: <\/strong>Go live in minutes, no tech or AI skills required. Plus, you can even use our Bookipi AI chat to help you set up.<\/p>\n<\/li>\n<li>\n<p><strong>Records calls and captures lead:<\/strong> Every call is logged, transcribed, and turned into a customer profile in our Bookipi CRM tool.<\/p>\n<\/li>\n<li>\n<p><strong>Real-time Dashboard: <\/strong>See call insights and breakdowns by call type, and review calls that need a follow up.<\/p>\n<\/li>\n<li>\n<p><strong>Custom knowledge base and data collection: <\/strong>Tell Denise how to respond to inquiries and what information to collect from callers.<\/p>\n<\/li>\n<\/ul>\n<p>And so much more!<\/p>\n<p>We’d love to hear your feedback, whether you’re a small business owner, a maker building other AI tools or just curious about human-sounding voice tech. <\/p>\n<p>\ud83d\udc49 Check out Denise below and let us know what you think! (Currently available for AU, US & UK only)<\/p>\n<p>Thank you so much for your support, this means the world to our team \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>56<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ysabelle_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ysabelle_m<\/a> perfect product! <\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ysabelle_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ysabelle_m<\/a> <\/p>\n<p>Congrats on the launch! \ud83c\udf89<br \/>Denise looks like a game-changer for small businesses that need to juggle constant calls (and appointments) but don\u2019t have the bandwidth for a full-time receptionist. Love the fact that business owners that cater to different time zones, now have a way to respond to their clients 24\/7. <\/p>\n<p>Tried it for myself and I must say the natural voice options\/accents are a nice touch, and it might actually pass the Turing test, i was half-convinced that i was speaking to a real person! \ud83d\ude02\ud83d\ude02\ud83d\ude02<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ysabelle_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ysabelle_m<\/a> Awesome work to you and the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>41<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gday_tim_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gday_tim_lee<\/a> Indeed it is! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to finally show this to the Product Hunt community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am so excited for showing this for the public! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nvh95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nvh95<\/a> It will help me fight off all those pesky recruitment agents!<\/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>Super easy setup and integration for a service that will pay for itself as it ensures no lead goes unanswered.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@littlesailor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@littlesailor<\/a> Thank you! Which part about the Denise did you like the most?<\/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>Congratulations Team! Looks schmick. \ud83d\udc4c<\/p>\n<p>Most \u201cAI receptionist\u201d stuff feels like a fancy IVR. This feels closer to how a real person talks on the phone.<br \/>If it can deal with rushed callers and half information, that\u2019s a big win.<\/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\/@agam_malviya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agam_malviya<\/a> Thanks for the kind words Agam! And yes we have intelligent handling for all such scenarios!<\/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>It looks amazing! Is it available in every country?<\/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>Thanks for the question<a href=\"https:\/\/www.producthunt.com\/@js_pk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@js_pk<\/a> ! Its currently available in US, UK and Australia but we are always working to launch in new areas \ud83d\ude01<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@js_pk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@js_pk<\/a>. Currently we are supporting AU, US & UK. We are actively expanding to new markets and would love to have you onboard soon \u2764\ufe0f<\/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>Really proud to finally put this out into the world! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, this is a very real problem you\u2019re tackling.<\/p>\n<\/p>\n<p>A couple of questions \/ thoughts from my side:<\/p>\n<ul>\n<li>\n<p>How do you handle handoff to a human when a caller goes off-script or gets emotional (angry, confused, urgent)?<\/p>\n<\/li>\n<li>\n<p>Any guardrails around call recording + compliance across AU\/US\/UK? That\u2019s usually where non-technical owners get nervous.<\/p>\n<\/li>\n<li>\n<p>Would love to see a very simple \u201cmissed revenue\u201d calculator on the site (e.g. X missed calls\/month -> Y estimated $ lost) it would make the value prop punchier for SMB owners.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sugam_malviya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sugam_malviya<\/a> Thank you Sugam for your questions! So we:<\/p>\n<ol>\n<li>\n<p>Have Denise take notes and ensure the customer that a human (Denise tells the name of 3 possible people that can call the customer back) will call them back as soon as possible.<\/p>\n<\/li>\n<li>\n<p>Guardrails are a must in AI development so yes we do spend quite some time to develop our guardrails to make sure Denise is acting as we want her to be.<\/p>\n<\/li>\n<li>\n<p>Thats a fantastic idea! I relayed that to the team and we will discuss on how we can make a reality! Thank you for the idea \ud83d\ude01<\/p>\n<\/li>\n<\/ol>\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>Now small business owners can get on with their life but still be able to answer potential customer calls! <\/p>\n<p>Will the team add more accents other than British, Australian, and American?<\/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\/@erald_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erald_david<\/a> Thanks for checking us out and for the comment! Yes we will be adding other accents, especially if we get requests from our users. Is there a specific accent you want us to add?<\/p>\n<\/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>Wow! I just tried calling the number on the demo video and it sounded pretty good. But I found the Female AU accent to be more realistic in my opinion<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allen_m_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allen_m_m<\/a> Thank you for checking us out and Im glad you liked the live demo \ud83d\ude01 Thank you for the valuable feedback! We are constantly improving the product and our goal is to make all voices and accents as realistic as possible \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting product! I’ll have to try it out. What languages does it come in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matt_alea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_alea<\/a> Thanks for checking us out Matt! Currently we only support English as we wanted to perfect one language before moving on to others. Is there a specific language you would want us to 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The real-time dashboard and automatic lead capture are super practical additions on top of call handling. How does Denise handle edge-case questions that fall outside the knowledge base?<\/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\">@vik_sh thank you for tour feedback! if there happens to be an enquiry outside Denise\u2019s knowledge base, she will respond by letting the caller know their enquiry has been noted and that a team member will be in touch. On the client side, this call will be marked as \u201cFollow up\u201d. The user can then read the call summary or transcript and choose to contact the customer back to answer their enquiry directly.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IMICHPSOH2XONF\" class=\"app-title\">ConvoHunter<\/a><\/p>\n<div class=\"one-liner\">Find high-intent leads across Reddit, X, and LinkedIn<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">42<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528RAG\u667a\u80fd\u4f53\u5b9e\u65f6\u5206\u6790Reddit\u3001X\u548cLinkedIn\u7b49\u5e73\u53f0\u5bf9\u8bdd\uff0c\u7cbe\u51c6\u8bc6\u522b\u9ad8\u8d2d\u4e70\u610f\u5411\u7ebf\u7d22\uff0c\u5e2e\u52a9SaaS\u53caB2B\u521b\u4e1a\u8005\u4ece\u5608\u6742\u793e\u533a\u8ba8\u8bba\u4e2d\u9ad8\u6548\u83b7\u5ba2\u7684AI\u5de5\u5177\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f806689-3dcc-4f65-a619-9c93f67e82ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cc32eed-2da7-4501-9b87-1afeb5d03a1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e764c38a-ed88-45d1-9eea-3bbb37e763eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/334fd1b0-310b-4f3f-b511-c834d030c858.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62338eea-7256-4948-8f0f-fd9839973323.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\/733a8417-6e39-468b-9593-501705a061b9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GXM8rjS5Ozk\"><source src=\"https:\/\/youtu.be\/GXM8rjS5Ozk\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u542c<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">B2B\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">RAG\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7ea2\u4eba\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\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\u4ea7\u54c1\u89e3\u51b3\u201c\u5927\u6d77\u635e\u9488\u201d\u5f0f\u5bfb\u627e\u9ad8\u610f\u5411\u5bf9\u8bdd\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u9002\u7528\u573a\u666f\uff08B2B\u6216B2C\uff09\u3001\u5982\u4f55\u7b5b\u9009\u7cbe\u51c6\u793e\u533a\u3001\u4e0e\u7ade\u54c1\u7684\u5173\u952e\u5dee\u5f02\u3001\u4ee5\u53ca\u5b9e\u9645\u8f6c\u5316\u7387\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u5176\u57fa\u4e8e\u8bed\u5883\u7406\u89e3\u800c\u975e\u5173\u952e\u8bcd\u5339\u914d\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u5e76\u63d0\u4f9b\u514d\u8d39\u8bd5\u7528\u9a8c\u8bc1\u6548\u679c\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 ConvoHunter\u7684\u672c\u8d28\uff0c\u662f\u5728\u201c\u4e3b\u52a8\u5916\u8054\u201d\u4e0e\u201c\u88ab\u52a8\u76d1\u542c\u201d\u4e4b\u95f4\u5f00\u8f9f\u4e86\u4e00\u6761\u540d\u4e3a\u201c\u8bed\u5883\u72e9\u730e\u201d\u7684\u4e2d\u95f4\u8def\u5f84\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5173\u952e\u8bcd\u8b66\u62a5\u7684\u7c97\u653e\uff0c\u8bd5\u56fe\u7528RAG\u7406\u89e3\u5bf9\u8bdd\u7684\u5b8c\u6574\u53d9\u4e8b\uff0c\u8fd9\u76f4\u6307\u4e86\u5f53\u524d\u793e\u4ea4\u76d1\u542c\u5de5\u5177\u7684\u6838\u5fc3\u7f3a\u9677\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u610f\u56fe\u8bef\u5224\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u4ec5\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\u3002\u521b\u59cb\u4eba\u5766\u8a00\uff0c\u6700\u96be\u7684\u662f\u201c\u6559\u4f1aAI\u7406\u89e3\u521b\u59cb\u4eba\u5fc3\u4e2d\u7684\u2018\u566a\u97f3\u2019\u201d\u3002\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u7684\u6df1\u5c42\u5b9a\u4f4d\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u901a\u7528\u76d1\u542c\u5e73\u53f0\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u201c\u610f\u56fe\u8fc7\u6ee4\u5668\u201d\uff0c\u5176\u6548\u679c\u4e25\u91cd\u4f9d\u8d56\u4e8e\u5bf9\u7528\u6237\u4e1a\u52a1\u75db\u70b9\u5b9a\u4e49\u7684\u7cbe\u51c6\u704c\u8f93\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u4e0a\u9650\u662f\u6210\u4e3a\u7ec6\u5206\u9886\u57df\u4e13\u5bb6\u7684\u201c\u5916\u6302\u5927\u8111\u201d\uff0c\u4e0b\u9650\u5219\u53ef\u80fd\u56e0\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u800c\u6ca6\u4e3a\u53e6\u4e00\u6b3e\u9700\u8981\u7cbe\u5fc3\u8c03\u6559\u7684\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u770b\uff0c42\u7968\u7684\u5e73\u6de1\u53cd\u54cd\u6697\u793a\u4e86\u8d5b\u9053\u5df2\u4e0d\u4e4f\u6982\u5ff5\u76f8\u4f3c\u7684\u7ade\u4e89\u8005\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e0d\u4f9d\u8d56\u5173\u952e\u8bcd\u201d\u65e2\u662f\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u53ef\u80fd\u662f\u6700\u5927\u98ce\u9669\u70b9\u2014\u2014\u5b8c\u5168\u4f9d\u8d56\u8bed\u4e49\u7406\u89e3\u5728\u590d\u6742\u3001\u9690\u6666\u7684\u7f51\u7edc\u5bf9\u8bdd\u4e2d\u662f\u5426\u7a33\u5b9a\u53ef\u9760\uff1f\u8bc4\u8bba\u4e2d\u201c\u4ecd\u6709\u5b8c\u5168\u5931\u8bef\u65f6\u523b\u201d\u7684\u5766\u767d\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u58c1\u5792\u6216\u8bb8\u4e0d\u5728\u4e8eRAG\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6301\u7eed\u7d2f\u79ef\u7684\u3001\u9488\u5bf9\u4e0d\u540c\u5782\u76f4\u884c\u4e1a\u7684\u201c\u610f\u56fe\u8bc6\u522b\u6a21\u578b\u201d\u6570\u636e\u96c6\u4e0e\u8c03\u4f18\u7ecf\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u82e5\u80fd\u8de8\u8d8a\u65e9\u671f\u51c6\u786e\u7387\u7684\u201c\u6b7b\u4ea1\u8c37\u201d\uff0c\u5b83\u6709\u673a\u4f1a\u4ece\u4e00\u6b3e\u201c\u806a\u660e\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u4e00\u5957\u201c\u53ef\u590d\u5236\u7684\u793e\u4ea4\u9500\u552e\u65b9\u6cd5\u8bba\u201d\uff0c\u4e3a\u4e2d\u5c0f\u578bB2B\u4f01\u4e1a\u63d0\u4f9b\u9664\u5e7f\u544a\u548c\u51b7\u90ae\u4ef6\u5916\u7684\u3001\u66f4\u5177\u4eba\u60c5\u5473\u548c\u573a\u666f\u5316\u7684\u589e\u957f\u6760\u6746\u3002\u53cd\u4e4b\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728AI\u70ed\u6f6e\u4e0b\uff0c\u8bd5\u56fe\u7528\u66f4\u590d\u6742\u65b9\u6848\u89e3\u51b3\u8001\u95ee\u9898\uff0c\u5374\u672a\u80fd\u663e\u8457\u63d0\u5347\u6295\u5165\u4ea7\u51fa\u6bd4\u7684\u5b9e\u9a8c\u54c1\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\">ConvoHunter<\/span>\n <\/div>\n<div class=\"comment-content\">We monitor Reddit, X, LinkedIn and more in real time to find the conversations with real buyer intent, so you can join, help, and convert. Increase your online presence effortlesly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt! I\u2019m <strong>Guillermo Bascu\u00f1ana<\/strong>, SaaS founder and indie hacker. This is my 3rd product launch here! <\/p>\n<p>And if you are in a similar position as I am, you’ve grinded your way through Reddit posts and X groups trying to get people to notice your product.<\/p>\n<p>Over the years I learned that potential customers often discuss their problems online, but finding those conversations felt like searching for a needle in a haystack. I tried tools (which there are quite a few) hoping they’d catch those leads, but they only monitored keywords. The result is lots of noise and mediocre matches. Barely relevant.<\/p>\n<p>So I found myself spending hours manually scouring Reddit threads, refreshing my X feed, and digging through LinkedIn. I\u2019d jump between browser tabs like a mad scientist, hunting down that one relevant question. It was an endless game of hide-and-seek with leads, with horrible ROI, and I knew there had to be a smarter way.<\/p>\n<p>One late night, it clicked. Instead of waiting for random keyword alerts, what if I proactively ran targeted searches across actual posts? If an AI could read and understand entire conversations, it could spot the real questions in context.<\/p>\n<p>Enter <strong>ConvoHunter<\/strong>. I built it using retrieval-augmented generation (RAG) agents to analyze posts in real-time across the most relevant subreddits and communities. Instead of alerting me to every mention of a keyword, the AI reads entire threads, picks out the high-intent discussions, and notifies me. It\u2019s like having an always-on research assistant that only flags the juiciest conversations.<\/p>\n<p>What started as my private lead-generation hack quickly became a product I love. By joining those high-intent conversations just as people needed solutions, I\u2019ve closed customers organically. ConvoHunter has turned dozens of random chats into real leads \u2014 and helped me grow my business by being in the right place at the right time.<\/p>\n<p>I\u2019m excited to share ConvoHunter with the Product Hunt community today. You can try it for FREE and judge the results yourself. And if you need assistance of any kind, I will be on top of my inbox to help you out.<\/p>\n<p>Any questions, feedback or suggestions is greatly appreciated! <\/p>\n<p>Thank you for your time,<br \/>Guillermo<\/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\/@guillermo_bascunana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillermo_bascunana<\/a> The most sincere conversations happen on X and Reddit \u2014 nice idea for a tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh nice, this could be really useful. Finding the right conversations to jump into is honestly the hardest part.<\/p>\n<p>Is this more geared towards B2B (finding leads, industry discussions) or does it work well for B2C too (like indie apps, consumer products)?<\/p>\n<p>Upvoted – Might give it a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@indiemiguel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiemiguel<\/a> Thanks! That\u2019s exactly the pain I built it around<\/p>\n<p>Right now it works best for SaaS and B2B-style products, since the AI is tuned to detect problem\/solution patterns and buying intent.<br \/>B2C also works, but I\u2019m still refining it so results keep improving.<\/p>\n<p>Appreciate the upvote, and if you try it, I\u2019d love any feedback on your use case.<\/p>\n<p>Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Idea is very awesome\ud83d\udd25 How do you actually source right subreddits?? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Thank you! <br \/>During the onboarding it decides 15-25 relevant subreddits to monitor. On top of that there are scheduled jobs that search through posts subreddit-independent. This last one made the results quite different from other tools and really made me feel like the tool was worth continuing to work on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very interesting I like it what conversion rate have you had so far?<\/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\/@sofisofieverly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sofisofieverly<\/a> <\/p>\n<p>Thank you! From trial tu subscription it’s at 25%<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, congrats on the launch. I’ve seen similar tools, none of them have ever worked too well for me. What makes yours different, is there a way to check the results before subscribing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tobias12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tobias12<\/a> <br \/>Most of them just do keyword matching and hope something relevant pops up. That\u2019s exactly why I built this. <\/p>\n<p>The difference is that ConvoHunter actually reads the conversation and decides whether the person is describing a pain your product solves. Keywords are not even a thing here.<\/p>\n<p>And yes, you can check everything before committing.<br \/>There\u2019s a 3-day free trial where you can see all the results, test your niche, and decide if it\u2019s useful for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The shift from keyword monitoring to actually understanding conversation context feels like a real breakthrough for founders trying to find high-intent discussions. What was the hardest part of getting the RAG agents to reliably filter out noise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> <br \/>Thanks! \ud83d\ude4c<br \/>Honestly, the hardest part wasn\u2019t the RAG pipeline itself, it was teaching the agents what \u201cnoise\u201d <em>actually<\/em> means for founders.<\/p>\n<p>A few things were tricky:<\/p>\n<\/p>\n<p>Threads often drift, so separating the core ask from the commentary required multiple passes.<\/p>\n<p>Early versions flagged <em>way<\/em> too much as relevant. Calming the agent down was half the battle. And, detecting when a conversation is actually for your niche vs. someone else\u2019s.<\/p>\n<p>Once I combined structured signals (your product\u2019s pain-points) + unstructured inference (conversation meaning), the noise dropped dramatically.<\/p>\n<p>Still iterating, still has it’s complete slop moments, but it\u2019s night and day compared to keyword monitoring.<\/p>\n<p>Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NPKW3QT3FEUHZM\" class=\"app-title\">Mention Network<\/a><\/p>\n<div class=\"one-liner\">Check your website’s AI visibility<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">41<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mention Network\u901a\u8fc7\u4f17\u5305\u91c7\u96c6\u771f\u5b9eAI\u5bf9\u8bdd\u6570\u636e\uff0c\u5e2e\u52a9\u54c1\u724c\u76d1\u6d4b\u548c\u4f18\u5316\u5728ChatGPT\u7b49AI\u6a21\u578b\u56de\u7b54\u4e2d\u7684\u66dd\u5149\u5ea6\uff0c\u89e3\u51b3\u4f20\u7edfSEO\u5931\u6548\u540e\u4f01\u4e1a\u5728AI\u65f6\u4ee3\u201c\u9690\u5f62\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6eeeb36a-628e-4aea-b14a-1463b4cfab1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45cfac90-5b37-4ad8-a929-555ad1cb42d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c9df79f-a623-4e09-ba23-d3ab8bede587.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8509c02-7c00-4e8f-abe7-0de51ceeb5e9.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\/08b63629-ac36-4bf6-80a8-02553aac6806.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VQwO-PzN8JU?si=mSkAjUYozqrZ765p\"><source src=\"https:\/\/youtu.be\/VQwO-PzN8JU?si=mSkAjUYozqrZ765p\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u80fd\u89c1\u5ea6\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316(GEO)<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4f17\u5305<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4eea\u8868\u677f<\/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\u4ea7\u54c1\u89e3\u51b3\u4e86\u4e00\u4e2a\u672a\u88ab\u5bdf\u89c9\u7684\u5173\u952e\u75db\u70b9\uff0c\u8ba4\u4e3a\u6570\u636e\u76f4\u89c2\u3001\u62a5\u544a\u751f\u6210\u5feb\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u62a5\u544a\u751f\u6210\u65f6\u957f\u3001\u514d\u8d39\u989d\u5ea6\u6269\u5c55\uff0c\u4ee5\u53ca\u6280\u672f\u539f\u7406\uff08\u5982\u4f55\u68c0\u6d4b\u54c1\u724c\u63d0\u53ca\uff09\u3002\u6709\u7528\u6237\u5efa\u8bae\u63a8\u51fa\u79fb\u52a8\u7aef\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 Mention Network\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u8e29\u4e2d\u4e86\u884c\u4e1a\u7126\u8651\uff1a\u4f20\u7edfSEO\u5f0f\u5fae\uff0cAI\u6210\u4e3a\u65b0\u5165\u53e3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u53bb\u4e2d\u5fc3\u5316GEO\u201d\u548c\u201c\u771f\u5b9e\u7528\u6237\u5bf9\u8bdd\u6570\u636e\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u65e8\u5728\u4e0e\u4f9d\u8d56API\u6a21\u62df\u7684\u7ade\u54c1\u5f62\u6210\u5dee\u5f02\u5316\u3002\u8fd9\u786e\u5b9e\u6307\u5411\u4e86\u5f53\u524dAI\u5185\u5bb9\u5206\u6790\u5de5\u5177\u7684\u76f2\u533a\u2014\u2014\u6a21\u62df\u63d0\u793a\u65e0\u6cd5\u5b8c\u5168\u8fd8\u539f\u771f\u5b9e\u3001\u96f6\u6563\u3001\u5145\u6ee1\u53e3\u8bed\u5316\u7684\u7528\u6237\u63d0\u95ee\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u5e76\u5b58\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u201c20K+\u5168\u7403\u6570\u636e\u8d21\u732e\u8005\u201d\u7f51\u7edc\uff0c\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u98de\u8f6e\u6548\u5e94\u6a21\u578b\uff1a\u7528\u6237\u8d8a\u591a\uff0c\u6570\u636e\u8d8a\u771f\u5b9e\u3001\u8d8a\u4e30\u5bcc\uff0c\u4ea7\u54c1\u6d1e\u5bdf\u529b\u8d8a\u5f3a\uff0c\u8fdb\u800c\u5438\u5f15\u66f4\u591a\u7528\u6237\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e86\u6838\u5fc3\u8d28\u7591\uff1a\u6570\u636e\u91c7\u96c6\u7684\u4f26\u7406\u4e0e\u9690\u79c1\u8fb9\u754c\u5982\u4f55\u754c\u5b9a\uff1f\u4f9d\u8d56\u6d4f\u89c8\u5668\u6269\u5c55\u7684\u4f17\u5305\u6a21\u5f0f\uff0c\u5176\u6570\u636e\u7684\u4ee3\u8868\u6027\u3001\u6301\u7eed\u6027\u548c\u5408\u89c4\u6027\u80fd\u5426\u652f\u6491\u8d77\u4f01\u4e1a\u7ea7\u7684\u51b3\u7b56\u9700\u6c42\uff1f\u6b64\u5916\uff0c\u5c06GEO\u4e0eSEO\u7c7b\u6bd4\u867d\u6613\u4e8e\u7406\u89e3\uff0c\u4f46AI\u7b54\u6848\u7684\u751f\u6210\u903b\u8f91\uff08\u975e\u786e\u5b9a\u6027\u3001\u9ad8\u5ea6\u4f9d\u8d56\u63d0\u793a\u8bcd\uff09\u4e0e\u641c\u7d22\u5f15\u64ce\u7684\u7d22\u5f15\u6392\u540d\u6709\u672c\u8d28\u4e0d\u540c\uff0c\u5176\u201c\u4f18\u5316\u201d\u65b9\u6cd5\u8bba\u76ee\u524d\u4ecd\u5904\u4e8e\u6df7\u6c8c\u63a2\u7d22\u671f\uff0c\u5de5\u5177\u63d0\u4f9b\u7684\u201c\u63a8\u8350\u4f18\u5148\u7ea7\u884c\u52a8\u201d\u5176\u6709\u6548\u6027\u6709\u5f85\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u73b0\u9636\u6bb5\u66f4\u50cf\u4e00\u4e2a\u654f\u9510\u7684\u201c\u76d1\u6d4b\u96f7\u8fbe\u201d\uff0c\u800c\u975e\u201c\u4f18\u5316\u5f15\u64ce\u201d\u3002\u5b83\u63ed\u793a\u4e86\u54c1\u724c\u5728AI\u5bf9\u8bdd\u4e2d\u201c\u662f\u5426\u88ab\u63d0\u53ca\u201d\u53ca\u201c\u5982\u4f55\u88ab\u63cf\u8ff0\u201d\u7684\u5b9d\u8d35\u73b0\u72b6\uff0c\u8fd9\u5bf9\u4e8e\u5371\u673a\u516c\u5173\u3001\u8d8b\u52bf\u53d1\u73b0\u548c\u5185\u5bb9\u7b56\u7565\u8c03\u6574\u5177\u6709\u5373\u65f6\u4ef7\u503c\u3002\u4f46\u8981\u4ece\u201c\u8bca\u65ad\u201d\u8d70\u5411\u201c\u6cbb\u7597\u201d\uff0c\u5373\u5b9e\u73b0\u53ef\u91cd\u590d\u3001\u53ef\u89c4\u6a21\u5316\u7684\u201cGEO\u201d\uff0c\u4ecd\u9700\u8de8\u8d8aAI\u6a21\u578b\u9ed1\u7bb1\u3001\u63d0\u793a\u5de5\u7a0b\u590d\u6742\u6027\u7b49\u591a\u91cd\u969c\u788d\u3002\u5b83\u6293\u4f4f\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u7d27\u8feb\u7684\u9700\u6c42\u7a97\u53e3\uff0c\u4f46\u80fd\u5426\u4ece\u806a\u660e\u7684\u8d8b\u52bf\u6355\u624b\u8fdb\u5316\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u6570\u636e\u751f\u6001\u7684\u7a33\u5065\u6027\u4e0e\u540e\u7eedAI\u7b56\u7565\u6d1e\u5bdf\u7684\u6df1\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\">Mention Network<\/span>\n <\/div>\n<div class=\"comment-content\">Understand and control how your brand appears in AI answers. Powered by genuine AI conversations that capture the exact language and context real consumers use, not API-based responses. 2M+ prompts analyzed. 20K+ global data contributors. 1K+ brands evaluated. Start free today.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GM Product Hunt \ud83d\udc4b\ud83c\udffb<\/p>\n<p>I’m Lee, founder at Mention Network. Ever wondered if your brand shows up in AI conversations?<\/p>\n<p>\u274c <strong>The problem:<\/strong><\/p>\n<p>As AI engines like ChatGPT, Gemini, and Grok become the new front doors to the internet, the attention game is changing. Traditional SEO is fading. The real meta is Generative Engine Optimization (GEO), dialing in how often AI models surface your brand, how they frame it, and where you show up in their answers.<\/p>\n<\/p>\n<p>You can pump out 100 auto-blogs a day and still land at #10 on Google. But if your competitors are getting mentioned in the AI Overview and you\u2019re not, you\u2019re basically invisible to the next wave of customers.<\/p>\n<p>\u2705 <strong>The solution:<\/strong><\/p>\n<p>Mention Network is the first decentralized GEO platform built to track and boost AI visibility for brands. Powered by a browser-extension data crawler, Mention pulls real responses from real users across major AI models, giving you a live feed of when, where, and why your brand shows up.<\/p>\n<\/p>\n<p>In the first 3 months after launch, the extension onboarded <strong>20K+ global contributors<\/strong> and captured <strong>2M+ AI responses<\/strong>. Now anyone can spin up an AI Visibility Report for any brand in under two hours, unlocking data that was basically invisible before.<\/p>\n<p>\u26a1\ufe0f <strong>What sets Mention Network apart from other GEO platforms?<\/strong><\/p>\n<p>Most GEO platforms lean on API calls and simulated prompts. Mention Network doesn\u2019t. We crowdsource real user interactions with AI, capturing the exact language, intent, and context that actual consumers use, not guesswork. As more users join, the dataset scales on its own, giving you a live, organic pulse of how your brand shows up across every major LLMs.<\/p>\n<p>\ud83d\udcca <strong>What intel does Mention Network provide?<\/strong><\/p>\n<p>Mention Network lets you access your brand’s:<br \/>– Visibility on AI<br \/>– Share of Voice<br \/>– Website Citation Share<br \/>– Top Performing Topics<br \/>– Top Performing Prompts<br \/>– Geography Distribution Map<br \/>– Sentiment on AI<br \/>– Recommended Priority Actions<\/p>\n<p>What’s next?<br \/>– Trending on AI: a real-time dashboard that tracks what topics, products, and brands are trending across major LLMs globally, providing in-depth analytics for brands to benchmark competitors, understand the sentiment, and thrive in AI conversations.<\/p>\n<p>\ud83e\uddd1\ud83c\udffb\u200d\ud83d\udcbb <strong>Why do we build this?<\/strong><\/p>\n<p>As builders and growth hackers, we\u2019re betting on a future where everything runs through AI. That\u2019s why we\u2019re building a platform that lets brands track and amplify their presence inside AI answers, powered by decentralized GEO infrastructure built for the new internet.<\/p>\n<p>\ud83d\ude4b\ud83c\udffb <strong>Who is it for?<\/strong><\/p>\n<p>Mention Network is for everyone. Whether you\u2019re running a scrappy SME or a full-scale enterprise, we surface the hidden AI data that keeps your brand ahead of the curve. Agencies can even white-label the whole stack: your name, your logo, your dashboard, your clients leveling up. One panel to rule it all.<\/p>\n<\/p>\n<p>Jump in at <a href=\"http:\/\/mention.network\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mention.network<\/a>. Onboard in under 30 seconds, try it for free, and tell us what to improve.<\/p>\n<\/p>\n<p>Happy to answer all of your questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>54<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leejames\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leejames<\/a> good explaination sir ,excited for the future where GEO will outperform SEO<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@leejames\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leejames<\/a> cool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leejames\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leejames<\/a> Onboarding in 30 seconds is slick. Will you expand to mobile?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How can it detect a brand is mentioned ?<\/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>Finished my first step and now waiting for the report to see if it have any different to other GEO tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7961a8d1-ae28-4416-9e6a-050ef53f3919.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>nice product! the question seem more relatable than other platforms. really enjoy target audiences part, only mention network make it so clear and easy to understand what i’m doing. just wonder could you guys expand the prompts for free tier? I think even if you guys expand the prompt amount for free tier it won’t effect your system or cost much! And it could be more attract to first phase users like us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kudos team!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Mention Network this week and damn, this solves a problem I didn\u2019t even realize was killing brands.<\/p>\n<p>Every answer I get from ChatGPT is basically a zero-click search, so it makes total sense that showing up inside AI replies is the new SEO. The AI Visibility Report was eye-opening. I could literally see which brands the models prefer and how often they get mentioned.<\/p>\n<p>Great work team!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7d43db4-0c0a-484a-991a-922745225bf6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just created a brand report. How long would it take to finish my report?<\/p>\n<p>Anw great product though, i’ve used profound and athenahq before but the data was kinda hard to understand to me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hands down the most important tool I\u2019ve used since traditional SEO died.<\/p>\n<p>The feed of trending AI prompts is weirdly addictive, the visibility reports are stupidly detailed, and getting rewarded just for using AI like I already do feels like cheating. <\/p>\n<p>If you care about where your brand shows up when people ask ChatGPT anything, you need this <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried the onboarding flow, super fast! Really curious to explore my report and compare results across models. Great job building this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Mention Network and it honestly opened my eyes. I always assumed AI talked about brands the same way search does\u2026 it doesn\u2019t. The report was quick, clean, and showed stuff I\u2019d never catch on my own. Super helpful if you care about how AI recommends products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a young marketer, Mention Network just clicked for me. Every day I see people asking AI for product advice, so knowing how often a brand actually shows up in those answers is a game-changer. The report is clean, fast, and way more real than traditional SEO tools. 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{"id":65,"date":"2025-12-09T10:27:51","date_gmt":"2025-12-09T02:27:51","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/09\/2025-12-08\/"},"modified":"2025-12-09T10:27:51","modified_gmt":"2025-12-09T02:27:51","slug":"2025-12-08","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/09\/2025-12-08\/","title":{"rendered":"PH\u70ed\u699c | 2025-12-08"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-08<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2025-12-08<\/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\/5SX6OFGFCOMBJY\" class=\"app-title\">MultiDrive<\/a><\/p>\n<div class=\"one-liner\">Free disk cloning, backup and erasing software<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">360<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MultiDrive\u662f\u4e00\u6b3e\u514d\u8d39\u3001\u65e0\u9650\u5236\u7684Windows\u78c1\u76d8\u5de5\u5177\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u56fe\u5f62\u754c\u9762\u6216\u547d\u4ee4\u884c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5347\u7ea7\u786c\u76d8\u3001\u7cfb\u7edf\u5d29\u6e83\u540e\u6062\u590d\u3001\u5b89\u5168\u64e6\u9664\u65e7\u78c1\u76d8\u4ee5\u53ca\u5168\u76d8\u5907\u4efd\u7b49\u573a\u666f\u4e0b\uff0c\u5bf9\u53ef\u9760\u3001\u6613\u7528\u4e14\u514d\u8d39\u7684\u4e13\u4e1a\u7ea7\u78c1\u76d8\u64cd\u4f5c\u5de5\u5177\u7684\u9700\u6c42\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\/9b3a39cd-c473-431e-9d8f-ec1142b26802.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cec946a-3b4a-4bfc-83c0-07e96047ae2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0fe32bf-74c5-42cc-a932-4d1d1792d728.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/463b0429-c1fb-40bc-a090-43fea23214ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43a301c2-6504-4946-b263-7d08abaff2ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc128cb6-5c3a-4575-b072-0d8a21ce4f2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df550cf8-6347-4075-a0ed-eff9ead90dcd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c641cb8-f4f7-4bba-ab12-5aa5bb2e8680.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\/4c91fae4-9aa9-47ff-9adf-6aa6bd5611cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EQ1v3Ndk6K0?feature=shared\"><source src=\"https:\/\/youtu.be\/EQ1v3Ndk6K0?feature=shared\" 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\">Windows<\/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\">\u78c1\u76d8\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5907\u4efd<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u64e6\u9664<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Windows\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u78c1\u76d8\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/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\u771f\u6b63\u514d\u8d39\u201d\u6a21\u5f0f\u53ca\u7b80\u6d01\u9ad8\u6548\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u8be2\u95ee\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u652f\u6301\u589e\u91cf\/\u5dee\u5f02\u5907\u4efd\uff08\u5b98\u65b9\u56de\u590d\u76ee\u524d\u4ec5\u652f\u6301\u6247\u533a\u7ea7\u5168\u76d8\u514b\u9686\uff09\u3001\u672a\u6765\u8de8\u5e73\u53f0\u652f\u6301\uff08Linux\/macOS\u5df2\u5728\u89c4\u5212\uff09\u3001\u4ee5\u53ca\u5546\u4e1a\u6a21\u5f0f\uff08\u6838\u5fc3\u529f\u80fd\u6c38\u4e45\u514d\u8d39\uff0c\u672a\u6765\u6216\u4e3a\u4e13\u4e1a\u9700\u6c42\u6dfb\u52a0\u4ed8\u8d39\u5c42\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MultiDrive\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\u7684\u9762\u4e16\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u78c1\u76d8\u5de5\u5177\u5e02\u573a\u201c\u529f\u80fd\u4ed8\u8d39\u5899\u201d\u73b0\u8c61\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\u2014\u2014\u6247\u533a\u7ea7\u514b\u9686\u4e0e\u64e6\u9664\u5df2\u662f\u6210\u719f\u65b9\u6848\u2014\u2014\u800c\u5728\u4e8e\u5176\u575a\u51b3\u7684\u201c\u514d\u8d39\u65e0\u9650\u5236\u201d\u5b9a\u4f4d\u4e0e\u6781\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u805a\u7126\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u666e\u901a\u7528\u6237\u4e0eIT\u4e13\u4e1a\u4eba\u58eb\u7684\u5171\u540c\u75d2\u70b9\uff1a\u524d\u8005\u82e6\u4e8e\u590d\u6742\u64cd\u4f5c\uff0c\u540e\u8005\u538c\u70e6\u5de5\u5177\u8f6f\u4ef6\u7684\u201c\u5957\u8def\u5f0f\u201d\u5546\u4e1a\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u80cc\u540eAtola\u516c\u53f8\u7684\u4e13\u4e1a\u6570\u636e\u6062\u590d\u4e0e\u53d6\u8bc1\u80cc\u666f\uff0c\u4e3a\u8fd9\u6b3e\u514d\u8d39\u5de5\u5177\u63d0\u4f9b\u4e86\u53ef\u4fe1\u5ea6\u80cc\u4e66\uff0c\u4e5f\u63ed\u793a\u4e86\u5176\u6df1\u5c42\u6218\u7565\uff1a\u4ee5MultiDrive\u4f5c\u4e3a\u9ad8\u6548\u7684\u54c1\u724c\u89e6\u70b9\u548c\u4fe1\u4efb\u6784\u5efa\u5668\uff0c\u5f15\u6d41\u81f3\u5176\u9ad8\u5229\u6da6\u7684\u4e13\u4e1a\u786c\u4ef6\u5de5\u5177\u4e1a\u52a1\u3002\u8fd9\u662f\u4e00\u79cd\u5178\u578b\u7684\u201c\u514d\u8d39+\u4e13\u4e1a\u201d\u7ec4\u5408\u62f3\uff0c\u7528\u514d\u8d39\u5de5\u5177\u5efa\u7acb\u5e7f\u6cdb\u7528\u6237\u57fa\u7840\u548c\u53e3\u7891\uff0c\u4ece\u800c\u5de9\u56fa\u5176\u5728\u4e13\u4e1a\u5e02\u573a\u7684\u6743\u5a01\u5f62\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u201c\u4ec5\u652f\u6301\u5168\u76d8\u514b\u9686\u201d\u7684\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u5f3a\u8c03\u53ef\u9760\u6027\u4e0e\u5bf9\u95ee\u9898\u78c1\u76d8\u517c\u5bb9\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u4e3b\u52a8\u653e\u5f03\u4e86\u9700\u8981\u9891\u7e41\u3001\u5feb\u901f\u5907\u4efd\u7684\u7528\u6237\u5e02\u573a\u3002\u8fd9\u4e00\u5b9a\u4f4d\u9009\u62e9\u6e05\u6670\u8868\u660e\uff0c\u5176\u9996\u8981\u670d\u52a1\u5bf9\u8c61\u662f\u5904\u7406\u201c\u78c1\u76d8\u751f\u547d\u5468\u671f\u5173\u952e\u8282\u70b9\u201d\uff08\u5982\u8fc1\u79fb\u3001\u62a5\u5e9f\uff09\u7684\u7528\u6237\uff0c\u800c\u975e\u65e5\u5e38\u7cfb\u7edf\u7ef4\u62a4\u8005\u3002\u672a\u6765\u82e5\u6dfb\u52a0\u589e\u91cf\u5907\u4efd\u7b49\u9ad8\u7ea7\u529f\u80fd\uff0c\u5f88\u53ef\u80fd\u6210\u4e3a\u5176\u89c4\u5212\u4e2d\u7684\u4ed8\u8d39\u5206\u754c\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMultiDrive\u662f\u4e00\u6b3e\u6218\u7565\u610f\u4e49\u5927\u4e8e\u529f\u80fd\u521b\u65b0\u7684\u4ea7\u54c1\u3002\u5b83\u7528\u7eaf\u7cb9\u7684\u5de5\u5177\u5c5e\u6027\uff0c\u5728\u5145\u65a5\u7740\u8bd5\u7528\u9650\u5236\u3001\u5e7f\u544a\u5f39\u7a97\u548c\u529f\u80fd\u9609\u5272\u7684\u5e02\u573a\u4e2d\uff0c\u6811\u7acb\u4e86\u4e00\u4e2a\u6e05\u723d\u7684\u6807\u6746\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u8003\u9a8c\u56e2\u961f\u80fd\u5426\u5728\u575a\u6301\u201c\u6838\u5fc3\u514d\u8d39\u201d\u627f\u8bfa\u4e0e\u63a2\u7d22\u53ef\u6301\u7eed\u5546\u4e1a\u6a21\u5f0f\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MultiDrive<\/span>\n <\/div>\n<div class=\"comment-content\">MultiDrive is a free Windows tool that lets you clone, back up, and securely wipe entire drives. Use a simple GUI or a powerful CLI \u2014 whatever fits your workflow. Move to a new PC by cloning your drive, back up your data to avoid loss, and safely wipe a disk before selling it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello PH community! \ud83d\udc4b<\/p>\n<p>I\u2019m Tetiana, product manager at Atola Technology.<\/p>\n<p>We are excited to launch <strong>MultiDrive<\/strong>, a free Windows tool for backing up, cloning and erasing drives!<\/p>\n<p>We built it with one core belief: essential disk operations – cloning, erasing, and full backups – <strong>should be free and accessible to everyone<\/strong>. Thus, MultiDrive is simple enough for anyone to use and powerful enough for professionals.<\/p>\n<p>When I say it\u2019s free, I mean truly free: no upgrade pop-ups, no feature limits, no registration.<\/p>\n<p><strong>What you can do with MultiDrive:<\/strong><br \/>– Move all your data when upgrading to a new drive<\/p>\n<p>– Recover after an operating system crash<\/p>\n<p>– Erase every byte of drive\u2019s data before recycling or reselling the drive<\/p>\n<p>– Fully backup your additional USB stick or SSD with important data<\/p>\n<p>– Clone data from your failing drive with bad sectors<\/p>\n<p>– If you have a bunch of drives to process, run multiple tasks in parallel<\/p>\n<p>We plan to keep all current features free and later add extra paid features.<br \/>Atola also builds professional digitall forensic and data recovery tools, so MultiDrive benefits from that expertise.<\/p>\n<p>We would love to hear your feedback! \u2764\ufe0f<\/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\">\n<p>Hey PH people!<\/p>\n<\/p>\n<p>I am Vitaliy, CTO at Atola Technology. After 17 years of digging deep into drives, I got tired of seeing basic disk operations locked behind paywalls. Some companies killed their free versions, while others have hidden drive cloning in their paid tiers, and overall, it feels way more complicated than it should be. One of my turning points was when I once tried to help one guy fully erase a USB drive on Windows 11. I was sure it should be simple but I ended up sending him a set of CLI commands via DiskPart \ud83d\ude2b<\/p>\n<\/p>\n<p>Our goal with MultiDrive is straightforward: make disk operations simple enough that even my mum could plug in a USB stick and erase or back it up. Without ads, nag screns, and annoying upsells.<\/p>\n<\/p>\n<p>Hope you\u2019ll find it useful. Happy to answer anything! \ud83d\ude0a<\/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>I’ve used the CLI tool myself. It does a commendable job. Really a useful tool<\/p>\n<p>Congrats on the launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Despite the fact that I think MultiDrive’s GUI is gorgeous, the CLI is the true geek way to use this kind of tool. Automation is king! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid. Quick question: does MultiDrive support incremental or differential backups, or is it focused strictly on full-drive cloning? That would make it much more flexible for regular system maintenance.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks a lot for your question and kind words!<\/p>\n<p>MultiDrive is designed as a sector-by-sector cloning and backup tool. Because of this approach, we currently don\u2019t support incremental or differential backups.<\/p>\n<p>Instead, we focus on full-drive or range-based backups, which are more reliable when the source drive has issues (e.g. bad sectors) and ensure a complete 1:1 copy.<\/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>This is great. A free, no-limit cloning and backup tool is rare. Excited to try it!<\/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\/@alia_soni1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alia_soni1<\/a> Thanks a lot for the kind words! \ud83d\ude4c<br \/>We wanted to make this kind of tool available and easy to use for everyone – from individual users to businesses. \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 with the launch! It is really useful! What is your business strategy and monetization model for this tool? <\/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\/@mark_opanasiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_opanasiuk<\/a> Thank you so much! \ud83e\udef6<\/p>\n<p>For now, MultiDrive is completely free. We plan to keep the core tool free and later introduce optional advanced features for professional use.<br \/>We\u2019ll think about the monetization model later – right now we\u2019re focusing on gathering feedback and understanding what else we can build for our users. \ud83d\ude42<\/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><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> thanks for this great tool and letting users like me search for a reliable and good cloning tool without paying a penny. I tried many of the tools as your CTO said, that they are hiding behind the paywalls. Thanks for this great tool and let me inform you, that I am planning to move to a new machine and it will help me a lot on that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@foyjul_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@foyjul_i<\/a> We\u2019re so happy to hear that MultiDrive is helpful for you! Thank you so much for your kind words. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome idea! Hope you get 1st today!<\/p>\n<\/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\/@juliayugo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juliayugo<\/a> Thank you so much! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>\u0441lean, clone, and conquer. love how straightforward this is – no fluff, just pure utility. congrats on your launch \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enesterenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enesterenko<\/a> Thank you so much! \ud83d\ude4c <\/p>\n<p>Your comment made our team smile – this is exactly the experience we hoped to deliver! \ud83d\ude80\u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks handy. GUI for quick stuff, CLI for scripts. I mostly wipe drives before selling and clone when swapping SSDs. Got burned once by a dead drive. Does it do incremental\/diff backups or just full clones? Would make weekly backups a lot easier.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you! \ud83d\ude4c<br \/>For now, we do sector-by-sector backup and cloning, which is more reliable for booting up. we don\u2019t support incremental or differential backups yet.<br \/>With CLI you can automate your workflow, as well as scheduling tasks. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting product!! \ud83d\udc4f\ud83c\udffb Congratulations \ud83d\udc4f\ud83c\udffb \ud83c\udf89 <\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you so much! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats <a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> <a href=\"https:\/\/www.producthunt.com\/@olexandr_chalyi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olexandr_chalyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olexandr_chalyi<\/a> <a href=\"https:\/\/www.producthunt.com\/@tetiana_hrybok\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hrybok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hrybok<\/a> ! \ud83c\udf89<br \/>Will Linux\/macOS versions be on the roadmap?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you so muc, Kate!! \ud83e\udef6<br \/>We built UI on Avalonia, this is a .NET cross-platform UI framework, so we are planning to add Linux\/Macos 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><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thank you so much \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are you planning to launch on macOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattpawluk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattpawluk<\/a> Sure, MultiDrive is built on Avalonia, a cross-platform UI framework. So we are planning to add Linux\/Mac support. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You get my upvote for keeping it totally free, well done!<\/p>\n<p>Still curious to know how you derive revenue out of this. Any ads involved?<\/p>\n<\/p>\n<p>Best wishes for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Thank you \ud83e\udef6<br \/>No registration, no ads \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Thank you so much for the support, we really appreciate it! \ud83d\ude4c<\/p>\n<p>And great question. I can expand a little. We\u2019ve made a very deliberate decision with MultiDrive: No ads, no data collection, no upsells, no tracking.<\/p>\n<p>MultiDrive is completely free, and all current features will remain free forever.<\/p>\n<p>Two benefits for us:<\/p>\n<p>1. Goodwill + awareness<br \/>People learn who we are through MultiDrive, and some eventually discover our pro-grade tools used by labs and law enforcement (forensic hardware tools are our primary business generating income, which helps cover passion projects like MultiDrive \ud83d\ude0a)<\/p>\n<p>2. Future optional paid add-ons (very limited)<br \/>If we introduce paid features in the future, they would be separate <em>premium layers<\/em> for niche professional needs, never touching the free functionality people rely on today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I decide what to clone and what not to clone while cloning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a> I would underline that it’s a byte-to-byte cloning. That said, there is a way to clone separate partitions or parts of drives. For that you have to select your source and target drives and then click <strong>Options<\/strong>.<\/p>\n<\/p>\n<p>The sliders define the start and end offsets for your task. Remember, though, that the entire software is disk-level, not file-level.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6dfacb3-2412-46ff-a093-defcf7c54ffb.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>Congrats on the launch! The Parallel Operations feature looks super useful for sysadmins managing multiple migrations. Curious\u2014how are you differentiating this from Clonezilla (besides the obviously better UI)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anastasiia_tilinina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasiia_tilinina<\/a> That\u2019s a great question! \ud83d\ude4c<br \/>Clonezilla has a text-based interface and is mainly for Linux machines, while MultiDrive offers both a GUI and a CLI, and both are very user-friendly. It\u2019s designed to be useful for a much wider audience. Additionally, MultiDrive supports multiple operations at the same time, can pause and resume long tasks, includes secure wiping, and many other features that Clonezilla doesn\u2019t offer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, team! Looks amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@debadrita_banik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debadrita_banik<\/a> Thank you so much for your kind words! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Can it handle drives with multiple partitions without issues?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> sure, it does. \ud83d\ude42<br \/>MultiDrive handles drives with multiple partitions, as well as you can run multiple tasks at the same 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<ol>\n<li>\n<p>Where are those data stored? <\/p>\n<\/li>\n<li>\n<p>Is there any limit for memory? <\/p>\n<\/li>\n<li>\n<p>What will be the pricing for the service? <\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <br \/>1. Data about completed and paused tasks is stored in a single local database file. You can always delete the file and start using MultiDrive from scratch. Let me know if I’ve gotten your question right \ud83d\ude42<\/p>\n<p>2. There are no limits on drive capacity for cloning, backing up, restoring, or erasing. These could easily be multi-terabyte drives. <\/p>\n<p>MultiDrive itself doesn’t require much memory to run eating a few hundreds of MB in your RAM when working.<\/p>\n<p>3. We hope to do so in the future. One possible scenario is building specialized MultiDrive version for some B2B market segment. For a while, from my perspective, it’s crucial that we claim on the <a href=\"http:\/\/multidrive.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">multidrive.io<\/a> homepage that all the current functionality users rely on will stay free forever! \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations on the launch and super useful software.<\/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\/@alexander_gifford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_gifford<\/a> Thank you so much! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats with the launch! Onward and upward!<\/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\/@tima_fey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tima_fey<\/a> Thank you so much! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! Are you planning to extend your offering to MacOS?<\/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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Sure! MultiDrive is based on Avalonia, a .NET cross-platform UI framework. <\/p>\n<p>We are planning to add Linux and macOS support! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for hunting!<\/p>\n<\/p>\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> for being part of the great launch!<\/p>\n<\/p>\n<p>I\u2019m someone who\u2019s personally experienced data loss from deleted space, so I know how important this really is.<\/p>\n<\/p>\n<p>I\u2019m curious: What are the main alternatives as of December 2025? And in what ways do you stand out from them?<\/p>\n<\/p>\n<p>(hardware and software)<\/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>Thank you a lot! We are so thankful to <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> and to you <a href=\"https:\/\/www.producthunt.com\/@byalexai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> for your advice. As of your question, some of the main alternatives are Macrium, EaseUS, Hasleo, AOMEI, and Clonezilla (as mentioned here). <\/p>\n<p>The biggest difference is that MultiDrive is a completely free solution – no ads, no limits, no hidden promos. We\u2019re very open about what we do and what features we offer.<\/p>\n<p>Our GUI and CLI are modern and easy to use. <\/p>\n<p>MultiDrive also supports multiple operations at the same time, the ability to pause and resume long tasks, backups in .zip format, and \u2014 importantly \u2014 it can back up and clone failing or unstable drives. <\/p>\n<p>So if you have an older drive and want to keep its data alive, MultiDrive can help with that. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi all! <\/p>\n<p>I\u2019m Yulia from the MultiDrive team. <\/p>\n<p>Thank you to everyone who\u2019s trying MultiDrive, asking questions, and sharing feedback, it really means a lot to us!<\/p>\n<p>One of the things we focused on with MultiDrive is robustness. It handles read errors intelligently, gives you detailed logs, and supports multi-drive parallel tasks, and it won’t unexpectedly give up on a task it started! This capacity is usually found only in paid tools, while we like to keep it free for all, at least all the current functionality.<\/p>\n<p>Meanwhile, the interface stays minimal and friendly, so anyone can use it.<\/p>\n<p>If you run into any edge cases or have ideas for future features, we\u2019d really love to hear them! We hope MultiDrive saves you time (and nerves \ud83d\ude05).<\/p>\n<p>Thank you for supporting our launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When are you coming to macOS <a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> \ud83d\ude4f<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Thank you!! \ud83d\ude4c We\u2019re gathering feedback right now, so we don\u2019t have an ETA yet for macOS. <\/p>\n<p>But it\u2019s definitely on our roadmap, and we\u2019ll be back with a new launch when it\u2019s ready! \ud83d\ude80\ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Going to try this out. Super clean UI.<\/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\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Thank you! \ud83d\ude0a<br \/>We\u2019d love to hear your feedback once you try it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very clean, simple hard drive management! Is it only for Windows??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Thank you! \ud83d\ude0a Yes, it\u2019s Windows-only for now, but MultiDrive is built on a cross-platform framework (Avalonia), so Linux and macOS support are coming 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>This could definitely save lots of money! Does the speed of process depend on the size of drives? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Nope. The speed depends on the linear read\/write speed of the drives involved in the process. The performance is defined by the speed of the slowest participant: source or target drive. In case of Erase process, it is only the linear writing speed of the target drive that matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N4CD3TOAWACDGX\" class=\"app-title\">SciSpace BioMed Agent <\/a><\/p>\n<div class=\"one-liner\">Your AI Co-Scientist for Biomedical Research<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">337<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u751f\u7269\u533b\u5b66\u7814\u7a76\u8bbe\u8ba1\u7684\u9886\u57df\u539f\u751fAI\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u6574\u5408150\u591a\u79cd\u5de5\u5177\u548c100\u591a\u4e2a\u5b66\u672f\u6570\u636e\u5e93\uff0c\u5728\u5355\u4e00\u5e73\u53f0\u5185\u89e3\u51b3\u7814\u7a76\u4eba\u5458\u56e0\u5de5\u5177\u788e\u7247\u5316\u800c\u5bfc\u81f4\u7684\u6d41\u7a0b\u4e2d\u65ad\u3001\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\uff0c\u5b9e\u73b0\u4ece\u6587\u732e\u5206\u6790\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u5230\u6570\u636e\u89e3\u8bfb\u7684\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cb392cc-94a7-4b36-a886-ebe61cd6e885.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12bf955e-f43d-453e-9199-57c8cb1932d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47a7d3a2-392f-4493-90bf-ba35841fb864.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b9723e0-398c-4330-9477-5f914706e4ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c43ce3b-4b37-4c32-bea2-a880a4fa1caf.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\/bdf9c4ba-d50d-4554-9f37-7e9daff42917.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=v_vKRVyXh_o\"><source src=\"https:\/\/www.youtube.com\/watch?v=v_vKRVyXh_o\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Science<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u79d1\u7814\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u533b\u5b66\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u7ec4\u5b66\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u836f\u7269\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u4e34\u5e8a\u57fa\u56e0\u7ec4\u5b66<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u5b9e\u9a8c\u5ba4\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/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\u7814\u7a76\u5de5\u5177\u788e\u7247\u5316\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5b83\u80fd\u663e\u8457\u63d0\u5347\u6548\u7387\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u6df1\u5ea6\u7406\u89e3\u751f\u7269\u533b\u5b66\u590d\u6742\u6027\u7684\u80fd\u529b\uff1b\u80af\u5b9a\u5176\u5c06\u8ba1\u7b97\u5206\u6790\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1\u7ed3\u5408\u7684\u5b9e\u7528\u6027\uff1b\u671f\u5f85\u5176\u5728\u8de8\u5b66\u79d1\u6c9f\u901a\uff08\u5982\u7cbe\u795e\u5065\u5eb7\u4e0e\u666e\u901a\u533b\u5b66\uff09\u7b49\u65b9\u5411\u62d3\u5c55\uff1b\u5e76\u8be2\u95ee\u4e0e\u73b0\u6709\u4e34\u5e8a\u7ea7\u53d8\u5f02\u89e3\u8bfb\u5de5\u5177\uff08\u5982VarSome\uff09\u7684\u6027\u80fd\u5bf9\u6bd4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SciSpace BioMed Agent\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4f20\u7edf\u751f\u7269\u533b\u5b66\u7814\u7a76\u8303\u5f0f\u7684\u4e00\u6b21\u201c\u96c6\u6210\u5f0f\u9769\u547d\u201d\u3002\u5b83\u76f4\u51fb\u8be5\u9886\u57df\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u9ad8\u5ea6\u788e\u7247\u5316\u7684\u5de5\u5177\u751f\u6001\u3002\u7814\u7a76\u4eba\u5458\u957f\u671f\u5728\u6587\u732e\u6570\u636e\u5e93\u3001\u5206\u6790\u8f6f\u4ef6\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u5de5\u5177\u4e4b\u95f4\u75b2\u4e8e\u5207\u6362\uff0c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u6548\u7387\u635f\u8017\u3002\u6b64\u4ea7\u54c1\u8bd5\u56fe\u7528\u201cAI\u667a\u80fd\u4f53\u201d\u8fd9\u4e00\u7edf\u4e00\u63a5\u53e3\uff0c\u5c06\u6563\u843d\u7684\u5de5\u5177\u94fe\u7f16\u7ec7\u6210\u8fde\u8d2f\u7684\u5de5\u4f5c\u6d41\uff0c\u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u6d41\u7a0b\u518d\u9020\u201d\u800c\u975e\u5355\u4e00\u529f\u80fd\u589e\u5f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u201c\u6df1\u5ea6\u201d\u4e0e\u201c\u53ef\u9760\u6027\u201d\u3002\u8bc4\u8bba\u4e2d\u201c\u7406\u89e3\u751f\u7269\u533b\u5b66\u590d\u6742\u6027\u201d\u7684\u8d5e\u8a89\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u6210\u8d25\u5173\u952e\uff1a\u5b83\u80fd\u5426\u8d85\u8d8a\u8868\u9762\u4fe1\u606f\u6574\u5408\uff0c\u5b9e\u73b0\u771f\u6b63\u4e13\u4e1a\u7684\u9886\u57df\u63a8\u7406\uff1f\u4f8b\u5982\uff0c\u5728\u53d8\u5f02\u89e3\u8bfb\u6216\u514b\u9686\u8bbe\u8ba1\u7b49\u5173\u952e\u73af\u8282\uff0c\u5176\u7ed3\u8bba\u7684\u53ef\u4fe1\u5ea6\u3001\u53ef\u91cd\u590d\u6027\u53ca\u4e0e\u91d1\u6807\u51c6\u5de5\u5177\u7684\u4e00\u81f4\u6027\uff0c\u5c06\u662f\u7814\u7a76\u4eba\u5458\u80fd\u5426\u4ece\u201c\u5c1d\u8bd5\u201d\u8f6c\u4e3a\u201c\u4f9d\u8d56\u201d\u7684\u51b3\u5b9a\u56e0\u7d20\u3002\u5f53\u524d\u5c55\u793a\u7684\u66f4\u591a\u662f\u201c\u8fde\u63a5\u201d\u7684\u80fd\u529b\uff0c\u800c\u751f\u7269\u533b\u5b66\u7814\u7a76\u7684\u4e25\u82db\u6027\u8981\u6c42\u7684\u662f\u201c\u7cbe\u51c6\u5224\u65ad\u201d\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u6570\u636e\u58c1\u5792\u95ee\u9898\u503c\u5f97\u5173\u6ce8\u3002\u96c6\u6210\u5927\u91cf\u4e13\u4e1a\u6570\u636e\u5e93\u548c\u8f6f\u4ef6\u5fc5\u7136\u6d89\u53ca\u590d\u6742\u7684\u6388\u6743\u4e0e\u5408\u89c4\uff0c\u5176\u201c\u7edf\u4e00\u5e73\u53f0\u201d\u7684\u4fbf\u5229\u6027\u80fd\u5426\u6301\u7eed\uff0c\u4e14\u4e0d\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u6602\u8d35\u7684\u8ba2\u9605\u8d1f\u62c5\uff1f\u5b83\u5ba3\u79f0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u613f\u666f\uff0c\u4e0e\u53ef\u80fd\u5b58\u5728\u7684\u6280\u672f\u53ca\u6210\u672c\u95e8\u69db\u4e4b\u95f4\uff0c\u5b58\u5728\u9700\u8981\u5e73\u8861\u7684\u5f20\u529b\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u4ea7\u54c1\uff0c\u5b83\u63cf\u7ed8\u4e86AI\u9a71\u52a8\u79d1\u7814\u7684\u6e05\u6670\u672a\u6765\uff0c\u4f46\u5176\u80fd\u5426\u5728\u4e13\u4e1a\u7684\u6df1\u6c34\u533a\u7ad9\u7a33\u811a\u8ddf\uff0c\u5e76\u6784\u5efa\u53ef\u6301\u7eed\u7684\u751f\u6001\uff0c\u5c06\u662f\u4e0b\u4e00\u9636\u6bb5\u7684\u89c2\u5bdf\u91cd\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\">SciSpace BioMed Agent <\/span>\n <\/div>\n<div class=\"comment-content\">SciSpace BioMed is a domain-native AI Agent for biomedical research. Leveraging 150+ tools & 100+ academic databases\/software, it analyzes datasets, interprets variants, designs cloning, wet-lab workflows, aids rare-disease and therapeutic discovery, giving actionable insights across biology, medicine, and genomics.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks @benln for hunting us!<\/p>\n<p>Hello Product Hunt Community \ud83d\udc4b,<\/p>\n<p>I\u2019m Saikiran Chandha, founder of SciSpace.<\/p>\n<p>Today, we\u2019re excited to introduce the SciSpace BioMed Agent, a domain-tuned AI Co-Scientist built specifically for biology and medicine.<\/p>\n<p><strong>Why we built this?<\/strong><br \/>Biomedical researchers juggle scattered tools from literature search and pathway mapping to data analysis, protocol troubleshooting, and experiment design. Every step requires switching apps, losing context, and restarting analysis from scratch.<\/p>\n<p>We built the BioMed Agent to eliminate that fragmentation. It works like a research-native agent that understands biological concepts, reads your papers, ingests your datasets, interprets protocols, and runs your clinical workflows end-to-end, all in one place with a single prompt.<\/p>\n<p><strong>What does the Agent do?<\/strong><br \/>* Reduce complexity in biomedical research<br \/>* Automate repetitive workflows end-to-end<br \/>* Interpret multi-modal datasets (omics >> clinical >> wearables >> imaging)<br \/>* Augment human reasoning with deep biological insight<br \/>* Democratize advanced capabilities so every lab, student, and clinician can access expert-level analysis<br \/>* Bridge disciplines by connecting genetics, pathways, pharmacology, regulation, and disease biology<\/p>\n<p>In short, SciSpace BioMed Agent is here to make biomedical research faster, more accessible, and more effective.<\/p>\n<p><strong>Who is it for?<\/strong><br \/>PhD students, postdocs, biomedical researchers, and clinicians.<\/p>\n<p><strong>Key Features<\/strong><br \/>* Unified Interface: 150+ tools & 100+ academic databases and software in one platform<br \/>* Massive Research Corpus: Access the most relevant papers for evidence-grounded insights<br \/>* Interactive Outputs: Ask follow-ups, refine analyses, and iterate in real-time<br \/>* Smarter Literature Reviews: More relevant reviews with a customized table of insights<\/p>\n<p><strong>Primary Use Cases:<\/strong><br \/>* End-to-end biomedical data analysis<br \/>* Variant & genetic reasoning<br \/>* Clinical genomics intelligence<br \/>* Drug discovery & pharmacology<br \/>* Lab workflow automation (CRISPR, primers, cloning)<br \/>* Multi-omic & single-cell analysis<br \/>* Microbiome & real-world data interpretation<br \/>* Publication-ready figures, tables, and presentations<\/p>\n<p>Explore it now and see how fast your biomedical research can go \ud83d\udc49 <br \/><a href=\"https:\/\/scispace.com\/biomedical\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/scispace.com\/biomedical<\/a> <\/p>\n<p><strong>Explore SciSpace BioMed Agent today!<\/strong><br \/>Get exclusive Product Hunt access with a special launch discount \ud83d\udc49 <strong>PHB50 and get $50 off on annual plans<br \/><\/strong><br \/>Shout-out to our amazing team, this wouldn\u2019t exist without your passion and drive! Thanks to the PH community for inspiring makers every day.<\/p>\n<p><strong>We\u2019d love your thoughts \ud83d\ude42 <\/strong><br \/>Run it on your research projects, explore the workflows, and share feedback at <a href=\"mailto:community@scispace.us\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">community@scispace.us<\/a>. Your input is invaluable to us:)<\/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\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> <a href=\"https:\/\/www.producthunt.com\/@saikiranchandha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saikiranchandha<\/a> This launch means a lot to us. <\/p>\n<\/p>\n<p>Biomedical workflows are messy, slow, and far too fragmented, and we wanted to fix that in a real, practical way. Our team spent months building an agent that feels like a capable lab partner, not another interface to wrestle with. <\/p>\n<\/p>\n<p>Give it a try, and we\u2019d love to hear if it genuinely makes your biomedical research workflow smoother!<\/p>\n<\/p>\n<p>Cheers.<\/p>\n<p>Shanu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> <a href=\"https:\/\/www.producthunt.com\/@saikiranchandha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saikiranchandha<\/a> <\/p>\n<p>After more than two decades in healthcare and loves medicine just as much as he loves electronics and AI, I\u2019m always testing<\/p>\n<p>new platforms. Recently, I spent time comparing different AI agents \u2014 and SciSpace BioMed<\/p>\n<p>Agent stood out in a way I honestly didn\u2019t expect.<\/p>\n<p>What struck me wasn\u2019t just the speed. It was the depth.<\/p>\n<p>It is really a wonderful tool that closed a huge gape in the biomedical field especially in healthcare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> <a href=\"https:\/\/www.producthunt.com\/@saikiranchandha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saikiranchandha<\/a> Really like how you addressed fragmentation in research workflows. A unified agent experience can save so much time for teams working across datasets and literature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congratulations to the team.<\/p>\n<\/p>\n<p>This looks like exactly what the field needs: an AI that speaks the complex language of biomedics and connects the dots between datasets, literature, and experimental design. If it can reliably assist with cloning strategies or variant interpretation, it will become an essential part of the daily workflow. Fantastic achievement I should say \ud83e\udd1d<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you! That\u2019s exactly the gap we\u2019re aiming to close, giving researchers an AI agent that actually understands biomedical complexity and supports real lab decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 works in molecular biology, this sounds incredibly useful. I appreciate how it combines experimental design with data-driven insights, something I constantly need but rarely find in a single place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@latham_ryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@latham_ryan<\/a> Thanks! Great to know it\u2019s been helpful to you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@latham_ryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@latham_ryan<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 drawn to how this AI blends academic databases with real experimental workflows. That’s exactly what I need when I’m moving from literature review to designing practical steps in the lab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tish_vivenzio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tish_vivenzio<\/a> Glad it resonates! Thanks for sharing this:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tish_vivenzio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tish_vivenzio<\/a> Good to hear that:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You go my vote. Next step would be cross-discipline communication. Example: mental health <> general medicine. Just a thought.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks so much for the vote! And yes, cross-disciplinary communication is a valuable direction. We\u2019ll definitely keep this in mind:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love how this agent seems built for researches like me who constantly balance computational analysis and biological intuition. It honestly feels like a powerful sidekick for variant interpretation and experimental planning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zainab_adamu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zainab_adamu1<\/a> So good to hear! Supporting real computational-bio workflows is exactly why we built it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zainab_adamu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zainab_adamu1<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds perfect for me since I often struggle to connect datasets with experimental plans. Having an AI that truly understands genomics and wet-lab design would make my workflow smoother and more focused.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itohan_blessing_eigbadon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itohan_blessing_eigbadon<\/a> Thanks for your kind words:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@itohan_blessing_eigbadon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itohan_blessing_eigbadon<\/a> Good to hear that! Try it out and share your thoughts:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 constantly digging through research tools, I’m impressed by how this AI brings everything under one roof. It feels like something I’d keep open all day while planning workflows or exploring therapeutic angles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adebayo_fatima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adebayo_fatima<\/a> Love hearing this! So yeah, our whole idea was to cut down the tool-hopping biomedical researchers deal with every day. Glad you found it useful:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adebayo_fatima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adebayo_fatima<\/a> Thank you:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> The problem described here is painfully real. If this fixes that, it will save researchers so much mental energy. \ud83e\udde0\ud83e\uddbe<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ana_popescu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_popescu2<\/a> Exactly! Saving mental bandwidth for researchers was a big part of why we built this. Try it out and let us know your thoughts <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ana_popescu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_popescu2<\/a> True that! Explore it for yourself and let me know how it helped:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing! My lab group is definitely adopting this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arpitranjan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arpitranjan<\/a> Awesome! Hope it makes your workflow smoother and experiments easier:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@arpitranjan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arpitranjan<\/a> Great to hear that! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that it isn’t just another generic AI tool but something designed to real biomedical complexity. As someone who constantly cross-checks experiments and literature, I feel like this could give me clarity faster. It’s the kind of assistant I’ve wished for in the lab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tamar_waziri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamar_waziri<\/a> Thanks for your kind words:) And yes, that\u2019s exactly what we aimed for: to build an agent that actually understands the complexity of biomedical workflows and helps make sense of experiments and literature faster. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tamar_waziri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamar_waziri<\/a> Thanks for your support. Yes, it’s an AI agent built to understand biomedical language and not just another Chatbot. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For someone like me who spends hours interpreting variants, this feels like a real breakthrough. I’d love having an intelligent assistant that undersatnds the complexities behind biomedical datasets and delivers useful, targeted insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dick_carville\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dick_carville<\/a> Thanks for your kind words:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dick_carville\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dick_carville<\/a> Thank you! Do explore it and share 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\">Congrats.. very nice and clean website \ud83d\udc4f\ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thanks for your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love this. How does your variant interpretation compare to clinical-grade tools like VarSome or Illumina BaseSpace?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Really thoughtful product design. Congrats on the launch!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A super handy tool for decoding scientific papers\u2014just highlight anything confusing and get clear explanations instantly. The follow-up questions and smart, keyword-free search make research faster and much easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gaurav_mandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_mandal<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gaurav_mandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_mandal<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the agent support full multi-omics pipelines end-to-end or only specific workflow components?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>A unified AI agent for biomedical research was long overdue. SciSpace seems to be filling the gap. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thank you:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle ambiguous or low-quality datasets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 depth of biological reasoning you mentioned is impressive. Congrats on shipping! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thanks for your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks handy. If it can actually unpack gnarly methods and those dense tables, big win. The no keyword search sounds useful when I can\u2019t name the thing. Curious how it handles preprints vs paywalled PDFs. Saving for my next PubMed rabbit hole.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks! Give it a spin for paper discovery and let me know how it works for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks for your support. Oh yea, please give it a try to discover papers related to medicine and bio. It helps you get the most relevant papers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Fantastic work! \ud83d\ude80<br \/>I thiink this could seriously accelerate early-stage research.<br \/>Are you planning to introduce collaboration features so research teams can work inside the same agent environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks for your kind words! Collaboration features are definitely on our roadmap<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is incredibly exciting. <\/p>\n<\/p>\n<p>It feels like we’re witnessing a fundamental shift in how biomedical research is done. The potential for rare disease discovery here is particularly inspiring. <\/p>\n<\/p>\n<p>Best wishes for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Thanks for your kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Many thanks for your support:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this an Indian 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<\/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\/ZVGKYHSN6TGMV2\" class=\"app-title\">ACE Studio 2.0<\/a><\/p>\n<div class=\"one-liner\">The all-in-one AI music canvas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">304<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e86AI\u4eba\u58f0\u3001AI\u4e50\u5668\u548c\u751f\u6210\u5f0f\u6a21\u578b\u7684\u201cAI\u4f18\u5148\u201d\u97f3\u4e50\u5de5\u4f5c\u7ad9\uff0c\u4e3a\u72ec\u7acb\u521b\u4f5c\u8005\u63d0\u4f9b\u4e86\u4ece\u7075\u611f\u5230\u53d1\u5e03\u7684\u7aef\u5230\u7aef\u4e00\u4f53\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u521b\u4f5c\u8005\u5728\u97f3\u4e50\u5236\u4f5c\u4e2d\u7f3a\u4e4f\u56e2\u961f\u534f\u4f5c\u4e0e\u4e13\u4e1a\u5de5\u5177\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\/020c14e9-f0cf-4507-86e6-006beb5851ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a4ebd9e-daaa-48fd-8df0-dfd0f7e52a10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e88ece7-cc33-44da-9fc6-25ff023c8e00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c5cdca3-40f2-49f1-bcd2-ebe5c56de881.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\/0e7c9717-eb84-4b50-ab42-db25d9a3a395.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ncdTeDCPdto&t=1s\"><source src=\"https:\/\/www.youtube.com\/watch?v=ncdTeDCPdto&t=1s\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5de5\u4f5c\u7ad9<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u7f16\u66f2\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u97f3\u4e50\u4eba<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\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\u8d5e\u8d4f\u5176\u6d41\u7545\u7684\u4e00\u4f53\u5316\u5de5\u4f5c\u6d41\u3001\u5e72\u51c0\u7684\u754c\u9762\u4ee5\u53ca\u5bf9\u521b\u4f5c\u8005\u201c\u63a7\u5236\u611f\u201d\u7684\u91cd\u89c6\uff0c\u8ba4\u4e3a\u5176\u8d85\u8d8a\u4e86\u201c\u4e00\u952e\u751f\u6210\u201d\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u5bf9\u89c6\u9891\u914d\u4e50\u5de5\u4f5c\u6d41\u7684\u652f\u6301\u3001\u672a\u6765\u662f\u5426\u96c6\u6210\u97f3\u4e50\u53d1\u884c\u529f\u80fd\u3001\u4ee5\u53caAI\u80fd\u5904\u7406\u7684\u97f3\u4e50\u98ce\u683c\u8303\u56f4\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 ACE Studio 2.0\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740AI\u97f3\u4e50\u5de5\u5177\u4ece\u201c\u730e\u5947\u73a9\u5177\u201d\u5411\u201c\u4e13\u4e1a\u5de5\u5177\u201d\u7684\u5173\u952e\u8f6c\u6298\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u751f\u6210\u7b97\u6cd5\u7684\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u6e05\u9192\u7684\u4ea7\u54c1\u5b9a\u4f4d\uff1a**\u5c06\u79bb\u6563\u7684AI\u80fd\u529b\uff08\u4eba\u58f0\u3001\u4e50\u5668\u3001\u66f2\u5f0f\u751f\u6210\uff09\u5de5\u7a0b\u5316\u4e3a\u4e00\u4e2a\u53ef\u63a7\u3001\u53ef\u7f16\u8f91\u7684\u6807\u51c6\u5316\u5de5\u4f5c\u6d41**\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u5f53\u524dAI\u521b\u4f5c\u9886\u57df\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u751f\u6210\u6613\uff0c\u7cbe\u4fee\u96be\uff1b\u521b\u610f\u591a\uff0c\u843d\u5730\u5c11\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u56e2\u961f\u5bf9\u201c\u4eba\u7c7b\u9a7e\u9a76\u5458\u201d\u89d2\u8272\u7684\u575a\u6301\uff0c\u662f\u5bf9\u6297AI\u201c\u9ed1\u7bb1\u201d\u4e0e\u201c\u540c\u8d28\u5316\u201d\u98ce\u9669\u7684\u660e\u667a\u7b56\u7565\u3002\u5b83\u672c\u8d28\u4e0a\u552e\u5356\u7684\u4e0d\u662fAI\u7684\u201c\u81ea\u52a8\u5316\u201d\uff0c\u800c\u662f\u201c\u53ef\u9884\u6d4b\u7684\u589e\u5f3a\u201d\u3002\u901a\u8fc7\u5c06AI\u6a21\u5757\u5316\u4e3a\u5de5\u4f5c\u7ad9\u4e2d\u7684\u865a\u62df\u201c\u4e50\u624b\u201d\u548c\u201c\u5236\u4f5c\u4eba\u201d\uff0c\u5b83\u8ba9\u521b\u4f5c\u8005\u91cd\u65b0\u83b7\u5f97\u4e86\u97f3\u4e50\u751f\u4ea7\u4e2d\u7684\u201c\u7ed3\u6784\u6743\u201d\u548c\u201c\u5fae\u64cd\u6743\u201d\u3002\u8fd9\u4f7f\u5176\u7528\u6237\u753b\u50cf\u4ece\u201c\u597d\u5947\u7684\u4e1a\u4f59\u8005\u201d\u7cbe\u51c6\u8f6c\u5411\u4e86\u201c\u6709\u660e\u786e\u8868\u8fbe\u8bc9\u6c42\u7684\u4e25\u8083\u521b\u4f5c\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u4fdd\u8bc1\u5404AI\u6a21\u578b\u8f93\u51fa\u5728\u97f3\u8d28\u3001\u97f3\u4e50\u6027\u4e0a\u7684\u201c\u4e13\u4e1a\u7ea7\u201d\u7a33\u5b9a\u6027\uff0c\u662f\u80fd\u5426\u771f\u6b63\u8fdb\u5165\u4e13\u4e1a\u5e02\u573a\u7684\u95e8\u69db\u3002\u5176\u6b21\uff0c\u751f\u6001\u5c42\u9762\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5de5\u5177\uff0c\u5b83\u9700\u8981\u4e0e\u73b0\u6709\u7684\u97f3\u4e50\u5236\u4f5c\u3001\u53d1\u884c\u751f\u6001\uff08\u5982DAW\u3001\u6d41\u5a92\u4f53\u5e73\u53f0\uff09\u66f4\u6df1\u5ea6\u5730\u6574\u5408\uff0c\u5426\u5219\u6613\u6ca6\u4e3a\u5b64\u5c9b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u53d1\u884c\u529f\u80fd\u7684\u8be2\u95ee\uff0c\u6b63\u70b9\u4e2d\u4e86\u8fd9\u4e00\u8f6f\u808b\u3002\u6700\u540e\uff0c\u54f2\u5b66\u5c42\u9762\uff0c\u201c\u589e\u5f3a\u800c\u975e\u66ff\u4ee3\u201d\u7684\u53d9\u4e8b\u56fa\u7136\u6b63\u786e\uff0c\u4f46\u5de5\u5177\u7684\u5f3a\u5927\u672c\u8eab\u5c31\u5728\u91cd\u65b0\u5b9a\u4e49\u201c\u521b\u4f5c\u201d\u7684\u8fb9\u754c\uff0c\u56e2\u961f\u9700\u6301\u7eed\u601d\u8003\u5982\u4f55\u5f15\u5bfc\u5de5\u5177\u7528\u4e8e\u6fc0\u53d1\u539f\u521b\u6027\uff0c\u800c\u975e\u9ad8\u6548\u6a21\u4eff\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cACE Studio 2.0\u662f\u4e00\u6b21\u91cd\u8981\u7684\u8303\u5f0f\u63a8\u8fdb\u3002\u5b83\u4e0d\u518d\u95ee\u201cAI\u80fd\u505a\u51fa\u4ec0\u4e48\u97f3\u4e50\uff1f\u201d\uff0c\u800c\u662f\u95ee\u201c\u97f3\u4e50\u4eba\u60f3\u7528AI\u505a\u4ec0\u4e48\uff1f\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5728\u5185\u5bb9\u521b\u4f5c\u9886\u57df\uff0c\u4e00\u4e2a\u4ee5\u201c\u5de5\u4f5c\u6d41\u201d\u4e3a\u4e2d\u5fc3\u3001\u4eba\u7c7b\u4e3b\u5bfc\u7684AI\u5de5\u5177\u6a21\u578b\uff0c\u662f\u5426\u6bd4\u5355\u7eaf\u8ffd\u6c42\u751f\u6210\u6548\u679c\u5947\u89c2\u7684\u6a21\u578b\uff0c\u62e5\u6709\u66f4\u6301\u4e45\u7684\u751f\u547d\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\">ACE Studio 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">ACE Studio 2.0 is an AI-first music workstation that brings a whole lineup of AI models into one smooth workflow, from vocals and instruments to full-song generation and beyond, so a single creator can work like a full team from first idea to final release.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! (\u3003\u2200\u3003)<\/p>\n<p>I\u2019m Joe, the founder of ACE Studio, and I\u2019m excited to share ACE Studio 2.0 with you today.<\/p>\n<p>AI music is wild right now. Anyone can generate a track in seconds. But as this becomes normal, real music makers need more than a one-click \u201cmake a song\u201d button. They want control, structure, and the freedom to express their own ideas.<\/p>\n<p>That\u2019s where ACE Studio 2.0 comes in. It\u2019s an AI-first music workstation that brings AI vocals, AI instruments, and generative music models into one smooth workflow, so one creator can work like a full team, from idea to release.<\/p>\n<p>ACE Studio 2.0 is for anyone who has a music dream in their heart and needs more than one-click generation. We believe making music should be fun — and that fun shouldn\u2019t be taken away by AI.<\/p>\n<p>Cheers, and I\u2019d love for you to try it out and tell us what you think! \ud83c\udfa7\u2728<\/p><\/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\/@joe_guo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_guo1<\/a> Congrats on the launch! The focus on giving creators control rather than just one-click generation is exactly what the AI music space needs. Can’t wait to try the workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just tried it out and was truly amazed. <\/p>\n<\/p>\n<p>Now solo creators can manage AI vocals, instruments, and full songs just like a team. AI has ushered in the best era for creators. <\/p>\n<\/p>\n<p>I\u2019ve already shown my support, 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>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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Thank you Justin for the support and all. Yes, we truly believe AI as a tool can speed up human exploration and creation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you so much Justin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the Co-Founder & CTO of ACE Studio, I\u2019m incredibly excited to share that after an intense development period, ACE Studio 2.0 is finally live!<\/p>\n<p>We\u2019ve always wanted to make it easier for creators to turn the melodies in their minds into real, beautiful music. With 2.0, we\u2019re taking a big step toward making that experience smoother and more accessible for everyone.<\/p>\n<p>As the person leading the technical side, I\u2019m fully aware that there\u2019s still a lot we can improve, and yes, plenty of bugs we need to fix. But we\u2019re committed to continuously polishing the product and pushing the boundaries of what AI-powered music creation can become.<\/p>\n<p>Thank you all for your support and feedback. It truly motivates our team to keep building and refining ACE Studio into the tool that music creators deserve.<\/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 interface is really good. I saw some beta features like video to SFX and Video to Music. Does it help with adding sound effects to motion graphic videos also? If yes, then it will speed up my editing workflow for sure<\/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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a> Yes. Please try it out. It really easy to help explore music ideas for videos<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Mind blowing!<\/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\/@rissa_cao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rissa_cao<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rissa_cao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rissa_cao<\/a> Thank you Rissa!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you Rissa!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So does that mean I have the tools to beat Justin Bieber? \ud83e\udd23<\/p>\n<p>Also, what all genres can it play?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Haha exactly! If you want to go head-to-head with Justin Bieber, ACE Studio is definitely the perfect weapon!\ud83d\ude02 <\/p>\n<p>Our Generative tools can create almost any existing music style. As for the Vocal Synth models, they’re best at Pop, jazz, soul, country, and similar genres. And you should definitely try our child voices and opera voices, they’re super amazing!<\/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>ACE Studio 2.0 is here \ud83d\udca5<\/p>\n<\/p>\n<p>It carries our vision for the relationship between humans and AI:<\/p>\n<p><strong>Augment human intelligence and keep humans in the driver\u2019s seat.<\/strong><\/p>\n<\/p>\n<p>Hope you enjoy ACE Studio on your music creation journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like a big step forward for AI-assisted music making. Excited to explore it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thank you Victor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interface looks clean and inviting. Looking forward to testing it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks Luke, let me know if you encounter any issues. My email: <a href=\"mailto:joe@acestudio.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">joe@acestudio.ai<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks, making the interface simple and easy to use is our goal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What time we live in – you can write an album in a day and earn money on streaming. And use AI to create UGC content to promote it.<\/p>\n<p>I saw a guy today on Reddit who vibe-coded a product and sells AI-generated focus-music for work. <\/p>\n<p>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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> 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>What I just witnessed feels like watching lightning strike twice in the same spot.<\/p>\n<p>The days of needing an army to birth a symphony are over. AI has handed every dreamer the keys to a fully-staffed recording studio that fits in their pocket. We’re not just living through change – we’re surfing the tsunami of creative democratization.<\/p>\n<\/p>\n<p>Consider this my battle cry of endorsement. May your launch shake the foundations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> Thank you so much YUKI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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> Thank you! Your words have made us very honored!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 gave it a quick try and was honestly surprised by how smooth the workflow feels. It\u2019s rare to see vocals, instruments, and generation stitched together this well. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thank you for trying ACE out Sandy. Appreciate the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 damn promising!<\/p>\n<\/p>\n<p>I am wondering if you have any plans to allow creators to release their music directly through your platform in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Thanks for the support Polman. We’ll build an community for artists using ACE Studio to share their music as well as their personality and stories. We believe great music comes with great stories. With ACE Studio, creators can explore their ideas and express their stories in a smooth and fun way!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Maxine, Head of Operations at ACE Studio! I’m so excited to launch ACE Studio 2.0 on Product Hunt today. In this brand new version, we’ve integrated AI Vocal Synth, AI-driven Instrument Libraries, Generative Models, and AI tools such as stem splitter into a unified workspace, allowing musicians to better leverage AI capabilities while retaining creative control over their work. We’ve spent several months perfecting the models and user experience to finally bring you this upgrade. I’m confident that ACE Studio 2.0 will be your best companion in music creation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 a beautiful example of where AI creation tools <em>should<\/em> be heading.<\/p>\n<p>The first wave was \u201cone-click magic,\u201d but serious creators eventually hit the ceiling \u2014 no structure, no control, no ability to refine or imprint their own style.<\/p>\n<\/p>\n<p>ACE Studio 2.0 feels like the beginning of the second wave:<\/p>\n<p>AI that doesn\u2019t replace the artist, but <em>augments the entire creative workflow<\/em> end-to-end. Bringing vocals, instruments, and generative models into a unified canvas is exactly what\u2019s needed to let one person operate like a full studio.<\/p>\n<\/p>\n<p>Super polished launch. Congrats to the team \u2014 this is going to push the whole category forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dr_alaska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_alaska<\/a> Thank you Alaska. I resonate with your comments a lot. We genuinely believe that AI WILL NOT replace human artists. Because AI is not able to propose original ideas. And every era-defining music genre is original, and is condemned even by the early critics. So, no existing data, no RL magic(because the human feedback is noisy at the beginning). How can AI invent rock music before rock music is invented, right? We believe AI music will be nothing but another tool. Tools will not replace human creators, but tools will replace old tools. So, we are trying to build the future of music creation tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dr_alaska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_alaska<\/a> Thank you Alaska! You understand us so well! <strong>Augment human intelligence and keep humans in the driver’s seat<\/strong>, that is our vision for the relationship between humans and AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! I\u2019m especially curious about how the AI vocals 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\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thanks Carlvert. Basically, the AI vocalists will turn your melody and lyrics into human-level expressive vocal tracks. It’s very useful for music makers to test ideas with different singing style, or produce demo songs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats for the launch. This unlocks ai native music generation<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Keeping the fun\u2014and the ownership\u2014in the creative process feels like the right direction. 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\">ACE Studio 2.0 is a game-changer for solo music creators! Its all-in-one AI music workflow (vocals, instruments, full-song generation) turns a single artist into a full production team\u2014smooth, powerful, and perfect for taking ideas from concept to release. A must-try for anyone making music independently!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried this product, it’s amazing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congrats.. very cool .. your website looks very professional \ud83d\udc4f\ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Love that you\u2019re giving musicians control instead of replacing their creativity. How flexible are the AI vocals when it comes to different styles or genres?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks Viktor. We have 140+ AI vocalists, Rock, Country, Hiphop, Kpop, Ballad, Cinematic, Opera, even kids choir. And they all have parameters you can control the nuances. Besides, you can train your own custom voice on ACE Studio <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 there a way to identify existing melodies while creating? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashish_dubey11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashish_dubey11<\/a> Thank you! We have a model that can analyse midi from the audio if that’s what you ask<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Weekend tinkerer here. The one\u2011person workflow makes sense. Curious how the vocals sound and if it plays nice with my DAW \u2014 stems\/MIDI out? Also, does it run smooth on a 2019 MacBook. If it helps me finish drafts, that\u2019s tempting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> We provide the ACE Bridge plugin, so it integrates well with any DAW that supports VST3, AU, or AAX. Of course, you can also directly export the rendered audio and drag it into your DAW. You can hear vocal demos on our official website at <a href=\"https:\/\/acestudio.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/acestudio.ai\/<\/a>, or search for ACE Studio on YouTube to hear what others have created. As for a 2019 MacBook, since we can perform AI rendering entirely on cloud servers, it will work, but I’d say it won’t be as smooth as on a newer computer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you! The vocals sound pretty natural and expressive. And we have a bridge to connect with a DAW. It works fine on a 2019 MacBook.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a solid setup for solo creators who want more control over their tracks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Totally agree! Thank you Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 like a Canva for musicians! Ace studio definitely could ace music creation and I hope it has more control than Suno!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Yes! It’s exactly like Canva for musicians! Compared to the current Suno Studio, ACE Studio better supports the key feature of controlling melodies through MIDI. Musicians can first use our AI voices or AI instruments to sing\/play their own MIDI compositions, then use the magic of generative models to add more layers or enhance the entire section. This way, musicians can maintain control over their creative direction while saving a lot of tedious work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Yes! Exactly! Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thanks. It indeed has more control than Suno<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Our team once developed NetEase Cloud Music, which ranked second in the Chinese music market. We’ve observed that an increasing number of users prefer new original music over that from established artists. AI music creation has the potential to significantly accelerate this trend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_wy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_wy<\/a> A lot respect to NetEase music, you guys have the best taste and the best community. Totally agree that we need more newcomers in music world! and AI will definitely speed it up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_wy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_wy<\/a> It’s our honor to receive your comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guo is a fantastic founder. This project has potential\u2014it really looks like it could become the ‘Cursor for music.’ Keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@gofurther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gofurther<\/a> Thanks Charles. You know me personally? Who are you, my friend?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. What is the difference between ACE studio and Suno?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ray_luan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_luan<\/a> Thanks Ray. ACE Studio 2.0 is a music canvas with powerful music models integrated in one smooth workflow in order to speed up exploration and enhance creativity of human creators. Suno is more of replacing human on music making. We don’t believe one-click generation will invent era-defining music genres, and we believe as AI hype grows, true creators need more than that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ray_luan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_luan<\/a> Thank you Ray! In short, I think ACE Studio is more like an editor with generative AI, Suno is more like a generator. Editor is better suited to the needs of creators who want deep control over their content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I want to know who owns the AI-generated music. 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<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> Thanks for asking. Creators owns the full right of the music.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MERHA45KUFYCPE\" class=\"app-title\">Marble<\/a><\/p>\n<div class=\"one-liner\">Super simple headless CMS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">225<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Marble\u662f\u4e00\u6b3e\u8d85\u7ea7\u7b80\u5355\u7684\u65e0\u5934CMS\uff0c\u901a\u8fc7\u6781\u7b80\u7684\u534f\u4f5c\u4eea\u8868\u76d8\u548cAI\u8f85\u52a9\u5199\u4f5c\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u5185\u5bb9\u56e2\u961f\u5728\u53d1\u5e03\u6587\u7ae0\u3001\u66f4\u65b0\u65e5\u5fd7\u548c\u4ea7\u54c1\u52a8\u6001\u65f6\uff0c\u663e\u8457\u63d0\u5347\u5185\u5bb9\u4ea4\u4ed8\u901f\u5ea6\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\/374f6f99-2cd3-4837-b91a-ffa29f586065.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b214564-49c8-4a35-926b-5bfed67e7238.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51f40924-368f-469a-a542-e4313426fd67.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\/e17f49e8-eefa-4d4d-94de-63ea18435a7d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vAPVCCayBIA\"><source src=\"https:\/\/www.youtube.com\/watch?v=vAPVCCayBIA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">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\">\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5176UI\u7b80\u6d01\u7f8e\u89c2\uff0c\u662f\u201c\u8ba9\u4eba\u613f\u610f\u6253\u5f00\u201d\u7684CMS\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5b9e\u9645\u6027\u80fd\u5982\u4f55\u3001SEO\u652f\u6301\u60c5\u51b5\u3001\u56e2\u961f\u4e0a\u624b\u96be\u5ea6\u3001\u5bcc\u6587\u672c\u7f16\u8f91\u5668\u6280\u672f\u6808\uff08\u56e2\u961f\u56de\u590d\u4f7f\u7528Tiptap\u5b9a\u5236\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u5e76\u5feb\u901f\u4fee\u590d\u4e86\u63d0\u53ca\u7684CSS\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 Marble\u8e0f\u5165\u7684\u662f\u4e00\u4e2a\u7ade\u4e89\u5df2\u8d8b\u767d\u70ed\u5316\u7684\u65e0\u5934CMS\u8d5b\u9053\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u8d85\u7ea7\u7b80\u5355\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u4e5f\u662f\u5176\u9762\u4e34\u7684\u6700\u5927\u8003\u9a8c\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u5e72\u51c0\u8f7b\u91cf\u201d\u7684\u754c\u9762\u8bbe\u8ba1\u786e\u5b9e\u51fb\u4e2d\u4e86\u73b0\u6709\u5de5\u5177\u666e\u904d\u590d\u6742\u3001\u4f53\u9a8c\u4e0d\u4f73\u7684\u75db\u70b9\uff0c\u8d62\u5f97\u4e86\u7b2c\u4e00\u773c\u597d\u611f\u3002\u7136\u800c\uff0c\u201c\u7b80\u5355\u201d\u4e00\u8bcd\u5728CMS\u9886\u57df\u662f\u53cc\u5203\u5251\uff1a\u5bf9\u8f7b\u91cf\u7528\u6237\u662f\u5438\u5f15\u529b\uff0c\u5bf9\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u548c\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u4f01\u4e1a\u5219\u53ef\u80fd\u610f\u5473\u7740\u529f\u80fd\u4e0d\u8db3\u3002\u4ea7\u54c1\u76ee\u524d\u5f3a\u8c03AI\u5199\u4f5c\u3001Webhook\u96c6\u6210\u548c\u5feb\u901f\u53d1\u5e03\uff0c\u5b9a\u4f4d\u66f4\u504f\u5411\u4e8e\u521d\u521b\u516c\u53f8\u6216\u9879\u76ee\u56e2\u961f\u7684\u5185\u5bb9\u53d1\u5e03\u201c\u52a0\u901f\u5668\u201d\uff0c\u800c\u975e\u5168\u80fd\u578b\u5185\u5bb9\u4e2d\u67a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8eSEO\u529f\u80fd\u7684\u4e24\u6b21\u8be2\u95ee\u53ca\u56e2\u961f\u7565\u663e\u6a21\u7cca\u7684\u56de\u590d\uff08\u201c\u62e5\u6709\u6240\u6709\u9700\u8981\u7684\u5b57\u6bb5\u201d\uff09\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u8425\u9500\u8bdd\u672f\u4e0e\u529f\u80fd\u5177\u4f53\u6027\u4e0a\u53ef\u80fd\u5b58\u5728\u7f3a\u53e3\u3002\u5728SEO\u5df2\u6210\u6807\u914d\u7684\u4eca\u5929\uff0c\u660e\u786e\u7684\u3001\u7ed3\u6784\u5316\u7684SEO\u529f\u80fd\u63cf\u8ff0\u81f3\u5173\u91cd\u8981\u3002\u5f00\u53d1\u8005\u793e\u533a\u7684\u79ef\u6781\u4e92\u52a8\u662f\u4eae\u70b9\uff0c\u4f46\u65e9\u671f\u597d\u8bc4\u591a\u96c6\u4e2d\u4e8e\u89c6\u89c9\u5c42\u9762\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u4f7f\u7528\u9a8c\u8bc1\u3002Marble\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u662f\u5426\u6bd4Strapi\u6216Contentful\u66f4\u5f3a\u5927\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5c06\u201c\u7b80\u5355\u201d\u505a\u5230\u6781\u81f4\uff0c\u5e76\u5f62\u6210\u8db3\u591f\u5e73\u6ed1\u7684\u201c\u5f00\u53d1-\u5199\u4f5c-\u53d1\u5e03\u201d\u95ed\u73af\uff0c\u6210\u4e3a\u4e2d\u5c0f\u578b\u56e2\u961f\u5728\u5185\u5bb9\u7ba1\u7406\u4e0a\u201c\u65e0\u8111\u9009\u62e9\u201d\u7684\u9ed8\u8ba4\u9879\u3002\u5176\u540e\u7eed\u53d1\u5c55\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u901a\u8fc7API\u548c\u751f\u6001\u62d3\u5c55\uff0c\u6ee1\u8db3\u7528\u6237\u589e\u957f\u540e\u81ea\u7136\u4ea7\u751f\u7684\u590d\u6742\u9700\u6c42\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u662f\u53c8\u4e00\u4e2a\u7f8e\u4e3d\u7684\u201c\u73a9\u5177\u201d\uff0c\u800c\u975e\u8010\u7528\u7684\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Marble<\/span>\n <\/div>\n<div class=\"comment-content\">A simple, collaborative CMS for publishing articles, changelogs, and product updates. Designed to help you ship content faster!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With Marble, we’ve built the simplest way to manage your content. Create posts, collaborate with your team, and use AI to write better content, all from our beautiful, easy-to-use dashboard. Go even further with webhooks to refresh your page, send out newsletters, and more! Developing Marble has been incredibly fun and rewarding, and we are very grateful for the support we received from Upstash, Neon, and Vercel!<\/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>Headless CMS space is crowded, but this looks surprisingly clean and lightweight. Curious to see how it performs in real projects. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@arslan_ali24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arslan_ali24<\/a> would love for you to give Marble a try. I think it performs pretty 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>The UI looks super clean. A CMS you actually want to open is rare. Excited to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> yea we worked hard to make Marble look clean!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fantastic! I\u2019ve always been searching for the simplest possible headless CMS, and Marble seems perfect for that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>! Yea we try to be as simple and easy to use by design. If you need any help please let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Howdy! Love the look of this CMS – good luck with your expansion! I’m curious what library\/tooling you used for your Rich Text Editor, if you don’t mind me asking? Or if you rolled your own? I’ve used a variety of them, but struggle to find something that brings me joy. Marble’s looks a bit like Atlassian’s if I was to toss out a guess?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@evan_kleiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evan_kleiner<\/a>, thanks a lot we use tiptap and a lot of custom css to make it look like that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You have some CSS issue with your FAQs.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b117834f-7bbf-49ac-9d4c-93df9f2e0664.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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@adsy_me\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adsy_me<\/a> good catch, I rolled out a fix now sorry about 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, product looks amazing. Does it also have options for SEO?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a> hi anish, what do you mean by options? right now it has every field you would need for a well optimized page<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge milestone! \ud83d\ude80 So many early teams end up with powerful internal tools but the homepage doesn\u2019t fully communicate the relief of just publishing directly into your product. If you want messaging feedback later, I\u2019d love to help \u2014 CMS clarity work can unlock a lot of 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>This dashboard looks really clean! How easy is it to get a team up and running?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey<a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>, thanks it should be fairly straight forward and can be done in a matter of 5 minutes. If you need any help please let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. Is it SEO and AIO friendly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey<a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>, thanks and yes it is! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’t wait to use marble for <a href=\"https:\/\/www.producthunt.com\/products\/stagewise-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"stagewise-2\" target=\"_blank\" rel=\"noopener\">@stagewise<\/a> ! Congrats and much respect!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks so much<a href=\"https:\/\/www.producthunt.com\/@juliangoetze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juliangoetze<\/a>, looking forward to seeing yall integrate Marble!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 guy is killing it, wish you all the best for Marble!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@moinulmoin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moinulmoin<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Great product \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Thanks a lot @ay_ush, this means a lot to us!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done, much respect, especially the explainer video. ALl take-away, no needless music or flash and sizzle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>, tried to make the video as easy to watch as possible, glad you liked 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>Congrats on the launch! <br \/>We are increasing our blogs and publications as we speak. This looks like a wonderful tool to add to the stack. Def going to check it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/3FTP4BMWRY2DRM\" class=\"app-title\">RightNow<\/a><\/p>\n<div class=\"one-liner\">AI code editor for GPU kernel development<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">186<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RightNow AI\u662f\u4e00\u6b3eGPU\u539f\u751f\u4ee3\u7801\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u96c6\u6210\u786c\u4ef6\u611f\u77e5AI\u3001\u5468\u671f\u7cbe\u786eGPU\u6a21\u62df\u5668\u548c\u5b9e\u65f6\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u5728GPU\u5185\u6838\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u5728\u591a\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u4ee5\u7f16\u5199\u3001\u4f18\u5316\u548c\u5256\u6790\u4ee3\u7801\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\/1c559e9c-9379-4bde-bb99-48a3352ba480.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38cc78d1-6a3a-4ecd-a886-10d56b8a3150.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bee5aca9-6afe-4a26-907e-fc1e748ac7dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e95c60-bb98-4ee8-8f69-157c27edac9a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c3bc7b2-0ea2-4d30-ac65-3881910a55f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9017f7e-780a-47aa-842b-aec76de54259.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74491aa7-3042-423d-9826-87a81ba01f20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5c43a6d-2fa9-4de0-81f2-63b6963ff73f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GPU\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7801\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">CUDA\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5256\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u6838\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5f00\u53d1\u73af\u5883<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4e00\u4f53\u5316\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u5de5\u5177\u788e\u7247\u5316\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u4eff\u771f\u6a21\u5f0f\u6027\u80fd\u5f00\u9500\u3001\u5185\u5b58\u74f6\u9888\u81ea\u52a8\u8bc6\u522b\u80fd\u529b\u7b49\u5177\u4f53\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff0c\u5e76\u8868\u8fbe\u4e86\u5229\u7528\u672c\u5730LLM\u7684\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RightNow AI\u7684\u91ce\u5fc3\uff0c\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u529f\u80fd\u53e0\u52a0\u7684IDE\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49GPU\u5185\u6838\u5f00\u53d1\u7684\u201c\u5de5\u4f5c\u6d41\u8303\u5f0f\u201d\u3002\u5b83\u76f4\u6307\u8be5\u9886\u57df\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u6781\u81f4\u7684\u5de5\u5177\u788e\u7247\u5316\u3002\u5f00\u53d1\u8005\u957f\u671f\u88ab\u8feb\u5728\u4ee3\u7801\u7f16\u8f91\u5668\u3001\u6027\u80fd\u5256\u6790\u5668\u3001\u786c\u4ef6\u6587\u6863\u548c\u4eff\u771f\u73af\u5883\u4e4b\u95f4\u8fdb\u884c\u9ad8\u9891\u5ea6\u7684\u8ba4\u77e5\u5207\u6362\uff0c\u8fd9\u79cd\u4e0a\u4e0b\u6587\u6495\u88c2\u662f\u6548\u7387\u4e0e\u6df1\u5ea6\u7684\u4e3b\u8981\u6740\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\u67b6\u6784\u2014\u2014\u786c\u4ef6\u611f\u77e5AI\uff08Forge\uff09\u3001\u5468\u671f\u7cbe\u786e\u6a21\u62df\u5668\u3001\u5b9e\u65f6\u5256\u6790\u5668\u2014\u2014\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u9ad8\u5ea6\u5185\u805a\u7684\u53cd\u9988\u95ed\u73af\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u7ec4\u4ef6\u7684\u6280\u672f\u53c2\u6570\uff08\u5982\u6a21\u62df\u566898%\u7684\u51c6\u786e\u5ea6\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u7f16\u5199-\u4eff\u771f-\u5256\u6790-\u4f18\u5316\u5efa\u8bae\u201d\u8fd9\u4e2a\u8fed\u4ee3\u5faa\u73af\u538b\u7f29\u5230\u8fd1\u4e4e\u5b9e\u65f6\uff0c\u5e76\u7edf\u4e00\u5728\u5355\u4e00\u7684\u4ee3\u7801\u89c6\u56fe\u5185\u3002\u8fd9\u6709\u671b\u5c06\u5f00\u53d1\u8005\u7684\u5fc3\u667a\u6a21\u578b\u4ece\u201c\u7ba1\u7406\u591a\u4e2a\u5de5\u5177\u201d\u8f6c\u53d8\u4e3a\u201c\u6301\u7eed\u4e0e\u4ee3\u7801\u548c\u786c\u4ef6\u5bf9\u8bdd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u6df1\u5ea6\u4e0e\u6613\u7528\u6027\u7684\u5e73\u8861\uff1a\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4eff\u771f\u6027\u80fd\u5f00\u9500\u548c\u74f6\u9888\u81ea\u52a8\u8bc6\u522b\u7684\u7591\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u6b64\u7c7b\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\u3002\u8981\u63d0\u4f9b\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u5fc5\u7136\u6d89\u53ca\u7e41\u91cd\u7684\u5e95\u5c42\u5206\u6790\uff0c\u5982\u4f55\u4fdd\u6301\u4ea4\u4e92\u7684\u8f7b\u5feb\u611f\u662f\u4e00\u5927\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u751f\u6001\u58c1\u5792\uff1a\u867d\u7136\u652f\u6301\u591a\u79cdDSL\uff0c\u4f46GPU\u5f00\u53d1\u751f\u6001\u957f\u671f\u56f4\u7ed5NVIDIA\u5b98\u65b9\u5de5\u5177\u94fe\u6784\u5efa\uff0c\u8bf4\u670d\u6210\u719f\u5f00\u53d1\u8005\u8fc1\u79fb\u5de5\u4f5c\u6d41\u9700\u8981\u63d0\u4f9b\u6570\u91cf\u7ea7\u7684\u6548\u7387\u63d0\u5347\u3002\u6700\u540e\uff0c\u5176AI\u7ec4\u4ef6\u201cForge\u201d\u7684\u5b9a\u4f4d\u662f\u5173\u952e\u53d8\u91cf\u3002\u82e5\u4ec5\u662f\u96c6\u6210\u901a\u7528\u4ee3\u7801\u8865\u5168\uff0c\u5219\u4ef7\u503c\u6709\u9650\uff1b\u82e5\u771f\u80fd\u57fa\u4e8e\u5bf9\u7279\u5b9a\u5185\u6838\u884c\u4e3a\u4e0e\u786c\u4ef6\u67b6\u6784\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7cbe\u786e\u7684\u4f18\u5316\u5efa\u8bae\uff0c\u624d\u662f\u5176\u98a0\u8986\u6027\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRightNow AI\u662f\u4e00\u6b21\u5bf9\u51c6\u4e13\u4e1a\u6df1\u6c34\u533a\u7684\u7cbe\u51c6\u5207\u5165\u3002\u5b83\u5e76\u975e\u9762\u5411\u6240\u6709\u4eba\uff0c\u800c\u662f\u670d\u52a1\u4e8e\u90a3\u4e9b\u53d7\u56f0\u4e8e\u6027\u80fd\u8c03\u4f18\u201c\u7ec6\u7c92\u5ea6\u6218\u4e89\u201d\u7684\u9ad8\u9636GPU\u5f00\u53d1\u8005\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u6e05\u5355\u662f\u5426\u534e\u4e3d\uff0c\u800c\u5728\u4e8e\u90a3\u4e2a\u5185\u805a\u7684\u53cd\u9988\u95ed\u73af\u662f\u5426\u8db3\u591f\u7d27\u5bc6\u3001\u5feb\u901f\u3001\u667a\u80fd\uff0c\u4ee5\u81f3\u4e8e\u8ba9\u5f00\u53d1\u8005\u518d\u4e5f\u56de\u4e0d\u53bb\u201c\u4e94\u5251\u5ba2\u201d\u7684\u5272\u88c2\u65f6\u4ee3\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\">RightNow<\/span>\n <\/div>\n<div class=\"comment-content\">RightNow AI is the first GPU-native code editor supporting CUDA, Triton, CUTE, and Tilelang. Features agentic hardware-aware AI (Forge), cycle-accurate GPU emulator with 98% accuracy across 86+ NVIDIA architectures, real-time profiling with Nsight Compute integration, and line-by-line performance analysis. Write, optimize, and profile GPU kernels in any DSL, all in one editor. Supports all NVIDIA GPUs Free to download with pro features available.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">GPU development shouldn’t require switching between five tools just to understand why your kernel is slow<\/p>\n<p>RightNow AI is the first GPU-native code editor. It brings real-time profiling, a cycle-accurate emulator, and AI that actually understands GPU kernels\u2014all in one place.<br \/>\nprofile without leaving your code. emulate H100s without the hardware. ask optimization questions in plain english<\/p>\n<p>We support CUDA, CUTE, Triton, and Tilelang<\/p>\n<p>free to download. give it a try, and join our discord if you have feature requests: <a href=\"https:\/\/discord.com\/invite\/sSJqgNVJ9s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.com\/invite\/sSJqg…<\/a><\/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\/@jaber23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaber23<\/a> Cycle accurate emulation feels powerful. How do you keep performance overhead low? Maybe lightweight modes could help.<\/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>Does it help identify memory bottlenecks automatically, or do I still need to hunt them down?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 look great! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Being able to leverage local LLMs for coding more efficiently is 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<div class=\"comment-item\">\n<div class=\"comment-content\">Been waiting for something like this! cuda dev has been such a pain with all the context switching between tools<\/div>\n<div class=\"comment-actions\">\n<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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> that’s why we build it:D<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AOFT3QUDIXMMJR\" class=\"app-title\">CUDA 13.1<\/a><\/p>\n<div class=\"one-liner\">The biggest CUDA expansion since 2006<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CUDA 13.1\u901a\u8fc7\u5f15\u5165CUDA Tile\u7b49\u65b0\u6a21\u578b\uff0c\u62bd\u8c61\u4e86Tensor Cores\u7b49\u590d\u6742\u786c\u4ef6\u7ec6\u8282\uff0c\u65e8\u5728\u964d\u4f4e\u5f00\u53d1\u95e8\u69db\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u66f4\u8f7b\u677e\u5730\u4e3a\u73b0\u4ee3AI\u5de5\u4f5c\u8d1f\u8f7d\u7f16\u5199\u9ad8\u6027\u80fd\u4ee3\u7801\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\/101c8ec7-31e3-492f-b3e1-ae96e5fa938d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Gf5xYeluBRU\"><source src=\"https:\/\/www.youtube.com\/watch?v=Gf5xYeluBRU\" 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\/ae11b337-a3b8-4835-96f1-3718fc2c5e57.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\/663fc9f3-5465-4e66-9ded-16c4d99c513f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0ff3b32-3b89-4ebe-88f6-4ff2f0380086.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\/9b0ae2fb-5f16-4309-93ad-3f5bde4758cd.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\/71d5c90c-d7d5-4ba8-9be1-1d739cfb228b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47fabe5d-286a-4ccb-aaec-b15248671618.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e76\u884c\u8ba1\u7b97\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">GPU\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u62bd\u8c61<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">NVIDIA\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8bad\u7ec3\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u66f4\u65b0<\/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\u6b64\u6b21\u66f4\u65b0\u7684\u91cc\u7a0b\u7891\u610f\u4e49\uff0c\u5bf9CUDA Tile\u8868\u793a\u9ad8\u5ea6\u671f\u5f85\u4e0e\u8d5e\u8d4f\u3002\u540c\u65f6\u6709\u4e13\u4e1a\u5f00\u53d1\u8005\u8be2\u95ee\u5177\u4f53\u7684\u6838\u5fc3\u8c03\u5ea6\u4f18\u5316\u7ec6\u8282\uff0c\u4ee5\u671f\u5728\u73b0\u6709\u5de5\u4f5c\u6d41\u4e2d\u5feb\u901f\u83b7\u5f97\u6027\u80fd\u63d0\u5347\uff0c\u8fd9\u53cd\u6620\u4e86\u793e\u533a\u5bf9\u5b9e\u9645\u6280\u672f\u843d\u5730\u548c\u8fc1\u79fb\u6210\u672c\u7684\u5173\u6ce8\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u5ba3\u79f0\u201c2006\u5e74\u4ee5\u6765\u6700\u5927\u6269\u5c55\u201d\u7684CUDA 13.1\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201cCUDA Tile\u201d\u6a21\u578b\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u9762\u5411AI\u65f6\u4ee3\u7684\u201c\u4f9b\u7ed9\u4fa7\u6539\u9769\u201d\u3002NVIDIA\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u63d0\u4f9b\u66f4\u5feb\u7684\u786c\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7\u66f4\u9ad8\u5c42\u6b21\u7684\u62bd\u8c61\uff0c\u5c06\u5f00\u53d1\u8005\u4ece\u590d\u6742\u7684\u786c\u4ef6\u67b6\u6784\uff08\u5c24\u5176\u662fTensor Cores\uff09\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u56fa\u5316\u5176\u6700\u4f73\u5b9e\u8df5\u3002\u8fd9\u6b65\u68cb\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5728\u964d\u4f4eAI\u5f00\u53d1\u95e8\u69db\u3001\u6269\u5927\u5f00\u53d1\u8005\u57fa\u6570\u7684\u540c\u65f6\uff0c\u66f4\u7d27\u5bc6\u5730\u5c06\u5f00\u53d1\u8005\u9501\u5b9a\u5728NVIDIA\u7684\u786c\u4ef6\u751f\u6001\u4e0a\u3002\u62bd\u8c61\u5c42\u8d8a\u9ad8\u6548\u3001\u8d8a\u53d7\u6b22\u8fce\uff0c\u5176\u5e95\u5c42\u786c\u4ef6\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\u5c31\u8d8a\u5f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u534e\u4e3d\u7684\u62bd\u8c61\u80cc\u540e\uff0c\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\u7684\u8d44\u6df1\u5f00\u53d1\u8005\uff0c\u65b0\u7684\u62bd\u8c61\u5c42\u662f\u798f\u97f3\u8fd8\u662f\u65b0\u7684\u6027\u80fd\u74f6\u9888\uff1f\u4ed6\u4eec\u662f\u5426\u9700\u8981\u91cd\u65b0\u5b66\u4e60\u5e76\u4fe1\u4efb\u8fd9\u5957\u201c\u9ed1\u7bb1\u201d\u4f18\u5316\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5177\u4f53\u5185\u6838\u8c03\u5ea6\u4f18\u5316\u7684\u8ffd\u95ee\uff0c\u6b63\u662f\u8fd9\u79cd\u8c28\u614e\u6001\u5ea6\u7684\u4f53\u73b0\u3002\u5176\u6b21\uff0c\u6b64\u4e3e\u53ef\u88ab\u89c6\u4e3a\u5bf9AMD ROCm\u3001\u82f1\u7279\u5c14oneAPI\u7b49\u7ade\u54c1\u751f\u6001\u5efa\u8bbe\u653b\u52bf\u7684\u4e00\u6b21\u6218\u7565\u9632\u5fa1\uff0c\u901a\u8fc7\u63d0\u5347\u8f6f\u4ef6\u6808\u7684\u53cb\u597d\u5ea6\u548c\u751f\u4ea7\u529b\u6765\u52a0\u56fa\u62a4\u57ce\u6cb3\u3002\u4f46\u8fd9\u4e5f\u53ef\u80fd\u4fc3\u4f7f\u7ade\u4e89\u5bf9\u624b\u52a0\u901f\u5728\u6613\u7528\u6027\u4e0a\u7684\u6295\u5165\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0cCUDA\u6b63\u4ece\u4e00\u79cd\u9700\u8981\u6df1\u539a\u4e13\u4e1a\u77e5\u8bc6\u7684\u201c\u624b\u827a\u201d\uff0c\u5411\u66f4\u666e\u53ca\u7684\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u6f14\u8fdb\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u5347\u7ea7\uff0c\u66f4\u662f\u751f\u6001\u7b56\u7565\u7684\u8fdb\u5316\u3002\u5b83\u65e8\u5728\u4ece\u201c\u62e5\u6709\u6700\u5f3a\u7b97\u529b\u201d\u7684\u786c\u4ef6\u516c\u53f8\uff0c\u8f6c\u578b\u4e3a\u201c\u62e5\u6709\u6700\u5f3a\u4e14\u6700\u6613\u7528\u5f00\u53d1\u751f\u6001\u201d\u7684\u5e73\u53f0\u5de8\u5934\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u62bd\u8c61\u5e26\u6765\u7684\u6027\u80fd\u635f\u8017\u4e0e\u5f00\u53d1\u6548\u7387\u63d0\u5347\u4e4b\u95f4\uff0c\u5f00\u53d1\u8005\u6700\u7ec8\u7528\u811a\u6295\u7968\u7684\u7ed3\u679c\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\">CUDA 13.1<\/span>\n <\/div>\n<div class=\"comment-content\">NVIDIA CUDA 13.1 introduces the largest and most comprehensive update to the CUDA platform since it was invented two decades ago.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>NVIDIA <a href=\"https:\/\/x.com\/nvidianewsroom\/status\/1996976316453679381\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">stated<\/a> that CUDA 13.1 is the biggest expansion of CUDA since it launched in 2006.<\/p>\n<p>CUDA 13.1 introduces <a href=\"https:\/\/docs.nvidia.com\/cuda\/cuda-toolkit-release-notes\/index.html#new-features\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CUDA Tile<\/a>, a new model that abstracts away complex hardware details, like Tensor Cores, making it easier to write efficient code for modern AI workloads.<\/p>\n<p>I happen to be reading Jensen’s <a href=\"https:\/\/www.amazon.com\/Thinking-Machine-Jensen-Coveted-Microchip\/dp\/0593832698\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">biography<\/a>. CUDA changed NVIDIA, and it also changed the world. This update will be the next chapter of that story \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>CUDA tile is the best<333333<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Monumental launch, NVIDIA team!<\/p>\n<p>To call this the “biggest expansion since 2006” sets an incredibly high bar\u2014excited to see the implications of this scope on large-scale AI training, especially in terms of memory management and inter-GPU communication efficiency.<\/p>\n<p>Which specific kernel\/scheduling enhancements should developers prioritize for the most immediate performance gains in existing workflows? Congrats on the release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JJAZOT2CBB4ZWB\" class=\"app-title\">BrickVault<\/a><\/p>\n<div class=\"one-liner\">Your professional LEGO portfolio tracking app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u4e50\u9ad8\u6536\u85cf\u8005\u548c\u6295\u8d44\u8005\u8bbe\u8ba1\u7684\u79fb\u52a8\u4f18\u5148\u4ea7\u54c1\u7ec4\u5408\u8ffd\u8e2a\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u79fb\u52a8\u573a\u666f\u4e0b\u7ba1\u7406\u85cf\u54c1\u3001\u8ffd\u8e2a\u5b9e\u65f6\u4ef7\u503c\u65f6\u4f9d\u8d56\u96f6\u6563\u8868\u683c\u548c\u4f4e\u6548\u5de5\u5177\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\/76560222-077b-4312-a505-785cd4714d18.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\/f8ff6f25-5189-47fe-95f2-93a522d05fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/157cc0b4-2699-4a1a-8e4c-4fd2a4aa99a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8907d8eb-d8f7-4774-ac8c-1dfc53a16e0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b7719d1-d350-4485-a3ca-7d7a61a2d22c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de75e285-56a8-47a7-9bc2-795da58d7118.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc4d7767-4c38-41c4-bcce-996b1c37a58f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2839b00-5257-4564-b369-e04e2cb795bb.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Toys<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e50\u9ad8\u6536\u85cf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7ec4\u5408\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5782\u76f4\u793e\u7fa4\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u85cf\u54c1\u4f30\u503c<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u5229\u57fa\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u6570\u636e\u6574\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u7cbe\u51c6\u5b9a\u4f4d\u4e50\u9ad8\u6536\u85cf\u7ec6\u5206\u9700\u6c42\u3002\u6709\u6548\u8bc4\u8bba\u5305\u62ec\uff1a\u521b\u59cb\u4eba\u9610\u8ff0\u4ea7\u54c1\u201c\u79fb\u52a8\u4f18\u5148\u201d\u89e3\u51b3\u6536\u85cf\u7ba1\u7406\u788e\u7247\u5316\u7684\u521d\u8877\uff1b\u7528\u6237\u8be2\u95ee\u4f30\u503c\u6570\u636e\u6765\u6e90\uff08\u56de\u590d\u79f0\u57fa\u4e8eeBay\u9500\u552e\u6570\u636e\u81ea\u52a8\u5316\u5904\u7406\uff09\uff1b\u53e6\u6709\u7528\u6237\u5efa\u8bae\u589e\u5f3a\u7f51\u7ad9\u7aef\u7684\u641c\u7d22\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 BrickVault\u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b3e\u201c\u4e50\u9ad8\u7248\u80a1\u7968\u8f6f\u4ef6\u201d\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u5174\u8da3\u6d88\u8d39\u4e0e\u8d44\u4ea7\u6295\u8d44\u6a21\u7cca\u5730\u5e26\u7684\u4e00\u4e2a\u75d2\u70b9\uff1a\u5c06\u60c5\u611f\u5bc4\u6258\u7684\u6536\u85cf\u54c1\uff0c\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u3001\u53ef\u8ffd\u8e2a\u7684\u201c\u6570\u5b57\u8d44\u4ea7\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6574\u5408eBay\u5e02\u573a\u6570\u636e\uff0c\u4e3a\u539f\u672c\u4f9d\u8d56\u7ecf\u9a8c\u548c\u76f4\u89c9\u7684\u6536\u85cf\u5e02\u573a\u6ce8\u5165\u4e86\u6570\u636e\u9a71\u52a8\u7684\u7406\u6027\u7ef4\u5ea6\uff0c\u8bd5\u56fe\u5c06\u201c\u73a9\u5177\u201d\u7eb3\u5165\u4e25\u8083\u7684\u8d44\u4ea7\u7ec4\u5408\u7ba1\u7406\u6846\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u9c9c\u660e\u3002\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u6570\u636e\uff1a\u4f9d\u8d56\u7b2c\u4e09\u65b9\u5e73\u53f0\uff08\u5982eBay\uff09\u9500\u552e\u6570\u636e\u867d\u80fd\u81ea\u52a8\u5316\uff0c\u4f46\u6570\u636e\u7684\u5b8c\u6574\u6027\u3001\u4ee3\u8868\u6027\uff08\u662f\u5426\u6db5\u76d6\u5168\u7403\u4e3b\u8981\u4ea4\u6613\u6e20\u9053\uff09\u53ca\u6e05\u6d17\u903b\u8f91\u7684\u900f\u660e\u5ea6\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86\u4f30\u503c\u53ef\u4fe1\u5ea6\uff0c\u8fd9\u662f\u5176\u4f5c\u4e3a\u201c\u4e13\u4e1a\u5de5\u5177\u201d\u7684\u547d\u95e8\u3002\u6b64\u5916\uff0c\u4ece\u5de5\u5177\u8fc8\u5411\u5e73\u53f0\uff0c\u5b83\u9700\u601d\u8003\u5982\u4f55\u6784\u5efa\u66f4\u6df1\u62a4\u57ce\u6cb3\u3002\u5f53\u524d\u529f\u80fd\u4ecd\u5c5e\u201c\u5355\u673a\u201d\u4ef7\u503c\u8ffd\u8e2a\uff0c\u672a\u6765\u80fd\u5426\u5f15\u5165\u793e\u7fa4\u6d1e\u5bdf\u3001\u7a00\u7f3a\u6027\u5206\u6790\u3001\u751a\u81f3\u4fdd\u9669\/\u4ea4\u6613\u670d\u52a1\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u7f51\u7ad9\u7aef\u641c\u7d22\u201d\u9700\u6c42\uff0c\u4e5f\u66b4\u9732\u51fa\u5176\u201c\u79fb\u52a8\u4f18\u5148\u201d\u7b56\u7565\u53ef\u80fd\u727a\u7272\u4e86\u90e8\u5206\u6df1\u5ea6\u7ba1\u7406\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cBrickVault\u662f\u201c\u4e00\u5207\u7686\u53ef\u6295\u8d44\u5316\u201d\u8d8b\u52bf\u4e0b\u7684\u4e00\u4e2a\u5fae\u89c2\u7f29\u5f71\u3002\u5b83\u6210\u529f\u9a8c\u8bc1\u4e86\u9ad8\u5ea6\u5782\u76f4\u793e\u7fa4\u5bf9\u4e13\u4e1a\u5de5\u5177\u5b58\u5728\u4ed8\u8d39\u610f\u613f\uff08\u6216\u6f5c\u5728\u610f\u613f\uff09\u3002\u4f46\u5176\u957f\u8fdc\u6210\u8d25\uff0c\u4e0d\u5728\u4e8e\u529f\u80fd\u8fed\u4ee3\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u4e50\u9ad8\u6536\u85cf\u5e02\u573a\u7684\u201c\u5b9a\u4ef7\u53c2\u8003\u6807\u51c6\u201d\u4e4b\u4e00\u3002\u8fd9\u9700\u8981\u6781\u81f4\u7684\u4e13\u4e1a\u6743\u5a01\u6027\u6784\u5efa\uff0c\u800c\u8fd9\u6761\u8def\uff0c\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BrickVault<\/span>\n <\/div>\n<div class=\"comment-content\">BrickVault is the ultimate LEGO portfolio tracking app for collectors and investors. Track your LEGO sets, monitor values, and manage your collection with professional-grade tools. Free to use, mobile-optimized, and built for serious LEGO enthusiasts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I created this because I kept running into the same problem as so many collectors. Tracking LEGO sets was happening in scattered spreadsheets and note apps that were never designed for the hobby. People want to know what they own, what it is worth today, and how its value has changed but they want that insight right where they are. Phones have become our real collection command center yet the existing tools felt like desktop projects squeezed onto small screens.<\/p>\n<p>From the beginning the goal was a truly mobile first experience. Not a lightweight companion or an optional add on but the main way to interact with your collection. Fast to open, quick to update, simple to search and easy to understand at a glance. Whenever a new feature was added the question was always how it worked on a phone before anything else. Collectors are checking values on the go, buying at conventions, selling through local marketplaces and discovering new sets on social media. It made sense that their portfolio tool needed to live comfortably in their hand.<\/p>\n<p>What started as a simple idea has grown into a platform shaped by real collectors and their daily habits. BrickVault is built to support the hobby in motion and I hope it brings clarity, excitement and a sense of ownership to your collection. If you give it a try I would love to hear how it fits into your collecting journey and what you would dream to see next.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>send it to that one lego friend! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So cool! Congrats on the launch. I’ve lost track of many Lego sets over the years… lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is for you, <a href=\"https:\/\/www.producthunt.com\/@sandybkwon\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sandybkwon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandybkwon<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hehe Loved it Justin! I can’t avoid to keep getting impressed by this kind of launches that actually point to a very specific niche. It looks awesome but also makes totally sense for Lego fans. Really congrats 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@justinmcardle\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justinmcardle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justinmcardle<\/a> How do you manage the portfolio pricing? Is it search-based as to what people search most frequently, equating to the LEGO set’s value?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hetvee_sanghani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hetvee_sanghani<\/a> based on eBay recent sales data on individual sets. All fully automated <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your creativity and thoughts. I’ve never been a Lego collector myself but I’m sure, for the community, it’ll add a lot of value<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Haha like it<br \/>\nI have only a couple of big Lego sets but still interesting to check the price \ud83d\ude02<\/p>\n<p>Maybe it could be interesting to put search on the website where I can check the price for my set<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> it has search \ud83d\ude06 just go launch app and press \u201cSearch\u201d<\/p>\n<\/p>\n<p>What sets do you have?! That\u2019s awesome. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Don’t show my friend because he will buy the whole LEGO store (kinda enthusiast, but such a kind of enthusiast that it gets annoying lol) \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> hahah be careful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FBVC2DUORU62CP\" class=\"app-title\">Browser Buddy<\/a><\/p>\n<div class=\"one-liner\">An AI buddy that finds you thoughtful quotes and essays <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u5174\u8da3\u7684\u4eba\u5de5\u667a\u80fd\u4f19\u4f34\uff0c\u901a\u8fc7\u4e3b\u52a8\u8bf7\u6c42\u6216\u88ab\u52a8\u63a8\u8350\uff0c\u4e3a\u7528\u6237\u4ece\u5f00\u653e\u4e92\u8054\u7f51\u4e2d\u7b5b\u9009\u6df1\u5ea6\u6587\u7ae0\u4e0e\u540d\u8a00\uff0c\u89e3\u51b3\u9ad8\u8d28\u91cf\u3001\u975e\u793e\u4ea4\u7c7b\u4fe1\u606f\u53d1\u73b0\u96be\u548c\u83b7\u53d6\u95e8\u69db\u9ad8\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\/aef51ec6-025d-4bb8-90dd-91f290d283ea.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\/3675e380-f28c-4668-8b2e-af753ac30aaa.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\/6f5db1d6-7e0b-44df-b919-2f60468ab06c.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\/4f391ddb-430e-4838-a8c9-107e36a2cc8c.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\/96bf9100-d381-4f4c-bde0-e4da31707838.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\/33b5c810-ad79-4f25-b209-033cdea4db0e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VmEeo4mjc7U\"><source src=\"https:\/\/www.youtube.com\/watch?v=VmEeo4mjc7U\" 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\">Newsletters<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4fe1\u606f\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u5c55<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u4e92\u8054\u7f51<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u98df\u8c31<\/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\u80fd\u9ad8\u6548\u63d0\u5347\u77e5\u8bc6\u8c08\u8d44\u3001\u5c06\u788e\u7247\u6d4f\u89c8\u8f6c\u5316\u4e3a\u8f7b\u677e\u5b66\u4e60\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u63d0\u4f9b\u4e86\u5177\u4f53\u5185\u5bb9\u793a\u4f8b\uff0c\u5c55\u793a\u4e86\u63a8\u8350\u8d28\u91cf\u3002\u6838\u5fc3\u53cd\u9988\u662f\u4ea7\u54c1\u80fd\u964d\u4f4e\u53d1\u73b0\u4f18\u8d28\u6df1\u5ea6\u5185\u5bb9\u7684\u95e8\u69db\uff0c\u5e76\u5e26\u6765\u201c\u8f7b\u677e\u6709\u6536\u83b7\u201d\u7684\u4f53\u9a8c\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 Browser Buddy \u7784\u51c6\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5e73\u53f0\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5bf9\u975e\u793e\u4ea4\u9a71\u52a8\u3001\u9ad8\u4fe1\u606f\u8425\u517b\u5bc6\u5ea6\u5185\u5bb9\u7684\u7cfb\u7edf\u6027\u53d1\u73b0\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u63a8\u8350\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u5f00\u653e\u4e92\u8054\u7f51\u6df1\u5ea6\u5199\u4f5c\u7684\u201c\u641c\u7d22\u5f15\u64ce\u201d\u548c\u201c\u7b56\u5c55\u4eba\u201d\uff0c\u5bf9\u6297\u5e73\u53f0\u7b97\u6cd5\u7684\u4fe1\u606f\u8327\u623f\u548c\u5185\u5bb9\u540c\u8d28\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5b9a\u4f4d\u4e86\u201c\u4fe1\u606f\u98df\u8c31\u201d\u8fd9\u4e2a\u6982\u5ff5\uff0c\u5c06\u5065\u5eb7\u996e\u98df\u7684\u9690\u55bb\u8fc1\u79fb\u5230\u4fe1\u606f\u6d88\u8d39\uff0c\u76f4\u51fb\u77e5\u8bc6\u9636\u5c42\u7684\u7126\u8651\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6781\u4e3a\u4e25\u5cfb\uff1a\u7b2c\u4e00\uff0c\u89c4\u6a21\u4e0e\u8d28\u91cf\u7684\u6096\u8bba\u3002\u5c0f\u4f17\u3001\u6df1\u5ea6\u7684\u5185\u5bb9\u672c\u8eab\u4ea7\u91cf\u6709\u9650\uff0cAI\u7684\u201c\u53d1\u73b0\u201d\u80fd\u529b\u4e25\u91cd\u4f9d\u8d56\u5bf9\u957f\u5c3e\u72ec\u7acb\u7ad9\u70b9\u548c\u535a\u5ba2\u7684\u722c\u53d6\u4e0e\u7406\u89e3\uff0c\u6280\u672f\u95e8\u69db\u548c\u7248\u6743\u98ce\u9669\u5e76\u5b58\u3002\u7b2c\u4e8c\uff0c\u7528\u6237\u4e60\u60ef\u7684\u9006\u6d41\u3002\u4ea7\u54c1\u5021\u5bfc\u7684\u201c\u4e3b\u52a8\u8be2\u95ee\u201d\u548c\u201c\u5174\u8da3\u63a2\u7d22\u201d\u6a21\u5f0f\uff0c\u9700\u8981\u7528\u6237\u5177\u5907\u8f83\u5f3a\u7684\u5143\u8ba4\u77e5\u548c\u5b66\u4e60\u9a71\u52a8\u529b\uff0c\u8fd9\u4e0e\u88ab\u52a8\u6295\u5582\u7684\u6d88\u8d39\u4e60\u60ef\u76f8\u6096\uff0c\u53ef\u80fd\u9650\u5236\u5176\u7528\u6237\u89c4\u6a21\u3002\u7b2c\u4e09\uff0c\u5546\u4e1a\u5316\u7684\u6a21\u7cca\u6027\u3002\u4f5c\u4e3a\u6d41\u91cf\u5206\u53d1\u7ec8\u7aef\uff0c\u5982\u4f55\u5728\u4e0d\u635f\u5bb3\u5185\u5bb9\u8c03\u6027\u548c\u7528\u6237\u4f53\u9a8c\u7684\u524d\u63d0\u4e0b\uff0c\u4e0e\u72ec\u7acb\u521b\u4f5c\u8005\u6216\u81ea\u8eab\u5b9e\u73b0\u5171\u8d62\uff0c\u662f\u5c1a\u672a\u89e3\u7b54\u7684\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u65e9\u671f\u7528\u6237\u753b\u50cf\u6e05\u6670\uff1a\u6709\u81ea\u6211\u63d0\u5347\u9700\u6c42\u3001\u538c\u5026\u6d45\u5c42\u4fe1\u606f\u3001\u5e76\u770b\u91cd\u793e\u4ea4\u8c08\u8d44\u7684\u5e74\u8f7b\u4e13\u4e1a\u4eba\u58eb\u3002\u8fd9\u4e00\u5b9a\u4f4d\u7cbe\u51c6\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u6570\u5b57\u77e5\u8bc6\u5206\u5b50\u5de5\u5177\u201d\uff0c\u800c\u975e\u5927\u4f17\u4ea7\u54c1\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u6301\u7eed\u4ea7\u51fa\u9ad8\u8d28\u91cf\u63a8\u8350\u3001\u4e14\u80fd\u5f62\u6210\u72ec\u7279\u6587\u5316\u54c1\u5473\u7684\u63a8\u8350\u5f15\u64ce\uff0c\u5e76\u56f4\u7ed5\u6b64\u51dd\u805a\u8d77\u4e00\u4e2a\u9ad8\u9ecf\u6027\u7684\u793e\u7fa4\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u7a0d\u7eb5\u5373\u901d\u7684\u201c\u6548\u7387\u73a9\u5177\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\">Browser Buddy<\/span>\n <\/div>\n<div class=\"comment-content\">Browser Buddy is an AI buddy that curates a feed of thoughtful quotes and essays based on your interests. Ask your buddy for something practical like “how to find my first users”, explore rabbit holes like “the history of the internet”, or learn about “sustainable urban design” to impress your next date. Start curating your information diet today so you’ll always have a feed of wonderful words to read and interesting ideas to talk about.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, something to help me sound smarter on dates without spending 4 hours on obscure blogs \ud83d\ude02 Love this!<\/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\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> MIGHT i recommend: <a href=\"https:\/\/worksinprogress.co\/issue\/the-housing-theory-of-everything\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/worksinprogress.co\/issue\/the-housing-theory-of-everything\/<\/a> to get you started <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love this idea! Congrats on the launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@laszlito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laszlito<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this setup turns casual browsing into a mini learning session. Feels productive without trying too hard.<\/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>Hey Product Hunt! We\u2019re Arnav and Jeremy and we\u2019re building Browser Buddy, an app that curates quotes and essays based on what you\u2019re interested in.<\/p>\n<\/p>\n<p>We\u2019ve always loved personal blogs, essays, and articles on the Internet. As we\u2019ve grown up, this writing was a source of inspiration that helped us discover ideas and opportunities we didn\u2019t even know we were looking for (ex. applying to YC because of PG\u2019s essays).<\/p>\n<\/p>\n<p>But despite so many new creators and websites coming online, the best of the open Internet remains hard-to-find, scattered across <a href=\"https:\/\/www.paulgraham.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">personal<\/a> <a href=\"https:\/\/www.eugenewei.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">sites<\/a>, <a href=\"https:\/\/www.noemamag.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">niche<\/a> <a href=\"https:\/\/worksinprogress.co\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">publications<\/a>, and various <a href=\"https:\/\/bearblog.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">independent<\/a> <a href=\"https:\/\/substack.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">publishing<\/a> <a href=\"https:\/\/medium.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">platforms<\/a>. Outside of \u201csocial\u201d media platforms, there\u2019s very high friction to get into a new subject or stumble upon people who write about your interests.<\/p>\n<\/p>\n<p>We felt there should be an easier (and mobile-friendly) way to find fantastic media and curate an intentional, interesting information diet for yourself.<\/p>\n<\/p>\n<p><a href=\"https:\/\/apps.apple.com\/us\/app\/browser-buddy\/id6752281959\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Browser Buddy <\/a>is a feed that curates this interesting, thought-provoking writing for you from across the Internet. We\u2019re excited for you to try it out, download from the app store <a href=\"https:\/\/apps.apple.com\/us\/app\/browser-buddy\/id6752281959\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>!<\/p>\n<\/p>\n<p>For any questions, shoot me an email @ <a href=\"mailto:jeremy@browserbuddy.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">jeremy@browserbuddy.com<\/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>Here are some example recommendations:<\/p>\n<\/p>\n<p>\u201cI\u2019m trying to grow my early stage consumer internet company\u201d: <\/p>\n<p><a href=\"https:\/\/cdixon.org\/2015\/01\/31\/come-for-the-tool-stay-for-the-network\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cdixon.org\/2015\/01\/31\/come-for-the-tool-stay-for-the-network<\/a><\/p>\n<p><a href=\"https:\/\/www.lennysnewsletter.com\/p\/how-the-biggest-consumer-apps-got\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.lennysnewsletter.com\/p\/how-the-biggest-consumer-apps-got<\/a><\/p>\n<\/p>\n<p>\u201cI want to learn how to build beautiful web interfaces\u201d:<\/p>\n<p><a href=\"https:\/\/frankchimero.com\/blog\/2015\/the-webs-grain\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/frankchimero.com\/blog\/2015\/the-webs-grain\/<\/a><\/p>\n<p><a href=\"https:\/\/alistapart.com\/article\/responsive-web-design\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/alistapart.com\/article\/responsive-web-design\/<\/a><\/p>\n<\/p>\n<p>\u201cTeach me the history of the Internet\u201d:<\/p>\n<p><a href=\"https:\/\/www.mic.com\/impact\/how-geocities-webrings-made-the-90s-internet-a-cozier-place-19638198\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.mic.com\/impact\/how-geocities-webrings-made-the-90s-internet-a-cozier-place-19638198<\/a><\/p>\n<p><a href=\"https:\/\/computerhistory.org\/blog\/history-of-the-future-october-29-1969-fifty-years-of-a-connected-world\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/computerhistory.org\/blog\/history-of-the-future-october-29-1969-fifty-years-of-a-connected-world\/<\/a><\/p>\n<\/p>\n<p>\u201cI\u2019m trying to read more about games and game theory\u201d:<\/p>\n<p><a href=\"https:\/\/franklantz.substack.com\/p\/playing-balatro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/franklantz.substack.com\/p\/playing-balatro<\/a><\/p>\n<p><a href=\"https:\/\/joecarlsmith.com\/2022\/03\/16\/on-expected-utility-part-1-skyscrapers-and-madmen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/joecarlsmith.com\/2022\/03\/16\/on-expected-utility-part-1-skyscrapers-and-madmen<\/a><\/p>\n<\/p>\n<p>\u201cI\u2019ve been getting into network science and network theory\u201d: <a href=\"https:\/\/www.ribbonfarm.com\/2010\/10\/27\/warrens-plazas-and-the-edge-of-legibility\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.ribbonfarm.com\/2010\/10\/27\/warrens-plazas-and-the-edge-of-legibility\/<\/a><\/p>\n<p><a href=\"https:\/\/www.strangeloopcanon.com\/p\/seeing-like-a-network\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.strangeloopcanon.com\/p\/seeing-like-a-network<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/6MVE6CIHZSITIB\" class=\"app-title\">Beanvest Quality Investing<\/a><\/p>\n<div class=\"one-liner\">AI Stock research focused on high-quality companies<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Beanvest\u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8e\u201c\u8d28\u91cf\u6295\u8d44\u201d\u7b56\u7565\u7684AI\u80a1\u7968\u7814\u7a76\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u6295\u8d44\u8005\u5728\u5168\u7403\u8303\u56f4\u5185\u8bc6\u522b\u5177\u5907\u957f\u671f\u7ade\u4e89\u4f18\u52bf\u7684\u9ad8\u8d28\u91cf\u516c\u53f8\uff0c\u5e76\u5728\u5408\u7406\u4f30\u503c\u65f6\u4ecb\u5165\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u6295\u8d44\u8005\u7f3a\u4e4f\u7cfb\u7edf\u5316\u3001\u4e13\u4e1a\u5316\u57fa\u672c\u9762\u5206\u6790\u5de5\u5177\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\/be4ecd88-5873-4ea4-aa93-08c56a1f0fe3.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\/ec745b23-37c7-4a61-9608-fcbaed52c759.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\/098d4257-57a1-4233-90a8-36f1ed4d3c22.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\/91d9265f-6feb-4cef-a0e4-3bdc5c5e2188.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\/24dec625-cbaa-4f7c-bdc4-4058df56fa4a.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\">Investing<\/span><br \/>\n <span class=\"tag\">Finance<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u80a1\u7968\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u57fa\u672c\u9762\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ef7\u503c\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u516c\u53f8\u8bc4\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4f30\u503c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6295\u8d44\u8005<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u6307\u6807<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u6838\u5fc3\u8d22\u52a1\u6307\u6807\uff08\u5982ROIC\u3001\u73b0\u91d1\u6d41\uff09\u7684\u5448\u73b0\u65b9\u5f0f\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5176\u91c7\u7528\u6307\u5bfc\u6027\u6846\u67b6\u800c\u975e\u50f5\u5316\u7b5b\u9009\u3002\u7528\u6237\u8be2\u95ee\u4e0e\u4ea4\u6613\u5e73\u53f0\u7684\u8054\u52a8\u53caAI\u8bad\u7ec3\u7ec6\u8282\uff0c\u5f00\u53d1\u8005\u8868\u793a\u6682\u65e0\u4ea4\u6613\u5bf9\u63a5\uff0c\u5e76\u900f\u9732\u4f7f\u7528GPT\u6280\u672f\u7ed3\u5408\u957f\u63d0\u793a\u8bcd\u3002\u6838\u5fc3\u8ba8\u8bba\u56f4\u7ed5AI\u5982\u4f55\u5e73\u8861\u7b97\u6cd5\u7b5b\u9009\u4e0e\u4eba\u7c7b\u5224\u65ad\u7684\u7ec6\u5fae\u5dee\u522b\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 Beanvest \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u5b9e\u5219\u7a7a\u6d1e\u7684\u8d5b\u9053\uff1a\u9762\u5411\u6563\u6237\u7684\u80a1\u7968\u5206\u6790\u5de5\u5177\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8d28\u91cf\u6295\u8d44\u201dAI\u7814\u7a76\uff0c\u6982\u5ff5\u4e0a\u7cbe\u51c6\u6253\u51fb\u4e86\u5f53\u4e0b\u4fe1\u606f\u8fc7\u8f7d\u5374\u6df1\u5ea6\u532e\u4e4f\u7684\u6563\u6237\u75db\u70b9\u2014\u2014\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u518d\u662f\u66f4\u591a\u7684\u6570\u636e\u56fe\u8868\uff0c\u800c\u662f\u7ecf\u8fc7\u6846\u67b6\u68b3\u7406\u7684\u3001\u6307\u5411\u660e\u786e\u6295\u8d44\u54f2\u5b66\u7684\u5224\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u8d4c\u6ce8\uff0c\u5728\u4e8e\u5176\u201cAI\u201d\u5e76\u975e\u4f20\u7edf\u91cf\u5316\u7b5b\u9009\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT\uff09\u5e76\u704c\u8f93\u4e86\u7279\u5b9a\u6295\u8d44\u6846\u67b6\uff08\u8d28\u91cf\u6295\u8d44\uff09\u7684\u89e3\u8bfb\u5f15\u64ce\u3002\u4ece\u56de\u590d\u770b\uff0c\u5b83\u8bd5\u56fe\u6a21\u4eff\u4eba\u7c7b\u5206\u6790\u5e08\u7684\u601d\u7ef4\u8fc7\u7a0b\uff0c\u5f3a\u8c03\u8d8b\u52bf\uff08\u5982ROIC\u63d0\u5347\uff09\u80dc\u8fc7\u9759\u6001\u9608\u503c\uff0c\u5e76\u6562\u4e8e\u4e3a\u50cf\u4e9a\u9a6c\u900a\u8fd9\u6837\u4f20\u7edf\u6307\u6807\u201c\u4e0d\u4f73\u201d\u4f46\u5546\u4e1a\u6a21\u5f0f\u5353\u8d8a\u7684\u516c\u53f8\u8fa9\u62a4\u3002\u8fd9\u4f7f\u5176\u4e0eFinviz\u7b49\u4f20\u7edf\u7b5b\u9009\u5668\u62c9\u5f00\u4e86\u4ee3\u5dee\uff0c\u540e\u8005\u65e0\u6cd5\u5904\u7406\u8fd9\u79cd\u201c\u77db\u76fe\u7684\u5353\u8d8a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e0e\u6f5c\u529b\u540c\u6837\u7a81\u51fa\u3002\u9996\u5148\uff0c\u201cGPT\u9a71\u52a8\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u5e26\u6765\u4e86\u7406\u89e3\u5546\u4e1a\u53d9\u8ff0\u7684\u7075\u6d3b\u6027\uff0c\u4f46\u4e5f\u4f34\u968f\u7740\u6a21\u578b\u5e7b\u89c9\u3001\u903b\u8f91\u4e00\u81f4\u6027\u4e0e\u66f4\u65b0\u5ef6\u8fdf\u7684\u7ecf\u5178\u96be\u9898\u3002\u5f00\u53d1\u8005\u79f0\u7528\u201c\u5f88\u957f\u7684\u63d0\u793a\u8bcd\u201d\u6765\u7ea6\u675f\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8c03\u6559\u7684\u4e13\u5bb6\u7cfb\u7edf\uff0c\u5176\u7a33\u5b9a\u6027\u548c\u6df1\u5ea6\u6709\u5f85\u5e02\u573a\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5b83\u4e3b\u52a8\u653e\u5f03\u4e86\u4e0e\u4ea4\u6613\u5e73\u53f0\u7684\u76f4\u63a5\u5bfc\u6d41\uff0c\u8fd9\u867d\u7136\u4fdd\u6301\u4e86\u5206\u6790\u7684\u4e2d\u7acb\u6027\uff0c\u4f46\u4e5f\u53ef\u80fd\u524a\u5f31\u5bf9\u90e8\u5206\u8ffd\u6c42\u201c\u4e00\u952e\u6267\u884c\u201d\u7528\u6237\u7684\u5438\u5f15\u529b\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u7eaf\u7cb9\u7684\u201c\u51b3\u7b56\u652f\u6301\u201d\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5173\u952e\u7684\u6311\u6218\u5728\u4e8e\u4fe1\u4efb\u6784\u5efa\u3002\u5f53AI\u7ed9\u51fa\u7684\u8bc4\u7ea7\u4e0e\u7528\u6237\u81ea\u8eab\u8ba4\u77e5\u76f8\u5de6\u65f6\uff08\u5982\u5f00\u53d1\u8005\u4e3e\u4f8b\u7684\u53ef\u53e3\u53ef\u4e50\u4e0e\u5fae\u8f6f\uff09\uff0c\u7528\u6237\u7a76\u7adf\u8be5\u76f8\u4fe1\u81ea\u5df1\u7684\u7814\u7a76\u8fd8\u662fAI\u7684\u201c\u6846\u67b6\u201d\uff1f\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u6781\u5ea6\u900f\u660e\u5730\u516c\u5f00\u5176\u201c\u8d28\u91cf\u6295\u8d44\u201d\u6846\u67b6\u7684\u5177\u4f53\u7ef4\u5ea6\u4e0e\u6743\u91cd\uff0c\u5426\u5219\u5c06\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u65e0\u6cd5\u8bc1\u4f2a\u7684\u201c\u9ed1\u7bb1\u201d\u5efa\u8bae\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5730\u5c06\u4e00\u5957\u4e25\u8c28\u7684\u6295\u8d44\u54f2\u5b66\u8f6c\u5316\u4e3a\u53ef\u611f\u77e5\u3001\u53ef\u9a8c\u8bc1\u7684AI\u8f93\u51fa\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u8d85\u4e00\u4e2a\u9009\u80a1\u5de5\u5177\uff0c\u800c\u6210\u4e3a\u4e00\u4e2a\u6295\u8d44\u6559\u80b2\u4e0e\u5b9e\u8df5\u7684\u878d\u5408\u5e73\u53f0\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u4ecd\u5904\u4e8e\u7528AI\u8bb2\u4e00\u4e2a\u66f4\u806a\u660e\u6545\u4e8b\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u5176\u201c\u7814\u7a76\u201d\u7684\u6df1\u5ea6\u4e0e\u8d85\u989d\u6536\u76ca\u7684\u53ef\u6301\u7eed\u6027\uff0c\u9700\u8981\u66f4\u957f\u65f6\u95f4\u7684\u4e1a\u7ee9\u6765\u56de\u6eaf\u8bc1\u660e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Beanvest Quality Investing<\/span>\n <\/div>\n<div class=\"comment-content\">Beanvest is a research platform for quality investing, helping you identify the best companies in the world following a Quality Investing strategy and buying them at a fair price.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it surface metrics like ROIC, margin stability, cash flow resilience, etc.? Quality investing lives and dies by those signals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@sadam_ansari2 Yes of course! However it has only guidelines and no strict criteria like a screener would. For example a company with low margins can either be bad, or very good if it’s done on purpose like an Amazon\/Costco.<br \/>\nSimilarly, it should favor companies even with average ROIC if the trendline is up rather than those with decreasing ROIC.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have one of the cutest stock trackers\/evaluators. Will there be any option to redirect to trading platforms? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@busmark_w_nika waiting for more ideas to be uploaded<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@busmark_w_nika Thank you! the cute Beanie character is very much inspired by Duolingo.<br \/>\nI’m not sure what you mean bu no, no redirect to trading platform<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch. <\/p>\n<\/p>\n<p>How have you guys trained your AI? I’m curious how you evaluate things like fair price or quality?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@alexander_gifford It’s GPT 5 Pro with deep research and a very long prompt to make sure it focused on the important stuff<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on quality over momentum. That philosophy resonates.<\/p>\n<p>Question: How do you balance automated screening vs human judgment <\/p>\n<p>when evaluating “quality”? <\/p>\n<p>Pure algorithms miss nuance, but pure human judgment doesn’t scale. <\/p>\n<p>Curious how you’ve approached that trade-off in your research.<\/p>\n<p>Upvoted <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@llm_driven I think Beanvest has a completely different approach than using a fixed screener, because you can miss some incredible companies. The best example of that is Amazon (not so great ROIC, low margins, appears expensive, …)<br \/>\nI think AI is almost as intelligent as an analyst, but can scale way better as it has constant up to date data, can analyze many companies in parallel, and strictly respect the framework I gave (that’s explained on the homepage, so the prerequisite is that you agree that it’s a good investing strategy \ud83d\ude0a)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89 Love seeing a platform grounded in true quality investing philosophy rather than chasing short-term screens. The moat, predictability, and capital allocation lenses feel so refreshing in a world obsessed with momentum trades. Great execution. Curious \u2014 any hidden gems you were surprised to discover once applying your qualitative framework?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@anastasiia_tilinina Thank you! The most interesting things is it evaluates the companies I know about very much like I would, but sometimes with few differences: some companies are rated way better than I would (Coca-cola), some others are currently estimated around fair value where I would think they’re expensive (Microsoft), and some have a good score I’ve never heard off (Halozyme)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ME4GP6ZXKKFS4Z\" class=\"app-title\">BrowserBook<\/a><\/p>\n<div class=\"one-liner\">The Browser Automation IDE<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BrowserBook\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316IDE\uff0c\u901a\u8fc7\u96c6\u6210Jupyter\u98ce\u683c\u7b14\u8bb0\u672c\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u7f16\u7801\u52a9\u624b\u548c\u5185\u8054\u6d4f\u89c8\u5668\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u5355\u4e00\u73af\u5883\u4e2d\u5feb\u901f\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u53ef\u9760\u7684\u81ea\u52a8\u5316\u811a\u672c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6d4f\u89c8\u5668\u4ee3\u7406\u6210\u672c\u9ad8\u3001\u901f\u5ea6\u6162\u3001\u4e0d\u53ef\u9760\u4e14\u96be\u4ee5\u8c03\u8bd5\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\/e4ee21a7-216c-4ce7-9c56-f1e578b2522f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b211625-d2c6-4054-8efd-86f8e0002428.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02e3d267-8f27-4bb2-ae5a-9aa17d80a081.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe9f2586-7297-4543-83b2-f354da48591b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79ea3084-c696-4bed-884b-a7018b614c5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8e8400c-28dc-4a13-b052-c8474a30a0a3.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\/80ddb243-1ae1-4a46-8ce7-f754dc695418.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8Rpdkw9ceyE\"><source src=\"https:\/\/www.youtube.com\/watch?v=8Rpdkw9ceyE\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">Playwright<\/span><br \/>\n <span class=\"tag\">\u811a\u672c\u7f16\u5199<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">RPA<\/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\u4ea7\u54c1\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u5176\u5728\u786e\u5b9a\u6027\u81ea\u52a8\u5316\u4e0a\u4f18\u52bf\u660e\u663e\u3002\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0e\u65e0\u4ee3\u7801\u5e73\u53f0\u5bf9\u6bd4\u7684\u4ee3\u7801\u53ef\u79fb\u690d\u6027\u4f18\u52bf\u3001\u672a\u6765\u662f\u5426\u96c6\u6210\u6d4f\u89c8\u5668\u4ee3\u7406\u5904\u7406\u5f39\u7a97\u7b49\u52a8\u6001\u573a\u666f\u3001API\u90e8\u7f72\u6d41\u7a0b\u3001\u4ee5\u53ca\u5177\u4f53\u5e94\u7528\u573a\u666f\u5982\u7aef\u5230\u7aef\u6d4b\u8bd5\u548c\u623f\u5730\u4ea7\u6570\u636e\u641c\u7d22\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 BrowserBook\u672c\u8d28\u4e0a\u662f\u5728\u201cAI\u4ee3\u7406\u70ed\u201d\u4e2d\u7684\u4e00\u6b21\u7406\u6027\u56de\u8c03\u3002\u5b83\u6ca1\u6709\u8ddf\u98ce\u5236\u9020\u53c8\u4e00\u4e2a\u4e0d\u53ef\u63a7\u7684AI\u6d4f\u89c8\u4ee3\u7406\uff0c\u800c\u662f\u654f\u9510\u5730\u6293\u4f4f\u4e86\u5f53\u524dAI\u4ee3\u7406\u5728\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u201c\u6602\u8d35\u3001\u7f13\u6162\u3001\u4e0d\u53ef\u9760\u3001\u96be\u8c03\u8bd5\u201d\u7684\u6838\u5fc3\u7f3a\u9677\uff0c\u505a\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u8303\u5f0f\u8f6c\u79fb\uff1a\u5c06AI\u4ece\u201c\u6267\u884c\u5c42\u201d\u964d\u7ef4\u81f3\u201c\u811a\u672c\u751f\u6210\u5c42\u201d\u3002\u8fd9\u5e76\u975e\u6280\u672f\u964d\u7ea7\uff0c\u800c\u662f\u5de5\u7a0b\u601d\u7ef4\u7684\u80dc\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u7528AI\u80fd\u529b\u8d4b\u80fd\u4e86\u7ecf\u5178\u7684\u3001\u786e\u5b9a\u6027\u7684\u811a\u672c\u81ea\u52a8\u5316\uff08Playwright\uff09\uff0c\u8bd5\u56fe\u5728\u201c\u5168\u624b\u52a8\u7f16\u7801\u201d\u4e0e\u201c\u5168\u9ed1\u76d2AI\u4ee3\u7406\u201d\u4e4b\u95f4\uff0c\u5f00\u8f9f\u4e00\u6761\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u52a1\u5b9e\u8def\u5f84\u3002AI\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u7f16\u7801\u52a9\u624b\uff0c\u8d1f\u8d23\u6d88\u5316DOM\u4e0a\u4e0b\u6587\u5e76\u5feb\u901f\u751f\u6210\u811a\u672c\u521d\u7a3f\uff0c\u800c\u5f00\u53d1\u8005\u5219\u4fdd\u7559\u5bf9\u6700\u7ec8\u903b\u8f91\u7684\u5b8c\u5168\u63a7\u5236\u548c\u53ef\u8c03\u8bd5\u6027\u3002\u4ea7\u54c1\u8bbe\u8ba1\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u5c06\u7f16\u5199\u3001\u8fd0\u884c\u3001\u8c03\u8bd5\u3001\u8ba4\u8bc1\u7ba1\u7406\u3001\u6570\u636e\u63d0\u53d6\u548cAPI\u90e8\u7f72\u7f1d\u5408\u8fdb\u4e00\u4e2a\u7b14\u8bb0\u672c\u754c\u9762\uff0c\u8fd9\u786e\u5b9e\u80fd\u663e\u8457\u964d\u4f4e\u81ea\u52a8\u5316\u811a\u672c\u7684\u6784\u5efa\u4e0e\u8fed\u4ee3\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u670d\u52a1\u4e8e\u4e00\u4e2a\u201c\u4e13\u4e1a\u4f46\u72ed\u7a84\u201d\u7684\u7fa4\u4f53\uff1a\u65e2\u61c2\u4ee3\u7801\u53c8\u4e0d\u6ee1\u8db3\u4e8e\u4f4e\u4ee3\u7801\u5e73\u53f0\u9650\u5236\u7684\u5f00\u53d1\u8005\u3002\u5e02\u573a\u5929\u82b1\u677f\u9700\u8981\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5206\u949f\u7ea7\u90e8\u7f72\u201d\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u9762\u524d\u53ef\u80fd\u6253\u6298\uff0cAI\u751f\u6210\u7684\u811a\u672c\u4ecd\u9700\u4eba\u5de5\u5ba1\u67e5\u548c\u8c03\u6574\u3002\u6700\u540e\uff0c\u6765\u81ea\u8bc4\u8bba\u7684\u201c\u6d4f\u89c8\u5668\u4ee3\u7406\u201d\u8ffd\u95ee\u76f4\u6307\u5176\u6218\u7565\u8f6f\u808b\uff1a\u9762\u5bf9\u7f51\u9875\u52a8\u6001\u53d8\u5316\uff0c\u7eaf\u811a\u672c\u65b9\u6848\u4f9d\u7136\u8106\u5f31\u3002\u56e2\u961f\u867d\u63d0\u51fa\u201c\u81ea\u6108\u7b14\u8bb0\u672c\u201d\u7684\u8fdc\u671f\u6784\u60f3\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u91cd\u65b0\u5f15\u5165AI\u667a\u80fd\u4f53\u7684\u5f00\u59cb\uff0c\u5982\u4f55\u5e73\u8861\u201c\u786e\u5b9a\u6027\u201d\u4e0e\u201c\u9002\u5e94\u6027\u201d\uff0c\u5c06\u662f\u5176\u672a\u6765\u5fc5\u987b\u89e3\u7b54\u7684\u96be\u9898\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u601d\u8def\u6e05\u6670\u3001\u5207\u5165\u7cbe\u51c6\u7684\u5de5\u5177\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u597d\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u65b0\u8303\u5f0f\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5982\u4f55\u6f14\u5316\u5e76\u5b88\u4f4f\u201c\u53ef\u9760\u201d\u8fd9\u4e00\u7acb\u8eab\u4e4b\u672c\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\">BrowserBook<\/span>\n <\/div>\n<div class=\"comment-content\">BrowserBook is an AI-powered IDE for building fast, reliable browser automations. It pairs a Jupyter-style notebook with a context-aware AI coding assistant and an inline browser, enabling developers to write, test, and debug automations all in one place. With built-in auth management, data extraction, screenshot tools, and API deployment, you can go from idea to production-ready automation in minutes, not hours.<\/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 Chris, co-founder of BrowserBook here with teammates Jorrie and Evan.<\/p>\n<p>We\u2019re excited to share <strong>BrowserBook<\/strong>, an AI-powered IDE for building reliable, deterministic browser automations. It combines a notebook-style interface, an inline browser, and a context-aware coding assistant to help developers write, run, and iterate on Playwright scripts faster with built-in tools for screenshots, data extraction, and managed auth.<\/p>\n<p><strong>Why we built this<\/strong><br \/>Jorrie and I started a healthcare automation company last summer, where we spent lots of time building back-office workflows (think insurance followup, medical coding, etc.) with custom browser agents. During this time, we ran into four major issues with browser agents:<\/p>\n<p>\ud83d\udcb0 <strong>They\u2019re expensive<\/strong> – we burned through tokens with all the workflow context we needed to provide<br \/>\ud83d\udc22 <strong>They\u2019re slow<\/strong> – all that context let to super high latency on each request<br \/>\ud83d\ude2c <strong>They\u2019re unreliable<\/strong> – even with detailed instructions and tools, agents still drifted on multi-step tasks<br \/>\ud83d\udc1e <strong>They\u2019re impossible to debug<\/strong> – when they drifted, there was no clear root cause; we often resorted to trial-and-error to resolve issues.<\/p>\n<p>We found ourselves giving our agents scripts to execute at each step of the workflow, and eventually came to the conclusion that scripting was just the better solution. We decided to put the agent at the coding step rather than the execution step, using LLMs to rapidly write scripts based on DOM context, and ultimately built BrowserBook as the tool we wished we had.<\/p>\n<p><strong>So what’s included?<\/strong><br \/>The core IDE experience is purpose-built for web automation; some of its features include:<\/p>\n<p>\ud83c\udf10 <strong>A fully-interactive inline browser instance<\/strong> that you can run Playwright automations against with the click of a button<br \/>\ud83d\udcd2 <strong>A Jupyter-notebook-style interface<\/strong>, so you can just run parts of your automation instead of the whole thing every time<br \/>\ud83e\udd16 <strong>A context-aware coding assistant<\/strong> so you don\u2019t have to go digging for selectors<br \/>\ud83e\udd1d <strong>Helper functions for common actions<\/strong> like taking screenshots, data extraction, and managed auth profiles supporting username\/password and TOTP for authenticated workflows<\/p>\n<p>When you\u2019re done building, you can run your automation manually through the IDE or via API for use in external agents or apps!<\/p>\n<p>Our initial use case was healthcare automation, but if you\u2019re building automated tests, writing browser-based RPA workflows, web scraping, or have an agent that needs to perform deterministic actions on the web, give us a try – we\u2019d love to hear what you think!<\/p>\n<p><strong>How do I use it?<\/strong><br \/>You can download for Mac at our website: <a href=\"https:\/\/browserbook.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/browserbook.com<\/a><\/p>\n<p>Cheers,<br \/>Chris<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cschlaepfer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cschlaepfer<\/a> Great breakdown of the challenges\u2014especially around reliability and debugging. Putting AI at the scripting step instead of execution is a smart shift.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cschlaepfer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cschlaepfer<\/a> This looks awesome! After starting with healthcare automation, what are some of the most unexpected ways you\u2019ve seen people use Browserbook so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt, other co-founder of BrowserBook here! Chris has already explained some of the reasons why we built BrowserBook, so I’m going to share what makes us different from other web automation platforms and why you should give us a try.<\/p>\n<\/p>\n<p>The automation software we’ve seen falls roughly into two categories:<\/p>\n<ul>\n<li>\n<p>Software SDKs where you need to build it all yourself.<\/p>\n<\/li>\n<li>\n<p>Full automation platforms that tout low or no code automations.<\/p>\n<\/li>\n<\/ul>\n<p>BrowserBook is the sweet spot between these two options.<\/p>\n<\/p>\n<p>Don\u2019t know where to start with authentication, hosted browsers, data extraction, session recording, etc.? BrowserBook sets all this up for you with a simple interface that abstracts away the complicated parts so you can focus on writing scripts.<\/p>\n<\/p>\n<p>Nervous about using no code platforms to write your production workflows because it\u2019s a startup and when they go out of business in three months all your carefully crafted prompts will be wasted effort? Use us instead! When we go out of business in three months, what you\u2019ll be left with is a bunch of working playwright code.<\/p>\n<\/p>\n<p>We\u2019re excited to see what you build!<\/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>Do you guys plan on doing anything at all with browser agents? I feel like they\u2019re useful for adapting on the fly for intermittent things like popups or modals that would get in the way of a normal workflow<\/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\/@mats_terwiesch1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mats_terwiesch1<\/a> appreciate the question – we <strong><em>are<\/em><\/strong> exploring ways to bring agentic behavior into BrowserBook down the road, but for now we\u2019re focused on making deterministic automation as smooth and reliable as possible.<\/p>\n<\/p>\n<p>You\u2019re absolutely right and we think agents can really shine when dealing with intermittent UI issues like popups, modals, etc. Our view is that if\/when we introduce browser agents, we want them to be purpose-built for those specific classes of problems, <strong><em>not<\/em><\/strong> a catch-all layer that adds unpredictability to every workflow.<\/p>\n<\/p>\n<p>Regardless of the automation approach someone uses (scripts vs agents), DOM changes and breakages will always happen. Where we see a big opportunity (and what we’re working on now) is making that recovery process dramatically better through things like self-healing notebooks, which can understand errors and the context that caused them, and generate fixes on-the-fly.<\/p>\n<\/p>\n<p>In other words: letting scripts stay deterministic, but giving users agentic tools to automatically resolve the \u201cunknown unknowns.\u201d<\/p>\n<\/p>\n<p>Totally appreciate you bringing this up, this is definitely a direction we\u2019re excited about, but we want to introduce it thoughtfully.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch and I like the idea of being able to set up complex automations across any website. I enjoy using GumLoop but I sometimes feel like it’s not as customizable as I would like it to be.<\/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\/@alexander_gifford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_gifford<\/a> Appreciate it Alexander! GumLoop is a great product, and one of our early iterations of BrowserBook was a similar block-based automation builder. Our motivation to shift to an IDE was:<\/p>\n<ol>\n<li>\n<p>Exactly as you described, we felt drag-and-drop interfaces didn’t give us the level of control we wanted,<\/p>\n<\/li>\n<li>\n<p>We wanted to prioritize the developer experience, and developers are often just as comfortable (if not more) working directly with code as they are with visual workflow tools, and<\/p>\n<\/li>\n<li>\n<p>We felt code would be more durable in the long run – at the end of the day, scripts can always be exported in or out of BrowserBook, which just gives users more peace of mind that the logic behind their automations are safe.<\/p>\n<\/li>\n<\/ol>\n<p>If you give BrowserBook a shot, let us know, and feel free to reach out at any 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\">\n<p>Seems super helpful for building end-to-end tests and evals for webapp-based LLM products without having to rearchitect\/reinstrument your whole app. Gonna give it a try and see if I can get a playwright automation going<\/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\/@ashwin_dharne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashwin_dharne<\/a> Yes, writing e2e test against your prod environment is one of the things we think BrowserBook solves very well and we aim to add first class support for tests\/test suites in the coming months! We want you to be able to have the fast iteration loop on writing the tests, then instantly deploy them and run them on e.g. Vercel deployment webhooks.<\/p>\n<p>Our product roadmap is malleable with feedback from users, so if you have a use case in this vein we’d love to hear from you about what you’d like to see from BrowserBook!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m constantly getting fun browser based ideas w\/out any desire to rip off that implementation band aid. May even use this to solve some of my personal pains<\/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\/@phil_brewer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phil_brewer<\/a> Love it! We’ve had a lot of conversations with folks who have these sort of workflows they’d like to automate, but don’t want to go through the painful implementation step. One of our main motivators is to lower that activation energy so developers can get automations off the ground easily.<\/p>\n<\/p>\n<p>Let us know if you want to chat about your use cases, and we’ll reach out \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations on the launch, team! Excited to give this a whirl, it looks awesome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hybrd_ben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hybrd_ben<\/a> Thanks, Ben! We’re looking forward to any and all feedback!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a great product with a unique approach. We’ve been working with BrowserBook, and they know the ins and outs of this space. If you need a way to do repeated browser automations, these guys have cracked it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nimesh_chakravarthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimesh_chakravarthi<\/a> Thanks, Nimesh! We’re excited to build this product, we think there’s an opportunity to make something that hits a sweet spot between no\/low code platforms and having to deal with the sharp edges of building all of it yourself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nimesh_chakravarthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimesh_chakravarthi<\/a> Appreciate it Nimesh! Been really great working with you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work boys. What’s the deployment process like? Is there an API you can use to call automations you build (apologize if this is on the launch video). Use case I have: running a deep search on an address (usually real estate platforms). Currently do manually. Tried to automate with browser-use but it was pretty flaky and didn’t have time to figure out the API <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jack_considine1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jack_considine1<\/a> Hey Jack, thanks for the question! Yes that’s exactly right – the design here is that you use the IDE to build the automation for your use case. You can parameterize it – e.g. implement an input for address – then press the ‘snapshot’ button, which creates a snapshot of your automation at that moment in time.<\/p>\n<p>From there, simply call the API (see examples from our trusty “API” button)! Right now, you have to query the API for results – e.g. to fetch any data you’ve extracted – but soon we’ll implement webhooks to allow for an event based approach.<\/p>\n<\/p>\n<p>Happy to discuss in more detail, and talk through your use case. You can also find more info in our docs: <a href=\"https:\/\/www.browserbook.com\/docs#api-based-execution\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.browserbook.com\/docs#api-based-execution<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YVNGQDGFQE4BWL\" class=\"app-title\">Murror AI<\/a><\/p>\n<div class=\"one-liner\">AI to help battle loneliness and build relationships<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Murror AI\u662f\u4e00\u6b3e\u901a\u8fc7AI\u5bf9\u8bdd\u63d0\u4f9b\u591a\u89d2\u5ea6\u60c5\u7eea\u6d1e\u5bdf\u3001\u5f15\u5bfc\u5f0f\u8bb0\u5f55\u548c\u60c5\u611f\u6a21\u5f0f\u8ffd\u8e2a\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5728\u611f\u5230\u5b64\u72ec\u6216\u60c5\u611f\u56f0\u60d1\u65f6\u5398\u6e05\u611f\u53d7\u3001\u63d0\u5347\u60c5\u7eea\u667a\u529b\u5e76\u6539\u5584\u4eba\u9645\u5173\u7cfb\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\/0f27cd85-aff6-4758-a75c-93a1b4d3ac26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9afca928-e136-4a2b-95af-6b029cf18a68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f1ad5b1-c24a-4cb2-964f-7db83fbafcd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4d0a06c-c69a-4efb-8a42-2d83ecbee651.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aae08d09-62f0-4fd5-b4d3-f741fef3caaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e252fc45-35b4-44ee-96f8-cb619b015786.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88b5a6e7-7ccc-4d1a-9982-2188ddd70383.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\/15ec762e-e3a4-40ac-84ab-320a9a907586.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hh1hUIPxrPY\"><source src=\"https:\/\/youtu.be\/hh1hUIPxrPY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Social Network<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7AI<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u966a\u4f34<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u667a\u529b\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u4eba\u9645\u5173\u7cfb\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u53cd\u601d\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u6a21\u5f0f\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u65e5\u5e38\u6b63\u5ff5\u7ec3\u4e60<\/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\u60c5\u611f\u652f\u6301\u7684\u975e\u4e34\u5e8a\u5316\u6e29\u548c\u966a\u4f34\u611f\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u4f18\u5316\u5e94\u7528\u5546\u5e97\u94fe\u63a5\u8df3\u8f6c\u4f53\u9a8c\uff1b\u8003\u8651\u5f15\u5165\u771f\u4eba\u8f85\u52a9\u4f5c\u4e3aAI\u8865\u5145\uff1b\u5efa\u8bae\u589e\u52a0\u5728\u5fc5\u8981\u65f6\u5f15\u5bfc\u7528\u6237\u5bfb\u6c42\u771f\u4eba\u670b\u53cb\u6216\u4e13\u4e1a\u5e2e\u52a9\u7684\u673a\u5236\uff1b\u8be2\u95ee\u60c5\u611f\u8ffd\u8e2a\u529f\u80fd\u662f\u5426\u4f1a\u62d3\u5c55\u81f3\u4eba\u9645\u5173\u7cfb\u573a\u666f\u53caAI\u51c6\u786e\u6027\u662f\u5426\u968f\u4f7f\u7528\u63d0\u5347\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Murror AI\u5207\u5165\u7684\u662f\u201c\u60c5\u611f\u79d1\u6280\u201d\u8d5b\u9053\u4e2d\u4e00\u4e2a\u5fae\u5999\u800c\u5173\u952e\u7684\u7a7a\u9699\uff1a\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u66ff\u4ee3\u4e13\u4e1a\u6cbb\u7597\u7684\u4e34\u5e8a\u5de5\u5177\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u201c\u524d\u4e34\u5e8a\u201d\u9636\u6bb5\u7684\u65e5\u5e38\u60c5\u611f\u68b3\u7406\u4f34\u4fa3\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u6280\u672f\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\u5bf9\u201c\u5b64\u72ec\u611f\u201d\u548c\u201c\u60c5\u611f\u8868\u8fbe\u969c\u788d\u201d\u7684\u7cbe\u51c6\u573a\u666f\u5316\u6355\u6349\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u4f20\u7edf\u65e5\u8bb0\u7684\u79c1\u5bc6\u6027\u4e0eAI\u7684\u7ed3\u6784\u5316\u5206\u6790\u80fd\u529b\u7ed3\u5408\uff0c\u901a\u8fc7\u201c\u591a\u89d2\u5ea6\u6d1e\u5bdf\u201d\u548c\u201c\u6a21\u5f0f\u8bc6\u522b\u201d\u529f\u80fd\uff0c\u8bd5\u56fe\u89e3\u51b3\u4e2a\u4eba\u5728\u60c5\u7eea\u6df7\u4e71\u65f6\u201c\u4e0d\u77e5\u4ece\u4f55\u8bf4\u8d77\u201d\u7684\u75db\u70b9\u3002\u8fd9\u6bd4\u5355\u7eaf\u7684\u60c5\u7eea\u8bb0\u5f55\u66f4\u8fdb\u4e86\u4e00\u6b65\uff0c\u5b83\u63d0\u4f9b\u4e86\u8ba4\u77e5\u91cd\u6784\u7684\u53ef\u80fd\u6027\u2014\u2014\u800c\u8fd9\u6b63\u662f\u8bb8\u591a\u8ba4\u77e5\u884c\u4e3a\u7597\u6cd5\u7684\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u9690\u5fe7\u4e5f\u6b63\u662f\u5176\u5929\u82b1\u677f\u7684\u6240\u5728\u3002\u9996\u5148\uff0c\u60c5\u611f\u652f\u6301\u7684\u6709\u6548\u6027\u4e0e\u5b89\u5168\u6027\u8fb9\u754c\u95ee\u9898\u51f8\u663e\u3002\u7528\u6237\u76f4\u63a5\u63d0\u95eeAI\u662f\u5426\u4f1a\u5efa\u8bae\u5bfb\u6c42\u4e13\u4e1a\u5e2e\u52a9\uff0c\u8fd9\u89e6\u53ca\u4e86AI\u60c5\u611f\u966a\u4f34\u4ea7\u54c1\u7684\u4f26\u7406\u7ea2\u7ebf\uff1a\u5b83\u5fc5\u987b\u6e05\u6670\u754c\u5b9a\u81ea\u5df1\u7684\u80fd\u529b\u8303\u56f4\uff0c\u907f\u514d\u7528\u6237\u4ea7\u751f\u8fc7\u5ea6\u4f9d\u8d56\u6216\u5ef6\u8bef\u5fc5\u8981\u6cbb\u7597\u3002\u5176\u6b21\uff0c\u201c\u8d8a\u7528\u8d8a\u51c6\u201d\u7684\u627f\u8bfa\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u60c5\u611f\u9886\u57df\uff0c\u6570\u636e\u79ef\u7d2f\u5e26\u6765\u7684\u4e2a\u6027\u5316\u6d1e\u5bdf\u4e0e\u7528\u6237\u9690\u79c1\u62c5\u5fe7\u53ca\u201c\u7b97\u6cd5\u8bf1\u5bfc\u201d\u98ce\u9669\u7d27\u5bc6\u76f8\u8fde\u3002\u5f53AI\u901a\u8fc7\u6a21\u5f0f\u5206\u6790\u6307\u51fa\u4f60\u7684\u201c\u60c5\u611f\u6839\u6e90\u201d\u65f6\uff0c\u8fd9\u79cd\u53cd\u9988\u672c\u8eab\u5c31\u5728\u5851\u9020\u4f60\u7684\u81ea\u6211\u8ba4\u77e5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u5e2e\u52a9\u4eba\u4eec\u88ab\u7406\u89e3\uff0c\u800c\u975e\u8bc4\u5224\u201d\u7684\u521d\u8877\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u907f\u514d\u8ba9\u7b97\u6cd5\u751f\u6210\u7684\u201c\u7406\u89e3\u201d\u6d41\u4e8e\u4e00\u79cd\u8fce\u5408\u7528\u6237\u7684\u3001\u6d45\u5c42\u7684\u5171\u60c5\u56de\u97f3\u58c1\u3002\u771f\u6b63\u7684\u60c5\u7eea\u6210\u957f\u5f80\u5f80\u4f34\u968f\u4e0d\u9002\u4e0e\u6311\u6218\uff0c\u800c\u4e00\u4e2a\u65e8\u5728\u8ba9\u4eba\u201c\u611f\u89c9\u826f\u597d\u201d\u7684AI\u4f34\u4fa3\uff0c\u662f\u5426\u6709\u52c7\u6c14\u5728\u5fc5\u8981\u65f6\u7ed9\u51fa\u4ee4\u4eba\u4e0d\u5b89\u4f46\u771f\u5b9e\u7684\u53cd\u601d\uff1f\u8fd9\u5c06\u662f\u8861\u91cf\u5176\u4ece\u201c\u6e29\u548c\u4f34\u4fa3\u201d\u5347\u7ea7\u4e3a\u201c\u6709\u6548\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMurror AI\u5c55\u73b0\u4e86\u4e00\u4e2a\u6709\u793e\u4f1a\u4ef7\u503c\u7684\u5207\u5165\u70b9\uff0c\u4f46\u5176\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u7684\u62df\u4eba\u5316\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u56e2\u961f\u5728\u5fc3\u7406\u5b66\u5c42\u9762\u7684\u8bbe\u8ba1\u6df1\u5ea6\u3001\u5bf9\u4f26\u7406\u98ce\u9669\u7684\u8c28\u614e\u628a\u63a7\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u652f\u6301\u201d\u4e0e\u201c\u6210\u957f\u201d\u4e4b\u95f4\u627e\u5230\u8270\u96be\u7684\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Murror AI<\/span>\n <\/div>\n<div class=\"comment-content\">\ud83e\udde0 AI Reflections \u2014 Clear, multi-angle insights on your feelings. \u270d\ufe0f Guided Prompts \u2014 For stress, relationships, self-love, and more. \ud83d\udcca Emotional Patterns \u2014 Spot recurring emotions and root causes. \ud83d\udd10 Encrypted Writing \u2014 Your journaling stays private. \ud83d\udc65 Connection Tools \u2014 Communicate and understand others better. \ud83c\udf31 Daily Lessons \u2014 Quick boosts in emotional intelligence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>Astro here, founder of Murror.<\/p>\n<p>A few years ago I hit one of the lowest points in my life. I was dealing with depression, confusion, and honestly felt disconnected from myself and the people close to me. I didn\u2019t know how to talk about my emotions or even make sense of them.<\/p>\n<p>That experience pushed me to build Murror \u2014 an AI tool that helps you unpack your emotions, see clearer perspectives, and improve your communication with the people around you.<\/p>\n<p>My mission is simple:<br \/>\nhelp people feel understood.<br \/>\nNot judged. Not dismissed. Just understood.<\/p>\n<p>If Murror brings you even 1% more clarity or peace, that means everything to me.<\/p>\n<p>Would love your thoughts, feedback, or ideas, I\u2019m here all day. \ud83d\udc9b\ud83e\udd8b<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello everyone, I\u2019m Mona,<\/p>\n<p>Customer Support and Marketer at Murror.<\/p>\n<\/p>\n<p>I\u2019m here with a mission: to do everything I can to help <strong>Murror succeed<\/strong> and to <strong>make life a little less lonely for 10 million people out there<\/strong>. So my work doesn\u2019t stop at just those two titles.<\/p>\n<\/p>\n<p>Together with my team, we want to prove Murror\u2019s impact through numbers and positive feedback from our users. It\u2019s a challenging goal, but it\u2019s far from impossible as long as we put in the effort.<\/p>\n<\/p>\n<p>Follow me and Murror team on this journey ahead <3 <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10261c2e-e888-4a33-913f-ebfa786d5558.jpeg?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>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>Congratulations on the launch. One tip: Such buttons like App Store or Play Store \u2013 add blank page openings so I will not leave your landing page \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you Nika. Your tip really helpful for us \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beautiful launch! \ud83d\udc9b Love seeing emotional clarity and self-compassion framed in a way that feels supportive rather than clinical. Murror feels like a gentle companion rather than a wellness \u201ctool,\u201d which is rare and deeply needed.<br \/>Curious \u2014 what kind of reflections or moments do early users find most meaningful?<\/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>Absolutely awesome. I’d also recommend putting a couple of human assistants along with AI. <\/p>\n<p>If the app can help people, then just don’t rely on AI completely.<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thank you so much for your feedback, our team truly appreciates it <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, are there points where the AI will suggest to go connect with friends or maybe even a professional for more help. I know in certain circles, properly knowing when to suggest more care is crucial, so I am wondering if that is something that you have thought of\/built in to 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=\"comment-item\">\n<div class=\"comment-content\">Functional Review<\/p>\n<p>The AI Reflections and emotional pattern tracking feel really helpful for untangling messy feelings\u2014curious if the guided prompts cover specific relationship conflicts too<\/p>\n<p>I love the encrypted journaling for privacy, but does the app\u2019s insight accuracy improve with more user<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vertu_jolin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vertu_jolin<\/a> Thank you Jolin for your feedback. Currently, the emotion tracking feature is only available for individuals, but we do plan to develop it so that emotions can also be tracked within relationships.<\/p>\n<\/p>\n<p>The more you share, the better the AI understands your context and the deeper its responses will be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! <br \/>What really stands out to me is the pattern recognition. Spotting the recurring themes is awesome. Sometimes we don’t see the recurring items in our day to day and overlook the “obvious”. Having something that calls it out will allow the person to make the changes needed to stop that loop. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/PTB6V3SAYMX4L6\" class=\"app-title\">Papr<\/a><\/p>\n<div class=\"one-liner\">Predictive memory and context intelligence API for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Papr\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u9884\u6d4b\u6027\u8bb0\u5fc6\u4e0e\u4e0a\u4e0b\u6587\u667a\u80fd\u7684API\uff0c\u901a\u8fc7\u7edf\u4e00RAG\u4e0e\u8bb0\u5fc6\u5c42\uff0c\u5728\u590d\u6742\u751f\u4ea7\u73af\u5883\u4e2d\u89e3\u51b3\u4e86AI\u56e0\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u800c\u5bfc\u81f4\u7684\u5e7b\u89c9\u548c\u68c0\u7d22\u4e0d\u51c6\u3001\u6162\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\/7b1f3cb8-e9f1-4e6b-bd9d-a51addfb9893.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2325cab3-ff13-4484-84cf-d03970eb2c37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c24d0bb-b6af-46ae-a567-807e5a0d5cff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c522b688-4147-4f17-bb4a-25205adc2d41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90322105-345d-4d4b-9a51-3929d8d6b070.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3573e583-7f30-4907-b0fb-5a8e77a41349.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c15265ae-1dd2-4d91-9bc7-97ef43b16b17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1b6da5c-fbf0-4f60-8dd4-12e45a4d201f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d62a9179-175c-41bb-bda9-fd637fc7c975.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e692c2bd-33a9-4462-8654-eb5d145ef64b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/908fcadc-b390-42ef-b199-4e372f592f80.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u9884\u6d4b\u6027\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u878d\u5408<\/span><br \/>\n <span class=\"tag\">RAG\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u591a\u6570\u636e\u6e90\u7edf\u4e00<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">GraphQL\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u51cf\u5c11AI\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u65af\u5766\u798f\u57fa\u51c6\u699c\u9996<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5f00\u6e90\u7075\u6d3b\u6027\u53ca\u591a\u79df\u6237\u6743\u9650\u8bbe\u8ba1\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u9610\u91ca\u4e86\u6280\u672f\u539f\u7406\uff08\u9884\u6d4b\u8bb0\u5fc6\u56fe\uff09\u4e0e\u4f18\u52bf\uff08\u51c6\u786e\u7387\u3001\u901f\u5ea6\uff09\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u68c0\u7d22\u6027\u80fd\u3001\u4e0e\u7ade\u54c1\uff08\u5982Mem0\uff09\u7684\u5dee\u5f02\u5316\uff0c\u5747\u83b7\u5f97\u5b98\u65b9\u79ef\u6781\u56de\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 Papr\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u66f4\u4f18\u7684\u5411\u91cf\u68c0\u7d22\u5e93\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49AI\u667a\u80fd\u4f53\u7684\u201c\u8bb0\u5fc6\u201d\u4f53\u7cfb\u3002\u5f53\u524dAI\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u74f6\u9888\uff0c\u6b63\u662f\u5176\u201c\u8bb0\u5fc6\u201d\u7684\u5272\u88c2\u3001\u88ab\u52a8\u4e0e\u6d45\u8584\u3002Papr\u63d0\u51fa\u7684\u201c\u9884\u6d4b\u6027\u8bb0\u5fc6\u56fe\u201d\u76f4\u6307\u8981\u5bb3\uff1a\u5b83\u8bd5\u56fe\u5c06\u5206\u6563\u7684\u5bf9\u8bdd\u5386\u53f2\u3001\u6587\u6863\u3001\u7ed3\u6784\u5316\u6570\u636e\u7f16\u7ec7\u6210\u8fde\u7eed\u3001\u5173\u8054\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u5e76\u5f15\u5165\u4e3b\u52a8\u9884\u6d4b\u673a\u5236\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4ece\u201c\u68c0\u7d22\u201d\u5230\u201c\u7406\u89e3\u201d\u518d\u5230\u201c\u6d1e\u5bdf\u201d\u7684\u8303\u5f0f\u5347\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u65af\u5766\u798fSTaRK\u57fa\u51c691%+\u7684\u51c6\u786e\u7387\u4e0e\u4f4e\u4e8e100ms\u7684\u901f\u5ea6\u662f\u5f3a\u6709\u529b\u7684\u6280\u672f\u80cc\u4e66\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u590d\u6742\u3001\u52a8\u6001\u7684\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u3002\u5176\u4ef7\u503c\u80fd\u5426\u5151\u73b0\uff0c\u53d6\u51b3\u4e8e\u5176\u56fe\u8c31\u6784\u5efa\u7684\u81ea\u52a8\u5316\u7a0b\u5ea6\u3001\u9884\u6d4b\u7684\u7cbe\u51c6\u6027\uff0c\u4ee5\u53ca\u9762\u5bf9\u6d77\u91cf\u5f02\u6784\u6570\u636e\u65f6\u7684\u6269\u5c55\u80fd\u529b\u3002\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u68c0\u7d22\u6df1\u5ea6\u7ed3\u5408\u5e76\u975e\u65b0\u6982\u5ff5\uff0c\u4f46Papr\u5c06\u5176\u4ea7\u54c1\u5316\u4e3a\u4e00\u4e2a\u7b80\u6d01API\uff0c\u5e76\u6346\u7ed1\u6743\u9650\u7ba1\u7406\u4e0e\u591a\u79df\u6237\u652f\u6301\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5e94\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u9884\u6d4b\u201d\u529f\u80fd\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u9884\u5224\u9519\u8bef\u53ef\u80fd\u5bfc\u81f4\u7cfb\u7edf\u504f\u89c1\u6216\u8d44\u6e90\u6d6a\u8d39\u3002\u5176\u6b21\uff0c\u5c3d\u7ba1\u5f00\u6e90\u63d0\u4f9b\u4e86\u53ef\u63a7\u6027\uff0c\u4f46\u5ba2\u6237\u9700\u6743\u8861\u81ea\u5efa\u77e5\u8bc6\u56fe\u8c31\u7684\u8fd0\u7ef4\u6210\u672c\u4e0e\u4e91\u670d\u52a1\u7684\u201c\u9ed1\u76d2\u201d\u98ce\u9669\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c06\u9762\u4e34\u6765\u81ea\u4e91\u5382\u5546\u5185\u7f6e\u8bb0\u5fc6\u670d\u52a1\u53ca\u4f17\u591a\u5f00\u6e90RAG\u6846\u67b6\u7684\u53cc\u91cd\u6324\u538b\u3002Parr\u82e5\u6210\u529f\uff0c\u5c06\u6210\u4e3aAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u53c8\u4e00\u4e2a\u6280\u672f\u4f18\u8d8a\u4f46\u96be\u4ee5\u666e\u53ca\u7684\u201c\u5b9e\u9a8c\u5ba4\u51a0\u519b\u201d\u3002\u5176\u6210\u8d25\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u667a\u80fd\u201d\u4e0e\u201c\u590d\u6742\u5ea6\u201d\u3001\u201c\u6027\u80fd\u201d\u4e0e\u201c\u6210\u672c\u201d\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\">Papr<\/span>\n <\/div>\n<div class=\"comment-content\">Ranked #1 on Stanford\u2019s STaRK benchmark with 91%+ retrieval accuracy and fast at under 100ms, Papr unifies RAG + memory in one API that reduces AI hallucinations and powers personalized agents. Papr\u2019s predictive engine links and structures context into a vector index + knowledge graph you can query with GraphQL or natural language\u2014great for agents and analytics UIs. With built-in ACLs and permission controls, data stays private and multi-tenant. Available in open-source or cloud edition.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b I’m Amir, one of the founders at Papr.<\/p>\n<\/p>\n<p>After talking to hundreds of teams trying to ship AI agents, we kept hearing the same painful truth:<\/p>\n<\/p>\n<p><strong>Agents hallucinate because they can\u2019t recall the right context.<\/strong><\/p>\n<\/p>\n<p>Conversation history lives in one place, documents in another, structured data in databases\u2026 none of it connected. Retrieval works in demos, but in production it returns fragments, not understanding. It’s inaccurate and slow.<\/p>\n<\/p>\n<p>So we rebuilt the memory layer from scratch. Think of it as a new type of database for AI that connects context across sources, predicts what users want then powers AI agents to surface context and insights before users ask. It’s a simple API call to get started over a weekend.<\/p>\n<\/p>\n<h2><strong>Building memory that gets faster and more accurate with scale<\/strong><\/h2>\n<\/p>\n<p>Most memory systems rely on vector search alone. Great for similar text, terrible for connected context. Some add a knowledge graph to capture conversation history – working, episodic, long-term memory. It breaks as soon as you add more data sources.<\/p>\n<\/p>\n<p>So we built something new: the Predictive Memory Graph \u2014 a layer that maps real relationships across all your data.<\/p>\n<\/p>\n<p>A line of code \u2192 ties to a support ticket \u2192 ties to a convo with an AI coding agent -> ties to a Slack thread \u2192 ties to a design decision months ago. Your knowledge becomes one connected story.<\/p>\n<\/p>\n<p>Then we went further: Papr anticipates what users will ask next and pre-caches the right context (available in preview today in the Python SDK). When the prediction hits, retrieval drops under 100ms and accuracy jumps.<\/p>\n<\/p>\n<p>This is how Papr ranks #1 on Stanford\u2019s STaRK benchmark with 91%+ accuracy \u2014 and why it gets better as your memory grows, not worse like we have seen with context rot.<\/p>\n<h1><\/h1>\n<h2><strong>Not just retrieval – actual insights queryable with natural language or GraphQL<\/strong><\/h2>\n<\/p>\n<p>Once your data is connected, AI agents can shift from surfacing text to surfacing insights. Papr can answer things like “what themes are emerging in support tickets”, “what products should we recommend for this customer based on others like them” or “if the cost rises, how will margin shift next month”.<\/p>\n<\/p>\n<p>And because Papr is queryable via <strong>natural language or GraphQL<\/strong>, teams use the same memory layer for conversational agents, analytics dashboards, insight panels, and recommendations.<\/p>\n<\/p>\n<p>This is retrieval \u2192 understanding \u2192 insight.<\/p>\n<\/p>\n<h2>Private by design, open by default<\/h2>\n<\/p>\n<p>Papr includes ACLs, namespace boundaries, and strict permission management from day one. AI agents will only access what you want it to see, and will respect the user’s permissions so data doesn’t leak across users in the same namespace.<\/p>\n<\/p>\n<p>You can run it fully <strong>open-source and self-hosted<\/strong>, or use our <strong>managed cloud<\/strong> with predictive memory built in \u2014 same API, full control.<\/p>\n<\/p>\n<h1><strong>Thanks for checking out Papr<\/strong><\/h1>\n<\/p>\n<p>We built Papr because we believe AI shouldn\u2019t guess \u2014 it should be safe, trustworthy and have a heart that can build<em> relationships<\/em>. It should understand your context, connect the dots, and deliver the right insight before you ask.<\/p>\n<\/p>\n<p>We\u2019ll be here all day answering questions about predictive memory, vector + graph database, GraphQL, insights, and building AI agents that actually work in the real world.<\/p>\n<\/p>\n<p>We’re excited to see the next generation AI apps you will build with Papr \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amirkabbara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amirkabbara<\/a> Wow context problem finally solved<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@amirkabbara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amirkabbara<\/a> Loved the explanation about connecting context across sources. Fragmented memory layers are a huge bottleneck your approach of tying conversations, tickets, and structured data together makes real-world agent use cases much stronger.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@masump thanks Mason. Give it a try and let us know what you think.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>running locally as open source gives a lot of flexibility. Huge win for devs who want everything on their own machine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@new_user___3282025fa49521ad0ba0301 for sure. We would love for you to try it out and share feedback.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing. Can your servers handle huge data retrieval using the GraphQL endpoint?<\/p>\n<p>Also, can I create separate projects\/namespaces for different customers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> yes for both questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chilarai we leverage vector stores like pinecone. Our approach does perform better than using vanilla pinecone internally.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The combination of Vector Embeddings + Knowledge Graphs looks super useful for developers building agents that need long-term context. Curious\u2014how are you differentiating this from Mem0 (since you both focus on the ‘Memory layer’)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@anastasiia_tilinina thank you for the support.<\/p>\n<p>We are more accurate and faster than other solutions we\u2019ve tested. <\/p>\n<p>This is how we do it:<br \/>\n1. We have a prediction engine that automatically connects memories to each other. A concept Google\u2019s recent paper calls \u201cassociative memory\u201d<br \/>\n2. We have a graph-native solution. You can register your own schema and ontology.<br \/>\n3. We combine \u2018conversational memory\u2019 with RAG and integrate top document processing and OCR solutions. So you can bring in AI chats, structured Postgres data and docs into the same system vs building different things for each.<br \/>\n4. In addition to natural language search you can use graphql to query the graph. It\u2019s powerful – you can basically do Netflix style recommendations, supply chain analysis and more<br \/>\n5. For chats specifically, we let AI agents save their own reasoning memories that they can retrieve to self improve<\/p>\n<p>Try it out and let us know what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GR4YEBL6AUZBU3\" class=\"app-title\">AdeptDev<\/a><\/p>\n<div class=\"one-liner\">Lightweight project management for founders.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u72ec\u7acb\u524d\u7aef\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\u6253\u9020\u7684\u8f7b\u91cf\u7ea7\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u5b9e\u65f6\u540c\u6b65GitHub\u5206\u652f\u4e0e\u4efb\u52a1\u72b6\u6001\uff0c\u89e3\u51b3\u4f20\u7edf\u5de5\u5177\u81c3\u80bf\u3001\u534f\u4f5c\u4fe1\u606f\u4e0d\u540c\u6b65\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\/e3198dd6-4312-4b73-ae9f-09c8475be624.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bc0a62c-4964-4411-9c41-5bee50209bda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91c790f5-7ca4-45b2-9b96-955b03d2d592.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f12880-389c-4931-ab68-e18e3e554871.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b6fa177-f62a-4552-b5c2-82931c6d0c02.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u770b\u677f<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c0f\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u754c\u9762\u7b80\u6d01\u3001\u5b9a\u4f4d\u805a\u7126\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8be2\u95eeGitHub\u540c\u6b65\u673a\u5236\u7684\u6280\u672f\u7ec6\u8282\uff1b\u5173\u6ce8\u6570\u636e\u9690\u79c1\u4e0e\u52a0\u5bc6\u7b56\u7565\uff1b\u786e\u8ba4\u5b9a\u4ef7\u6a21\u5f0f\uff08\u76ee\u524d\u5bf9\u5c0f\u56e2\u961f\u514d\u8d39\uff0c\u6269\u5bb9\u540e\u6bcf\u4eba10\u7f8e\u5143\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AdeptDev\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u53d7\u56f0\u4e8eJira\u3001Asana\u7b49\u201c\u529f\u80fd\u81a8\u80c0\u201d\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5fae\u578b\u524d\u7aef\u56e2\u961f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8f7b\u91cf\u7ea7\u201d\u548c\u201c\u5f00\u53d1\u8005\u4f18\u5148\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u9879\u76ee\u7ba1\u7406\u9762\u677f\u4e0eGitHub\u5de5\u4f5c\u6d41\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b9e\u73b0\u4efb\u52a1\u72b6\u6001\u81ea\u52a8\u540c\u6b65\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5728\u8bd5\u56fe\u6d88\u9664\u201c\u7ba1\u7406\u5f00\u9500\u201d\u8fd9\u4e00\u975e\u7f16\u7801\u6027\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u8f7b\u91cf\u7ea7\u201d\u4e0e\u201c\u529f\u80fd\u6269\u5c55\u201d\u5b58\u5728\u5929\u7136\u77db\u76fe\u3002\u65e9\u671f\u7528\u6237\u559c\u7231\u7684\u7b80\u6d01\uff0c\u968f\u7740\u56e2\u961f\u6210\u957f\u548c\u9700\u6c42\u590d\u6742\u5316\uff0c\u6781\u6613\u88ab\u8feb\u52a0\u529f\u80fd\uff0c\u91cd\u8e48\u201c\u81c3\u80bf\u201d\u8986\u8f99\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u7684\u201cGitHub\u96c6\u6210\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u6df1\u5ea6\u7ed1\u5b9a\u4f7f\u5176\u751f\u5b58\u53d7\u5236\u4e8e\u5e73\u53f0API\u653f\u7b56\uff0c\u4e14\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\uff08\u5982\u8bc4\u8bba\u4e2d\u6240\u7591\uff09\u5c06\u6210\u4e3a\u6280\u672f\u4fe1\u4efb\u7684\u57fa\u77f3\uff0c\u5fc5\u987b\u900f\u660e\u56de\u5e94\u3002\u6700\u540e\uff0c\u5b9a\u4ef7\u7b56\u7565\u770b\u4f3c\u7b80\u5355\u53cb\u597d\uff0c\u4f46\u201c\u6bcf\u4eba10\u7f8e\u5143\u201d\u5728\u9762\u4e34Notion\u3001Linear\u7b49\u5f3a\u5927\u7ade\u54c1\u7684\u5dee\u5f02\u5316\u5b9a\u4ef7\u65f6\uff0c\u80fd\u5426\u5728\u6269\u5f20\u9636\u6bb5\u7ef4\u6301\u5438\u5f15\u529b\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cAdeptDev\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u505a\u4e86\u4e00\u6b21\u679c\u65ad\u7684\u201c\u51cf\u6cd5\u201d\u548c\u201c\u8fde\u63a5\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u662f\u5426\u53d6\u60a6\u6240\u6709\u4eba\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u8db3\u591f\u597d\u7528\u7684\u7b80\u5355\u201d\u4e0e\u201c\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u5316\u201d\u4e4b\u95f4\uff0c\u4e3a\u90a3\u4e2a\u7279\u5b9a\u7684\u3001\u538c\u6076\u81c3\u80bf\u7684\u6784\u5efa\u8005\u7fa4\u4f53\uff0c\u5b88\u4f4f\u4e00\u4e2a\u4e0d\u59a5\u534f\u7684\u5e73\u8861\u70b9\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u8d77\u70b9\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4ea7\u54c1\u539f\u5219\u4e0e\u589e\u957f\u538b\u529b\u7684\u5bf9\u51b3\u5373\u5c06\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AdeptDev<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Adeptdev \u2014 a lightweight, developer-first project manager built for solo front-end builders. I built this because every existing tool felt bloated, slow, or designed for huge teams. Adeptdev keeps things simple: fast Kanban, clean tasks, GitHub integration, and a workspace that helps you ship \u2014 not get buried in menus. If you’re a solo dev or small team that wants something modern, simple, and actually pleasant to use, give it a spin \ud83d\ude4c<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt community! \ud83d\udc4b<\/p>\n<p>We built this tool for front-end developers and small teams who want to stay in sync with their codebase without the manual overhead. With AdeptDev, your task cards update automatically as your branches and code change\u2014no extra clicks, no forgotten updates. Everything you see on your board always reflects the latest work happening in your repo.<\/p>\n<p>A few things we\u2019re particularly excited about:<br \/>\n – Automatic updates: Task cards stay in sync with your branches in real time.<br \/>\n – Clear context: See branch info, pull requests, and key task details all in one place.<br \/>\n – Lightweight workflow: No bloated features\u2014just what you need to stay productive.<\/p>\n<p>We\u2019d love to hear your thoughts! Any feedback, feature ideas, or ways we could make it more useful for your workflow would be amazing. Let\u2019s make project management smoother for devs, together.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablorogers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablorogers<\/a> Context view looks helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pablorogers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablorogers<\/a> Congrats on the launch! Love seeing more dev-focused tools. The UI looks super clean, and the workflow feels straightforward. I can definitely see solo devs using this daily. Big fan already!<\/p>\n<p>Quick question \u2014 how does the GitHub syncing work under the hood? Does it pull updates in real time or on a schedule?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The design is really clean and I love that it feels focused and lightweight – so many dev tools end up bloated and overwhelming. This looks like it wants to stay useful without becoming “everything for everyone.”<\/p>\n<p>Two questions about privacy (couldn’t find anything about this on the website):<\/p>\n<p>1. How do you handle data when connecting to GitHub? Where does my code live?<\/p>\n<p>2. What about all the things I enter into the tool? Is that data encrypted on your servers?<\/p>\n<p>Would love to understand the security model before going all in.<\/p>\n<p>Upvoted – hoping this stays small and sharp!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks super crisp !<\/p>\n<p>What is the pricing like ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@francois_piquard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francois_piquard<\/a> Thanks Fran\u00e7ois! \ud83d\ude4c Really appreciate it.<\/p>\n<p>Right now the pricing is super simple, it\u2019s free for solo devs and teams up to 3 people. After that, it\u2019s just $10 per additional team member. Trying to keep it as affordable and straightforward as possible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FLK4P7VLX6ZOGQ\" class=\"app-title\">Shelfinder<\/a><\/p>\n<div class=\"one-liner\">A floating shelf for drag-and-drop files on macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shelfinder \u662f\u4e00\u6b3e\u4e3a macOS \u8bbe\u8ba1\u7684\u60ac\u6d6e\u6587\u4ef6\u67b6\u5e94\u7528\uff0c\u901a\u8fc7\u5141\u8bb8\u7528\u6237\u5373\u65f6\u6536\u96c6\u3001\u56fa\u5b9a\u548c\u62d6\u653e\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u5728\u591a\u6587\u4ef6\u5939\u548c\u7a97\u53e3\u95f4\u9891\u7e41\u79fb\u52a8\u6587\u4ef6\u65f6\u64cd\u4f5c\u7e41\u7410\u3001\u6548\u7387\u4f4e\u4e0b\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\/e11af2df-4088-493d-b5b0-5b301e65d583.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd736f36-f51d-4e3e-bbb7-2574caf9a993.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ed91a56-aae5-42ad-8dda-319132d2d8e0.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u62d6\u62fd\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u60ac\u6d6e\u7a97<\/span><br \/>\n <span class=\"tag\">Finder\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u7f8e\u89c2\u4e14\u5b9e\u7528\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u6280\u672f\u5b9e\u73b0\uff08\u5982Liquid Glass\u6548\u679c\u9002\u914d\uff09\u3001\u529f\u80fd\u7ec6\u8282\uff08\u5982\u6587\u4ef6\u6570\u91cf\u9650\u5236\u3001\u91cd\u542f\u540e\u4fdd\u5b58\uff09\u4ee5\u53ca\u5f00\u53d1\u52a8\u673a\u4e0a\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u786e\u8ba4\u4e86\u529f\u80fd\u7ec6\u8282\u5e76\u8ba1\u5212\u652f\u6301\u65e0\u9650\u9879\u76ee\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 Shelfinder \u7784\u51c6\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u64cd\u4f5c\u7cfb\u7edf\u957f\u671f\u5ffd\u89c6\u7684\u201c\u5fae\u75db\u70b9\u201d\uff1a\u5728\u56fe\u5f62\u754c\u9762\u5df2\u8bde\u751f\u6570\u5341\u5e74\u7684\u4eca\u5929\uff0c\u8de8\u7a97\u53e3\u3001\u8de8\u8def\u5f84\u7684\u6587\u4ef6\u79fb\u52a8\u64cd\u4f5c\u4f9d\u7136\u7b28\u62d9\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u4e34\u65f6\u6587\u4ef6\u6682\u5b58\u533a\u201d\u6216\u201c\u526a\u5207\u677f\u589e\u5f3a\u5668\u201d\uff0c\u4f46\u5176\u4ef7\u503c\u5728\u4e8e\u5c06\u8fd9\u4e00\u529f\u80fd\u4ece\u610f\u5ff5\u5c42\uff08\u7528\u6237\u8111\u4e2d\u7684\u5de5\u4f5c\u6d41\uff09\u5177\u8c61\u4e3a\u4e00\u4e2a\u59cb\u7ec8\u53ef\u89e6\u8fbe\u7684\u3001\u7b26\u5408\u76f4\u89c9\u7684\u89c6\u89c9\u754c\u9762\u2014\u2014\u60ac\u6d6e\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f3a\u8c03\u201c\u539f\u751f\u4f53\u9a8c\u201d\u548c\u201c100%\u672c\u5730\u201d\u662f\u7cbe\u51c6\u7684\u5dee\u5f02\u5316\u7b56\u7565\u3002\u5728\u4e91\u540c\u6b65\u6cdb\u6ee5\u3001\u9690\u79c1\u62c5\u5fe7\u52a0\u5267\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u7eaf\u7cb9\u3001\u8f7b\u91cf\u7684\u5de5\u5177\u5e94\u7528\u53cd\u800c\u80fd\u83b7\u5f97\u4e13\u4e1a\u7528\u6237\u7684\u9752\u7750\u3002\u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9Liquid Glass\u7b49\u524d\u6cbf\u7cfb\u7edf\u7279\u6027\u5a34\u719f\u800c\u8c28\u614e\u7684\u9002\u914d\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u76ee\u6807\u7528\u6237\u6b63\u662f\u90a3\u4e9b\u5bf9\u7cfb\u7edf\u4f53\u9a8c\u6709\u82db\u523b\u8981\u6c42\u3001\u8ffd\u6c42\u89c6\u89c9\u4e0e\u529f\u80fd\u4e00\u81f4\u6027\u7684\u6df1\u5ea6macOS\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u4f5c\u4e3a\u5355\u4e00\u529f\u80fd\u70b9\u7684\u6548\u7387\u5de5\u5177\uff0c\u5b83\u6781\u6613\u88ab\u7cfb\u7edf\u539f\u751f\u529f\u80fd\u7684\u8fed\u4ee3\uff08\u5982\u6539\u8fdb\u7684Finder\u62d6\u62fd\u4f53\u9a8c\uff09\u6216\u66f4\u5f3a\u5927\u7684\u7efc\u5408\u5de5\u5177\u7bb1\uff08\u5982Alfred\u3001Dropzone\uff09\u6240\u8986\u76d6\u3002\u5176\u201c\u60ac\u6d6e\u201d\u5f62\u6001\u4e5f\u53ef\u80fd\u4e0e\u90e8\u5206\u7528\u6237\u7684\u201c\u7b80\u6d01\u684c\u9762\u201d\u54f2\u5b66\u51b2\u7a81\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u4ece\u201c\u4e00\u4e2a\u5de7\u5999\u7684\u70b9\u5b50\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u4f5c\u6d41\u67a2\u7ebd\u201d\u3002\u5f00\u53d1\u8005\u9700\u8981\u5728\u201c\u4fdd\u6301\u6781\u7b80\u201d\u4e0e\u201c\u9002\u5ea6\u6269\u5c55\u201d\u4e4b\u95f4\u8c28\u614e\u5e73\u8861\uff0c\u4f8b\u5982\uff0c\u63a2\u7d22\u6682\u5b58\u6587\u4ef6\u7684\u667a\u80fd\u5206\u7c7b\u3001\u4e0e\u7279\u5b9a\u5e94\u7528\uff08\u5982\u8bbe\u8ba1\u3001\u5f00\u53d1\u5de5\u5177\uff09\u7684\u6df1\u5ea6\u8054\u52a8\u7b49\uff0c\u624d\u80fd\u6784\u7b51\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cShelfinder\u662f\u4e00\u6b21\u5bf9\u57fa\u7840\u64cd\u4f5c\u4f53\u9a8c\u7684\u4f18\u96c5\u4f18\u5316\uff0c\u4f53\u73b0\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u5bf9\u7528\u6237\u5fae\u89c2\u4f53\u611f\u7684\u654f\u9510\u6d1e\u5bdf\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u4e3a\u73b0\u8c61\u7ea7\u4ea7\u54c1\uff0c\u4f46\u8db3\u4ee5\u5728\u6548\u7387\u5de5\u5177\u9886\u57df\u5360\u636e\u4e00\u4e2a\u72ec\u7279\u4e14\u4ee4\u4eba\u5c0a\u656c\u7684\u5229\u57fa\u4f4d\u7f6e\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\">Shelfinder<\/span>\n <\/div>\n<div class=\"comment-content\">Shelfinder app is a floating shelf for macOS that lets you collect, pin, and move files instantly. Looks native. Works instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks beautiful! How difficult was implementing Liquid Glass? I\u2019m building a Mac Native Photo Culling app and am just trying to do some final work on the UI and was thinking about trying to make it Liquid Glass compatible<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a>! Really glad you liked it \ud83d\ude4c<br \/>Liquid Glass wasn\u2019t too hard once I structured it properly. I ended up building a small material system so the app could use the new Liquid Glass effect on macOS 26, but still fall back gracefully on older versions.<\/p>\n<p>Shelfinder checks the OS version at runtime and only exposes the Liquid Glass option when supported. The actual effect is wrapped in a container that uses Apple\u2019s new Liquid Glass materials behind #available(macOS 26, *) guards. On earlier macOS versions, the same UI falls back to an ultra-thin material to keep everything readable and consistent.<\/p>\n<p>So the key was:<br \/>\u2022 detect OS capabilities<br \/>\u2022 expose Liquid Glass only when available<br \/>\u2022 wrap the effect in a clean abstraction<br \/>\u2022 provide a solid visual fallback for macOS 14\u201325<\/p>\n<p>If you’re polishing your photo culling app\u2019s UI, Liquid Glass can look amazing. Maybe with a small abstraction layer, it stays fully backward-compatible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">this is such a simple and nice looking idea. are there any limits to how many you can put in there? does it save when you restart the laptop?<\/div>\n<div class=\"comment-actions\">\n<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\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> Thank you, Ciprian! Really appreciate it.<br \/>The current limit is up to 50 files, but in the next version we\u2019ll look into allowing unlimited items. And yes, Shelfinder saves your items and restores everything after a restart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Ariel, congrats on the launch! That juggling multiple folders thing is so real Finder can feel weirdly clunky for something you do a hundred times a day. Was there a specific workflow that finally pushed you to build this?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Thank you so much, Van! \ud83d\ude4c<br \/>Yes, the idea came exactly from that daily frustration of dealing with multiple Finder windows while moving photos and other files between different folders. I wanted something lightweight that could stay attached to Finder and make drag-and-drop feel instant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 everyone! \ud83d\udc4b<br \/>\nI\u2019m Ariel, the dev behind Shelfinder.<\/p>\n<p>This project began as a way to create a smoother, alternative method for handling files across Finder. When you\u2019re juggling multiple folders, desktops, downloads, screenshots, and assets, everything becomes slower than it should be.<\/p>\n<p>Shelfinder adds a small floating shelf that stays by your side while you work.<br \/>\nYou can drag files, folders, screenshots, PDFs \u2014 and then move or copy them anywhere in Finder with far less friction.<\/p>\n<p>My goal was to build something:<br \/>\n– lightweight<br \/>\n– 100% local (no syncing, no tracking)<br \/>\n– visually native<br \/>\n– and genuinely useful for daily workflows<\/p>\n<p>I\u2019d love to hear your thoughts, feedback, ideas, or anything that could help me make Shelfinder even better.<\/p>\n<p>Thanks for checking it out \u2014 and thanks for supporting indie-made macOS tools \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6DQBO6X2CRF3HR\" class=\"app-title\">Draftly<\/a><\/p>\n<div class=\"one-liner\">Turn plain English into editable UI components & designs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Draftly \u662f\u4e00\u6b3e\u5c06\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u65f6\u8f6c\u6362\u4e3a\u53ef\u7f16\u8f91\u7684UI\u7ec4\u4ef6\u4e0e\u5b8c\u6574\u7528\u6237\u6d41\u7a0b\u8bbe\u8ba1\u7a3f\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u3001\u5f00\u53d1\u53ca\u72ec\u7acb\u521b\u5ba2\u5728\u6784\u601d\u9a8c\u8bc1\u4e0e\u539f\u578b\u8bbe\u8ba1\u9636\u6bb5\u8017\u65f6\u8017\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/9357fb4c-0f38-4d03-8556-0a6916751b2e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TfziE0T45W0\"><source src=\"https:\/\/youtu.be\/TfziE0T45W0\" 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\/7e29783d-0e64-4a25-b7f6-2aa257bc7a67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e2bb5a6-8a8d-4fdb-b2f6-1572b75f7d5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f257bd2a-d785-42ea-9ff5-559c51fc8ae0.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u751f\u6210UI<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u521b\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">UI\u751f\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\u5bf9\u201c\u4ece\u60f3\u6cd5\u5230\u539f\u578b\u201d\u7684\u901f\u5ea6\u611f\u5230\u5174\u594b\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u63d0\u5347\u65e9\u671f\u6784\u601d\u6548\u7387\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u751f\u6210\u8bbe\u8ba1\u7684\u53ef\u63a7\u6027\u4e0e\u5b9a\u5236\u5316\u7a0b\u5ea6\u5982\u4f55\uff1b\u662f\u5426\u652f\u6301\u66f4\u590d\u6742\u7684\u4ea4\u4e92\u903b\u8f91\uff1b\u4ee5\u53ca\u80fd\u5426\u5bfc\u51fa\u4e3a\u5f00\u53d1\u53cb\u597d\u683c\u5f0f\uff08\u5982Figma\u6587\u4ef6\u6216\u524d\u7aef\u4ee3\u7801\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Draftly \u6240\u4ee3\u8868\u7684\u201c\u8bed\u8a00\u5373\u8bbe\u8ba1\u5de5\u5177\u201d\u8d8b\u52bf\uff0c\u6b63\u8bd5\u56fe\u5c06\u539f\u578b\u8bbe\u8ba1\u7684\u95e8\u69db\u964d\u81f3\u8fd1\u4e4e\u96f6\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u4ea7\u51fa\u6700\u7ec8\u53ef\u4ea4\u4ed8\u7684\u8bbe\u8ba1\u7a3f\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e00\u4e2a\u201c\u60f3\u6cd5\u7684\u52a0\u901f\u5668\u201d\u548c\u201c\u6c9f\u901a\u7684\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u5207\u4e2d\u7684\u6838\u5fc3\u75db\u70b9\u662f\uff1a\u5728\u6784\u601d\u6700\u65fa\u76db\u3001\u6700\u6a21\u7cca\u7684\u9636\u6bb5\uff0c\u7528\u6700\u4f4e\u6210\u672c\u5c06\u601d\u7ef4\u53ef\u89c6\u5316\uff0c\u4ece\u800c\u6253\u7834\u4ea7\u54c1\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u4e4b\u95f4\u7684\u65e9\u671f\u6c9f\u901a\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7684\u5174\u594b\u70b9\u53ef\u80fd\u63a9\u76d6\u4e86\u6df1\u5c42\u7684\u6311\u6218\u3002\u9996\u5148\uff0c\u201c\u53ef\u7f16\u8f91\u7684\u7ec4\u4ef6\u201d\u627f\u8bfa\u80cc\u540e\uff0c\u662f\u751f\u6210\u7ed3\u679c\u4e0e\u4e3b\u6d41\u8bbe\u8ba1\u5de5\u5177\uff08\u5982Figma\uff09\u5de5\u4f5c\u6d41\u7684\u517c\u5bb9\u6027\u95ee\u9898\u3002\u82e5\u7f16\u8f91\u4ecd\u9700\u5728\u5c01\u95ed\u73af\u5883\u4e2d\u8fdb\u884c\uff0c\u5219\u4f1a\u5f62\u6210\u65b0\u7684\u5b64\u5c9b\u3002\u5176\u6b21\uff0c\u4ece\u201c\u5c4f\u5e55\u201d\u5230\u201c\u5b8c\u6574\u7528\u6237\u6d41\u201d\uff0cAI\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u548c\u72b6\u6001\u8f6c\u6362\u7684\u7406\u89e3\u80fd\u529b\u5b58\u7591\uff0c\u8fd9\u5f88\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u6d41\u7a0b\u8fc7\u4e8e\u7406\u60f3\u5316\u800c\u8131\u79bb\u5b9e\u9645\u5f00\u53d1\u7ea6\u675f\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c06\u9762\u4e34\u4e24\u96be\uff1a\u9762\u5411\u4e13\u4e1a\u7528\u6237\uff0c\u529f\u80fd\u6df1\u5ea6\u4e0d\u8db3\uff1b\u9762\u5411\u5c0f\u767d\u7528\u6237\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cDraftly \u662f\u201c\u751f\u6210\u5f0fAI\u6e17\u900f\u751f\u4ea7\u529b\u5de5\u5177\u201d\u7684\u53c8\u4e00\u4f8b\u8bc1\u3002\u5b83\u7684\u524d\u666f\u53d6\u51b3\u4e8e\u80fd\u5426\u7cbe\u51c6\u5b9a\u4f4d\u5728\u201c\u65e9\u671f\u6784\u601d\u8f85\u52a9\u201d\u8fd9\u4e00\u7ec6\u5206\u573a\u666f\uff0c\u5e76\u6df1\u5ea6\u96c6\u6210\u5230\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4e2d\uff0c\u800c\u975e\u8bd5\u56fe\u53d6\u4ee3\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5c55\u793a\u4e86\u6280\u672f\u53ef\u80fd\u6027\u3001\u5374\u96be\u4ee5\u5f62\u6210\u6301\u4e45\u7528\u6237\u4e60\u60ef\u7684\u70ab\u76ee\u6f14\u793a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Draftly<\/span>\n <\/div>\n<div class=\"comment-content\">Simply describe your idea, and get every screen of your application designed instantly from onboarding to checkout, with complete user flows for both web and mobile.<\/div>\n<\/p><\/div>\n<p> <\/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\/YL6CES5F2LPSVV\" class=\"app-title\">Jsfxr Pro<\/a><\/p>\n<div class=\"one-liner\">8-Bit retro sound fx generator<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u6e38\u620f\u5f00\u53d1\u8005\u548c\u97f3\u4e50\u4eba\u8bbe\u8ba1\u7684\u590d\u53e48\u4f4d\u97f3\u6548\u751f\u6210\u5668\uff0c\u901a\u8fc7\u97f3\u6548\u5305\u7ba1\u7406\u3001\u4e91\u540c\u6b65\u548c\u6279\u91cf\u5bfc\u51fa\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u6e38\u620f\u5f00\u53d1\u4e2d\u97f3\u6548\u5236\u4f5c\u6d41\u7a0b\u7e41\u7410\u3001\u96be\u4ee5\u7ec4\u7ec7\u7ba1\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0022ffcf-c166-4766-9d99-f392b813a9d2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=X7nGlvEeL24\"><source src=\"https:\/\/www.youtube.com\/watch?v=X7nGlvEeL24\" 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\/acc9e984-3c5d-4f52-8fad-d7fe1c708e94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49083723-364a-47f9-8ac6-4f8e7c357b75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7fe181c-fb2e-409e-be74-243e79f3d56e.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u6548\u751f\u6210\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u590d\u53e48\u4f4d<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e91\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u97f3\u6548\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee\u884d\u751f<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/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>\u5f00\u53d1\u8005\u81ea\u8ff0\u4e86\u591a\u5e74\u7ef4\u62a4\u5f00\u6e90\u9879\u76ee\u3001\u53d1\u73b0\u771f\u5b9e\u9700\u6c42\u540e\u8fed\u4ee3\u5f00\u53d1Pro\u7248\u7684\u5386\u7a0b\uff0c\u89e3\u91ca\u4e86\u4ea7\u54c1\u89e3\u51b3\u7684\u6838\u5fc3\u5de5\u4f5c\u6d41\u75db\u70b9\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u8be2\u95ee\u4e86\u7075\u611f\u6765\u6e90\uff0c\u5c5e\u4e8e\u5bf9\u80cc\u666f\u7684\u5174\u8da3\u63a2\u8ba8\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 Jsfxr Pro\u7684\u672c\u8d28\uff0c\u5e76\u975e\u7b80\u5355\u7684\u6280\u672f\u5347\u7ea7\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u201c\u5f00\u6e90\u9879\u76ee\u4ea7\u54c1\u5316\u201d\u8def\u5f84\u7684\u51b7\u9759\u6f14\u7ece\u3002\u5b83\u7cbe\u51c6\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u5178\u578b\u7f1d\u9699\u5e02\u573a\uff1a\u90a3\u4e9b\u88ab\u6d41\u884c\u5f00\u6e90\u5de5\u5177\uff08\u539fjsfxr\uff09\u6240\u6559\u80b2\u3001\u5374\u53d7\u9650\u4e8e\u5176\u7b80\u964b\u5de5\u4f5c\u6d41\u7684\u6210\u719f\u7528\u6237\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u65b0\u589e\u7684\u683c\u5f0f\u6216JSON\u7f16\u8f91\u5668\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4e00\u6b21\u6027\u751f\u6210\u5de5\u5177\u201d\u91cd\u6784\u4e3a\u201c\u53ef\u7ba1\u7406\u3001\u53ef\u5ef6\u7eed\u7684\u97f3\u6548\u751f\u4ea7\u73af\u5883\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u89e3\u51b3\u4e86\u5f00\u6e90\u5de5\u5177\u5e38\u89c1\u7684\u4e09\u5927\u5546\u4e1a\u5316\u8f6f\u808b\uff1a\u7ec4\u7ec7\uff08\u97f3\u6548\u5305\uff09\u3001\u6d41\u52a8\uff08\u4e91\u540c\u6b65\uff09\u548c\u4ea4\u4ed8\uff08ZIP\u5bfc\u51fa\uff09\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u591a\u6b21\u6e38\u620f\u5f00\u53d1\u4e2d\u79ef\u7d2f\u7684\u771f\u5b9e\u75db\u70b9\u2014\u2014\u8d44\u4ea7\u7ba1\u7406\u7684\u6df7\u4e71\u3002\u5176\u201c\u9690\u79c1\u4f18\u5148\u3001\u65e0\u5e7f\u544a\u201d\u7684\u5ba3\u79f0\uff0c\u65e2\u662f\u9053\u5fb7\u7b79\u7801\uff0c\u4e5f\u7cbe\u51c6\u5951\u5408\u4e86\u76ee\u6807\u5f00\u53d1\u8005\u7fa4\u4f53\u5bf9\u8f7b\u91cf\u3001\u4e13\u6ce8\u5de5\u5177\u7684\u504f\u597d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u4f5c\u4e3a\u57fa\u4e8e\u6d41\u884c\u5f00\u6e90\u5206\u652f\u7684\u589e\u503c\u5c42\uff0c\u5176\u62a4\u57ce\u6cb3\u662f\u5de5\u4f5c\u6d41\u4f18\u5316\u800c\u975e\u6838\u5fc3\u6280\u672f\u3002\u76ee\u6807\u7528\u6237\u7fa4\u4f53\uff08\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u6e38\u620f jam\u53c2\u4e0e\u8005\uff09\u5bf9\u4ef7\u683c\u6781\u5ea6\u654f\u611f\uff0c\u4e14\u5df2\u6709\u8bf8\u591a\u514d\u8d39\u66ff\u4ee3\u54c1\u3002\u5b83\u7684\u6210\u529f\u5c06\u6781\u5ea6\u4f9d\u8d56\u793e\u533a\u5bf9\u539f\u5f00\u6e90\u9879\u76ee\u7684\u5fe0\u8bda\u5ea6\u8f6c\u5316\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u6e38\u620f\u5f00\u53d1\u5de5\u5177\u94fe\uff08\u5982\u4e0eUnity\u3001Godot\u7684\u6df1\u5ea6\u96c6\u6210\uff09\u4e2d\u5efa\u7acb\u66f4\u4e0d\u53ef\u66ff\u4ee3\u7684\u8fde\u63a5\u3002\u5b83\u8bc1\u660e\u4e86\u4ece\u201c\u6709\u7528\u5f00\u6e90\u201d\u5230\u201c\u597d\u7528\u4ea7\u54c1\u201d\u4e4b\u95f4\u5b58\u5728\u5e02\u573a\u673a\u4f1a\uff0c\u4f46\u8fd9\u6761\u8def\u7684\u5c3d\u5934\uff0c\u53ef\u80fd\u662f\u88ab\u66f4\u5f3a\u5927\u7684\u5168\u80fd\u6e38\u620f\u5f15\u64ce\u5185\u7f6e\u529f\u80fd\u6240\u8986\u76d6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Jsfxr Pro<\/span>\n <\/div>\n<div class=\"comment-content\">Retro 8-bit sound effects generator for devs & musicians, built the popular open-source jsfxr (10k+ monthly visitors). **Key features:** – **Sound Packs** – Organize by project, download ZIP – **Cloud Sync** – Access from any device – **Multiple Formats** – WAV, MP3, OGG, SFXR – **Unlimited Undo\/Redo** – **JSON Editor** – Precise control, copy\/paste – **Privacy-First** – No ads \/ trackers – **Dark Mode** pixel art UI Perfect for jams and indie devs using Unity, Godot, GameMaker, or Unreal.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey all, I’ve been hacking on Jsfxr Pro for several years and I’m super excited to get this new release out there.<\/p>\n<p>I’ve been maintaining the open-source jsfxr project for a while now. One day I checked the stats and discovered sfxr.me was getting over 10,000 hits per month – way more than I expected!<\/p>\n<p>Game devs were already using it, but the workflow was clunky: generate a sound, download it, repeat dozens of times, then try to remember which file was which. No way to organize sounds or come back to them later.<\/p>\n<p>So I built Jsfxr Pro to solve my own frustrations: sound packs to stay organized, cloud sync so I can work from anywhere, and ZIP export so you can drop a whole pack into your game engine at once.<\/p>\n<p>This latest release adds new export formats (MP3, OGG, native SFXR), a JSON editor for precise control, and data export for backups.<\/p>\n<p>The whole thing is built with ClojureScript using my own web framework, Sitefox. I documented the build process in a Twitter thread over several months – coding on planes, in Airbnbs, and through family illness. It’s been a labor of love.<\/p>\n<p>I’m particularly proud of the privacy-first approach: no tracking, no ads, just a tool that does one thing well.<\/p>\n<p>Hope you find it useful for your next game jam or composition!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow!! Really amazing.<\/p>\n<p>How did you come up with the 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<\/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\/KYULEGM4UJHCXI\" class=\"app-title\">CirtusAI<\/a><\/p>\n<div class=\"one-liner\">The Universal Identity & Asset Wallet for the AI Era.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CirtusAI\u662f\u4e00\u4e2aAI\u65f6\u4ee3\u7684\u901a\u7528\u8eab\u4efd\u4e0e\u8d44\u4ea7\u94b1\u5305\uff0c\u901a\u8fc7\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u53ef\u9a8c\u8bc1\u7684\u72ec\u7acb\u8eab\u4efd\u548c\u8d44\u4ea7\u5bb9\u5668\uff0c\u89e3\u51b3\u5176\u5728\u6267\u884c\u81ea\u52a8\u5316\u4efb\u52a1\u65f6\u88ab\u7f51\u7ad9\u5e73\u53f0\u5c01\u7981\u3001\u4ee5\u53ca\u7528\u6237\u6570\u636e\u88abAI\u5e73\u53f0\u9501\u5b9a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e25e3aa-cf4a-4ffc-93b4-0508a0236f28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b122d5d0-8722-4415-a500-ab37e0e626e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/377b45a3-0fce-46bb-b6c0-be39d8465cc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8e1cc15-2b19-4406-8b2c-d3d9415f4992.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2edb86b-eaaf-4161-8503-1c0e6f1feef4.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\">Privacy<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8eab\u4efd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8d44\u4ea7\u94b1\u5305<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u8eab\u4efd<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u79fb\u690d\u6027<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u4fe1\u8a89\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4f5c\u4e3aAI\u4fe1\u4efb\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u5b9a\u4f4d\u3002\u5f00\u53d1\u8005\u6700\u60ca\u8bb6\u7684\u53d1\u73b0\u662f\u201c\u667a\u80fd-\u8bbf\u95ee\u6096\u8bba\u201d\uff1a\u590d\u6742AI\u65e0\u6cd5\u5904\u7406\u7b80\u5355\u9a8c\u8bc1\u7801\uff0c\u81ea\u4e3b\u6027\u7684\u6838\u5fc3\u74f6\u9888\u662f\u8bbf\u95ee\u6743\u9650\uff0c\u800c\u975e\u667a\u80fd\u3002\u540c\u65f6\uff0c\u9700\u6c42\u4ece\u201c\u6ce8\u518c\u201d\u5feb\u901f\u8f6c\u5411\u201c\u8d44\u4ea7\u6258\u7ba1\u201d\uff0c\u9a8c\u8bc1\u4e86\u4ea7\u54c1\u201c\u8d44\u4ea7\u4fdd\u9669\u5e93\u201d\u65b9\u5411\u7684\u6b63\u78ba\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 CirtusAI\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u5de5\u5177\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u667a\u80fd\u4f53\u5728\u4e92\u8054\u7f51\u4e0a\u7684\u201c\u62a4\u7167\u7b7e\u53d1\u673a\u6784\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u76f4\u9762\u5f53\u524dAI\u81ea\u52a8\u5316\u8fdb\u7a0b\u4e2d\u6700\u5c16\u9510\u7684\u77db\u76fe\uff1a\u7f51\u7ad9\u51fa\u4e8e\u5b89\u5168\u548c\u7ba1\u7406\u8003\u91cf\uff0c\u6b63\u5728\u7cfb\u7edf\u6027\u5c01\u6740\u81ea\u52a8\u5316\u6d41\u91cf\uff0c\u800c\u65e0\u5dee\u522b\u7684\u5c01\u7981\u5c06\u6709\u76ca\u7684\u7528\u6237AI\u4ee3\u7406\u4e5f\u62d2\u4e4b\u95e8\u5916\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u901a\u8fc7\u8d4b\u4e88AI\u4e00\u4e2a\u72ec\u7acb\u7684\u3001\u53ef\u643a\u5e26\u7684\u3001\u9644\u5e26\u8d44\u4ea7\uff08\u5982\u4e13\u5c5e\u90ae\u7bb1\u3001\u8d26\u6237\u4f1a\u8bdd\uff09\u7684\u8eab\u4efd\u5bb9\u5668\uff0c\u672c\u8d28\u662f\u5728\u5efa\u7acb\u4e00\u5957\u201c\u6388\u6743AI\u6d41\u91cf\u201d\u7684\u8ba4\u8bc1\u4e0e\u4fe1\u8a89\u4f53\u7cfb\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u65b9\u6848\uff0c\u66f4\u662f\u4e00\u79cd\u8bd5\u56fe\u91cd\u6784\u4e92\u8054\u7f51\u4eba\u673a\u4ea4\u4e92\u89c4\u5219\u7684\u534f\u8bae\u5c42\u5c1d\u8bd5\u3002\u5176\u613f\u666f\u662f\u8ba9AI\u6210\u4e3a\u4e92\u8054\u7f51\u7684\u201c\u5408\u6cd5\u516c\u6c11\u201d\uff0c\u800c\u975e\u88ab\u56f4\u527f\u7684\u201c\u9ed1\u6237\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u8fd9\u662f\u5178\u578b\u7684\u201c\u9e21\u4e0e\u86cb\u201d\u95ee\u9898\uff1a\u9700\u8981\u4e3b\u6d41\u5e73\u53f0\uff08\u5982\u4e9a\u9a6c\u900a\u3001\u8c37\u6b4c\uff09\u8ba4\u53ef\u5e76\u63a5\u5165\u5176\u201c\u62a4\u7167\u201d\u7cfb\u7edf\u624d\u80fd\u5b9e\u73b0\u6700\u5927\u4ef7\u503c\uff0c\u4f46\u5728\u521d\u671f\u7f3a\u4e4f\u5e7f\u6cdb\u91c7\u7528\u65f6\uff0c\u5438\u5f15\u529b\u6709\u9650\u3002\u5176\u6b21\uff0c\u5c06\u654f\u611f\u7684\u8eab\u4efd\u4e0e\u8d44\u4ea7\u96c6\u4e2d\u6258\u7ba1\u4e8e\u4e00\u4e2a\u7b2c\u4e09\u65b9\u4fdd\u9669\u5e93\uff0c\u672c\u8eab\u4f1a\u5f62\u6210\u65b0\u7684\u4fe1\u4efb\u4e2d\u5fc3\u548c\u5b89\u5168\u9776\u5fc3\uff0c\u8fd9\u4e0e\u90e8\u5206\u53bb\u4e2d\u5fc3\u5316\u7406\u5ff5\u5b58\u5728\u5f20\u529b\u3002\u6700\u540e\uff0c\u5982\u4f55\u91cf\u5316\u548c\u7ba1\u7406AI\u667a\u80fd\u4f53\u7684\u201c\u4fe1\u8a89\u201d\uff0c\u662f\u4e00\u4e2a\u6781\u5176\u590d\u6742\u7684\u7cfb\u7edf\u5de5\u7a0b\uff0c\u8fdc\u975e\u63d0\u4f9b\u4e00\u4e2a\u90ae\u7bb1\u8eab\u4efd\u90a3\u4e48\u7b80\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4eceB2C\u90ae\u7bb1\u670d\u52a1\u5207\u5165\u662f\u52a1\u5b9e\u7684\u8d77\u70b9\uff0c\u4f46\u5176\u771f\u6b63\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u64ac\u52a8\u4f01\u4e1a\u7ea7\u5e02\u573a\uff0c\u4ee5\u53ca\u5176\u5f00\u6e90\u7b56\u7565\u80fd\u5426\u5438\u5f15\u8db3\u591f\u591a\u7684\u5f00\u53d1\u8005\u5171\u5efa\u751f\u6001\u3002\u5b83\u4e0d\u662f\u5728\u89e3\u51b3\u4e00\u4e2a\u529f\u80fd\u75db\u70b9\uff0c\u800c\u662f\u5728\u94fa\u8bbe\u4e00\u6761\u53ef\u80fd\u8ba9AI\u771f\u6b63\u81ea\u4e3b\u8fd0\u884c\u7684\u57fa\u7840\u8bbe\u65bd\u8f68\u9053\uff0c\u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\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\">CirtusAI<\/span>\n <\/div>\n<div class=\"comment-content\">Don’t let AI platforms lock in your data. Cirtus gives you a portable identity vault containing your emails, accounts, and assets. Use it to log in anywhere, keeping your real identity private and your assets secure and grant AI autonomy to unlock its potential.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m the maker of CirtusAI.<\/p>\n<p>We are seeing a war between AI bots and Platforms (e.g., Perplexity getting blocked by Amazon\/NYT). The web is closing its doors because it can’t distinguish between a “DDOS bot” and a “Helpful Agent” working for a legitimate user.<\/p>\n<p>CirtusAI is our answer to this.<\/p>\n<p>We are starting simple: giving Agents a Voice (Email) and an Identity (Asset Container).<\/p>\n<p>Right now (B2C\/Dev): You can use CirtusAI to give your personal agents a dedicated @cirtusai.com email to handle sign-ups and tasks.<br \/>Next up (Enterprise): We will allow companies to issue these identities on their own domains.<\/p>\n<\/p>\n<p>The demo video(<a href=\"https:\/\/drive.google.com\/file\/d\/1FbO_dVcf377QBWUmKqXo4tYdJy-I52rU\/view?usp=sharing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/drive.google.com\/file\/d\/1FbO_dVcf377QBWUmKqXo4tYdJy-I52rU\/view?usp=sharing<\/a>) showcases our automated workflow for registering and logging into Notion, accomplished using Browseruse and CitrusAI. During operation, the AI will independently handle registration and login using its own email, without requiring user assistance. We will soon open-source this codebase, enabling you to explore its application in a variety of other scenarios.<\/p>\n<\/p>\n<p>Demo Guide: <a href=\"https:\/\/carnation-puppet-91d.notion.site\/CirtusAI-x-Browser-use-Demo-2c2628578626808babf7ce72ea2c7a3d?source=copy_link\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/carnation-puppet-91d.notion.site\/CirtusAI-x-Browser-use-Demo-2c2628578626808babf7ce72ea2c7a3d?source=copy_link<\/a><\/p>\n<p>The Big Vision:<\/p>\n<p>We want to be the standard for “Authorized Agent Traffic”<\/p>\n<p>Imagine a future where Amazon or Google doesn’t block your AI agent because it presents a valid Cirtus Passport\u2014proving it belongs to a real user, has a reputation, and holds valid assets.<\/p>\n<p>We are building the infrastructure to make AI a recognized citizen of the internet.<\/p>\n<p>I’d love your feedback on CirtusAI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Impressive work \ud83d\udc4f The trust layer for AI agents \u2014 identity, assets, isolation, and provenance \u2014 is one of the biggest missing pieces in autonomous AI. Cirtus feels like real infrastructure rather than another wrapper.<br \/>Would love to hear \u2014 what surprised you most as developers started to test autonomous workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anastasiia_tilinina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasiia_tilinina<\/a> Thx! Really appreciate you distinguishing it as infrastructure.<\/p>\n<p>The biggest surprise was the Intelligence-Access Paradox. We saw sophisticated agents capable of complex reasoning fail completely because they couldn’t handle a simple 6-digit email verification code. It turns out the biggest blocker for autonomy isn’t intelligence, it’s access.<\/p>\n<p>Also, we were surprised by how quickly the need shifted from just ‘signing up’ to <strong>‘<\/strong>custody<strong>‘<\/strong>, developers don’t just want agents to do tasks; they want them to hold and manage the assets (accounts\/sessions) over time. That really validated our thesis on building an Asset Vault rather than just a tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thx!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QDYBKQKIXD4SMV\" class=\"app-title\">Denise AI Receptionist<\/a><\/p>\n<div class=\"one-liner\">AI that handles calls & captures leads so you don’t have to.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">49<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5c0f\u4f01\u4e1a\u6253\u9020\u7684AI\u63a5\u5f85\u5458\uff0c\u901a\u8fc7\u81ea\u7136\u7684\u4eba\u58f024\/7\u63a5\u542c\u7535\u8bdd\u3001\u6355\u83b7\u9500\u552e\u7ebf\u7d22\uff0c\u89e3\u51b3\u56e0\u4eba\u624b\u4e0d\u8db3\u6216\u975e\u5de5\u4f5c\u65f6\u95f4\u5bfc\u81f4\u6f0f\u63a5\u7535\u8bdd\u3001\u4e22\u5931\u6f5c\u5728\u5ba2\u6237\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\/ed7c09ce-a9d9-451c-b1d7-28241a2e33c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/634755e5-3407-4a4b-a2f2-4bdac41fbd35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/101dcd3f-5e36-4599-af7b-2038f62e204a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ee84df3-f164-4090-b701-cb6814b89893.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/430ee88c-decc-4f8e-bd07-cf1614fefbfe.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\/8c3ed323-af99-49f0-b5ab-fecaa6b886e3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gYbZrPFqBfM\"><source src=\"https:\/\/youtu.be\/gYbZrPFqBfM\" 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\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u7535\u8bdd\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">Zapier\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u63a5\u5f85\u5458<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u901a\u8bdd\u5206\u6790<\/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\u8bed\u97f3\u81ea\u7136\u3001\u8bbe\u7f6e\u7b80\u5355\u3001\u4ef7\u503c\u660e\u786e\u3002\u4e3b\u8981\u53cd\u9988\/\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u56fd\u9645\u5e02\u573a\u4e0e\u591a\u8bed\u8a00\u652f\u6301\uff1b\u5173\u6ce8\u4eceAI\u5230\u4eba\u5de5\u7684\u4ea4\u63a5\u6d41\u7a0b\u3001\u6570\u636e\u5408\u89c4\u6027\uff1b\u5efa\u8bae\u589e\u52a0\u201c\u635f\u5931\u6536\u5165\u8ba1\u7b97\u5668\u201d\u4ee5\u5f3a\u5316\u4ef7\u503c\u4e3b\u5f20\uff1b\u671f\u5f85\u5904\u7406\u590d\u6742\u6216\u60c5\u7eea\u5316\u901a\u8bdd\u7684\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Denise AI Receptionist \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u8d44\u6e90\u6709\u9650\u7684\u5c0f\u578b\u4f01\u4e1a\u4e3b\u88ab\u91cd\u590d\u6027\u6765\u7535\u7ed1\u67b6\u7684\u65e5\u5e38\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u5c06\u6210\u719f\u7684\u8bed\u97f3\u6280\u672f\u4e0e\u52a1\u5b9e\u7684\u5546\u4e1a\u903b\u8f91\uff08\u7ebf\u7d22\u6355\u83b7\u3001CRM\u96c6\u6210\uff09\u5c01\u88c5\u6210\u4e00\u4e2a\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4ea7\u54c1\u601d\u8def\u6e05\u6670\u2014\u2014\u901a\u8fc7\u6709\u9650\u7684\u8bed\u97f3\u3001\u8bed\u8c03\u5b9a\u5236\u8425\u9020\u201c\u4eba\u6027\u5316\u201d\u5e7b\u89c9\uff0c\u518d\u901a\u8fc7Zapier\u548c\u81ea\u6709CRM\u5c06\u901a\u8bdd\u6570\u636e\u8fc5\u901f\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u5de5\u4f5c\u6d41\uff0c\u5b8c\u6210\u4ece\u201c\u63a5\u542c\u201d\u5230\u201c\u8f6c\u5316\u201d\u7684\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u672c\u8d28\u4ecd\u662f\u57fa\u4e8e\u9884\u8bbe\u77e5\u8bc6\u5e93\u7684\u589e\u5f3a\u578b\u4ea4\u4e92\u5f0f\u8bed\u97f3\u5e94\u7b54\uff08IVR\uff09\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u590d\u6742\u60c5\u51b5\u5904\u7406\u201d\u548c\u201c\u4eba\u5de5\u4ea4\u63a5\u201d\u7684\u63d0\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5728\u60c5\u7eea\u5316\u6216\u975e\u6807\u51c6\u573a\u666f\u4e0b\uff0c\u4efb\u4f55\u201c\u4e0d\u81ea\u7136\u201d\u7684\u66b4\u9732\u90fd\u4f1a\u77ac\u95f4\u6467\u6bc1\u4fe1\u4efb\u3002\u5176\u6b21\uff0c\u5408\u89c4\u6027\u662f\u60ac\u5728\u5934\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\uff0c\u5728\u6fb3\u3001\u7f8e\u3001\u82f1\u4e09\u5730\u8fd0\u8425\u610f\u5473\u7740\u9700\u540c\u65f6\u5e94\u5bf9\u591a\u5957\u4e25\u82db\u7684\u901a\u8bdd\u5f55\u97f3\u4e0e\u6570\u636e\u9690\u79c1\u6cd5\u89c4\uff0c\u8fd9\u5bf9\u5c0f\u56e2\u961f\u662f\u5de8\u5927\u8d1f\u62c5\u3002\u6700\u540e\uff0c\u5176\u5e02\u573a\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5c0f\u4f01\u4e1a\u4e3b\u5bf9\u4ef7\u683c\u654f\u611f\u4e14\u51b3\u7b56\u5468\u671f\u957f\uff0c\u4e00\u4e2a\u201c\u6c38\u4e0d\u6f0f\u63a5\u201d\u7684\u627f\u8bfa\u662f\u5426\u8db3\u4ee5\u8ba9\u4ed6\u4eec\u652f\u4ed8\u53ef\u80fd\u8d85\u8fc7\u865a\u62df\u7535\u8bdd\u53f7\u7801\u672c\u8eab\u7684\u6708\u8d39\uff1f\u8bc4\u8bba\u4e2d\u5efa\u8bae\u7684\u201c\u635f\u5931\u8ba1\u7b97\u5668\u201d\u6070\u6070\u8bf4\u660e\uff0c\u56e2\u961f\u9700\u8981\u66f4\u5c16\u9510\u5730\u91cf\u5316\u5176\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cDenise \u5c55\u73b0\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684AI\u5e94\u7528\u89c2\uff1a\u4e0d\u8ffd\u6c42\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5723\u676f\uff0c\u800c\u662f\u5728\u7279\u5b9a\u3001\u9ad8\u9891\u3001\u4f4e\u6ee1\u610f\u5ea6\u7684\u4efb\u52a1\uff08\u63a5\u7535\u8bdd\uff09\u4e0a\u63d0\u4f9b\u786e\u5b9a\u6027\u66ff\u4ee3\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u8bed\u97f3\u662f\u5426\u5b8c\u7f8e\u901a\u8fc7\u56fe\u7075\u6d4b\u8bd5\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u63a7\u5236\u6210\u672c\u7684\u524d\u63d0\u4e0b\uff0c\u7a33\u5b9a\u5730\u5c06\u201c\u672a\u63a5\u6765\u7535\u201d\u8f6c\u5316\u4e3a\u53ef\u8ddf\u8e2a\u7684\u201c\u9500\u552e\u7ebf\u7d22\u201d\uff0c\u5e76\u7ecf\u53d7\u4f4f\u771f\u5b9e\u5546\u4e1a\u73af\u5883\u4e2d\u5404\u79cd\u201c\u610f\u5916\u201d\u7684\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Denise AI Receptionist<\/span>\n <\/div>\n<div class=\"comment-content\">Denise is an AI receptionist built for small business and answers calls with a natural, human-like touch. Setup is simple: Choose from 6 voices and 4 tone styles, control how Denise responds, and sync with 8000+ apps via Zapier. With 24\/7 and multiple call handling, Denise ensures you save time on admin and never miss a call again.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt Community! \ud83d\udc4b<\/p>\n<p>We’re thrilled to introduce you to Denise, an AI Receptionist that answers calls for small businesses like a real person. <\/p>\n<p><strong>\ud83d\udcde Here\u2019s the problem:<\/strong><br \/>40% of business calls come in after hours, and nearly 50% go unanswered \u2014 that\u2019s time and potential customers lost.<\/p>\n<p>With this in mind, we built Denise for small business owners who get interrupted by the same repetitive calls every day \u2014 things like <em>\u201cDo you offer mobile service?\u201d<\/em> or <em>\u201cCan I book an appointment?\u201d<\/em> OR receive calls when they’re busy, on break or off the click.<\/p>\n<p>She handles those calls 24\/7, so you never have to repeat yourself or miss a lead again.<\/p>\n<p><strong>\u2728 Here’s what she can do:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Zapier integration: <\/strong>Connect Denise with 8,000+ apps to automate your workflows<\/p>\n<\/li>\n<li>\n<p><strong>Deep Voice Customization: <\/strong>Choose from 6 realistic voices, each with 4 tone variations. From professional, friendly to warm and casual.<\/p>\n<\/li>\n<li>\n<p><strong>Simple setup: <\/strong>Go live in minutes, no tech or AI skills required. Plus, you can even use our Bookipi AI chat to help you set up.<\/p>\n<\/li>\n<li>\n<p><strong>Records calls and captures lead:<\/strong> Every call is logged, transcribed, and turned into a customer profile in our Bookipi CRM tool.<\/p>\n<\/li>\n<li>\n<p><strong>Real-time Dashboard: <\/strong>See call insights and breakdowns by call type, and review calls that need a follow up.<\/p>\n<\/li>\n<li>\n<p><strong>Custom knowledge base and data collection: <\/strong>Tell Denise how to respond to inquiries and what information to collect from callers.<\/p>\n<\/li>\n<\/ul>\n<p>And so much more!<\/p>\n<p>We’d love to hear your feedback, whether you’re a small business owner, a maker building other AI tools or just curious about human-sounding voice tech. <\/p>\n<p>\ud83d\udc49 Check out Denise below and let us know what you think! (Currently available for AU, US & UK only)<\/p>\n<p>Thank you so much for your support, this means the world to our team \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>56<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ysabelle_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ysabelle_m<\/a> perfect product! <\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ysabelle_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ysabelle_m<\/a> <\/p>\n<p>Congrats on the launch! \ud83c\udf89<br \/>Denise looks like a game-changer for small businesses that need to juggle constant calls (and appointments) but don\u2019t have the bandwidth for a full-time receptionist. Love the fact that business owners that cater to different time zones, now have a way to respond to their clients 24\/7. <\/p>\n<p>Tried it for myself and I must say the natural voice options\/accents are a nice touch, and it might actually pass the Turing test, i was half-convinced that i was speaking to a real person! \ud83d\ude02\ud83d\ude02\ud83d\ude02<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ysabelle_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ysabelle_m<\/a> Awesome work to you and the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>41<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gday_tim_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gday_tim_lee<\/a> Indeed it is! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to finally show this to the Product Hunt community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am so excited for showing this for the public! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nvh95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nvh95<\/a> It will help me fight off all those pesky recruitment agents!<\/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>Super easy setup and integration for a service that will pay for itself as it ensures no lead goes unanswered.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@littlesailor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@littlesailor<\/a> Thank you! Which part about the Denise did you like the most?<\/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>Congratulations Team! Looks schmick. \ud83d\udc4c<\/p>\n<p>Most \u201cAI receptionist\u201d stuff feels like a fancy IVR. This feels closer to how a real person talks on the phone.<br \/>If it can deal with rushed callers and half information, that\u2019s a big win.<\/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\/@agam_malviya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agam_malviya<\/a> Thanks for the kind words Agam! And yes we have intelligent handling for all such scenarios!<\/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>It looks amazing! Is it available in every country?<\/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>Thanks for the question<a href=\"https:\/\/www.producthunt.com\/@js_pk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@js_pk<\/a> ! Its currently available in US, UK and Australia but we are always working to launch in new areas \ud83d\ude01<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@js_pk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@js_pk<\/a>. Currently we are supporting AU, US & UK. We are actively expanding to new markets and would love to have you onboard soon \u2764\ufe0f<\/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>Really proud to finally put this out into the world! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, this is a very real problem you\u2019re tackling.<\/p>\n<\/p>\n<p>A couple of questions \/ thoughts from my side:<\/p>\n<ul>\n<li>\n<p>How do you handle handoff to a human when a caller goes off-script or gets emotional (angry, confused, urgent)?<\/p>\n<\/li>\n<li>\n<p>Any guardrails around call recording + compliance across AU\/US\/UK? That\u2019s usually where non-technical owners get nervous.<\/p>\n<\/li>\n<li>\n<p>Would love to see a very simple \u201cmissed revenue\u201d calculator on the site (e.g. X missed calls\/month -> Y estimated $ lost) it would make the value prop punchier for SMB owners.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sugam_malviya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sugam_malviya<\/a> Thank you Sugam for your questions! So we:<\/p>\n<ol>\n<li>\n<p>Have Denise take notes and ensure the customer that a human (Denise tells the name of 3 possible people that can call the customer back) will call them back as soon as possible.<\/p>\n<\/li>\n<li>\n<p>Guardrails are a must in AI development so yes we do spend quite some time to develop our guardrails to make sure Denise is acting as we want her to be.<\/p>\n<\/li>\n<li>\n<p>Thats a fantastic idea! I relayed that to the team and we will discuss on how we can make a reality! Thank you for the idea \ud83d\ude01<\/p>\n<\/li>\n<\/ol>\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>Now small business owners can get on with their life but still be able to answer potential customer calls! <\/p>\n<p>Will the team add more accents other than British, Australian, and American?<\/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\/@erald_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erald_david<\/a> Thanks for checking us out and for the comment! Yes we will be adding other accents, especially if we get requests from our users. Is there a specific accent you want us to add?<\/p>\n<\/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>Wow! I just tried calling the number on the demo video and it sounded pretty good. But I found the Female AU accent to be more realistic in my opinion<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allen_m_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allen_m_m<\/a> Thank you for checking us out and Im glad you liked the live demo \ud83d\ude01 Thank you for the valuable feedback! We are constantly improving the product and our goal is to make all voices and accents as realistic as possible \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting product! I’ll have to try it out. What languages does it come in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matt_alea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_alea<\/a> Thanks for checking us out Matt! Currently we only support English as we wanted to perfect one language before moving on to others. Is there a specific language you would want us to 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The real-time dashboard and automatic lead capture are super practical additions on top of call handling. How does Denise handle edge-case questions that fall outside the knowledge base?<\/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\">@vik_sh thank you for tour feedback! if there happens to be an enquiry outside Denise\u2019s knowledge base, she will respond by letting the caller know their enquiry has been noted and that a team member will be in touch. On the client side, this call will be marked as \u201cFollow up\u201d. The user can then read the call summary or transcript and choose to contact the customer back to answer their enquiry directly.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IMICHPSOH2XONF\" class=\"app-title\">ConvoHunter<\/a><\/p>\n<div class=\"one-liner\">Find high-intent leads across Reddit, X, and LinkedIn<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">42<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528RAG\u667a\u80fd\u4f53\u5b9e\u65f6\u5206\u6790Reddit\u3001X\u548cLinkedIn\u7b49\u5e73\u53f0\u5bf9\u8bdd\uff0c\u7cbe\u51c6\u8bc6\u522b\u9ad8\u8d2d\u4e70\u610f\u5411\u7ebf\u7d22\uff0c\u5e2e\u52a9SaaS\u53caB2B\u521b\u4e1a\u8005\u4ece\u5608\u6742\u793e\u533a\u8ba8\u8bba\u4e2d\u9ad8\u6548\u83b7\u5ba2\u7684AI\u5de5\u5177\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f806689-3dcc-4f65-a619-9c93f67e82ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cc32eed-2da7-4501-9b87-1afeb5d03a1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e764c38a-ed88-45d1-9eea-3bbb37e763eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/334fd1b0-310b-4f3f-b511-c834d030c858.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62338eea-7256-4948-8f0f-fd9839973323.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\/733a8417-6e39-468b-9593-501705a061b9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GXM8rjS5Ozk\"><source src=\"https:\/\/youtu.be\/GXM8rjS5Ozk\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u542c<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">B2B\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">RAG\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7ea2\u4eba\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\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\u4ea7\u54c1\u89e3\u51b3\u201c\u5927\u6d77\u635e\u9488\u201d\u5f0f\u5bfb\u627e\u9ad8\u610f\u5411\u5bf9\u8bdd\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u9002\u7528\u573a\u666f\uff08B2B\u6216B2C\uff09\u3001\u5982\u4f55\u7b5b\u9009\u7cbe\u51c6\u793e\u533a\u3001\u4e0e\u7ade\u54c1\u7684\u5173\u952e\u5dee\u5f02\u3001\u4ee5\u53ca\u5b9e\u9645\u8f6c\u5316\u7387\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u5176\u57fa\u4e8e\u8bed\u5883\u7406\u89e3\u800c\u975e\u5173\u952e\u8bcd\u5339\u914d\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u5e76\u63d0\u4f9b\u514d\u8d39\u8bd5\u7528\u9a8c\u8bc1\u6548\u679c\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 ConvoHunter\u7684\u672c\u8d28\uff0c\u662f\u5728\u201c\u4e3b\u52a8\u5916\u8054\u201d\u4e0e\u201c\u88ab\u52a8\u76d1\u542c\u201d\u4e4b\u95f4\u5f00\u8f9f\u4e86\u4e00\u6761\u540d\u4e3a\u201c\u8bed\u5883\u72e9\u730e\u201d\u7684\u4e2d\u95f4\u8def\u5f84\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5173\u952e\u8bcd\u8b66\u62a5\u7684\u7c97\u653e\uff0c\u8bd5\u56fe\u7528RAG\u7406\u89e3\u5bf9\u8bdd\u7684\u5b8c\u6574\u53d9\u4e8b\uff0c\u8fd9\u76f4\u6307\u4e86\u5f53\u524d\u793e\u4ea4\u76d1\u542c\u5de5\u5177\u7684\u6838\u5fc3\u7f3a\u9677\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u610f\u56fe\u8bef\u5224\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u4ec5\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\u3002\u521b\u59cb\u4eba\u5766\u8a00\uff0c\u6700\u96be\u7684\u662f\u201c\u6559\u4f1aAI\u7406\u89e3\u521b\u59cb\u4eba\u5fc3\u4e2d\u7684\u2018\u566a\u97f3\u2019\u201d\u3002\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u7684\u6df1\u5c42\u5b9a\u4f4d\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u901a\u7528\u76d1\u542c\u5e73\u53f0\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u201c\u610f\u56fe\u8fc7\u6ee4\u5668\u201d\uff0c\u5176\u6548\u679c\u4e25\u91cd\u4f9d\u8d56\u4e8e\u5bf9\u7528\u6237\u4e1a\u52a1\u75db\u70b9\u5b9a\u4e49\u7684\u7cbe\u51c6\u704c\u8f93\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u4e0a\u9650\u662f\u6210\u4e3a\u7ec6\u5206\u9886\u57df\u4e13\u5bb6\u7684\u201c\u5916\u6302\u5927\u8111\u201d\uff0c\u4e0b\u9650\u5219\u53ef\u80fd\u56e0\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u800c\u6ca6\u4e3a\u53e6\u4e00\u6b3e\u9700\u8981\u7cbe\u5fc3\u8c03\u6559\u7684\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u770b\uff0c42\u7968\u7684\u5e73\u6de1\u53cd\u54cd\u6697\u793a\u4e86\u8d5b\u9053\u5df2\u4e0d\u4e4f\u6982\u5ff5\u76f8\u4f3c\u7684\u7ade\u4e89\u8005\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e0d\u4f9d\u8d56\u5173\u952e\u8bcd\u201d\u65e2\u662f\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u53ef\u80fd\u662f\u6700\u5927\u98ce\u9669\u70b9\u2014\u2014\u5b8c\u5168\u4f9d\u8d56\u8bed\u4e49\u7406\u89e3\u5728\u590d\u6742\u3001\u9690\u6666\u7684\u7f51\u7edc\u5bf9\u8bdd\u4e2d\u662f\u5426\u7a33\u5b9a\u53ef\u9760\uff1f\u8bc4\u8bba\u4e2d\u201c\u4ecd\u6709\u5b8c\u5168\u5931\u8bef\u65f6\u523b\u201d\u7684\u5766\u767d\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u58c1\u5792\u6216\u8bb8\u4e0d\u5728\u4e8eRAG\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6301\u7eed\u7d2f\u79ef\u7684\u3001\u9488\u5bf9\u4e0d\u540c\u5782\u76f4\u884c\u4e1a\u7684\u201c\u610f\u56fe\u8bc6\u522b\u6a21\u578b\u201d\u6570\u636e\u96c6\u4e0e\u8c03\u4f18\u7ecf\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u82e5\u80fd\u8de8\u8d8a\u65e9\u671f\u51c6\u786e\u7387\u7684\u201c\u6b7b\u4ea1\u8c37\u201d\uff0c\u5b83\u6709\u673a\u4f1a\u4ece\u4e00\u6b3e\u201c\u806a\u660e\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u4e00\u5957\u201c\u53ef\u590d\u5236\u7684\u793e\u4ea4\u9500\u552e\u65b9\u6cd5\u8bba\u201d\uff0c\u4e3a\u4e2d\u5c0f\u578bB2B\u4f01\u4e1a\u63d0\u4f9b\u9664\u5e7f\u544a\u548c\u51b7\u90ae\u4ef6\u5916\u7684\u3001\u66f4\u5177\u4eba\u60c5\u5473\u548c\u573a\u666f\u5316\u7684\u589e\u957f\u6760\u6746\u3002\u53cd\u4e4b\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728AI\u70ed\u6f6e\u4e0b\uff0c\u8bd5\u56fe\u7528\u66f4\u590d\u6742\u65b9\u6848\u89e3\u51b3\u8001\u95ee\u9898\uff0c\u5374\u672a\u80fd\u663e\u8457\u63d0\u5347\u6295\u5165\u4ea7\u51fa\u6bd4\u7684\u5b9e\u9a8c\u54c1\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\">ConvoHunter<\/span>\n <\/div>\n<div class=\"comment-content\">We monitor Reddit, X, LinkedIn and more in real time to find the conversations with real buyer intent, so you can join, help, and convert. Increase your online presence effortlesly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt! I\u2019m <strong>Guillermo Bascu\u00f1ana<\/strong>, SaaS founder and indie hacker. This is my 3rd product launch here! <\/p>\n<p>And if you are in a similar position as I am, you’ve grinded your way through Reddit posts and X groups trying to get people to notice your product.<\/p>\n<p>Over the years I learned that potential customers often discuss their problems online, but finding those conversations felt like searching for a needle in a haystack. I tried tools (which there are quite a few) hoping they’d catch those leads, but they only monitored keywords. The result is lots of noise and mediocre matches. Barely relevant.<\/p>\n<p>So I found myself spending hours manually scouring Reddit threads, refreshing my X feed, and digging through LinkedIn. I\u2019d jump between browser tabs like a mad scientist, hunting down that one relevant question. It was an endless game of hide-and-seek with leads, with horrible ROI, and I knew there had to be a smarter way.<\/p>\n<p>One late night, it clicked. Instead of waiting for random keyword alerts, what if I proactively ran targeted searches across actual posts? If an AI could read and understand entire conversations, it could spot the real questions in context.<\/p>\n<p>Enter <strong>ConvoHunter<\/strong>. I built it using retrieval-augmented generation (RAG) agents to analyze posts in real-time across the most relevant subreddits and communities. Instead of alerting me to every mention of a keyword, the AI reads entire threads, picks out the high-intent discussions, and notifies me. It\u2019s like having an always-on research assistant that only flags the juiciest conversations.<\/p>\n<p>What started as my private lead-generation hack quickly became a product I love. By joining those high-intent conversations just as people needed solutions, I\u2019ve closed customers organically. ConvoHunter has turned dozens of random chats into real leads \u2014 and helped me grow my business by being in the right place at the right time.<\/p>\n<p>I\u2019m excited to share ConvoHunter with the Product Hunt community today. You can try it for FREE and judge the results yourself. And if you need assistance of any kind, I will be on top of my inbox to help you out.<\/p>\n<p>Any questions, feedback or suggestions is greatly appreciated! <\/p>\n<p>Thank you for your time,<br \/>Guillermo<\/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\/@guillermo_bascunana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillermo_bascunana<\/a> The most sincere conversations happen on X and Reddit \u2014 nice idea for a tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh nice, this could be really useful. Finding the right conversations to jump into is honestly the hardest part.<\/p>\n<p>Is this more geared towards B2B (finding leads, industry discussions) or does it work well for B2C too (like indie apps, consumer products)?<\/p>\n<p>Upvoted – Might give it a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@indiemiguel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiemiguel<\/a> Thanks! That\u2019s exactly the pain I built it around<\/p>\n<p>Right now it works best for SaaS and B2B-style products, since the AI is tuned to detect problem\/solution patterns and buying intent.<br \/>B2C also works, but I\u2019m still refining it so results keep improving.<\/p>\n<p>Appreciate the upvote, and if you try it, I\u2019d love any feedback on your use case.<\/p>\n<p>Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Idea is very awesome\ud83d\udd25 How do you actually source right subreddits?? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Thank you! <br \/>During the onboarding it decides 15-25 relevant subreddits to monitor. On top of that there are scheduled jobs that search through posts subreddit-independent. This last one made the results quite different from other tools and really made me feel like the tool was worth continuing to work on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very interesting I like it what conversion rate have you had so far?<\/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\/@sofisofieverly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sofisofieverly<\/a> <\/p>\n<p>Thank you! From trial tu subscription it’s at 25%<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, congrats on the launch. I’ve seen similar tools, none of them have ever worked too well for me. What makes yours different, is there a way to check the results before subscribing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tobias12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tobias12<\/a> <br \/>Most of them just do keyword matching and hope something relevant pops up. That\u2019s exactly why I built this. <\/p>\n<p>The difference is that ConvoHunter actually reads the conversation and decides whether the person is describing a pain your product solves. Keywords are not even a thing here.<\/p>\n<p>And yes, you can check everything before committing.<br \/>There\u2019s a 3-day free trial where you can see all the results, test your niche, and decide if it\u2019s useful for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The shift from keyword monitoring to actually understanding conversation context feels like a real breakthrough for founders trying to find high-intent discussions. What was the hardest part of getting the RAG agents to reliably filter out noise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> <br \/>Thanks! \ud83d\ude4c<br \/>Honestly, the hardest part wasn\u2019t the RAG pipeline itself, it was teaching the agents what \u201cnoise\u201d <em>actually<\/em> means for founders.<\/p>\n<p>A few things were tricky:<\/p>\n<\/p>\n<p>Threads often drift, so separating the core ask from the commentary required multiple passes.<\/p>\n<p>Early versions flagged <em>way<\/em> too much as relevant. Calming the agent down was half the battle. And, detecting when a conversation is actually for your niche vs. someone else\u2019s.<\/p>\n<p>Once I combined structured signals (your product\u2019s pain-points) + unstructured inference (conversation meaning), the noise dropped dramatically.<\/p>\n<p>Still iterating, still has it’s complete slop moments, but it\u2019s night and day compared to keyword monitoring.<\/p>\n<p>Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NPKW3QT3FEUHZM\" class=\"app-title\">Mention Network<\/a><\/p>\n<div class=\"one-liner\">Check your website’s AI visibility<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">41<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mention Network\u901a\u8fc7\u4f17\u5305\u91c7\u96c6\u771f\u5b9eAI\u5bf9\u8bdd\u6570\u636e\uff0c\u5e2e\u52a9\u54c1\u724c\u76d1\u6d4b\u548c\u4f18\u5316\u5728ChatGPT\u7b49AI\u6a21\u578b\u56de\u7b54\u4e2d\u7684\u66dd\u5149\u5ea6\uff0c\u89e3\u51b3\u4f20\u7edfSEO\u5931\u6548\u540e\u4f01\u4e1a\u5728AI\u65f6\u4ee3\u201c\u9690\u5f62\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6eeeb36a-628e-4aea-b14a-1463b4cfab1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45cfac90-5b37-4ad8-a929-555ad1cb42d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c9df79f-a623-4e09-ba23-d3ab8bede587.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8509c02-7c00-4e8f-abe7-0de51ceeb5e9.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\/08b63629-ac36-4bf6-80a8-02553aac6806.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VQwO-PzN8JU?si=mSkAjUYozqrZ765p\"><source src=\"https:\/\/youtu.be\/VQwO-PzN8JU?si=mSkAjUYozqrZ765p\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u80fd\u89c1\u5ea6\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316(GEO)<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4f17\u5305<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4eea\u8868\u677f<\/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\u4ea7\u54c1\u89e3\u51b3\u4e86\u4e00\u4e2a\u672a\u88ab\u5bdf\u89c9\u7684\u5173\u952e\u75db\u70b9\uff0c\u8ba4\u4e3a\u6570\u636e\u76f4\u89c2\u3001\u62a5\u544a\u751f\u6210\u5feb\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u62a5\u544a\u751f\u6210\u65f6\u957f\u3001\u514d\u8d39\u989d\u5ea6\u6269\u5c55\uff0c\u4ee5\u53ca\u6280\u672f\u539f\u7406\uff08\u5982\u4f55\u68c0\u6d4b\u54c1\u724c\u63d0\u53ca\uff09\u3002\u6709\u7528\u6237\u5efa\u8bae\u63a8\u51fa\u79fb\u52a8\u7aef\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 Mention Network\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u8e29\u4e2d\u4e86\u884c\u4e1a\u7126\u8651\uff1a\u4f20\u7edfSEO\u5f0f\u5fae\uff0cAI\u6210\u4e3a\u65b0\u5165\u53e3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u53bb\u4e2d\u5fc3\u5316GEO\u201d\u548c\u201c\u771f\u5b9e\u7528\u6237\u5bf9\u8bdd\u6570\u636e\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u65e8\u5728\u4e0e\u4f9d\u8d56API\u6a21\u62df\u7684\u7ade\u54c1\u5f62\u6210\u5dee\u5f02\u5316\u3002\u8fd9\u786e\u5b9e\u6307\u5411\u4e86\u5f53\u524dAI\u5185\u5bb9\u5206\u6790\u5de5\u5177\u7684\u76f2\u533a\u2014\u2014\u6a21\u62df\u63d0\u793a\u65e0\u6cd5\u5b8c\u5168\u8fd8\u539f\u771f\u5b9e\u3001\u96f6\u6563\u3001\u5145\u6ee1\u53e3\u8bed\u5316\u7684\u7528\u6237\u63d0\u95ee\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u5e76\u5b58\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u201c20K+\u5168\u7403\u6570\u636e\u8d21\u732e\u8005\u201d\u7f51\u7edc\uff0c\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u98de\u8f6e\u6548\u5e94\u6a21\u578b\uff1a\u7528\u6237\u8d8a\u591a\uff0c\u6570\u636e\u8d8a\u771f\u5b9e\u3001\u8d8a\u4e30\u5bcc\uff0c\u4ea7\u54c1\u6d1e\u5bdf\u529b\u8d8a\u5f3a\uff0c\u8fdb\u800c\u5438\u5f15\u66f4\u591a\u7528\u6237\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e86\u6838\u5fc3\u8d28\u7591\uff1a\u6570\u636e\u91c7\u96c6\u7684\u4f26\u7406\u4e0e\u9690\u79c1\u8fb9\u754c\u5982\u4f55\u754c\u5b9a\uff1f\u4f9d\u8d56\u6d4f\u89c8\u5668\u6269\u5c55\u7684\u4f17\u5305\u6a21\u5f0f\uff0c\u5176\u6570\u636e\u7684\u4ee3\u8868\u6027\u3001\u6301\u7eed\u6027\u548c\u5408\u89c4\u6027\u80fd\u5426\u652f\u6491\u8d77\u4f01\u4e1a\u7ea7\u7684\u51b3\u7b56\u9700\u6c42\uff1f\u6b64\u5916\uff0c\u5c06GEO\u4e0eSEO\u7c7b\u6bd4\u867d\u6613\u4e8e\u7406\u89e3\uff0c\u4f46AI\u7b54\u6848\u7684\u751f\u6210\u903b\u8f91\uff08\u975e\u786e\u5b9a\u6027\u3001\u9ad8\u5ea6\u4f9d\u8d56\u63d0\u793a\u8bcd\uff09\u4e0e\u641c\u7d22\u5f15\u64ce\u7684\u7d22\u5f15\u6392\u540d\u6709\u672c\u8d28\u4e0d\u540c\uff0c\u5176\u201c\u4f18\u5316\u201d\u65b9\u6cd5\u8bba\u76ee\u524d\u4ecd\u5904\u4e8e\u6df7\u6c8c\u63a2\u7d22\u671f\uff0c\u5de5\u5177\u63d0\u4f9b\u7684\u201c\u63a8\u8350\u4f18\u5148\u7ea7\u884c\u52a8\u201d\u5176\u6709\u6548\u6027\u6709\u5f85\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u73b0\u9636\u6bb5\u66f4\u50cf\u4e00\u4e2a\u654f\u9510\u7684\u201c\u76d1\u6d4b\u96f7\u8fbe\u201d\uff0c\u800c\u975e\u201c\u4f18\u5316\u5f15\u64ce\u201d\u3002\u5b83\u63ed\u793a\u4e86\u54c1\u724c\u5728AI\u5bf9\u8bdd\u4e2d\u201c\u662f\u5426\u88ab\u63d0\u53ca\u201d\u53ca\u201c\u5982\u4f55\u88ab\u63cf\u8ff0\u201d\u7684\u5b9d\u8d35\u73b0\u72b6\uff0c\u8fd9\u5bf9\u4e8e\u5371\u673a\u516c\u5173\u3001\u8d8b\u52bf\u53d1\u73b0\u548c\u5185\u5bb9\u7b56\u7565\u8c03\u6574\u5177\u6709\u5373\u65f6\u4ef7\u503c\u3002\u4f46\u8981\u4ece\u201c\u8bca\u65ad\u201d\u8d70\u5411\u201c\u6cbb\u7597\u201d\uff0c\u5373\u5b9e\u73b0\u53ef\u91cd\u590d\u3001\u53ef\u89c4\u6a21\u5316\u7684\u201cGEO\u201d\uff0c\u4ecd\u9700\u8de8\u8d8aAI\u6a21\u578b\u9ed1\u7bb1\u3001\u63d0\u793a\u5de5\u7a0b\u590d\u6742\u6027\u7b49\u591a\u91cd\u969c\u788d\u3002\u5b83\u6293\u4f4f\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u7d27\u8feb\u7684\u9700\u6c42\u7a97\u53e3\uff0c\u4f46\u80fd\u5426\u4ece\u806a\u660e\u7684\u8d8b\u52bf\u6355\u624b\u8fdb\u5316\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u6570\u636e\u751f\u6001\u7684\u7a33\u5065\u6027\u4e0e\u540e\u7eedAI\u7b56\u7565\u6d1e\u5bdf\u7684\u6df1\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\">Mention Network<\/span>\n <\/div>\n<div class=\"comment-content\">Understand and control how your brand appears in AI answers. Powered by genuine AI conversations that capture the exact language and context real consumers use, not API-based responses. 2M+ prompts analyzed. 20K+ global data contributors. 1K+ brands evaluated. Start free today.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GM Product Hunt \ud83d\udc4b\ud83c\udffb<\/p>\n<p>I’m Lee, founder at Mention Network. Ever wondered if your brand shows up in AI conversations?<\/p>\n<p>\u274c <strong>The problem:<\/strong><\/p>\n<p>As AI engines like ChatGPT, Gemini, and Grok become the new front doors to the internet, the attention game is changing. Traditional SEO is fading. The real meta is Generative Engine Optimization (GEO), dialing in how often AI models surface your brand, how they frame it, and where you show up in their answers.<\/p>\n<\/p>\n<p>You can pump out 100 auto-blogs a day and still land at #10 on Google. But if your competitors are getting mentioned in the AI Overview and you\u2019re not, you\u2019re basically invisible to the next wave of customers.<\/p>\n<p>\u2705 <strong>The solution:<\/strong><\/p>\n<p>Mention Network is the first decentralized GEO platform built to track and boost AI visibility for brands. Powered by a browser-extension data crawler, Mention pulls real responses from real users across major AI models, giving you a live feed of when, where, and why your brand shows up.<\/p>\n<\/p>\n<p>In the first 3 months after launch, the extension onboarded <strong>20K+ global contributors<\/strong> and captured <strong>2M+ AI responses<\/strong>. Now anyone can spin up an AI Visibility Report for any brand in under two hours, unlocking data that was basically invisible before.<\/p>\n<p>\u26a1\ufe0f <strong>What sets Mention Network apart from other GEO platforms?<\/strong><\/p>\n<p>Most GEO platforms lean on API calls and simulated prompts. Mention Network doesn\u2019t. We crowdsource real user interactions with AI, capturing the exact language, intent, and context that actual consumers use, not guesswork. As more users join, the dataset scales on its own, giving you a live, organic pulse of how your brand shows up across every major LLMs.<\/p>\n<p>\ud83d\udcca <strong>What intel does Mention Network provide?<\/strong><\/p>\n<p>Mention Network lets you access your brand’s:<br \/>– Visibility on AI<br \/>– Share of Voice<br \/>– Website Citation Share<br \/>– Top Performing Topics<br \/>– Top Performing Prompts<br \/>– Geography Distribution Map<br \/>– Sentiment on AI<br \/>– Recommended Priority Actions<\/p>\n<p>What’s next?<br \/>– Trending on AI: a real-time dashboard that tracks what topics, products, and brands are trending across major LLMs globally, providing in-depth analytics for brands to benchmark competitors, understand the sentiment, and thrive in AI conversations.<\/p>\n<p>\ud83e\uddd1\ud83c\udffb\u200d\ud83d\udcbb <strong>Why do we build this?<\/strong><\/p>\n<p>As builders and growth hackers, we\u2019re betting on a future where everything runs through AI. That\u2019s why we\u2019re building a platform that lets brands track and amplify their presence inside AI answers, powered by decentralized GEO infrastructure built for the new internet.<\/p>\n<p>\ud83d\ude4b\ud83c\udffb <strong>Who is it for?<\/strong><\/p>\n<p>Mention Network is for everyone. Whether you\u2019re running a scrappy SME or a full-scale enterprise, we surface the hidden AI data that keeps your brand ahead of the curve. Agencies can even white-label the whole stack: your name, your logo, your dashboard, your clients leveling up. One panel to rule it all.<\/p>\n<\/p>\n<p>Jump in at <a href=\"http:\/\/mention.network\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mention.network<\/a>. Onboard in under 30 seconds, try it for free, and tell us what to improve.<\/p>\n<\/p>\n<p>Happy to answer all of your questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>54<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leejames\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leejames<\/a> good explaination sir ,excited for the future where GEO will outperform SEO<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@leejames\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leejames<\/a> cool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leejames\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leejames<\/a> Onboarding in 30 seconds is slick. Will you expand to mobile?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How can it detect a brand is mentioned ?<\/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>Finished my first step and now waiting for the report to see if it have any different to other GEO tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7961a8d1-ae28-4416-9e6a-050ef53f3919.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>nice product! the question seem more relatable than other platforms. really enjoy target audiences part, only mention network make it so clear and easy to understand what i’m doing. just wonder could you guys expand the prompts for free tier? I think even if you guys expand the prompt amount for free tier it won’t effect your system or cost much! And it could be more attract to first phase users like us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kudos team!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Mention Network this week and damn, this solves a problem I didn\u2019t even realize was killing brands.<\/p>\n<p>Every answer I get from ChatGPT is basically a zero-click search, so it makes total sense that showing up inside AI replies is the new SEO. The AI Visibility Report was eye-opening. I could literally see which brands the models prefer and how often they get mentioned.<\/p>\n<p>Great work team!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7d43db4-0c0a-484a-991a-922745225bf6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just created a brand report. How long would it take to finish my report?<\/p>\n<p>Anw great product though, i’ve used profound and athenahq before but the data was kinda hard to understand to me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hands down the most important tool I\u2019ve used since traditional SEO died.<\/p>\n<p>The feed of trending AI prompts is weirdly addictive, the visibility reports are stupidly detailed, and getting rewarded just for using AI like I already do feels like cheating. <\/p>\n<p>If you care about where your brand shows up when people ask ChatGPT anything, you need this <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried the onboarding flow, super fast! Really curious to explore my report and compare results across models. Great job building this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Mention Network and it honestly opened my eyes. I always assumed AI talked about brands the same way search does\u2026 it doesn\u2019t. The report was quick, clean, and showed stuff I\u2019d never catch on my own. Super helpful if you care about how AI recommends products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a young marketer, Mention Network just clicked for me. Every day I see people asking AI for product advice, so knowing how often a brand actually shows up in those answers is a game-changer. The report is clean, fast, and way more real than traditional SEO tools. 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