Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-02<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-02<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VRA3VMKGQGHMOC\" class=\"app-title\">Schol\u00e9<\/a><\/p>\n<div class=\"one-liner\">Turn everyday work into personalized AI learning<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">254<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Schol\u00e9\u662f\u4e00\u6b3e\u5c06\u65e5\u5e38\u5de5\u4f5c\u573a\u666f\u4e0e\u4e2a\u6027\u5316AI\u5b66\u4e60\u6df1\u5ea6\u878d\u5408\u7684\u667a\u80fd\u6559\u80b2\u5e73\u53f0\uff0c\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u548c\u5b66\u4e60\u79d1\u5b66\u539f\u7406\uff0c\u5728\u7528\u6237\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5b9e\u65f6\u751f\u6210\u57fa\u4e8e\u5176\u89d2\u8272\u3001\u4efb\u52a1\u548c\u8fdb\u5ea6\u5b9a\u5236\u7684\u8bfe\u7a0b\u5185\u5bb9\uff0c\u89e3\u51b3\u4f20\u7edf\u5728\u7ebf\u5b66\u4e60\u8131\u79bb\u5b9e\u9645\u3001\u7f3a\u4e4f\u9002\u5e94\u6027\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\/c5947e13-df9a-48eb-90e8-42c89f59f153.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58960404-210d-4aeb-8b86-5e3f2e0948d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca165652-5a2f-4ec6-bd73-6a6e6d8c4ff5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e8b18db-e25e-4203-93d4-4981437352f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83fde180-ed43-4c23-8359-30a03b328e9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e61e1b1-345b-4277-a8ff-aa09b35495d0.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\/582db3c3-b928-4e7c-8698-1cf6eddc647f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OSv9xui5SpI\"><source src=\"https:\/\/youtu.be\/OSv9xui5SpI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b66\u4e60\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u804c\u573a\u6280\u80fd\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u79d1\u5b66<\/span><br \/>\n <span class=\"tag\">EdTech<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u518d\u521b\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\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5b66\u672f\u6839\u57fa\u548c\u81ea\u9002\u5e94\u7406\u5ff5\uff0c\u4f46\u8d28\u7591\u6280\u672f\u5b9e\u73b0\u900f\u660e\u5ea6\uff0c\u5982\u77e5\u8bc6\u8ffd\u8e2a\u7684\u51c6\u786e\u6027\u3001\u5e7b\u89c9\u6d88\u9664\u673a\u5236\u3001\u6570\u636e\u5b89\u5168\u4e0e\u79df\u6237\u9694\u79bb\u3002\u6709\u7528\u6237\u6307\u51fa\u524d\u7aef\u4ee3\u7801\u91cd\u590d\uff0c\u5efa\u8bae\u52a0\u5f3a\u90ae\u4ef6\u5f15\u5bfc\u3002\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u80fd\u5426\u5b66\u4e60AI\u4ee5\u5916\u5185\u5bb9\uff1f\u662f\u5426\u7c7b\u4f3cDuolingo\uff1f\u5982\u4f55\u5904\u7406\u4e0d\u65ad\u53d8\u5316\u7684\u5b66\u4e60\u76ee\u6807\uff1f\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 Schol\u00e9\u5728\u4ea7\u54c1\u53d9\u4e8b\u4e0a\u7cbe\u51c6\u951a\u5b9a\u4e86\u4f20\u7edfMOOCs\u548c\u201c\u82cf\u683c\u62c9\u5e95\u5f0f\u201dAI\u804a\u5929\u5b66\u4e60\u5de5\u5177\u7684\u53cc\u91cd\u7f3a\u9677\uff0c\u8fd9\u662f\u5176\u83b7\u8d5e\u7684\u6839\u672c\u3002\u5b83\u6ca1\u6709\u76f2\u76ee\u8ffd\u9010\u5927\u6a21\u578b\u7684\u70ed\u6f6e\uff0c\u800c\u662f\u5c06\u5b66\u4e60\u79d1\u5b66\uff08\u5982\u638c\u63e1\u5b66\u4e60\u3001\u6700\u8fd1\u53d1\u5c55\u533a\uff09\u4f5c\u4e3a\u5e95\u5c42\u903b\u8f91\uff0c\u8fd9\u51b3\u5b9a\u4e86\u4ea7\u54c1\u4e0a\u9650\u5e76\u975e\u201c\u63d0\u4f9b\u7b54\u6848\u201d\uff0c\u800c\u662f\u201c\u6784\u5efa\u53ef\u8861\u91cf\u7684\u80fd\u529b\u201d\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u5176\u201c\u77e5\u8bc6\u8f68\u8ff9\u201d\u548c\u201c\u8bef\u89e3\u68c0\u6d4b\u201d\u7684\u8ffd\u95ee\uff0c\u76f4\u6307AI\u6559\u80b2\u4ea7\u54c1\u7684\u6838\u5fc3\u96be\u70b9\u2014\u2014\u5982\u4f55\u533a\u5206\u771f\u6b63\u7684\u7406\u89e3\u4e0e\u6d45\u5c42\u6a21\u5f0f\u5339\u914d\u3002Schol\u00e9\u5f53\u524d\u4ec5\u4ee5\u201cAI\u6280\u80fd\u201d\u4f5c\u4e3a\u5207\u5165\u70b9\uff0c\u770b\u4f3c\u53d6\u5de7\uff0c\u5b9e\u5219\u806a\u660e\uff0c\u5b83\u964d\u4f4e\u4e86\u65e9\u671f\u5185\u5bb9\u751f\u4ea7\u7684\u590d\u6742\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u672a\u6765\u53ef\u671f\u201d\u9636\u6bb5\u3002\u6280\u672f\u5c42\u9762\uff0c\u591a\u667a\u80fd\u4f53\u7684\u534f\u8c03\u5f00\u9500\u3001\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u5b9e\u65f6\u5185\u5bb9\u751f\u6210\u4e0e\u5ef6\u8fdf\u7684\u5e73\u8861\u3001\u9762\u5411\u4f01\u4e1a\u65f6\u6d77\u91cf\u6587\u6863\u7684\u5904\u7406\u6027\u80fd\uff0c\u90fd\u662f\u786c\u9aa8\u5934\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u4ece\u793e\u533a\u53cd\u9988\u770b\uff0c\u5176\u5b89\u5168\u67b6\u6784\u3001\u79df\u6237\u9694\u79bb\u3001\u5408\u89c4\u62a5\u544a\u7b49\u4f01\u4e1a\u7ea7\u8981\u7d20\u5c1a\u672a\u516c\u5f00\u53ef\u9a8c\u8bc1\uff0c\u8fd9\u5bf9\u4e8e\u7784\u51c6B\u7aef\u5e02\u573a\u7684\u4ea7\u54c1\u662f\u81f4\u547d\u77ed\u677f\u3002\u6b64\u5916\uff0c\u201c\u4e2a\u6027\u5316\u201d\u867d\u662f\u91d1\u997d\u997d\uff0c\u4f46\u8fc7\u5ea6\u4f9d\u8d56\u9759\u6001\u77e5\u8bc6\u56fe\u8c31\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u7684\u5185\u5bb9\u4ecd\u663e\u201c\u6a21\u677f\u5316\u201d\uff0c\u65e0\u6cd5\u771f\u6b63\u6355\u6349\u52a8\u6001\u73af\u5883\u4e2d\u6d8c\u73b0\u7684\u771f\u5b9e\u5de5\u4f5c\u96be\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSchol\u00e9\u62e5\u6709\u884c\u4e1a\u9876\u5c16\u7684\u5b66\u672f\u8840\u7edf\u548c\u6b63\u786e\u7684\u4ea7\u54c1\u54f2\u5b66\uff0c\u5176\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u5b66\u4e60\u201d\u4e0e\u201c\u505a\u4e8b\u201d\u7684\u754c\u9650\u6a21\u7cca\u5316\u3002\u4f46\u82e5\u60f3\u4ece\u201cDemo\u60ca\u8273\u201d\u8d70\u5411\u201c\u89c4\u6a21\u5316\u5546\u4e1a\u843d\u5730\u201d\uff0c\u5b83\u5fc5\u987b\u5c3d\u5feb\u5c06\u90a3\u4e9b100\u9875\u7684\u6280\u672f\u6587\u6863\u8f6c\u5316\u4e3a\u7528\u6237\u53ef\u611f\u77e5\u7684\u3001\u7ecf\u5f97\u8d77\u5ba1\u8ba1\u7684\u5de5\u7a0b\u6210\u679c\uff0c\u5e76\u8bc1\u660e\u5176\u5185\u5bb9\u5f15\u64ce\u80fd\u8de8\u8d8aAI\u9886\u57df\uff0c\u5904\u7406\u6c7d\u8f66\u5de5\u7a0b\u6216\u533b\u5b66\u6848\u4f8b\u7b49\u66f4\u590d\u6742\u3001\u9ad8\u98ce\u9669\u7684\u573a\u666f\u3002\u76ee\u524d\u7684Schol\u00e9\u662f\u4e00\u679a\u7cbe\u5fc3\u6253\u78e8\u7684\u201c\u9488\u201d\uff0c\u4f46\u8ddd\u79bb\u201c\u7f1d\u5236\u6574\u4ef6\u8863\u670d\u201d\u8fd8\u6709\u4e00\u6bb5\u4e0d\u77ed\u7684\u8ddd\u79bb\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\">Schol\u00e9<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI learning is disconnected from the work people actually need to do. Schol\u00e9 changes that by giving professionals and teams personalized, task-based learning in real time, right in the flow of work. Grounded in learning science and powered by adaptive AI, Schol\u00e9 helps learners practice, improve, and apply AI skills as they work so learning is more relevant, more effective, and immediately useful.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Vinitra, co-founder of <a href=\"https:\/\/schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Schol\u00e9 AI<\/a>.<\/p>\n<\/p>\n<p>Our team goes by a lot of descriptors: educators, engineers, researchers, scientists, designers. But mostly we’re a group of lifelong learners that get <em>way too excited<\/em> about good edtech.<\/p>\n<\/p>\n<p><strong>The problem: <\/strong>We\u2019ve been researching AI for education for more than 10 years, and we keep seeing the same gap. One-size-fits-all learning from MOOCs means half the content isn\u2019t relevant to you, and nothing adapts based on how you\u2019re actually progressing. Dropout rates are substantial, now 90% (we’re guilty of it too!)<\/p>\n<\/p>\n<p>Newer AI learning tools go the other way, lots of open-ended prompting towards socratic-style discussions. Helpful for the quick answer, but where\u2019s the skill progression? Where\u2019s the grounding in real materials? Where\u2019s the curriculum?<\/p>\n<\/p>\n<p><strong>The approach: <\/strong>Bring back what works from learning science. Scaffolding, mastery learning, knowledge tracing, zone of proximal development, scenario-based learning, self-regulation, reflection, and so much more, but build it in a way that feels native to AI.<\/p>\n<\/p>\n<p><strong>Enter <\/strong><a href=\"https:\/\/app.schole.ai\/signup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Schol\u00e9<\/a><strong>: agentic personalized learning for the AI era.<\/strong><\/p>\n<\/p>\n<p>We\u2019re currently focused on adult learning, and we personalize every part of the experience across:<\/p>\n<ol>\n<li>\n<p>your context (job, daily tasks, tools)<\/p>\n<\/li>\n<li>\n<p>your modality (videos, podcasts, interactive tasks, more or less explanation)<\/p>\n<\/li>\n<li>\n<p>your pace and difficulty (your strengths, your misconceptions)<\/p>\n<\/li>\n<\/ol>\n<p>You can ask Schol\u00e9 \u201cwhat is this MCP thing I keep hearing about\u201d and it doesn\u2019t generate something generic. It constructs the lesson on demand, <em>remixing<\/em> trusted materials into explanations, examples, podcasts, video excerpts, visuals and interactive tasks that are all relevant to your role and tools.<\/p>\n<\/p>\n<p>Under the hood, it\u2019s a multi-agent system, with different pedagogical agents to teach, illustrate, question, and challenge, coordinating in real time to adapt the lesson to what you understand and what you need next.<\/p>\n<\/p>\n<p>We\u2019re using GenUIs, orchestrators, conversational lesson delivery, knowledge tracing, hierarchical memory, multimodal learning, and more. <strong>Our first use case is helping people understand how AI is actually useful for them<\/strong>, because that’s what we know how to teach. \ud83d\ude42 But you’ll soon see us here teaching anything and everything else.<\/p>\n<\/p>\n<p><strong>Who is Schol\u00e9 for?<\/strong><\/p>\n<p>\u2705 The first-timer who\u2019s curious about AI<br \/>\u2705 The enthusiast keeping up with new tools<br \/>\u2705 The expert who wants a 5 minute deep dive<\/p>\n<p>\u2705 The team who wants to learn from their wiki \/ slides \/ pdfs \/ videos<\/p>\n<\/p>\n<p><strong>What does Schol\u00e9 have?<\/strong><\/p>\n<p>\ud83e\udde0 <strong>Multi-agent lessons<\/strong> (explanations, analogies, tasks, feedback, illustration, reflection working together)<br \/>\ud83d\udd04 <strong>Adaptive progression<\/strong> based on your performance and misconceptions<br \/>\ud83e\udded <strong>Personalized learning journey<\/strong> tailored to your role, tools, and goals<br \/>\ud83d\udcda <strong>Grounding<\/strong> in high-quality knowledge graph of data science learning materials from our favorite profs at Harvard, UC Berkeley, EPFL, UCSD, UW, and more<br \/>\ud83d\udcca <strong>Learning analytics<\/strong> you can query, based on your evolving knowledge<br \/>\ud83c\udfa7 <strong>Lesson DJ<\/strong> to remix your lessons the way you want<\/p>\n<\/p>\n<p>We\u2019re beyond excited to put this in front of you as an early public beta and our first ever launch. Feedback is the thing we treasure most, so please drop us a line at <a href=\"mailto:team@schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@schole.ai<\/a>.<\/p>\n<\/p>\n<p>We\u2019re also partnering with teams who want to turn their internal PDFs, slides, and videos into personalized learning experiences (we’re already in the hands of 100s of companies!). If that sounds like you, please reach out to <a href=\"mailto:enterprise@schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">enterprise@schole.ai<\/a>.<\/p>\n<\/p>\n<p>Start learning (for free!) with Schol\u00e9 today: <a href=\"https:\/\/app.schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.schole.ai<\/a> \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\/@vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> interesting, how does the knowledge tracing and memory handling compare to just using a well prompted custom gpt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> How does it handle evolving goals; say, starting with “AI for LinkedIn posts” then pivoting to “AI sales personalization” without losing progress?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> The framing around zone of proximal development and mastery learning is what gets me here \u2014 those aren’t buzzwords, they’re the concepts that actually explain why most online learning fails. The gap between “I watched the video” and “I can do the thing” is exactly where MOOCs fall apart, and it’s where Socratic prompting alone also falls short because there’s no scaffolding toward a destination.<\/p>\n<p>The question I’d be curious about: how does Schol\u00e9 handle the difference between someone who answers correctly because they understood versus someone who answered correctly by pattern-matching the framing of the question? Knowledge tracing is only as good as the signal quality, and in text-based interactions that distinction is genuinely hard. Curious whether the misconception detection is doing something interesting there.<\/p>\n<p>The enterprise angle \u2014 turning internal PDFs and slides into personalized learning paths \u2014 is probably where the near-term pull is strongest. Most L&D content inside companies is exactly the one-size-fits-all problem you described, except the dropout cost is invisible because completion is mandatory. Would love to see a case study on what knowledge retention actually looks like after a Schol\u00e9-built path versus a standard onboarding deck.<\/p>\n<p>Congrats on the launch. The research foundation here is more serious than most edtech I see, and that usually shows in the product eventually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">It\u2019s refreshing to see a focus on grounding lessons in trusted academic materials rather than just open\u2011ended prompting. The \u201cLesson DJ\u201d idea made me smile. How do you envision teams using Schol\u00e9 to transform their internal PDFs and slides into something that feels truly engaging rather than just repackaged content? Congratulations!<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Hello Odeth, this is G\u00fcnes from the Schol\u00e9 team, thanks for your question! The key is that Schol\u00e9 uses your documents as ground truth, not just display content. A multi-agent system remixes them into multimodal lessons which can be explanations, role-play scenarios, interactive tasks, even podcasts. They are all grounded in what your team actually shared. And every lesson adapts to who’s learning: their role, their gaps, how they learn best. Same doc, totally different experience depending on the person.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Paola, co-founder and CTO of Schol\u00e9. Super happy to answer any questions (especially on how it works!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I got to see a demo of Schole at an event in Zurich. The product is fascinating and really needed when you consider how fast AI is advancing. Best of luck with the launch Vinitra.<\/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\/@kushtrim_spahiu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kushtrim_spahiu1<\/a> Thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was always frustrated with Coursera, the material was already outdated before I even finished a course. Starting my data science journey on Schol\u00e9 instead!<\/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\/@whatevacreates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whatevacreates<\/a> happy to hear it! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is such a wonderful idea – and so relevant at this time when all career fields are working to incorporate AI, including healthcare (my field). I just signed up and I\u2019m trying Schol\u00e9 out right now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varsha_swamy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varsha_swamy<\/a> thanks for your support Varsha! Looking forward to hearing your experience \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varsha_swamy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varsha_swamy<\/a> so glad to hear that Varsh! Thanks for trying it out \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<div class=\"reply-item\">\n<div class=\"reply-content\">@vinitra Hi Vinitra, I am going to sign up for that. i am an AI Content Creator and would love to share it among my audience.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 super sleek and polished!<\/p>\n<p>Can we learn something else than AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dodolab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dodolab<\/a> First use case is AI, then everything else.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dodolab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dodolab<\/a> as Michael said, AI is just the first use case and the materials present in the knowledge graph; however, organizations can enrich the knowledge base with their own internal documents and knowledge bases to cover ANY topic<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dodolab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dodolab<\/a> thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>So is it something like personalised Duolingo? \ud83d\ude42 Assuming from the dashboard (map) \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes and no for me personally. You could compare a few things to Duolingo but the “pedagogical engine” powering Schol\u00e9 is much more powerful. Remember that viral conversation about Duolingo that it is a cool, gamified app but some people won’t learn that much with it? Schol\u00e9 is also an intuitive app but it makes sure that learners actually achieve mastery (e.g. on AI upskilling).<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> definitely towards the right idea! With Duo, I might want to learn Korean because I might have a trip coming up, so what would be useful to learn would be how to say good morning, or basic signs on the metro, or how to order at a restaurant. However, regardless of that need, Duolingo would start with the Hangul character symbols.<\/p>\n<\/p>\n<p>Schol\u00e9 starts from understanding who you are, and then tailors every bit of learning content on-demand for you. There’s many different agents (e.g. the projector, cursor, light bulb, tv characters), all with different pedagogical roles, but we still avoid hallucinations while we’re constructing lessons on-the-fly because we’re based on an underlying knowledge graph of materials. So… there’s a lot going on under the hood that’s a bit different than what Duo is doing with spaced repetition and fixed curriculums. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@busmark_w_nika exactly!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “adaptive AI” piece \u2014 what’s it adapting to exactly? My past mistakes, the topics I keep avoiding, the speed I’m moving through material? Would help to know what signals it’s actually reading before trusting it to personalize anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>You might be missing an opportunity with email onboarding.<\/p>\n<p>A simple email sequence could guide new users, reduce confusion, and help them reach value faster.<\/p>\n<p>I personally found the platform a bit unclear at first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adeniran_ibrahim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adeniran_ibrahim<\/a> thank you for the feedback! Super appreciated. Agree, we could definitely make it clearer. Could you share a bit more what you mean by email onboarding? Usually when there\u2019s a organization onboarding, we already have information on people\u2019s roles, company info, and a recommender system for fuzzy matching of tasks and tools integrated (so the onboarding experience is much shorter!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@vinitra\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> Schol\u00e9 has an interesting product direction, but the public technical evidence is still not strong enough for me to trust it as an enterprise-ready AI platform.<\/p>\n<p>The main issue is that the product describes advanced concepts such as agentic learning, personalized AI tutors, knowledge tracing, hierarchical learner memory, role-based lesson generation, and internal knowledge integration, but the public site does not provide enough technical detail about how these systems are actually implemented.<\/p>\n<p>For example, I would expect to see clearer information about the architecture: how agents are orchestrated, how user context is stored, how knowledge graphs are built, how retrieval is grounded, how hallucinations are reduced, how learning progress is evaluated, and how generated lessons are validated before being shown to users.<\/p>\n<p>Another concern is data handling. If companies upload internal PDFs, slides, videos, or wiki content, the platform needs a very clear technical explanation of tenant isolation, access control, encryption, retention, deletion, audit logging, and model-provider boundaries. Without this, the system may be risky for enterprise usage.<\/p>\n<p>The frontend also appears to have duplicated content in the rendered page output. Repeated sections, repeated testimonials, and duplicated text blocks can negatively affect SEO, accessibility, page performance, and maintainability. For a product selling AI-powered learning quality, the public implementation should be cleaner.<\/p>\n<p>The product also claims compliance-related learning support, but technically there is not enough visible evidence of audit trails, completion records, role-based training mapping, risk-based learning paths, or compliance reporting workflows.<\/p>\n<p>So my technical view is: the idea is strong, but the implementation proof is still weak. I would need to see architecture diagrams, security documentation, evaluation metrics, data-flow details, and real enterprise case studies before considering it technically mature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@suyama\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyama<\/a> thank you so much for the clear and detailed feedback! It means a lot that you took the time to write it out. Indeed, we have some work to do; we\u2019re currently in the process of a ISO and SOC2 audit, and we\u2019re a young company on our first launch (about 10 months old now and we spent all of it building the technical foundations of the tool!). We actually already have prepared all the details you\u2019re asking, but usually we send it to companies that we\u2019re working with directly (on our side it\u2019s a more than 100 page doc about architecture, security procedures, protocols, integrations!) and didn\u2019t want to overcrowd the website. Still, your points are very valid, and would be happy to continue a conversation about all of those things offline, if you\u2019d like!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@suyama\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyama<\/a> super interesting feedback! I second Vini, thank you for taking the time to write this! <\/p>\n<p>Regarding the data protection and security concerns, customers have access to all the documentation under the appropriate procurement and confidentiality processes, including architecture diagrams, data-flow documentation, technical and organizational measures, data processing agreements, sub-processor information, security controls, retention and deletion procedures, and audit-related evidence.<\/p>\n<p>In more detail, customer data is logically separated by organization. Access is role-based, restricted to authorized users, and governed through identity and access management controls. Moreover, data is protected in transit and at rest. The platform is hosted on Azure with security controls around storage, access, monitoring, backup, and recovery. We maintain logging, access records, and operational monitoring so that activity can be reviewed and investigated where required. Customer data is processed only for the agreed purpose. At contract end, data can be returned and deleted according to contractual requirements.<\/p>\n<p>We are very happy to share our security and data protection protocols anytime \ud83d\ude42 <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WDXUVIZTG7AJ7U\" class=\"app-title\">Cloud Computer by Manus<\/a><\/p>\n<div class=\"one-liner\">A dedicated cloud machine for bots and software<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">236<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Manus Cloud Computer \u63d0\u4f9b\u4e00\u53f024\u5c0f\u65f6\u5728\u7ebf\u7684\u4e91\u7aef\u6301\u4e45\u673a\u5668\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u4efb\u4f55\u8fd0\u7ef4\u6216\u7f16\u7801\uff0c\u76f4\u63a5\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u8fd0\u884c\u673a\u5668\u4eba\u3001\u811a\u672c\u3001\u5e94\u7528\u548c\u6570\u636e\u5e93\uff0c\u89e3\u51b3\u4e86AI\u4efb\u52a1\u548c\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u201c\u4f1a\u8bdd\u7ed3\u675f\u540e\u5373\u6d88\u5931\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\/464fe153-3ab0-4c05-9627-592ef1ac8a6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc929420-e613-4270-ba5d-22efc52a2c6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdb22693-4cd1-4b67-b75a-0acb127a7a8e.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\/81c31434-9643-4558-81b6-597aaea2adf2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=W-7_PW1_Vws\"><source src=\"https:\/\/www.youtube.com\/watch?v=W-7_PW1_Vws\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e91\u7aef\u6301\u4e45\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">DevOps\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">24\/7\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u5173IP<\/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\u6210\u672c\u900f\u660e\u5ea6\uff08\u4e91\u670d\u52a1\u8ba1\u8d39\u6613\u53d8\u6a21\u7cca\uff09\u3001\u6570\u636e\u5b89\u5168\u4e0e\u6301\u4e45\u5316IP\uff08\u5171\u4eabIP\u6613\u88abAPI\u5c01\u7981\uff09\u3001\u4ee5\u53ca\u4ea7\u54c1\u6838\u5fc3\u5dee\u5f02\u5316\u3002\u6b63\u9762\u53cd\u9988\u96c6\u4e2d\u5728\u201c\u6301\u4e45\u72b6\u6001\u201d\u8ba9AI\u4ee3\u7406\u4ece\u6f14\u793a\u53d8\u4e3a\u5b9e\u7528\uff1b\u8d1f\u9762\u5bf9\u6bd4\u4e86Meta\u6536\u8d2d\u7b49\u65e0\u5173\u4fe1\u606f\uff0c\u9700\u5ffd\u7565\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 Manus Cloud Computer \u7684\u5b9a\u4f4d\u806a\u660e\u4e14\u7cbe\u51c6\u2014\u2014\u5b83\u6293\u4f4f\u4e86\u5f53\u524dAI\u5de5\u5177\u94fe\u4e2d\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u65ad\u5c42\uff1a\u5927\u591a\u6570AI Agent\u548c\u81ea\u52a8\u5316\u5de5\u5177\u53ea\u5728\u4e00\u4e2a\u4f1a\u8bdd\u5468\u671f\u5185\u6709\u6548\uff0c\u4e00\u65e6\u5173\u95ed\uff0c\u72b6\u6001\u3001\u6587\u4ef6\u3001\u73af\u5883\u7edf\u7edf\u6d88\u5931\u3002\u8fd9\u5bfc\u81f4\u4e86\u201c\u6f14\u793a\u5f88\u60ca\u8273\uff0c\u843d\u5730\u5f88\u9aa8\u611f\u201d\u7684\u7a98\u5883\u3002\u4ea7\u54c1\u8bb8\u8bfa\u201c\u7eaf\u82f1\u8bed\u63cf\u8ff0\u5373\u5b8c\u6210\u90e8\u7f72\u3001\u6301\u4e45\u8fd0\u884c\u201d\u7684\u4f53\u9a8c\uff0c\u76f4\u63a5\u523a\u7a7f\u4e86\u4f20\u7edf\u4e91\u8ba1\u7b97\u7684DevOps\u95e8\u69db\u548csession-based AI\u7684\u5b9e\u7528\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u73b0\u5b9e\u6bd4\u53e3\u53f7\u66f4\u950b\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u201c\u65e0\u9700\u7f16\u7801\u201d\u5728\u7528\u6237\u624b\u5199\u590d\u6742\u6570\u636e\u7ba1\u9053\u6216\u722c\u866b\u65f6\uff0c\u5bf9\u81ea\u7136\u8bed\u8a00\u7684\u6a21\u7cca\u7406\u89e3\u529b\u8003\u9a8c\u6781\u5927\uff0c\u4e00\u65e6\u51fa\u9519\uff0c\u7528\u6237\u4f1a\u7acb\u523b\u5760\u5165\u4f20\u7edf\u8fd0\u7ef4\u7684\u6ce5\u6f6d\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u6210\u672c\u900f\u660e\u5ea6\u548c\u5171\u4eabIP\u95ee\u9898\uff0c\u66b4\u9732\u4e86\u5176\u5bf9\u5b9e\u9645\u8fd0\u8425\u573a\u666f\u7684\u8003\u8651\u4e0d\u8db3\u3002\u5bf924\/7\u8fd0\u884c\u7684\u957f\u4efb\u52a1\uff0c\u5982\u679c\u51fa\u7ad9IP\u88abCloudflare\u7b49\u5e73\u53f0\u5217\u4e3a\u53ef\u7591\uff0c\u6240\u6709\u81ea\u52a8\u5316\u90fd\u4f1a\u65e0\u58f0\u788e\u88c2\u2014\u2014\u8fd9\u6bd4\u201c\u672a\u90e8\u7f72\u201d\u66f4\u4ee4\u4eba\u7edd\u671b\u3002\u6700\u540e\uff0c\u7ade\u4e89\u683c\u5c40\u5e76\u4e0d\u53cb\u597d\u3002Supabase\u3001Railway\u3001\u4e43\u81f3Kubernetes\u7684\u7b80\u5316\u7248\u90fd\u5df2\u5bf9\u201c\u6301\u7eed\u73af\u5883+\u4efb\u52a1\u8c03\u5ea6\u201d\u864e\u89c6\u7708\u7708\uff0cManus\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\uff0c\u4e0d\u5728\u4e8e\u201c\u6301\u4e45\u201d\u4e8c\u5b57\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u7eaf\u81ea\u7136\u8bed\u8a00\u201d\u548c\u201c\u53ef\u63a7\u8fd0\u7ef4\u201d\u4e4b\u95f4\u4fdd\u6301\u4e00\u4e2a\u7acb\u5373\u53ef\u7528\u4e14\u4e0d\u8fc7\u5ea6\u62bd\u8c61\u5316\u7684\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u7ed3\u8bba\uff1a\u5b83\u89e3\u51b3\u4e86AI\u5de5\u5177\u201c\u7528\u5b8c\u5373\u5e9f\u201d\u7684\u81f4\u547d\u4f24\uff0c\u4f46\u8981\u6210\u4e3a\u4e3b\u6d41\uff0c\u5fc5\u987b\u516c\u5f00\u8ba1\u8d39\u6a21\u578b\u5e76\u5904\u7406\u7f51\u7edc\u5c42\u9762\u7684\u9ed8\u8ba4\u9677\u9631\uff0c\u5426\u5219\u4f18\u79c0\u7684\u6545\u4e8b\u53ea\u4f1a\u505c\u7559\u5728Product Hunt\u7684\u70b9\u8d5e\u533a\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\">Cloud Computer by Manus<\/span>\n <\/div>\n<div class=\"comment-content\">Manus Cloud Computer gives you a persistent machine in the cloud to run bots, Python scripts, apps, databases, and scheduled jobs 24\/7. No DevOps, no server setup, no coding required. Just describe what you want to build, and keep it running around the clock.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to hunt Manus Cloud Computer today.<\/p>\n<\/p>\n<p>Manus Cloud Computer gives you a persistent machine in the cloud to run bots, Python scripts, apps, databases, and scheduled jobs 24\/7. No server setup, no DevOps, no coding required.<\/p>\n<\/p>\n<p>Instead of spinning up temporary tasks, you get an always-on environment where files stay put, tools remain installed, and ongoing projects can keep running long after the chat ends.<\/p>\n<\/p>\n<p>What stands out here:<br \/>\u2022 Run bots, scripts, and software around the clock<br \/>\u2022 Keep files, tools, and projects persistent across tasks<br \/>\u2022 Host databases, self-hosted apps, and scheduled workflows<br \/>\u2022 Build and operate everything in plain English<\/p>\n<\/p>\n<p>If you\u2019ve ever wanted to run automations that do not stop when your laptop sleeps, this is definitely worth checking out.<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> This is a solid positioning around the always-on persistence angle. The ‘no server setup’ promise will resonate with people who’ve been burned by DevOps friction before. One thing I’d be curious about: how are you handling the cost transparency piece. Cloud pricing can get murky fast when you’re billing for persistent machines, so being upfront about that will probably matter a lot to your early users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> How does the persistent setup handle data security and costs for something like a long-running marketing scraper like social mentions into a DB?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> The “long after the chat ends” line is what makes this interesting. Most AI agent demos work great in the session and then everything evaporates. Persistent state across tasks is the missing piece that actually makes agents useful for real workflows rather than just impressive demos.<\/p>\n<p>The plain English operations angle is smart too \u2014 the bottleneck for most teams isn’t the capability, it’s the setup overhead. Removing that entirely changes who can actually use it.<\/p>\n<p>Great hunt \u2014 this one has real utility behind the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>By the way, any information on what will happen after China blocks Meta’s acquisition?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hidecloud\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hidecloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hidecloud<\/a> Keeping long-running workflows alive without babysitting infra is still harder than it should be. Interesting to see this simplified.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Question on the networking side. When a scheduled job is hitting public APIs 24\/7, does each cloud computer get a dedicated outbound IP, or is it a shared egress pool? Asking because shared IPs eventually land on Cloudflare\/WAF blocklists from someone else’s traffic, and you find out by your job silently 403’ing for days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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! Sounds super cool, Tao! Seeing too big competitors there but I’m sure you’ll get you place. What’s your main differentiation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/Q54AKWR62RQYAL\" class=\"app-title\">Feather<\/a><\/p>\n<div class=\"one-liner\">Photo editor with local AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">198<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Feather\u662f\u4e00\u6b3e\u4e13\u4e3aApple Silicon Mac\u8bbe\u8ba1\u7684\u672c\u5730AI\u7167\u7247\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u79bb\u7ebf\u5904\u7406AI\u586b\u5145\u3001\u667a\u80fd\u9009\u62e9\u548c\u81ea\u52a8\u5806\u53e0\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u6444\u5f71\u7231\u597d\u8005\u5bf9\u6570\u636e\u9690\u79c1\u3001\u8ba2\u9605\u5236\u538c\u5026\u4ee5\u53ca\u4e13\u4e1a\u7f16\u8f91\u6d41\u7a0b\u7e41\u7410\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\/8660e2b0-0c99-49d1-a191-37d6c25c866c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdc27e6b-d24f-4fb9-b7ed-86a5938049c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77510618-3834-43de-99cc-cb9800747104.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/890c0579-f039-4f4d-881d-5221c08ac672.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\/a3d01158-12cf-44f6-b522-7fa23c5ba40f.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\/91d6726c-04d7-4628-9a36-7b67b9d97767.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Cjs3oBlfgSU\"><source src=\"https:\/\/youtu.be\/Cjs3oBlfgSU\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Photography<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u7167\u7247\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">Apple Silicon<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u9009\u533a<\/span><br \/>\n <span class=\"tag\">\u8272\u5f69\u5206\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u6444\u5f71<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u4e00\u6b21\u6027\u4ed8\u8d39\u3001\u672c\u5730\u5316AI\uff08\u9690\u79c1\u5b89\u5168\uff09\u4ee5\u53ca4\u4e2a\u6708\u5f00\u53d1\u901f\u5ea6\u3002\u7126\u70b9\u95ee\u9898\u5305\u62ec\uff1a\u5b9a\u4ef7\u7b56\u7565\u662f\u5426\u8c03\u6574\u3001\u5bf9\u590d\u6742\u6df7\u4e71\u7167\u7247\u7684\u5904\u7406\u80fd\u529b\u3001\u672c\u5730\u6a21\u578b\u7684\u7c7b\u578b\u4e0e\u901f\u5ea6\u3002\u591a\u6570\u5efa\u8bae\u96c6\u4e2d\u5728\u63d0\u5347\u6027\u80fd\u548c\u8de8\u5e73\u53f0\u652f\u6301\uff08Windows\u7248\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 Feather\u5728\u201c\u540e\u8ba2\u9605\u5236\u201d\u65f6\u4ee3\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4e24\u4e2a\u81f4\u547d\u75db\u70b9\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u4ed8\u8d39\u75b2\u52b3\u3002\u672c\u5730AI+\u4e00\u6b21\u4ed8\u8d39\u7684\u7ec4\u5408\uff0c\u51e0\u4e4e\u662f\u5bf9Adobe\u4e4b\u6d41\u7684\u201c\u767d\u5203\u6218\u201d\u3002\u4f46\u5fc5\u987b\u6e05\u9192\u770b\u5230\uff0c\u5b83\u5728\u5f53\u524d\u9636\u6bb5\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u6280\u672fDemo\u201d\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002198\u7968\u7684\u5f53\u65e5\u8868\u73b0\uff0c\u66f4\u591a\u662f\u60c5\u7eea\u4ef7\u503c\uff08\u53cdAdobe\u3001\u672c\u5730\u9690\u79c1\uff09\u7684\u80dc\u5229\u3002\u6838\u5fc3\u77ed\u677f\u5728\u4e8e\uff1a1. \u6a21\u578b\u80fd\u529b\u672a\u77e5\uff0c\u201cAI\u586b\u5145\/\u9009\u533a\u7684\u8d28\u91cf\u201d\u4e0ePhotoshop\u7684\u672c\u5730\u7248\uff08\u5982Firefly\uff09\u76f8\u6bd4\u6ca1\u6709\u660e\u786e\u4f18\u52bf\uff1b2. \u751f\u6001\u5b64\u5c9b\u2014\u2014\u4ec5\u652f\u6301Apple Silicon Mac\uff0c\u5c06\u5e9e\u5927\u7684Windows\u6444\u5f71\u7fa4\u4f53\u62d2\u4e4b\u95e8\u5916\uff1b3. \u529f\u80fd\u6df1\u5ea6\u5c1a\u6d45\u2014\u2014\u867d\u7136HSL\u5185\u5d4c\u8499\u7248\u662f\u4e2a\u597d\u8bbe\u8ba1\uff0c\u4f46\u7f3a\u4e4f\u56fe\u5c42\u3001\u66f2\u7ebf\u7b49\u6838\u5fc3\u4e13\u4e1a\u5de5\u5177\u3002\u521b\u59cb\u56e2\u961f\u5e94\u8b66\u60d5\u201c\u5c1d\u9c9c\u7ea2\u5229\u7528\u5c3d\u201d\u540e\u7684\u589e\u957f\u505c\u6ede\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u8bc1\u660e\u4e86\u4e00\u4e2a\u53ef\u884c\u6027\uff1a\u9ad8\u7aef\u7684\u672c\u5730AI\u56fe\u50cf\u5904\u7406\u53ef\u4ee5\u5728\u4e2a\u4eba\u8bbe\u5907\u4e0a\u6d41\u7545\u8fd0\u884c\u3002\u80fd\u5426\u4ece\u201c\u597d\u60ca\u559c\u201d\u53d8\u6210\u201c\u79bb\u4e0d\u5f00\u201d\uff0c\u53d6\u51b3\u4e8e\u540e\u7eed\u8fed\u4ee3\u80fd\u5426\u628a\u201c\u667a\u969c\u7684\u201dAI\u63d0\u793a\u8bcd\u63a7\u5236\u548c\u201c\u6162\u5f97\u50cf\u8717\u725b\u201d\u7684\u6279\u91cf\u5904\u7406\u6548\u7387\u505a\u6210\u884c\u4e1a\u6807\u51c6\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5b8c\u7f8e\uff0c\u4f46\u6267\u884c\u624d\u521a\u5f00\u8dd1\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\">Feather<\/span>\n <\/div>\n<div class=\"comment-content\">Your photos stay on your machine, AI generative infill, AI magic selection and smart stacking are all processed offline on your Apple Silicon Mac. The UI is modern and designed to be intuitive. It’s pay once to use forever<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone.<\/p>\n<p>I\u2019ve been building Feather, a new photo editor, for the last 4 months. It\u2019s still a bit rough around the edges, but I’m putting it out there today to shape future updates based on actual user feedback.<\/p>\n<p>A quick recap of what’s currently working well:<br \/>> HSL color mixer: Works directly inside masks (limited on lightroom)<br \/>> Magic selector (Pro): Includes a shift+drag cursor for specific selections<br \/>> Magic eraser (Pro): Quick object removal<br \/>> Smart stacking (Beta): Auto Averaging<\/p>\n<p>Tech specs: Mac only. Tested on various Apple Silicon devices (M1\/M2). It runs fine on 8GB, but 16GB of RAM is recommended.<br \/>You can login and download it here: <a href=\"https:\/\/www.feather-editor.it\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.feather-editor.it\/<\/a><\/p>\n<p>What is your biggest frustration with your current photo editing software?<\/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\/@luca_miglioli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_miglioli<\/a> How does Feather’s handle that in real-world messy shots?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@luca_miglioli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_miglioli<\/a> <\/p>\n<\/p>\n<p>Hi! Strong start. The direction here is clear: faster, smarter, more intuitive editing without the usual friction.<\/p>\n<\/p>\n<p>Biggest frustration with current tools? They\u2019re powerful\u2014but slow, cluttered, and too manual for workflows that should feel seamless.<\/p>\n<\/p>\n<p>Feather is moving the needle, especially with masking + smart automation. Keep pushing on performance, polish, and cross-platform\u2014we\u2019re definitely waiting on that Windows version.<\/p>\n<\/p>\n<p>Excited to see where this goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luca_miglioli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_miglioli<\/a> 4 months from idea to public launch is genuinely impressive \u2014 especially for a native Mac app with local AI processing. Most people would spend 4 months just deciding on the tech stack.<\/p>\n<p>The HSL mixer working inside masks is a detail that photographers will notice immediately \u2014 that’s exactly the kind of limitation in Lightroom that forces people into Photoshop just for one step.<\/p>\n<p>Biggest frustration with current photo editing software personally? The subscription model that locks you out of your own exports if you stop paying. Pay once, use forever removes that anxiety entirely.<\/p>\n<p>What’s next on the roadmap after Smart Stacking comes out of beta?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pay-once pricing is a real differentiator right now when everything else is $12\/month forever. What’s the current price point, and does that change post-launch? Trying to decide if jumping in during the rough edges phase is worth it versus waiting for a more polished build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u672c\u5730\u6a21\u578b\u7528\u7684\u4ec0\u4e48\u6a21\u578b\uff1f\u901f\u5ea6\u5982\u4f55\uff1f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RV27254646S3NQ\" class=\"app-title\">Microsoft Copilot Health<\/a><\/p>\n<div class=\"one-liner\">Dedicated space to bring your personal health data together<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Microsoft Copilot Health \u662f\u4e00\u4e2a\u6574\u5408\u4e2a\u4eba\u5065\u5eb7\u6570\u636e\u7684AI\u7a7a\u95f4\uff0c\u5c06\u75c5\u5386\u3001\u53ef\u7a7f\u6234\u8bbe\u5907\u548c\u5316\u9a8c\u7ed3\u679c\u6c47\u805a\u4e00\u5904\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5c31\u533b\u524d\u53ef\u6267\u884c\u7684\u6d1e\u5bdf\uff0c\u89e3\u51b3\u5065\u5eb7\u6570\u636e\u788e\u7247\u5316\u3001\u4e92\u4e0d\u5173\u8054\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\/5f1625e8-a685-4dd3-810b-b3ebafee4903.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\/5aae210d-9f40-40e9-a37c-8901f609d6d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5657e4f5-f3fc-4f35-86df-03d117062fd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2661fde0-d889-489a-93ec-ce6782ef0966.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e2c6e3c-18cc-4090-b2ef-5a33b8202f2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d87e19e-2c4f-4084-86a4-48fdbfd9c9e9.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\/465f69a3-1bf1-41bb-9516-e1b6fcd25243.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=61JHf0K1zKc\"><source src=\"https:\/\/www.youtube.com\/watch?v=61JHf0K1zKc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u533b\u7597AI<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u75c5\u5386\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u5065\u5eb7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u533b\u7597<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u95ee\u8bca\u51c6\u5907<\/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\u6574\u5408EHR\u548c\u53ef\u7a7f\u6234\u8bbe\u5907\u7684\u4ef7\u503c\uff0c\u597d\u5947\u5982\u4f55\u5b9e\u73b0\u8de8\u6e90\u63a8\u7406\uff08\u6570\u636e\u77db\u76fe\u65f6\uff09\u3002\u91cd\u70b9\u63d0\u95ee\uff1aAI\u8f93\u51fa\u662f\u5426\u53ef\u8ffd\u6eaf\u5177\u4f53\u6765\u6e90\u548c\u539f\u6587\uff1f\u6570\u636e\u5408\u89c4\u5982\u4f55\u5904\u7406\uff08\u8de8\u5730\u533a\u6cd5\u89c4\uff09\uff1f\u671f\u5f85\u770b\u5230\u708e\u75c7\u6a21\u5f0f\u7b49\u6df1\u5c42\u6d1e\u5bdf\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 Microsoft Copilot Health\u7684\u201c\u806a\u660e\u201d\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u5065\u5eb7\u8bb0\u5f55\u5de5\u5177\uff0c\u800c\u662f\u5f53\u4e86\u90a3\u4e2a\u6700\u96be\u7684\u201c\u7ffb\u8bd1\u5b98\u201d\u2014\u2014\u628a50000\u5bb6\u533b\u9662\u7684\u7535\u5b50\u75c5\u5386\u300150\u591a\u79cd\u53ef\u7a7f\u6234\u8bbe\u5907\u548c\u5b9e\u9a8c\u5ba4\u5316\u9a8c\u5355\u653e\u5728\u4e00\u4e2a\u8bed\u5883\u91cc\u3002\u8fd9\u5207\u4e2d\u4e86\u6570\u5b57\u5065\u5eb7\u6700\u5927\u7684\u8c0e\u8a00\uff1a\u6570\u636e\u4e0d\u7b49\u4e8e\u6d1e\u5bdf\u3002\u5f53\u4f60\u7684Oura\u544a\u8bc9\u4f60\u7761\u7720\u4e0d\u8db3\uff0c\u800c\u5316\u9a8c\u5355\u663e\u793a\u76ae\u8d28\u9187\u6b63\u5e38\u65f6\uff0c\u788e\u7247\u5316\u7684\u6570\u636e\u53ea\u662f\u566a\u97f3\uff0c\u5173\u8054\u540e\u7684\u4fe1\u53f7\u624d\u6709\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u9510\u70b9\u5728\u4e8e\uff0c\u8fd9\u5957\u65b9\u6848\u76ee\u524d\u4ec5\u9650\u7f8e\u56fd\uff0c\u4e14\u4f9d\u7136\u4e25\u91cd\u4f9d\u8d56\u201cFunction\u201d\u8fd9\u7c7b\u7b2c\u4e09\u65b9\u4e2d\u95f4\u4ef6\u6765\u83b7\u53d6\u5b9e\u9a8c\u5ba4\u6570\u636e\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\uff0c\u5b83\u662f\u5728\u5df2\u6709\u7684\u6570\u636e\u5b64\u5c9b\u4e0a\u67b6\u4e86\u4e00\u5ea7\u6865\uff0c\u4f46\u8fd9\u5ea7\u6865\u7684\u627f\u91cd\u5899\uff08\u6570\u636e\u6e90\u5408\u4f5c\u534f\u8bae\u3001HIPAA\u5408\u89c4\u6267\u884c\u7ec6\u8282\uff09\u8fd8\u6ca1\u6709\u5b8c\u5168\u516c\u5f00\u3002\u66f4\u81f4\u547d\u7684\u95ee\u9898\u662f\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5f15\u7528\u900f\u660e\u5ea6\u201d\u2014\u2014\u5f53AI\u544a\u8bc9\u4f60\u201c\u6839\u636e\u54c8\u4f5b\u5065\u5eb7\u201d\u7ed9\u51fa\u5efa\u8bae\u65f6\uff0c\u5982\u679c\u7528\u6237\u65e0\u6cd5\u70b9\u51fb\u67e5\u770b\u5177\u4f53\u6bb5\u843d\u548c\u4e0a\u4e0b\u6587\uff0c\u8fd9\u5728\u533b\u7597\u573a\u666f\u4e0b\u4e0d\u662f\u53ef\u4fe1\u5ea6\u6298\u6263\uff0c\u800c\u662f\u5b89\u5168\u9690\u60a3\u3002\u4e00\u4e2a\u65e0\u6cd5\u88ab\u6838\u5b9e\u6765\u6e90\u7684\u533b\u7597\u5efa\u8bae\uff0c\u518d\u6f02\u4eae\u4e5f\u4e0d\u8fc7\u662f\u52a0\u4e86\u6743\u5a01\u524d\u7f00\u7684\u804a\u5929\u8bb0\u5f55\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u65b9\u5411\u6781\u81f4\u6b63\u786e\uff0c\u4f46\u843d\u5730\u65f6\u5fc5\u987b\u5728\u201c\u533b\u7597\u8d23\u4efb\u5f52\u5c5e\u201d\u548c\u201c\u6570\u636e\u6240\u6709\u6743\u627f\u8bfa\u201d\uff08\u81ea\u8be9\u4e0d\u4e0e\u901a\u7528Copilot\u5171\u4eab\uff09\u4e0a\u7ed9\u51fa\u53ef\u9a8c\u8bc1\u7684\u673a\u5236\uff0c\u800c\u4e0d\u662f\u4e00\u53e5\u6587\u6848\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u5f88\u7f8e\u201d\u7684\u8bca\u524d\u5907\u5fd8\u5f55\uff0c\u800c\u975e\u6539\u53d8\u533b\u60a3\u5bf9\u8bdd\u8d28\u91cf\u7684\u9a71\u52a8\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Microsoft Copilot Health<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve got data from your Oura, your hospital, your blood panels. None of it talks to each other. None of it tells you what to do. Copilot Health fixes that. It’s a secure space inside Copilot where your health records (50,000+ US health systems), wearables (50+ devices), and lab results (via Function) come together. Medical AI analyzes the full picture and surfaces insights you can act on, grounded in sources like Harvard Health.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most people have more health data than ever. And less idea what to do with it.<\/p>\n<\/p>\n<p>Lab results in a hospital portal. Sleep data on your wrist. Medications scattered across three different systems. The data exists. It just never talks to each other.<\/p>\n<\/p>\n<p>Copilot Health changes that.<\/p>\n<\/p>\n<p><strong>What it does:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udfe5 Connects EHRs from 50,000+ US hospitals, pulling visit summaries, meds, and test results<\/p>\n<\/li>\n<li>\n<p>\u231a Syncs wearables from 50+ devices including Apple Health, Oura, and Fitbit<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddea Ingests lab results via Function and reasons across the full picture<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcda Grounds answers in Harvard Health and verified sources from 50+ countries<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0d Finds real doctors who take your insurance, filtered by specialty and language<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd12 Data isolated from general Copilot, never used for model training<\/p>\n<\/li>\n<\/ul>\n<p>The outcome isn’t just “more insight.” It’s showing up to your doctor prepared, with the right questions and the right context, instead of trying to remember everything on the spot.<\/p>\n<\/p>\n<p>Excited to hunt this one. The EHR integration alone is a big unlock. 50,000 health systems is not a small number.<\/p>\n<\/p>\n<p>US-only and waitlist-gated for now, so set expectations accordingly.<\/p>\n<\/p>\n<p>What are you most curious to try first: the wearable synthesis, the EHR records side, or just having a single place to actually ask questions about your own health?<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> The interoperability angle here is genuinely interesting\u2014healthcare data fragmentation is such a friction point. The fact that you’re pulling from 50k+ EHRs and 50+ wearables in one place means people can actually act on patterns they couldn’t see before. Curious how you’re handling the compliance surface area across all those different data sources and regional regulations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Super curious how Copilot surfaces actionable insights from that + wearables, like spotting inflammation patterns before my doc visit. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> The EHR integration is the unlock that makes everything else credible. Wearable data without clinical context is just numbers \u2014 but pairing Oura sleep scores with actual lab results and visit summaries is where real patterns emerge.<\/p>\n<p>The “show up to your doctor prepared” framing is underrated. Most people either forget half their symptoms or spend 10 minutes scrolling through their phone in the consultation room. Having that context structured and ready changes the quality of the conversation entirely.<\/p>\n<p>The data isolation from general Copilot and no model training commitment is also the right call \u2014 health data is exactly where people need that assurance before they trust any platform.<\/p>\n<p>Most curious about the cross-source reasoning \u2014 how it handles contradictions between wearable data and clinical results. That’s where it either earns trust or loses it fast.<\/p>\n<p>Great hunt Rohan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Grounded in sources like Harvard Health” is doing a lot of work in that sentence. When the AI surfaces an insight, can you see exactly which source it’s drawing from and the specific passage? Or is it more like a general confidence stamp that the output is medically reviewed? The difference matters a lot when you’re trying to decide whether to actually act on something.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MPC7PMAGNUTKGP\" class=\"app-title\">YouTube TV Custom Multiview<\/a><\/p>\n<div class=\"one-liner\">Mix and match up to 4 live streams at once<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">128<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YouTube TV Custom Multiview\u8ba9\u7528\u6237\u6446\u8131\u5e73\u53f0\u9884\u8bbe\u7684\u591a\u753b\u9762\u7ec4\u5408\u9650\u5236\uff0c\u5728\u4f53\u80b2\u8d5b\u4e8b\u3001\u65b0\u95fb\u76f4\u64ad\u7b49\u573a\u666f\u4e0b\uff0c\u81ea\u7531\u6df7\u642d\u6700\u591a4\u4e2a\u76f4\u64ad\u6d41\uff0c\u89e3\u51b3\u4e86\u4e00\u5c4f\u591a\u770b\u7684\u4e2a\u6027\u5316\u4e0e\u5b9e\u65f6\u8ffd\u8e2a\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\/970a7955-1ded-4b99-877a-6a0697cbd764.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=wnoCCUQSdWs\"><source src=\"https:\/\/www.youtube.com\/watch?v=wnoCCUQSdWs\" 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\/24093f72-8e60-4871-b738-e2569618341c.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\/e7c1631d-3b4f-4033-9784-4c02aa9b3a8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f43338a-c520-4bbd-8b5e-db231e984df8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b06a258-cb7c-4f04-8c76-0bf9931675d6.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\">Video Streaming<\/span><br \/>\n <span class=\"tag\">Sports<\/span><br \/>\n <span class=\"tag\">TV<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YouTube TV<\/span><br \/>\n <span class=\"tag\">\u591a\u89c6\u89d2\u76f4\u64ad<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u8d5b\u4e8b<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u753b\u9762<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u6d41\u6df7\u642d<\/span><br \/>\n <span class=\"tag\">\u7535\u89c6\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">NFL\u5957\u9910<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u63a7\u5236\u3002<\/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\u597d\u5947\u540c\u65f6\u64ad\u653e\u56db\u8def\u76f4\u64ad\u662f\u5426\u5bb9\u6613\u8ddf\u4e22\u91cd\u70b9\uff0c\u4ee5\u53ca\u591a\u6d41\u97f3\u9891\u5207\u6362\u5728\u4f53\u80b2\u72c2\u70ed\u591c\u662f\u5426\u6d41\u7545\u3002\u8fd9\u4e9b\u95ee\u9898\u76f4\u6307\u591a\u753b\u9762\u529f\u80fd\u7684\u5b9e\u9645\u53ef\u7528\u6027\u548c\u4ea4\u4e92\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YouTube TV\u8fd9\u6ce2\u66f4\u65b0\u582a\u79f0\u201c\u8ba9\u7528\u6237\u81ea\u5df1\u5f53\u5bfc\u64ad\u201d\uff0c\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u628a\u9009\u62e9\u6743\u4ece\u5e73\u53f0\u8ba9\u6e21\u7ed9\u7528\u6237\u2014\u2014\u4f53\u80b2\u8ff7\u80fd\u540c\u65f6\u76ef\u56db\u573aNFL\uff0c\u65b0\u95fb\u63a7\u53ef\u8ba9CNN\u3001Fox\u3001MSNBC\u540c\u5c4f\u6495\u903c\u3002\u4f46\u6295\u7968\u4ec5128\uff0c\u8bf4\u660e\u5b83\u66f4\u50cf\u4f18\u5316\u800c\u975e\u98a0\u8986\u3002\u51e0\u4e2a\u786c\u4f24\uff1a\u4e00\u662f\u9884\u8bbe\u7ec4\u5408\u65f6\u4ee3\u89c2\u4f17\u4e60\u60ef\u4e86\u201c\u88ab\u52a8\u5582\u98df\u201d\uff0c\u7a81\u7136\u8981\u81ea\u5df1\u62fc\u642d\u53cd\u800c\u6709\u95e8\u69db\uff1b\u4e8c\u662f\u97f3\u9891\u5207\u6362\u6210\u81f4\u547d\u77ed\u677f\uff0c\u8bc4\u8bba\u533a\u5bf9\u201c\u56db\u6d41\u58f0\u97f3\u4e71\u6218\u201d\u7684\u62c5\u5fe7\u53cd\u6620\u4e86\u5e95\u5c42\u903b\u8f91\u7f3a\u5931\u2014\u2014\u6bd5\u7adf\u6ca1\u4eba\u60f3\u542c\u56db\u8def\u89e3\u8bf4\u540c\u65f6\u704c\u8033\uff1b\u4e09\u662f\u6d41\u91cf\u6d88\u8017\u4e0e\u8bbe\u5907\u6027\u80fd\u672a\u63d0\u53ca\uff0c\u624b\u673a\u6216\u8001\u7535\u89c6\u8dd14\u8def\u89c6\u9891\u53ef\u80fd\u76f4\u63a5\u5361\u6210PPT\u3002\u76f8\u6bd4\u82f9\u679c\u7684\u201c\u534f\u4f5c\u753b\u4e2d\u753b\u201d\u6216Frame.io\u7684\u4e91\u7aef\u5e76\u5217\u526a\u8f91\uff0c\u8fd9\u529f\u80fd\u5b9e\u7528\u4f46\u5e73\u5eb8\uff0c\u672c\u8d28\u662f\u7ebf\u6027\u7535\u89c6\u5411\u70b9\u64ad\u59a5\u534f\u7684\u4ea7\u7269\uff0c\u79bb\u201c\u4e0b\u4e00\u4ee3\u89c2\u770b\u4f53\u9a8c\u201d\u8fd8\u5dee\u5f97\u8fdc\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">YouTube TV Custom Multiview<\/span>\n <\/div>\n<div class=\"comment-content\">YouTube TV now lets subscribers build fully customizable multiviews with up to four live streams on one screen. Mix and match live channels across your plan and add-ons like NFL Sunday Ticket, using a new builder with filters for sports, news, shows, movies, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>YouTube TV\u2019s multiview finally gives users full control.<\/p>\n<p>Instead of choosing from <a href=\"https:\/\/blog.youtube\/news-and-events\/multiview-on-youtube-tv\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">prebuilt combinations<\/a>, you can now build your own view with up to four live streams, including channels from your main plan and add-ons like <a href=\"https:\/\/tv.youtube.com\/learn\/nflsundayticket\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NFL Sunday Ticket<\/a>. The new builder also makes it easier to filter by sports, news, shows, movies, and other live content.<\/p>\n<p>Simple feature, very useful for live TV. Sports is the obvious use case, but I can also see people using this for news, big events, or just keeping multiple live streams open at once\ud83d\udcfa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> When you have four streams running at once… does it stay easy to follow everything or does it start to feel a bit overwhelming after a while?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How smooth is audio switching between the four streams during a chaotic sports night like playoffs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K3LIUH4TGLI3BI\" class=\"app-title\">Breaks<\/a><\/p>\n<div class=\"one-liner\">A quiet Pomodoro that lives in your menu bar.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Breaks \u662f\u4e00\u6b3e\u9759\u9a7b\u4e8e Mac \u83dc\u5355\u680f\u7684\u6781\u7b80\u756a\u8304\u949f\uff0c\u901a\u8fc7\u96f6\u5e72\u6270\u8bbe\u8ba1\u548c\u672c\u5730\u4f18\u5148\u7b56\u7565\uff0c\u5e2e\u4f60\u4e13\u6ce8\u5f53\u4e0b\uff0c\u65e0\u9700\u5fcd\u53d7\u7e41\u590d\u754c\u9762\u6216\u9690\u79c1\u6cc4\u9732\u7684\u7126\u8651\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\/6cec59e2-6fbe-49a5-ab32-b8f61b6b944c.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\/04da9d55-3656-4448-8a97-483c93a659ed.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8668e58d-5957-4090-bb9a-84370b910990.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4882876f-61b0-48d1-9b06-46fc1660d9b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u756a\u8304\u949f<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">Apple Intelligence<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/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\u7b80\u6d01\u548c\u9690\u79c1\u4f18\u5148\u7684\u7406\u5ff5\u3002\u4e3b\u6d41\u9700\u6c42\u96c6\u4e2d\u5728\u5e0c\u671b\u63a8\u51fa Windows\/Linux \u7248\u672c\uff0c\u4ee5\u53ca\u5c3d\u5feb\u4e0a\u67b6 App Store \u548c Homebrew Cask\u3002\u6709\u5efa\u8bae\u6307\u51fa\uff0c\u53ef\u901a\u8fc7\u8ffd\u8e2a\u7528\u6237\u5728\u751f\u4ea7\u529b\u793e\u533a\u5206\u4eab\u622a\u56fe\u7684\u63d0\u53ca\u6765\u6316\u6398\u771f\u6b63\u75db\u70b9\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 Breaks \u5728\u7ea2\u6d77\u7684\u756a\u8304\u949f\u8d5b\u9053\u91cc\uff0c\u9009\u62e9\u4e86\u4e00\u6761\u6781\u5176\u806a\u660e\u7684\u201c\u51cf\u6cd5\u201d\u8def\u7ebf\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u7528\u82b1\u54e8\u7684\u7edf\u8ba1\u6216\u590d\u6742\u7684\u767d\u566a\u97f3\u6765\u5236\u9020\u201c\u751f\u4ea7\u529b\u5e7b\u89c9\u201d\uff0c\u800c\u662f\u56de\u5f52\u4e86\u756a\u8304\u949f\u7684\u672c\u8d28\u2014\u2014\u4e00\u4e2a\u5b89\u9759\u7684\u8ba1\u65f6\u5668\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u5728\u4e8e\u201c\u5b58\u5728\u611f\u201d\u7684\u7cbe\u51c6\u63a7\u5236\uff1a\u9690\u85cf\u5728\u83dc\u5355\u680f\uff0c\u4e0d\u6253\u6270\uff0c\u4f46\u968f\u65f6\u53ef\u7528\u3002\u8fd9\u79cd\u514b\u5236\u6070\u6070\u51fb\u4e2d\u4e86\u91cd\u5ea6\u6548\u7387\u5de5\u5177\u7528\u6237\u5bf9\u201c\u5de5\u5177\u7126\u8651\u201d\u7684\u538c\u5026\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u7b56\u7565\u4e0a\u770b\uff0c\u201c\u672c\u5730\u4f18\u5148\u3001\u65e0\u9065\u6d4b\u3001\u5f00\u6e90\u201d\u662f\u4e09\u91cd\u6781\u5177\u6740\u4f24\u529b\u7684\u5356\u70b9\uff1a\u5b83\u65e2\u6ee1\u8db3\u4e86\u5f00\u53d1\u8005\u793e\u533a\u5bf9\u900f\u660e\u4e0e\u53ef\u63a7\u7684\u504f\u597d\uff08MIT \u5f00\u6e90\uff09\uff0c\u53c8\u8fce\u5408\u4e86\u5f53\u4e0b\u5bf9\u6570\u636e\u9690\u79c1\u9ad8\u5ea6\u654f\u611f\u7684\u7528\u6237\u5fc3\u7406\uff08\u6c99\u7bb1\u9694\u79bb+AI \u672c\u5730\u5904\u7406\uff09\u3002\u901a\u8fc7 Apple Intelligence \u5b9e\u73b0\u672c\u5730\u5468\u62a5\uff0c\u66f4\u662f\u5c06\u9690\u79c1\u4f53\u9a8c\u505a\u5230\u4e86\u884c\u4e1a\u5929\u82b1\u677f\u2014\u2014\u6570\u636e\u4e0d\u79bb\u5f00 Mac\uff0c\u76f4\u63a5\u5316\u89e3\u4e86 AI \u5e94\u7528\u7684\u6700\u5927\u4fe1\u4efb\u5371\u673a\u3002\u8fd9\u7edd\u975e\u5355\u7eaf\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\uff0c\u800c\u662f\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4fe1\u4efb\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u8005\u4e5f\u9700\u6307\u51fa\u5176\u98ce\u9669\uff1a\u5f53\u524d 118 \u7968\u4e0e\u6709\u9650\u7684\u8bc4\u8bba\u6df1\u5ea6\uff0c\u8868\u660e\u5b83\u4ecd\u5728\u65e9\u671f\u79cd\u5b50\u7528\u6237\u9636\u6bb5\u3002\u8fc7\u5ea6\u805a\u7126 macOS \u5c06\u5929\u7136\u820d\u5f03\u5927\u91cf\u8de8\u5e73\u53f0\u7528\u6237\uff08\u8bc4\u8bba\u4e2d\u5df2\u6709\u5f3a\u70c8\u547c\u58f0\uff09\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u5728\u7a33\u5b9a\u7248\u57fa\u7840\u4e0a\u62d3\u5c55\u81f3 Windows\/Linux \u6216\u662f\u79fb\u52a8\u7aef\uff0c\u5176\u201c\u62a4\u57ce\u6cb3\u201d\u53ef\u80fd\u53ea\u662f\u4e00\u6761\u6d45\u6c9f\u3002\u53e6\u5916\uff0c\u201c\u6781\u7b80\u201d\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\u2014\u2014\u7f3a\u4e4f\u6570\u636e\u6d1e\u5bdf\u548c\u9ad8\u7ea7\u5b9a\u5236\uff0c\u53ef\u80fd\u4f1a\u8ba9\u8ffd\u6c42\u6df1\u5ea6\u7684\u6548\u7387\u8fbe\u4eba\u5728\u9759\u9ed8\u4e00\u5468\u540e\u6084\u7136\u5378\u8f7d\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u201c\u4e0d\u589e\u52a0\u754c\u9762\u8d1f\u62c5\u201d\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u66f4\u667a\u80fd\u7684\u672c\u5730\u5206\u6790\u548c\u7075\u6d3b\u7684\u70ed\u952e\u7ec4\u5408\uff0c\u6301\u7eed\u56de\u5e94\u7528\u6237\u672a\u88ab\u660e\u8bf4\u7684\u6df1\u5c42\u9700\u6c42\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\">Breaks<\/span>\n <\/div>\n<div class=\"comment-content\">A small, focused Pomodoro app that lives in your Mac menu bar. Free, open source, sandboxed. Focus journal, streaks, global hotkeys, optional Calendar export, and on-device AI weekly review powered by Apple Intelligence, your data never leaves your Mac.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH <\/p>\n<p>I built Breaks because every Pomodoro app I tried either had too much going on or looked like it was made in 2009. <\/p>\n<p>Breaks lives in your menu bar, stays out of the way, and just ticks. Focus journal, streaks, global hotkeys, local notifications, no account, no cloud, no telemetry. Everything stays on your Mac. <\/p>\n<p>It’s free, open source (MIT), and runs on macOS 13+. <\/p>\n<p>Would love to hear what you think, especially if you’re a heavy Pomodoro user. What’s missing from the tools you use today?<\/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\/@gjinprelvukaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gjinprelvukaj<\/a> The privacy-first approach is refreshing\u2014especially keeping everything local without telemetry. One thing that might help you understand what resonates: tracking mentions when people share their setup screenshots or recommend Breaks in productivity communities could show you which features people actually talk about vs. what gets requested. That kind of signal often reveals what’s truly missing from existing tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gjinprelvukaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gjinprelvukaj<\/a> <\/p>\n<\/p>\n<p>Clean, focused, and intentional\u2014this is what most Pomodoro tools miss.<\/p>\n<\/p>\n<p>Itt strips away the noise and respects the user\u2019s attention. Local-first, no telemetry, fast access from the menu bar\u2014that\u2019s the right philosophy.<\/p>\n<\/p>\n<p>It\u2019s amazing. Truly.<\/p>\n<\/p>\n<p>Now bring it to Windows\u2014we\u2019re waiting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool project. Any thoughts on pushing it to Windows\/Linux?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tuliosousapro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tuliosousapro<\/a> Thanks!! Right now im focused on macOS so currently Windows\/Linux is not being developed. But i was a windows user for some years, and a linux user for the last 4 years (before switching to macOS) so i know the pain when a tool is available on one but not on others. If i ever do want to port it to windows\/linux , ill be doing it when i have a very stable version of macOS. Never say never though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – any plans to put it in into the app store?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@steven_willmott\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steven_willmott<\/a> Hey Steven, thanks for asking. I do plan to put it on the App Store, but development is still early. I’ll publish it to the App Store and Homebrew Cask once I get an Apple dev account and finish a few more features\/issues I’ve found. Definitely on the roadmap, aiming for later this year.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XT7WXCE63DLLKF\" class=\"app-title\">Ara<\/a><\/p>\n<div class=\"one-liner\">Build an entire business by texting<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ara\u8ba9\u7528\u6237\u53ea\u9700\u7c98\u8d34\u4e00\u5f20\u4ea7\u54c1\u56fe\u7247\uff0c\u5c31\u80fd\u901a\u8fc7\u77ed\u4fe1\uff08iMessage\/SMS\uff09\u5feb\u901f\u751f\u6210\u4e00\u4e2a\u5e26\u652f\u4ed8\u529f\u80fd\u3001\u771f\u5b9e\u57df\u540d\u7684\u7f51\u7ad9\uff0c\u6781\u5927\u7b80\u5316\u4e86\u4ece\u521b\u610f\u5230\u4e0a\u7ebf\u9500\u552e\u7684\u7e41\u7410\u6280\u672f\u95e8\u69db\uff0c\u8f7b\u677e\u5b9e\u73b0\u201c\u7528\u624b\u673a\u77ed\u4fe1\u521b\u4e1a\u201d\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\/3ca85f87-314e-48a9-9af1-b20a6269b533.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb788809-8c2d-4ab4-9b6f-94a411feeaa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83169833-7bf5-44e9-ac6b-43f4ea060735.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91148e8f-eca6-47eb-95b2-27a8014af98a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcd21813-6c2d-46b9-8e2a-41268c74941e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/130f01c3-aba4-4f8f-b297-4a542ff4bcd5.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\/db981277-116f-4965-9c63-ba51f241de5d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BpdLYYhiDKU\"><source src=\"https:\/\/youtu.be\/BpdLYYhiDKU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Payments<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u96f6\u4ee3\u7801\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">AI\u521b\u4e1a\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u77ed\u4fe1\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u57df\u540d\u7ed1\u5b9a<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e73\u53f0\u7ed1\u5b9a<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\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\u8d5e\u8d4f\u77ed\u4fe1\u4ea4\u4e92\u7684\u7b80\u6d01\u6027\uff0c\u8ba4\u4e3a\u5b83\u89e3\u51b3\u4e86\u521d\u521b\u8005\u88ab\u6280\u672f\u8bbe\u7f6e\u201c\u529d\u9000\u201d\u7684\u75db\u70b9\u3002\u6838\u5fc3\u5efa\u8bae\u662f\uff1a\u5e0c\u671bAI\u4ee3\u7406\u80fd\u9488\u5bf9\u201cAI\u641c\u7d22\u53ef\u89c1\u6027\u201d\u7b49\u7279\u5b9a\u573a\u666f\u63d0\u4f9b\u66f4\u5b9a\u5236\u5316\u7684\u589e\u957f\u5efa\u8bae\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301\u73b0\u6709\u4ee3\u7801\u5e93\uff0c\u5b98\u65b9\u7b54\u590d\u652f\u6301\u514b\u9686\u73b0\u6709\u7f51\u7ad9\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 Ara\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u201c\u5efa\u7ad9\u5de5\u5177\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u53cd\u76f4\u89c9\u7684\u521b\u4e1a\u754c\u9762\u201d\u3002\u5b83\u5de7\u5999\u5730\u5229\u7528SMS\u8fd9\u4e00\u6781\u4f4e\u8ba4\u77e5\u8d1f\u8377\u7684\u6e20\u9053\uff0c\u5265\u79bb\u4e86\u4f20\u7edf\u5efa\u7ad9\u4e2d\u6240\u6709\u4ee4\u4eba\u5934\u79c3\u7684\u201c\u4e2d\u95f4\u5c42\u201d\uff08DNS\u3001Stripe\u5bf9\u63a5\u3001\u540e\u7aef\u903b\u8f91\uff09\uff0c\u8ba9\u7528\u6237\u76f4\u63a5\u805a\u7126\u4e8e\u201c\u5356\u4e1c\u897f\u201d\u8fd9\u4e00\u539f\u59cb\u51b2\u52a8\u3002\u5176\u201c\u7c98\u8d34\u56fe\u7247\u2192\u83b7\u5f97\u5e26\u652f\u4ed8\u529f\u80fd\u7684\u7f51\u7ad9\u201d\u8def\u5f84\uff0c\u662f\u5bf9\u4f20\u7edfSaaS\u201c\u529f\u80fd\u5806\u780c\u3001\u7528\u6237\u5b66\u4e60\u6210\u672c\u9ad8\u201d\u8def\u7ebf\u7684\u7cbe\u51c6\u80cc\u53db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u65b9\u5411\u6df1\u53d7\u7528\u6237\u8ba4\u53ef\uff0c\u5c24\u5176\u5bf9\u975e\u6280\u672f\u80cc\u666f\u7684\u5c0f\u767d\u521b\u4e1a\u8005\u6781\u5177\u5438\u5f15\u529b\u3002\u4f46\u4ea7\u54c1\u7684\u771f\u5b9e\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u77ed\u4fe1\u4ea4\u4e92\u201d\u8fd9\u4e2aUI\u58f3\uff0c\u800c\u5728\u4e8e\u5176\u80cc\u540eAgent\u7684\u667a\u80fd\u7a0b\u5ea6\u548c\u4f9b\u5e94\u94fe(\u5982\u57df\u540d\u3001\u652f\u4ed8)\u7684\u6574\u5408\u6df1\u5ea6\u3002\u76ee\u524dAgent\u4ec5\u80fd\u63d0\u4f9b\u6d41\u91cf\u548c\u57fa\u7840\u4f18\u5316\u5efa\u8bae\uff0c\u8fd9\u8fd8\u505c\u7559\u5728\u201c\u6570\u636e\u770b\u677f\u201d\u7684\u77ed\u4fe1\u5316\u7ffb\u8bd1\u3002\u5982\u679c\u672a\u6765\u4e0d\u80fd\u8fdb\u5316\u4e3a\u201c\u4e3b\u52a8\u8bca\u65ad\u4e1a\u52a1\u74f6\u9888\u3001\u7ed9\u51fa\u9488\u5bf9\u6027\u8425\u9500\u7b56\u7565\u201d\u7684\u8d85\u7ea7\u52a9\u624b\uff0cAra\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u80fd\u53d1\u77ed\u4fe1\u7684Wix\u7cbe\u7b80\u7248\u201d\uff0c\u96be\u4ee5\u652f\u6491\u7528\u6237\u4e1a\u52a1\u89c4\u6a21\u6269\u5927\u540e\u7684\u590d\u6742\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u5168\u9760\u77ed\u4fe1\u201d\u8fd9\u4e2a\u8bbe\u5b9a\u662f\u4e00\u67c4\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u542f\u52a8\u95e8\u69db\uff0c\u4f46\u4e5f\u5728\u4e1a\u52a1\u540e\u671f\u6210\u4e3a\u4ea4\u4e92\u74f6\u9888\u2014\u2014\u590d\u6742\u4fee\u6539\u3001\u591a\u5e97\u94fa\u7ba1\u7406\u3001\u6df1\u5ea6\u6570\u636e\u5206\u6790\uff0c\u90fd\u9700\u8981\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684\u56fe\u5f62\u5316\u754c\u9762\u4f5c\u4e3a\u8865\u5145\u3002Ara\u9700\u8981\u8b66\u60d5\u56e0\u8fc7\u5ea6\u6267\u7740\u4e8e\u201c\u51cf\u6cd5\u201d\u800c\u4eba\u4e3a\u5236\u9020\u65b0\u7684\u201c\u5929\u82b1\u677f\u201d\uff0c\u8ba9\u6210\u529f\u8d77\u6b65\u7684\u7528\u6237\u6700\u7ec8\u56e0\u529f\u80fd\u4e0d\u8db3\u800c\u6d41\u5931\u3002\u771f\u6b63\u7684\u8003\u9a8c\uff0c\u662f\u5f53\u7528\u6237\u4ece\u201c\u8bd5\u6c34\u201d\u8d70\u5411\u201c\u89c4\u6a21\u201d\u65f6\uff0cAra\u80fd\u5426\u63d0\u4f9b\u5e73\u6ed1\u7684\u8fdb\u5316\u8def\u5f84\uff0c\u800c\u4e0d\u662f\u8ba9\u7528\u6237\u91cd\u65b0\u56de\u5230\u201c\u4e94\u4ef6\u5de5\u5177\u534a\u591c\u62fc\u51d1\u201d\u7684\u8001\u8def\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\">Ara<\/span>\n <\/div>\n<div class=\"comment-content\">Paste an Image to get a website with payments supported. Remove all the friction of setup and sourcing. Get a live domain, real website with payments. And continue to scale on your phone natively. Continue and add full backends\/custom domains and much more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h3>Build a Business from Your Phone<\/h3>\n<p>The first time you try to start something online, it feels like a joke at your expense. You just wanted to sell one thing – and suddenly you\u2019re debugging DNS, arguing with Stripe docs, wiring up a backend, and duct-taping five different tools together at 2\u202fa.m.<\/p>\n<p>Most people never get past that wall. Not because their idea is bad, but because the setup grind quietly kills the momentum.<\/p>\n<p>Ara exists to delete that wall so you can actually feel the joy of launching something that\u2019s yours.<\/p>\n<\/p>\n<h2>Paste an Image, Get a Live Business<\/h2>\n<p>With Ara, you can spin up a fully live website with a real domain in seconds \u2014 just by pasting a single image of what you want to sell.<\/p>\n<p>From there, you can:<\/p>\n<p>– Edit the site to match your style<\/p>\n<p>– Set and change your pricing<\/p>\n<p>– Connect your own Stripe<\/p>\n<p>– Keep scaling everything directly from your phone (iMessage or SMS)<\/p>\n<p>No dashboards, no logins, no \u201cdev environment\u201d \u2013 just texting.<\/p>\n<\/p>\n<h2>Agents That Text You How to Grow<\/h2>\n<p>Ara agents keep an eye on your business and text you:<\/p>\n<p>– How much traffic your site is getting<\/p>\n<p>– What\u2019s working (and what isn\u2019t)<\/p>\n<p>– Suggestions on how to optimize and scale further<\/p>\n<p>You get actionable insights as simple text messages \u2014 like having a <strong>growth teammate in your pocket<\/strong>.<\/p>\n<\/p>\n<h2>Let\u2019s Make Building Businesses for Everyone<\/h2>\n<p>Starting something new shouldn\u2019t require being a developer, designer, or growth expert.<\/p>\n<p>Ara turns a simple idea and a single image into a live, growing business \u2014 all powered from your phone. \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adi_singh5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi_singh5<\/a> For non-dev founders like me testing personal brand tools, how customizable are the agent texts for niche growth tips, like “optimize for AI search visibility”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Aspiring Business Owners!! <\/strong>\ud83d\udc4b<br \/>We built <strong>Ara<\/strong> for people who want to start their own business, but get stuck in technical setup.<br \/>Instead of juggling websites, domains, backend, pricing, and analytics across different tools, you can do everything by text.<\/p>\n<p>Text Ara something like “a cookie shop in Austin,” and it sends back a <strong>live, shareable business site in about 30 seconds.<\/strong><\/p>\n<p>Then keep improving it in the same chat:<br \/>\u270f\ufe0f Edit your site<br \/>\ud83d\udcb0 Change offers and pricing<br \/>\ud83c\udf10 Connect a better domain<br \/>\ud83d\udcca Check visitors and sales<br \/>\ud83d\udcc8 Get regular business updates<\/p>\n<p><strong>No coding. No complicated dashboards. Just text.<\/strong><\/p>\n<p>Ara helps you turn an idea into a real business you can launch today and start getting paid by your first customer today.<\/p>\n<p>If you try it, share how long your first launch took and what you want us to improve \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>sms as the interface is bold. we went voice and the latency floor + interrupt handling was brutal. curious if sms’s text-only constraint solved more UX problems than it created.<\/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\/@elalvarobalbin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elalvarobalbin<\/a> We think it might! Hit me up in the Community Whatsapp!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 awesome, guys! I would\u2019ve loved to had Ara when I was in the Philippines and the electricity was gone for half a week… SMS is great. And native. I love it<\/div>\n<div class=\"comment-actions\">\n<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\/@markus_hogne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markus_hogne<\/a> Exactly! I built a real product and sent the link while on the plane!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing especially with the text interface. Does this work with an existing code base?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacob_v1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob_v1<\/a> We currently support cloning any site! So feel free to give it a shot \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WWTXCKT74RCVYX\" class=\"app-title\">Filect <\/a><\/p>\n<div class=\"one-liner\">Organize Your Files With AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Filect\u5229\u7528AI\u81ea\u52a8\u5316\u6574\u7406\u684c\u9762\u3001\u4e0b\u8f7d\u548c\u6587\u6863\u7b49\u6587\u4ef6\u5939\uff0c\u652f\u6301\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u6587\u4ef6\uff0c\u89e3\u51b3\u521b\u610f\u5de5\u4f5c\u8005\u6587\u4ef6\u6df7\u4e71\u3001\u4e22\u5931\u548c\u624b\u52a8\u6574\u7406\u96be\u4ee5\u575a\u6301\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\/1a4bef4b-6d65-4787-9c6c-86e1db7e736d.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\/02eb463f-7969-4ee3-b9ef-90d2880fe62f.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\/be2ede0f-81fc-4af3-9885-0b47b97e9e47.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\/131b3949-665e-473d-bbae-a6056ec438e5.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ee72d9ee-4ef7-45a8-9d51-55070fddc6cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/RqZmBguW9Zw\"><source src=\"https:\/\/youtu.be\/RqZmBguW9Zw\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5939\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Windows<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u641c\u7d22<\/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\u201c\u81ea\u52a8\u6574\u7406+\u8bed\u4e49\u641c\u7d22\u201d\u7ec4\u5408\uff0c\u4f46\u5173\u5fc3\u64a4\u9500\u4e0e\u9884\u89c8\u529f\u80fd\uff08\u5df2\u5f97\u5230\u56de\u7b54\uff09\u3002\u6709\u7528\u6237\u8d28\u7591\u5b9a\u4ef7\u4e0d\u900f\u660e\uff08\u9690\u85cf\u4e8e\u6ce8\u518c\u540e\uff09\uff0c\u5b98\u65b9\u79f0\u5c06\u6539\u8fdb\u3002\u89c6\u9891\u7f16\u8f91\u7b49\u7528\u6237\u8ffd\u95ee\u80fd\u5426\u5904\u7406\u6df1\u5c42\u5b50\u6587\u4ef6\u5939\u6df7\u4e71\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 Filect\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u6587\u4ef6\u7ba1\u7406\u3002\u5176\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u201cAI\u81ea\u52a8\u6574\u7406+\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u53cc\u5f15\u64ce\uff0c\u610f\u56fe\u8986\u76d6\u4ece\u201c\u4e8b\u540e\u68c0\u7d22\u201d\u5230\u201c\u4e8b\u524d\u9884\u9632\u201d\u7684\u5168\u6d41\u7a0b\u3002\u4f46\u5766\u767d\u8bf4\uff0c\u8fd9\u7c7b\u5de5\u5177\u7684\u524d\u8f88\uff08\u5982Hazel\uff09\u65e9\u5df2\u5728Mac\u7aef\u6df1\u8015\u591a\u5e74\uff0cFilect\u82e5\u4ec5\u505c\u7559\u5728\u81ea\u52a8\u5206\u7c7b\u6587\u4ef6\u5939\u548c\u8bed\u4e49\u641c\u7d22\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u65e2\u6709\u529f\u80fd\u7684\u201cAI\u6362\u76ae\u201d\uff0c\u7f3a\u4e4f\u4e0d\u53ef\u66ff\u4ee3\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u66f4\u591a\u662f\u9690\u5fe7\uff1a\u5b9a\u4ef7\u4fe1\u606f\u85cf\u533f\u964d\u4f4e\u4e86\u4fe1\u4efb\u611f\uff1b\u5bf9\u4e8e\u89c6\u9891\u7f16\u8f91\u7b49\u91cd\u5ea6\u7528\u6237\uff0c\u6df1\u5c42\u5d4c\u5957\u7684\u9879\u76ee\u6587\u4ef6\u5939\u624d\u662f\u771f\u6b63\u75db\u70b9\uff0c\u800c\u975e\u8868\u9762\u201c\u684c\u9762\/\u4e0b\u8f7d\u201d\u6587\u4ef6\u5939\u2014\u2014\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u521d\u671f\u5bf9\u590d\u6742\u4f7f\u7528\u573a\u666f\u7684\u8986\u76d6\u4e0d\u8db3\u3002\u867d\u7136\u5b98\u65b9\u627f\u8bfa\u9884\u89c8\u548c\u64a4\u9500\u529f\u80fd\u5b89\u629a\u4e86\u4e00\u90e8\u5206\u7126\u8651\uff0c\u4f46AI\u8bef\u5224\u6587\u4ef6\u5f52\u5c5e\u7684\u98ce\u9669\u5e76\u672a\u6839\u672c\u89e3\u51b3\uff08\u5c24\u5176\u5728\u4e2d\u6587\u6587\u4ef6\u540d\u6216\u6a21\u7cca\u8bed\u4e49\u573a\u666f\u4e0b\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201c\u4e0d\u5f3a\u5236\u9884\u8bbe\u89c4\u5219\u201d\u7684\u81ea\u9002\u5e94\u903b\u8f91\uff0c\u8fd9\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u3002\u4f46\u4ea7\u54c1\u8981\u907f\u514d\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u7248Windows\u641c\u7d22\u201d\u3002\u5efa\u8bae\u56e2\u961f\u5c06\u7cbe\u529b\u805a\u7126\u4e8e\u7279\u5b9a\u5782\u76f4\u4eba\u7fa4\uff08\u5982\u8bbe\u8ba1\u5e08\u3001\u5f00\u53d1\u8005\uff09\u7684\u547d\u540d\u4e60\u60ef\u4e0e\u5de5\u4f5c\u6d41\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5e76\u8003\u8651\u5f15\u5165\u89c4\u5219\u6a21\u677f\u5e02\u573a\uff0c\u800c\u975e\u6cdb\u6cdb\u7684\u201c\u6574\u7406\u4e00\u5207\u201d\u300215\u7f8e\u5143\/\u6708\u7684\u5b9a\u4ef7\u5728\u540c\u7c7b\u5de5\u5177\u4e2d\u504f\u9ad8\uff0c\u5fc5\u987b\u6709\u8db3\u591f\u4eae\u773c\u7684\u589e\u91cf\u529f\u80fd\uff08\u5982\u8de8\u7248\u672c\u6587\u4ef6\u8ffd\u6eaf\u3001\u4e91\u7aef\u5907\u4efd\u540c\u6b65\uff09\u624d\u80fd\u8bf4\u670d\u7528\u6237\u4ece\u514d\u8d39\/\u4fbf\u5b9c\u9009\u9879\u8fc1\u79fb\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\uff0c\u4f46\u5dee\u5f02\u5316\u4ecd\u9700\u9760\u786c\u7ec6\u8282\u8865\u5168\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\">Filect <\/span>\n <\/div>\n<div class=\"comment-content\">Filect automatically organizes your files into clean folder structures using AI. You can run it on autopilot or set custom rules, either way, your Desktop, Downloads, and Documents stay clean without lifting a finger. It can also find any specific file instantly. Just describe it in plain English “that invoice I made for client X last Tuesday” and Filect finds it in seconds. Built for creators, coders, designers, video editors, drowning in files. Mac and Windows. Free 10-day trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Filect because file chaos is something every creative professional deals with but nobody has a good solution for: folders get messy, files get lost, and manual organization never sticks.<\/p>\n<p>Filect fixes this automatically. AI organizes your files into clean folder structures in the background, with no setup required. If you want more control, you can add custom rules. If you don’t, just leave it and let it run.<\/p>\n<p>It also works as a search tool, you type something like “that invoice I made for client X last Tuesday” and Filect finds it instantly without needing the exact filename.<\/p>\n<p>Works on Mac and Windows. <\/p>\n<p>Would love to hear from anyone who’s tried Hazel, Sparkle, or just suffered through a permanently chaotic Downloads folder. Happy to answer all of your questions.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damianos_mallcb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damianos_mallcb<\/a> The automatic organization + semantic search combo is smart\u2014that’s the friction point most tools miss. The fact that it works without forcing users into a rigid setup first will probably matter a lot for adoption. Curious if you’re handling cross-device sync or if it’s local-only for now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the undo story? Can I see exactly what Filect plans to do before it touches anything?<\/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\/@iamryan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"iamryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamryan<\/a> I am not sure if there would be one.. tried cleaning my desktop using claude and it just asked me before by listing the files that would be moving for my confirmation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@iamryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamryan<\/a> Yes, you have the option to preview the exact plan, before Filect does anything, when you are in the manual organization section.<\/p>\n<p>Which means you have full control over what happens.<\/p>\n<p>Also there is an undo option, in the history section where you can undo all the changes that Filect made.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@damianos_mallcb How can we access a free trial? I am AI Content Creator and would love to share it with my audience.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s incredibly obnoxious to bury the price until after one has registered and installed the app….do better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adamelisha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamelisha1<\/a> The app does have a 10-day free trial, so you can try it completely for free. Plus, it is just $15 per month. <\/p>\n<p>But you are right. Ideally, I should have the pricing on the website of the app, so I will definitely make sure to make this update. Thank you for your feedback. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Desktop, Downloads, and Documents” are the three folders it mentions \u2014 what about project folders buried deeper in your drive? A lot of the real chaos for video editors lives in nested client folders, not just the top-level directories.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DNDZ6ADD5647SS\" class=\"app-title\">explainx ai<\/a><\/p>\n<div class=\"one-liner\">discover & monetize ai skills, agents, tools & mcp servers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">55<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ExplainX.ai\u662f\u4e00\u4e2a\u805a\u5408AI\u6280\u80fd\u3001\u667a\u80fd\u4f53\u3001\u5de5\u5177\u548cMCP\u670d\u52a1\u5668\u7684\u5bfc\u822a\u4e0e\u53d1\u5e03\u5e73\u53f0\uff0c\u5e2e\u52a9AI\u4ece\u4e1a\u8005\u89e3\u51b3\u4fe1\u606f\u788e\u7247\u5316\u96be\u9898\uff0c\u5feb\u901f\u53d1\u73b0\u4f18\u8d28\u8d44\u6e90\u5e76\u8ba9\u81ea\u5df1\u7684\u4f5c\u54c1\u88ab\u793e\u533a\u53d1\u73b0\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\/99fc4226-ed18-4188-9f4f-8c6fd1e12fcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43098b23-f0b2-420b-b63e-27c98c2099fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85345ed1-2773-4164-a9e6-9989f595c2bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7700a349-a0ec-4b0c-afa8-c117f303ebd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19484c87-f7c2-46ff-8b9c-a1859f82fb6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/984dfe01-837f-4884-a303-d56f5b002738.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e91f49c2-8271-446f-b62c-3364e3e5f0bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/035ed4ee-0ac0-4e1c-8d72-90ea4c1ab693.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14110f06-d82a-4a6d-a79a-7d74ca6c96da.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\/d4cebe8b-45fb-46d6-93c9-2e78d96bf6cd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nYiGlvdUImg\"><source src=\"https:\/\/youtu.be\/nYiGlvdUImg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech news<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u6280\u80fd\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u8d44\u6e90\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">AI\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u6392\u540d<\/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\u89e3\u51b3\u788e\u7247\u5316\u75db\u70b9\uff0c\u63d0\u51fa\u201c24\u5c0f\u65f6\u5185\u6309\u91cd\u8981\u6027\u53d8\u5316\u201d\u7684\u63d0\u8981\u529f\u80fd\u9700\u6c42\u3002\u8be2\u95ee\u53d8\u73b0\u8def\u5f84\u662f\u5426\u660e\u786e\uff08\u5f53\u524d\u4ec5\u9760\u53d1\u73b0\uff1f\u6709\u65e0\u8d5e\u52a9\/\u63a8\u8350\u4f4d\uff09\uff0c\u4ee5\u53ca\u6280\u80fd\u9a8c\u8bc1\u6d41\u7a0b\u7ec6\u8282\uff08\u57fa\u7840\u9a8c\u8bc1\u5df2\u6709\uff0c\u4f46\u9700\u8fdb\u4e00\u6b65\u8bf4\u660e\u5ba1\u6838\u6807\u51c6\uff09\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\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 ExplainX.ai\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u68d8\u624b\u7684\u75db\u70b9\u2014\u2014AI\u884c\u4e1a\u7684\u201c\u8d44\u6e90\u901a\u80c0\u201d\u3002\u5f53\u6bcf\u5929\u90fd\u6709\u65b0\u5de5\u5177\u3001\u65b0\u667a\u80fd\u4f53\u3001\u65b0\u534f\u8bae\u6d8c\u73b0\uff0c\u4ece\u4e1a\u8005\u7684\u5b66\u4e60\u6210\u672c\u4e0d\u518d\u6765\u81ea\u6280\u672f\u672c\u8eab\uff0c\u800c\u662f\u4fe1\u606f\u7b5b\u9009\u3002\u8fd9\u4e2a\u4ea7\u54c1\u5728\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u751f\u6001\u7684GitHub + Product Hunt\u201d\uff0c\u4f46\u53c8\u4e0d\u6b62\u4e8e\u76ee\u5f55\uff1a\u5b83\u7528\u201c\u771f\u5b9e\u91c7\u7eb3\u6570\u636e\u201d\u4f5c\u4e3a\u6392\u5e8f\u57fa\u51c6\uff0c\u8bd5\u56fe\u5bf9\u6297\u63a8\u8350\u7b97\u6cd5\u548c\u8425\u9500\u6ce1\u6cab\uff0c\u8fd9\u662f\u6781\u5177\u6740\u4f24\u529b\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u5b83\u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u4fe1\u7528\u4e0e\u62a4\u57ce\u6cb3\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5173\u5fc3\u7684\u201c\u6280\u80fd\u9a8c\u8bc1\u201d\u548c\u201c\u53d8\u73b0\u8def\u5f84\u201d\u76f4\u6307\u547d\u95e8\uff1a\u5982\u679c\u53ea\u662f\u793e\u533a\u8bc4\u5206\uff0c\u5f88\u5feb\u4f1a\u88ab\u5237\u91cf\u6c61\u67d3\uff1b\u5982\u679c\u9a8c\u8bc1\u8fc7\u4e25\uff0c\u53c8\u5931\u53bb\u201c\u514d\u8d39\u5f00\u653e\u201d\u7684\u5438\u5f15\u529b\u3002\u800c\u53d8\u73b0\u65b9\u9762\uff0c\u5f53\u524d\u201c\u514d\u8d39\u5217\u8868+\u793e\u533a\u66dd\u5149\u201d\u66f4\u50cf\u51b7\u542f\u52a8\u7684\u8bf1\u9975\uff0c\u82e5\u6ca1\u6709\u660e\u786e\u7684\u4ed8\u8d39\u5347\u7ea7\u6216\u4f63\u91d1\u62bd\u6210\uff0c\u5e73\u53f0\u5c06\u96be\u4ee5\u6301\u7eed\u7ef4\u62a4\u5185\u5bb9\u7684\u65f6\u6548\u6027\u548c\u8d28\u91cf\uff08\u7528\u6237\u5df2\u63d0\u51fa\u201c24\u5c0f\u65f6\u53d8\u5316\u63d0\u8981\u201d\u7684\u9700\u6c42\uff0c\u8fd9\u6070\u6070\u662f\u4eba\u529b\u6210\u672c\u6240\u5728\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5b83\u4e0e\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Toolify\u3001Futurepedia\uff09\u7684\u5dee\u5f02\u5316\u5e76\u975e\u98a0\u8986\u6027\u2014\u2014\u540e\u8005\u540c\u6837\u805a\u5408\u5de5\u5177\u5e76\u6807\u6ce8\u70ed\u5ea6\u3002\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u6c89\u6dc0\u51fa\u201c\u6280\u80fd-\u667a\u80fd\u4f53-MCP\u670d\u52a1\u5668\u201d\u7684\u5168\u94fe\u6761\u6620\u5c04\uff0c\u8ba9\u5f00\u53d1\u8005\u7684\u53d1\u5e03\u3001\u8bc4\u6d4b\u3001\u590d\u7528\u5f62\u6210\u95ed\u73af\uff0c\u800c\u4e0d\u662f\u53e6\u4e00\u4e2a\u5f85\u529e\u6e05\u5355\u5f0f\u7684\u9ec4\u9875\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u65b9\u5411\u7cbe\u51c6\uff0c\u75db\u70b9\u771f\u5b9e\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3aAI\u4ece\u4e1a\u8005\u7684\u201c\u6bcf\u65e5\u5fc5\u8bfb\u201d\u8fd8\u9700\u8981\u89e3\u51b3\u5185\u5bb9\u6cbb\u7406\u4e0e\u5546\u4e1a\u95ed\u73af\u7684\u786c\u4ed7\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\">explainx ai<\/span>\n <\/div>\n<div class=\"comment-content\">ExplainX.ai is the hub where AI practitioners find everything they need \u2014 10,000+ agent skills, 2,000+ MCP servers, 100,000+ AI tools, agents, LLMs, courses, and news, all ranked by real adoption. Built something? Publish your skill, agent, or MCP server on ExplainX and get discovered by thousands of builders. Free to list, open to the community.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b I’m Yash \u2014 I’ve taught 200K+ students AI across Udemy, Coursera, and Codecademy, and I do this full time.<\/p>\n<p>The problem I kept hitting: staying on top of AI moves fast. New tools, agents, MCP servers, skills \u2014 it’s fragmented everywhere. My students were asking me constantly “where do I find X?”<\/p>\n<p>So I built ExplainX.ai for them first. Started as an internal resource, then adoption took off, so I opened it up.<\/p>\n<p>If you’re building with AI or teaching it \u2014 this is the one place to stay current and get discovered.<\/p>\n<p>Would love brutal feedback from this community. What’s missing? What would make you come back daily?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@goyashy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goyashy<\/a> nice congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@goyashy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goyashy<\/a> Teaching 200K+ students and feeling the fragmentation problem firsthand is exactly the right origin story for this \u2014 you didn’t build it to build it, you built it because your own students needed it and nothing good existed.<\/p>\n<p>The “internal resource that got opened up” path is usually how the best directories start. Curated by someone with real context rather than just scraped and listed.<\/p>\n<p>What would make me come back daily \u2014 honestly, a “what changed in the last 24 hours” feed ranked by actual significance rather than just recency. The noise-to-signal ratio in AI news right now is brutal and most people have given up trying to filter it manually.<\/p>\n<p>Brutal feedback as requested \u2014 the monetisation path for builders listing their tools isn’t immediately clear. Is the play purely discovery for now, or is there a featured\/sponsored tier coming? Knowing that upfront would help builders decide how much to invest in their listing.<\/p>\n<p>Congrats on the launch Yash.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a solid hub for the AI community bringing everything into one place makes discovery so much easier. Love that it\u2019s open and free for builders to share their work \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tushar_mestry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tushar_mestry<\/a> Let’s go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing tool \u2014 instead of wasting time explaining things to AI, I can simply install the exact skill I need for my project and start delivering immediately with high-quality results. No AI hallucinations, no token wastage, just fast and reliable execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ganesh_mohane_aisolo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ganesh_mohane_aisolo<\/a> thanks Ganesh!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>as someone who just finished building a niche agent skill, the ‘getting discovered’ part is the hardest bridge to cross. is there a verification process for listed skills, or is it purely community-ranked? free to list is a huge win for indie builders. <a href=\"https:\/\/www.producthunt.com\/@goyashy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"goyashy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goyashy<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> we do basic skill verification yes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Totally agree, building is one challenge, but getting visibility is a whole different game. Really appreciate you sharing this perspective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/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<\/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\/7EFCLV5HAOEIU2\" class=\"app-title\">BookstoRead.ai<\/a><\/p>\n<div class=\"one-liner\">Life\u2019s too short for boring books. Let AI find your match<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BookstoRead.ai\u662f\u4e00\u6b3e\u57fa\u4e8eAI\u7684\u4e66\u7c4d\u53d1\u73b0\u5f15\u64ce\uff0c\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9605\u8bfb\u504f\u597d\uff0cAI\u5373\u53ef\u7cbe\u51c6\u5339\u914d\u7b26\u5408\u201c\u6c1b\u56f4\u201d\u548c\u201c\u610f\u56fe\u201d\u7684\u975e\u5927\u4f17\u5316\u4e66\u7c4d\uff0c\u89e3\u51b3\u5728\u6cdb\u6cdb\u4e66\u5355\u4e2d\u627e\u4e0d\u5230\u5fc3\u4eea\u8bfb\u7269\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\/5d096aed-59fe-47ab-8e15-81f1a1097ca9.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\/eec26002-ab9b-4a3c-801e-77e7ddb4e1e0.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\/de60a558-9979-4b6c-83ff-d866d92b405e.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Books<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e66\u7c4d\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u4e66\u5355<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5782\u76f4AI\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f17\u4e66\u7c4d<\/span><br \/>\n <span class=\"tag\">\u4e66\u7c4d\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e66\u866b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u51fa\u7248\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u201c\u641c\u4e66\u96be\u201d\u75db\u70b9\uff0c\u5c24\u5176\u5bf9\u590d\u6742\u3001\u8de8\u754c\u67e5\u8be2\u6548\u679c\u6ee1\u610f\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u672c\u5730\u4e9a\u9a6c\u900a\u94fe\u63a5\uff08\u5982\u5370\u5ea6\uff09\uff0c\u6dfb\u52a0Goodreads\u94fe\u63a5\uff0c\u589e\u52a0\u641c\u7d22\u5386\u53f2\u4e0e\u7528\u6237\u767b\u5f55\u7cfb\u7edf\u4ee5\u4fdd\u5b58\u4e66\u5355\u3002\u6b64\u5916\uff0c\u7528\u6237\u5bf9\u591a\u8bed\u8a00\u652f\u6301\u8868\u793a\u5173\u5fc3\uff0c\u56e2\u961f\u56de\u5e94AI\u53ef\u5904\u7406\u975e\u82f1\u8bed\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 BookstoRead.ai\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5c1a\u672a\u88ab\u5de8\u5934\u5f7b\u5e95\u89e3\u51b3\u7684\u75db\u70b9\uff1a\u56fe\u4e66\u641c\u7d22\u6b63\u5728\u4ece\u201c\u5173\u952e\u8bcd\u5339\u914d\u201d\u5411\u201c\u610f\u56fe\u7406\u89e3\u201d\u8fdb\u5316\u3002Goodreads\u548c\u4e9a\u9a6c\u900a\u7684\u63a8\u8350\u7cfb\u7edf\u4ecd\u505c\u7559\u5728\u57fa\u4e8e\u8bc4\u5206\u3001\u6807\u7b7e\u548c\u534f\u540c\u8fc7\u6ee4\u7684\u201c\u5e73\u5747\u6570\u201d\u903b\u8f91\u4e0a\uff0c\u8fd9\u5bf9\u4e8e\u60f3\u627e\u201c1920\u5e74\u4ee3\u5317\u6781\u63a2\u9669\u201d\u6216\u201c\u50cf\u653f\u6cbb\u60ca\u609a\u5c0f\u8bf4\u7684\u7f57\u9a6c\u53f2\u201d\u7684\u7528\u6237\u6beb\u65e0\u610f\u4e49\u3002\u4ea7\u54c1\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u5c01\u88c5\u6210\u5782\u76f4\u4f53\u9a8c\uff0c\u7528\u201c\u5199\u4e00\u53e5\u53ef\u63cf\u8ff0\u201d\u66ff\u4ee3\u591a\u5c42\u6b21\u7b5b\u9009\uff0c\u964d\u4f4e\u4e86\u53d1\u73b0\u65b0\u4e66\u7684\u5fc3\u667a\u6210\u672c\uff0c\u8fd9\u662f\u5b83\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\u7684\u662f\uff0c\u8be5\u4ea7\u54c1\u7684\u58c1\u5792\u5e76\u4e0d\u5728\u4e8e\u201cAI\u641c\u4e66\u201d\u8fd9\u4e2a\u70b9\u5b50\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u56fe\u4e66\u6570\u636e\u7684\u9897\u7c92\u5ea6\u4e0e\u4e2a\u6027\u5316\u6301\u7eed\u4f18\u5316\u7684\u80fd\u529b\u3002\u76ee\u524d\u5b83\u4f9d\u8d56\u4e9a\u9a6c\u900a\u94fe\u63a5\u5bfc\u6d41\uff0c\u5c1a\u672a\u770b\u5230\u72ec\u7279\u7684\u4e66\u8bc4\u5143\u6570\u636e\u79ef\u7d2f\u6216\u7528\u6237\u5174\u8da3\u56fe\u8c31\u7684\u8fdb\u5316\u95ed\u73af\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u767b\u5f55\u7cfb\u7edf\u201d\u201c\u641c\u7d22\u5386\u53f2\u201d\u201c\u591a\u5e73\u53f0\u94fe\u63a5\u201d\u7b49\u8bc9\u6c42\uff0c\u6070\u6070\u6307\u5411\u4e86\u4ea7\u54c1\u5546\u4e1a\u5316\u5fc5\u987b\u8865\u9f50\u7684\u77ed\u677f\u2014\u2014\u6ca1\u6709\u7528\u6237\u7559\u5b58\uff0c\u5c31\u6ca1\u6709\u63a8\u8350\u6a21\u578b\u7684\u8fed\u4ee3\uff0c\u6700\u7ec8\u53ea\u662f\u62ab\u7740AI\u5916\u8863\u7684\u641c\u7d22\u5f15\u64ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5982\u4f55\u907f\u514d\u751f\u6210\u201c\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u5e73\u5eb8\u201d\u7684\u63a8\u8350\uff08\u5927\u6a21\u578b\u5e7b\u89c9\u7684\u5e38\u89c1\u9677\u9631\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u8986\u76d6\u591a\u8bed\u79cd\u56fe\u4e66\u5e93\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u5c0f\u4f17\u5de5\u5177\u53d8\u6210\u4e3b\u6d41\u901a\u7528\u4ea7\u54c1\u7684\u5206\u6c34\u5cad\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u4f53\u9a8c\u521b\u65b0\u201d\u8d70\u5411\u201c\u6570\u636e\u98de\u8f6e\u201d\uff0c\u8fd8\u9700\u65f6\u95f4\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BookstoRead.ai<\/span>\n <\/div>\n<div class=\"comment-content\">BookstoRead.ai is a new kind of discovery engine. Describe what you\u2019re looking for in plain English, and our AI finds the books that fit your specific intent. We move beyond generic bestseller lists to find the reads that actually stick with you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>Most book discovery tools today are built for an “average reader” who doesn’t really exist. If you\u2019re an architect obsessed with 1920s Arctic exploration, or a manager looking for a leadership book that isn’t just a 200-page LinkedIn post, generic top 10 lists won’t help you. You end up seeing what a million other people bought, not what you actually need.<\/p>\n<p>Oren and I are just two friends who read way too much. We built BookstoRead.ai because we were tired of keyword-based search. We wanted something that gets the “vibe” and context of a book, whether it\u2019s a heavy technical deep dive or a fast-paced novel.<\/p>\n<p>Test our engine with queries like:<\/p>\n<p>“A book for a Big Tech CEO who needs to pivot to an AI-first strategy while maintaining culture.”<br \/>\n“The spiritual twin of ‘The Hard Thing About Hard Things’ but for solo-founders.”<br \/>\n“A history of the Roman Empire that reads like a political thriller.”<\/p>\n<p>We\u2019re not looking to catalog every book out there. We just want to help people find the ones that actually stick. We’d love for you to try a few specific, nuanced searches and tell us if the results make sense.<\/p>\n<p>Let us know if it finds your next favorite read. Curious to hear your thoughts!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyotam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyotam<\/a> Love the idea, looking forward to using it. Congratulations 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyotam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyotam<\/a> Awesome! this is an amazing idea. Would be super useful for when I’m standing in the used book store wondering how even to find a book I’ll like since the alphabetized system doesn’t actually say much about how good the book is lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 good. One suggestion you should change amazon link to local amazon provider. Like for me I would like to see <a href=\"https:\/\/amazon.in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">amazon.in<\/a> link and not .com.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@azadshaikh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@azadshaikh<\/a> That\u2019s excellent feedback! Localization is definitely on our roadmap. We\u2019ve actually already rolled this out for a few key markets, and we\u2019re working on expanding it to more regions (including India!) very soon. Thanks for pointing it out!<\/p>\n<h3><\/h3>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Honestly, we\u2019re 3 years post-ChatGPT launch, how is it that we\u2019re only getting this now? Searching for books on Amazon or Goodreads feels so outdated. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elad_sasson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elad_sasson<\/a> You’re spot on. I think we\u2019re moving from the ‘model’ era to the ‘experience’ era. While the LLMs themselves are incredibly powerful, a vertical experience is what transforms that raw power into a dedicated, frictionless tool for our daily lives.<\/p>\n<p>The best part? As LLMs continue to evolve, both we and our users ride that wave automatically. In the meantime, we’re obsessing over two things:<\/p>\n<p><strong>Optimizing book discovery<\/strong> with a deep focus that generic interfaces can\u2019t always capture.<br \/><strong><br \/>The User Experience – <\/strong>refining the aesthetics and constantly pushing for better speed (we\u2019re working on it!).<\/p>\n<p>I just wanted to build the interface that books deserve. Thanks for the 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>This is brilliant. I really hope you\u2019ve shown this to the folks over at r\/suggestmeabook – they would absolutely lose their minds over this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boaz_hoch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boaz_hoch<\/a> Thanks! That\u2019s a great idea, I\u2019ll definitely share it there<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/@cyotam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyotam<\/a> this is a great idea! The interface is simple and many bookworms will find this website useful.<\/p>\n<\/p>\n<p>Here are a couple of ideas that can make the experience even better:<\/p>\n<\/p>\n<ol>\n<li>\n<p>Can there be an option to save search history?<\/p>\n<\/li>\n<li>\n<p>Along with the Amazon link, is it possible to add Goodreads link too?<\/p>\n<\/li>\n<\/ol>\n<p>Feel free to ignore them if they are already in the roadmap or have been addressed in the comments already.<\/p>\n<\/p>\n<p>Great work btw \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanoy27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanoy27<\/a> Great suggestions! We’re definitely looking into search history and more platform links. Thanks for the support!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support Non-English languages? <\/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\/@shuvodip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuvodip<\/a> The interface is in English, but since the AI is multilingual, you can actually search for vibes in other languages and it handles it surprisingly well. Give it a shot in your native language and let me know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Looks great<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tammy_wolfson2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tammy_wolfson2<\/a> Thanks! Appreciate you stopping by. Hope it helps you find your next great read!<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sleek. Would love to see a login system so I can save books I liked and have the AI learn my taste over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ohad_nitzan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohad_nitzan<\/a> We wanted to keep it frictionless for the launch, but a ‘My Library’ feature is definitely on our roadmap. Stay tuned! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 useful and straightforward ! Just found my next new book about vikings!!! \ud83d\ude03 \ud83e\udd18<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elvolo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvolo<\/a> Love it! That’s exactly why we built this. You should also try ‘Master a Domain’ for those types of searches. Enjoy the deep dive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 helped me to find niche books in categories many of my friends couldn’t help me anymore <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shalom_tikva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalom_tikva<\/a> Music to my ears! Finding those niche categories is exactly why we built this. Enjoy the deep dive into your new books! \ud83d\udcda<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this support books in other languages, or is it strictly English for now? For example, does it support Spanish-language books?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@stav_cohen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stav_cohen<\/a> The interface is English, but since the AI is multilingual, you can actually search for <strong>concepts<\/strong> in Spanish and it handles them surprisingly well. Give it a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wonderful idea and works, already selected a book for myself. \ud83e\udef6\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@idestis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idestis<\/a> That\u2019s the goal! So glad you found something. Thanks for the support! \ud83e\udef6<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love when genres collide, like \u2018sci-fi meets philosophy\u2019 or \u2018Business meet ancient history\u2019. Does the search handle these \u2018mashups\u2019 well?<\/div>\n<div class=\"comment-actions\">\n<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\/@amit_halfon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amit_halfon<\/a> That\u2019s actually where it shines the most! Those specific, ‘weird’ combinations are exactly why we built this. It\u2019s designed to help you break out of standard categories and find those hidden gems that usually get lost in the shuffle.<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CRWL2UWBNOTQ4Q\" class=\"app-title\">Sakyura<\/a><\/p>\n<div class=\"one-liner\">See who AI recommends in your category<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sakyura\u662f\u4e00\u7ad9\u5f0fAI\u54c1\u724c\u5f15\u7528\u76d1\u63a7\u4e0e\u4f18\u5316\u5de5\u5177\uff0c\u4e13\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u89e3\u51b3\u201c\u5ba2\u6237\u4eceChatGPT\u7b49AI\u641c\u7d22\u53d1\u73b0\u7ade\u54c1\u800c\u975e\u81ea\u5df1\u201d\u7684\u75db\u70b9\uff0c\u81ea\u52a8\u8ffd\u8e2a\u4e94\u5927AI\u5f15\u64ce\u7684\u63d0\u53ca\u7387\u3001\u751f\u6210\u53ef\u90e8\u7f72\u5185\u5bb9\u4ee5\u593a\u56deAI\u63a8\u8350\u4efd\u989d\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\/27b4379e-b021-426a-ac06-d349f361fa96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/932c8cc7-c21b-4cd9-88c5-ad6959e769ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d1b5a08-6588-4e1f-a0bc-c792043021c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1a3890a-1f6c-48f7-80c7-de3e29260f2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee213c0e-793a-44cf-8b17-163e54c82b02.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\/b8075562-df63-4e21-b003-75cfbae1ae1b.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c917aef081ee44328214d61248428744\"><source src=\"https:\/\/www.loom.com\/share\/c917aef081ee44328214d61248428744\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u63d0\u53ca\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u58f0\u91cf\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1aSEO<\/span><br \/>\n <span class=\"tag\">ChatGPT\u63a8\u8350\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Perplexity\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8\u6d41\u91cf<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\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\u80af\u5b9a\u5176\u201c\u5c06AI\u63a8\u8350\u89c6\u4e3a\u72ec\u7acb\u6d41\u91cf\u6f0f\u6597\u201d\u7684\u6d1e\u5bdf\uff0c\u8ba4\u4e3aFAQ\u7247\u6bb5\u751f\u6210\u843d\u5730\u6027\u5f3a\u3002\u63d0\u95ee\uff1a\u5bf9\u4e8e\u5728Perplexity\u6709\u63d0\u53ca\u4f46\u5728ChatGPT\u65e0\u63d0\u53ca\u7684\u54c1\u724c\uff0c\u5de5\u5177\u662f\u53ea\u663e\u793a\u5dee\u5f02\u8fd8\u662f\u4f1a\u8bca\u65ad\u539f\u56e0\uff1f\u521b\u59cb\u4eba\u8868\u793a\u53cd\u9988\u79ef\u6781\uff0c\u4ea7\u54c11-2\u5468\u53ef\u89c1\u5185\u5bb9\u5f15\u7528\u53d8\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sakyura\u5207\u4e2d\u4e86\u641c\u7d22\u683c\u5c40\u88c2\u53d8\u671f\u4e00\u4e2a\u771f\u5b9e\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\u2014\u2014\u5f53AI\u63a8\u8350\u9010\u6b65\u4fb5\u8680\u4f20\u7edf\u641c\u7d22\u6d41\u91cf\u65f6\uff0c\u4e2d\u5c0f\u4f01\u4e1a\u65e2\u7f3a\u4e4f\u611f\u77e5\u81ea\u5df1\u201c\u5728AI\u4e16\u754c\u5b58\u5728\u4e0e\u5426\u201d\u7684\u91cf\u5316\u5de5\u5177\uff0c\u66f4\u7f3a\u4e4f\u4f4e\u6210\u672c\u53cd\u51fb\u7684\u624b\u6bb5\u3002\u521b\u59cb\u4eba\u4ece\u201c\u5ba2\u6237\u8bf4ChatGPT\u63a8\u8350\u4e86\u5b83\u201d\u8fd9\u4e00\u73b0\u8c61\u51fa\u53d1\uff0c\u5c06\u62bd\u8c61\u5371\u673a\u62c6\u89e3\u4e3a\u6bcf\u65e5\u76d1\u6d4b\u3001\u7ade\u54c1\u5bf9\u6807\u3001\u5185\u5bb9\u4fee\u6b63\u4e09\u4e2a\u53ef\u6267\u884c\u6b65\u9aa4\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5e2e\u54c1\u724c\u5efa\u7acb\u5bf9\u201cAI\u6e20\u9053\u201d\u7684\u8ba4\u77e5\u95ed\u73af\u3002\u5176\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u201c\u663e\u793a\u4f60\u88ab\u8c01\u63d0\u53ca\u201d\uff0c\u66f4\u5728\u4e8e\u63d0\u4f9b\u4e86\u4ece\u201c\u77e5\u9053\u201d\u5230\u201c\u884c\u52a8\u201d\u7684\u6700\u5c0f\u8def\u5f84\u2014\u2014\u81ea\u52a8\u751f\u6210\u7684FAQ\u7247\u6bb5\u53ef\u76f4\u63a5\u90e8\u7f72\uff0c\u4e14\u4f5c\u8005\u58f0\u79f01-2\u5468\u53ef\u89c1\u6536\u5f55\u53d8\u5316\uff0c\u8fd9\u8fdc\u4f18\u4e8e\u201c\u4f18\u5316\u4f18\u8d28\u5185\u5bb9\u201d\u7684\u6cdb\u6cdb\u4e4b\u8c08\u3002\u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u4ea7\u54c1\u76ee\u524d\u7684\u6838\u5fc3\u5047\u8bbe\uff08AI\u641c\u7d22\u5f15\u64ce\u5982\u4f55\u51b3\u5b9a\u5f15\u7528\u54c1\u724c\uff09\u5e76\u672a\u516c\u5f00\uff0c\u4e1417\u7968\u7684\u65e9\u671f\u9a8c\u8bc1\u91cf\u5c1a\u4e0d\u8db3\u4ee5\u8bc1\u660e\u666e\u9002\u6027\u3002\u5982\u679c\u5176\u5e95\u5c42\u7d22\u5f15\u903b\u8f91\u4ec5\u4f9d\u8d56\u7b80\u5355\u5173\u952e\u8bcd\u5339\u914d\u6216\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u89c4\u5219\uff0c\u5219\u968fAI\u6a21\u578b\u66f4\u65b0\u6781\u6613\u5931\u6548\u3002\u6b64\u5916\uff0c\u5bf9\u591a\u8bed\u8a00\u3001\u591a\u884c\u4e1a\u54c1\u724c\u7684\u9002\u914d\u6027\u3001\u662f\u5426\u652f\u6301\u957f\u7bc7\u54c1\u724c\u5185\u5bb9\u76d1\u63a7\uff08\u5982\u5fae\u4fe1\u516c\u4f17\u53f7\u3001\u77e5\u4e4e\u6587\u7ae0\uff09\u4e5f\u672a\u8bf4\u660e\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e94\u662f\u79ef\u7d2f\u8de8\u5f15\u64ce\u7684\u201c\u88ab\u5f15\u7528\u53d8\u56e0\u201d\u6570\u636e\u5e93\uff0c\u5e76\u6301\u7eed\u8fed\u4ee3\u8bca\u65ad\u5efa\u8bae\u7684\u786e\u5b9a\u6027\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3aAI\u65f6\u4ee3\u7684SEO\u4eea\u8868\u76d8\u2014\u2014\u597d\u770b\u4f46\u4e0d\u591f\u81f4\u547d\u3002\u5bf9\u4e2d\u5c0f\u54c1\u724c\u800c\u8a00\uff0c\u5b83\u662f\u4e00\u6b21\u6210\u672c\u53ef\u63a7\u7684\u201cAI SEO\u4f53\u68c0\u201d\uff0c\u503c\u5f97\u5c1d\u8bd5\u514d\u8d39\u7248\uff1b\u4f46\u957f\u671f\u4f9d\u8d56\u5355\u4e00\u5de5\u5177\u89e3\u51b3AI\u53ef\u89c1\u6027\u95ee\u9898\uff0c\u4ecd\u662f\u4e00\u53a2\u60c5\u613f\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\">Sakyura<\/span>\n <\/div>\n<div class=\"comment-content\">Sakyura measures how often your brand is cited by ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews \u2014 every day. See competitor share of voice, auto-generate fix-it content, and track AI-driven traffic in one tool.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b <\/p>\n<p>I’m Kento \u2014 ex-McKinsey, D2C founder. For months I kept hearing customers say “ChatGPT told me about you” instead of finding us via Google. AI search is eating into Google fast, but no SMB-friendly tool exists to measure it \u2014 <br \/>let alone fix it. <\/p>\n<p>So I built Sakyura: <\/p>\n<p>\u2022 Tracks how often your brand gets cited across 5 AI engines (ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews) \u2014 daily <br \/>\u2022 Side-by-side competitor benchmarks: who AI recommends instead of you<br \/>\u2022 AI-generated FAQ \/ article snippets you can paste on your site to win more citations \u2014 re-crawl typically lands in as little as 1\u20132 weeks. <\/p>\n<p>Pricing: Free tier (3 prompts, monthly, no card). Starter $49\/mo with 14-day trial.<\/p>\n<p>Built solo over 3 months. Would love feedback from anyone running SEO \/ content \/ marketing for an SMB. AMA below \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kento057\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kento057<\/a> This is a really smart angle \u2014 tracking AI recommendations as a separate funnel from traditional search makes a lot of sense. The fact that you’re seeing measurable citation changes within 1-2 weeks suggests you’ve found something that actually moves the needle, which is rare for content 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\/@kento057\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kento057<\/a> The shift from “how did you find us” \u2192 “ChatGPT told me about you” is happening faster than most SMB owners realise \u2014 and most of them have no baseline data for where they stand across AI engines right now.<\/p>\n<p>The FAQ snippet generation is the smartest part of this. Most SEO advice for AI visibility is vague \u2014 “create helpful content” \u2014 but giving people something they can literally paste and deploy in a week makes it actionable in a way most tools aren’t.<\/p>\n<p>Curious \u2014 for brands that are already well-cited on one engine like Perplexity but invisible on ChatGPT, does Sakyura surface why the gap exists or just show the delta? That diagnosis piece seems like where the real value would compound over time.<\/p>\n<p>Built solo in 3 months with ex-McKinsey rigour behind the positioning \u2014 that’s a strong foundation. Congrats on the launch Kento.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SONPO3RLQSOKTB\" class=\"app-title\">Spredly<\/a><\/p>\n<div class=\"one-liner\">Talk to your spreadsheets directly, use local LLMs or Claude<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spredly \u662f\u4e00\u6b3e\u5c06\u672c\u5730\u5927\u6a21\u578b\u76f4\u63a5\u5d4c\u5165\u7535\u5b50\u8868\u683c\u7684 AI \u5de5\u5177\uff0c\u8ba9\u7528\u6237\u5728\u719f\u6089\u7684\u884c\u5217\u64cd\u4f5c\u4e2d\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u3001\u751f\u6210\u56fe\u8868\u548c\u4eea\u8868\u76d8\uff0c\u65e0\u9700\u4e0a\u4f20\u654f\u611f\u6570\u636e\u5230\u4e91\u7aef\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\/2f4d7f0d-1243-406d-bfa7-48edf7972941.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9db9697a-e50a-4934-b662-164eae5f10cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbfd13d3-d979-465e-b090-e6593ef2d1b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a964670-bc29-452a-8b2f-74af9a35875d.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\/ede0efdc-5e22-4f97-bf3d-9ae1093d03d7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/k_exhoN02Do\"><source src=\"https:\/\/youtu.be\/k_exhoN02Do\" 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\">Spreadsheets<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u5b50\u8868\u683c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u5efa\u6a21<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u56fe\u8868<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Ollama<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u672c\u5730\u5904\u7406\u5bf9\u91d1\u878d\u654f\u611f\u6570\u636e\u7684\u4ef7\u503c\uff0c\u5efa\u8bae\u652f\u6301\u8272\u5f69\u7f16\u7801\u5047\u8bbe\u5355\u5143\u683c\u3001\u516c\u5f0f\u4e0e\u786c\u7f16\u7801\u533a\u5206\u3001\u591a\u6807\u7b7e\u9875\u6a21\u578b\u5bfc\u822a\u7b49\u7ed3\u6784\u5316\u5e03\u5c40\u3002\u6709\u7528\u6237\u901a\u8fc7\u672c\u5730API\u7aef\u53e3\u5c06Spredly\u63a5\u5165\u81ea\u4e3b\u4ee3\u7406\uff0c\u4ee5\u7ed5\u8fc7\u4ed8\u8d39\u5899\u5e76\u589e\u5f3a\u9690\u79c1\u3002\u521b\u5efa\u8005\u627f\u8bfa\u5728\u4e0b\u4e2a\u7248\u672c\u4e2d\u7eb3\u5165\u8fd9\u4e9b\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 Spredly \u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4e14\u771f\u5b9e\u7684\u75db\u70b9\u2014\u2014\u91d1\u878d\u3001\u6cd5\u5f8b\u7b49\u884c\u4e1a\u7684\u4e13\u4e1a\u4eba\u58eb\u5728\u5904\u7406\u654f\u611f\u6570\u636e\u65f6\uff0c\u65e2\u9700\u8981AI\u7684\u63d0\u6548\u80fd\u529b\uff0c\u53c8\u7edd\u4e0d\u80fd\u8ba9\u6570\u636e\u51fa\u57df\u3002\u5b83\u6ca1\u6709\u8ddf\u98ce\u505a\u201c\u901a\u7528AI\u52a9\u624b\u201d\uff0c\u800c\u662f\u56de\u5f52\u5230\u7535\u5b50\u8868\u683c\u8fd9\u4e2a\u6700\u57fa\u7840\u3001\u6700\u5e9e\u5927\u7684\u751f\u4ea7\u529b\u573a\u666f\uff0c\u5c06\u672c\u5730LLM\uff08\u901a\u8fc7Ollama\u7b49\uff09\u65e0\u7f1d\u5d4c\u5165\u3002\u8fd9\u79cd\u201c\u672c\u5730+\u4e13\u7528\u201d\u7684\u5b9a\u4f4d\uff0c\u5b9e\u9645\u4e0a\u6bd4\u90a3\u4e9b\u53ea\u8c08\u201cAI+\u529e\u516c\u201d\u7684\u6cdb\u5316\u4ea7\u54c1\u66f4\u6709\u6740\u4f24\u529b\uff0c\u56e0\u4e3a\u5b83\u76f4\u63a5\u4ea4\u4ed8\u4e86\u4e00\u4e2a\u5408\u89c4\u7684\u3001\u53ef\u7acb\u523b\u843d\u5730\u7684\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u4ec5\u670913\u4e2a\u6295\u7968\u548c\u5c11\u91cf\u8bc4\u8bba\uff0c\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u9636\u6bb5\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u672c\u5730\u5927\u6a21\u578b\uff08\u5c24\u5176\u662f\u5c0f\u6a21\u578b\uff09\u5728\u5904\u7406\u590d\u6742\u516c\u5f0f\u3001\u4ea4\u53c9\u5f15\u7528\u548c\u8d85\u5927\u8868\u683c\u65f6\u7684\u63a8\u7406\u51c6\u786e\u7387\u548c\u901f\u5ea6\uff0c\u80fd\u5426\u5728\u5b9e\u7528\u5c42\u9762\u4e0d\u8f93\u7ed9\u4e91\u7aef\u65b9\u6848\uff1f\u4ece\u7528\u6237\u5bf9\u201c\u7ed3\u6784\u5316\u5e03\u5c40\u652f\u6301\u201d\u7684\u547c\u58f0\u53ef\u4ee5\u770b\u51fa\uff0c\u5355\u7eaf\u7684\u5bf9\u8bdd\u5f0f\u67e5\u8be2\u8fdc\u8fdc\u4e0d\u591f\u2014\u2014\u91d1\u878d\u6a21\u578b\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u7cbe\u5bc6\u7684\u5c42\u7ea7\u7ed3\u6784\u4e0e\u903b\u8f91\u4f9d\u8d56\u3002\u5982\u679cSpredly\u4e0d\u80fd\u6210\u4e3a\u201c\u770b\u5f97\u61c2\u6a21\u578b\u903b\u8f91\u201d\u7684AI\u52a9\u624b\uff0c\u800c\u53ea\u662f\u4e00\u4e2a\u201c\u8bfb\u5f97\u61c2\u5355\u5143\u683c\u201d\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u90a3\u5b83\u5f88\u5feb\u5c31\u4f1a\u88abSheets\u6216Excel\u81ea\u5bb6\u7684AI\u63d2\u4ef6\u8fb9\u7f18\u5316\u3002\u6b64\u5916\uff0c\u5982\u4f55\u5e73\u8861\u201c\u672c\u5730\u4f18\u5148\u201d\u4e0e\u201cAgent\u751f\u6001\u201d\uff08\u5982\u7528\u6237\u63d0\u5230\u7684localhost:4141\u63a5\u5165\uff09\u7684\u67b6\u6784\u5173\u7cfb\uff0c\u4e5f\u662f\u540e\u7eed\u4ea7\u54c1\u80fd\u5426\u4ece\u5de5\u5177\u8fdb\u5316\u4e3a\u5e73\u53f0\u7684\u5173\u952e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u65b9\u5411\u7cbe\u51c6\uff0c\u4f46\u6df1\u6316\u884c\u4e1a\u5782\u76f4\u573a\u666f\u7684\u5de5\u7a0b\u6df1\u5ea6\uff0c\u624d\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u5c0f\u800c\u7f8e\u201d\u8d70\u5411\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\u7684\u5206\u6c34\u5cad\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\">Spredly<\/span>\n <\/div>\n<div class=\"comment-content\">Spredly is a modern spreadsheet experience built for people who want the speed of AI without giving up the familiarity of rows, columns, formulas, and exports. You can import data, chat with your spreadsheet in plain English, generate charts, and turn raw tables into useful dashboards in minutes. Unlike generic AI assistants that sit outside your workflow, Spredly works directly inside the spreadsheet experience.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local LLM angle is exactly right for finance work \u2014 anyone who’s built real deal models knows you can’t be feeding sensitive deal data into cloud APIs without a proper review process. Local processing removes that friction entirely.<\/p>\n<\/p>\n<p>From a financial modeling perspective, I’d love to see support for the structured layout patterns deal teams rely on \u2014 color-coded assumption cells, hardcoded vs. formula distinctions, named range navigation across a 50-tab model. Been working in this space with ModeLoop and the pain point is very real. The natural language query layer here could be a genuine time-saver on large model reviews. Congrats on shipping!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Thank you \ud83d\ude0a \ud83d\ude4f I’ll try to include these features you mentioned in the upcoming versions of the app \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you get the local app for Mac\/Windows you can plug your agent via <strong><em>localhost:4141<\/em><\/strong>. All spreadsheet related actions will be available to your agent and you will see everything that it does live inside the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vitalyiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vitalyiam<\/a> That’s a smart workaround for the premium paywall problem. Local LLMs give you way more control and privacy with sensitive data too\u2014curious if you’ve noticed any performance differences compared to the cloud-based options when working with larger datasets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I was working with a ton of data for work, and gemini inside sheets is a premium feature so, I created Spredly and use it locally with ollama and my opencode agent.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SHPGKZ7G5ODHJ2\" class=\"app-title\">AI Sales Operator<\/a><\/p>\n<div class=\"one-liner\">AI that runs your entire eCommerce sales process 24\/7<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Sales Operator \u662f\u4e00\u6b3e24\/7\u81ea\u52a8\u5316\u7535\u5546\u9500\u552e\u6d41\u7a0b\u7684AI\u7cfb\u7edf\uff0c\u8986\u76d6\u8ba2\u5355\u786e\u8ba4\u3001\u50ac\u4ed8\u3001\u552e\u540e\u3001\u8bc4\u8bba\u6536\u96c6\u7b49\u73af\u8282\uff0c\u5e2e\u5728\u7ebf\u5546\u5e97\u5927\u5e45\u51cf\u5c11\u4eba\u5de5\u7ba1\u7406\u8d1f\u62c5\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\/81ffd8e6-e504-46f9-882e-091be414c3ab.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\"><source src=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\" 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\/ea377fe0-fab9-4eca-a4ce-22264fc2e3fb.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\/085b3c99-7f6a-472e-ac05-56450c2e66d7.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\"><source src=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5546\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba2\u5355\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">CRM\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u552e\u540e\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u50ac\u4ed8\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u8bc4\u8bba\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\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>\u521b\u59cb\u4eba\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7cfb\u7edf\u8986\u76d6\u7684\u8ba2\u5355\u5230\u552e\u540e\u5168\u6d41\u7a0b\u3002\u7528\u6237\u63d0\u95ee\uff1a\u201d90-99%\u7684\u5de5\u4f5c\u66ff\u4ee3\u7387\u5728\u5b9e\u9645\u7528\u6237\u4e2d\u80fd\u5b9e\u73b0\u591a\u5c11\uff1f\u591a\u6570\u5e97\u94fa\u5728\u54ea\u4e00\u6b65\u4f1a\u5361\u4f4f\uff1f\u201d \u53cd\u6620\u51fa\u5bf9\u81ea\u52a8\u5316\u843d\u5730\u7387\u7684\u8d28\u7591\uff0c\u9700\u6c42\u6848\u4f8b\u6570\u636e\u652f\u6491\u800c\u975e\u53e3\u53f7\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 AI Sales Operator\u5207\u5165\u7684\u662f\u7535\u5546\u8fd0\u8425\u4e2d\u9ad8\u5ea6\u91cd\u590d\u3001\u89c4\u5219\u660e\u786e\u7684\u201d\u6587\u6863\u578b\u201d\u5de5\u4f5c\u6d41\u2014\u2014\u901a\u77e5\u3001\u72b6\u6001\u66f4\u65b0\u3001\u50ac\u4ed8\u3001\u70b9\u8bc4\u6536\u96c6\u3002\u8fd9\u4e00\u8d5b\u9053\u786e\u5b9e\u6700\u9002\u5408AI\u521d\u671f\u843d\u5730\uff1a\u4f4e\u98ce\u9669\u3001\u9ad8\u786e\u5b9a\u3001\u6613\u91cf\u5316\u3002\u4f46\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\u56de\u590d\u7684\u201c\u66ff\u636290-99%\u7684\u7ba1\u7406\u5de5\u4f5c\u201d\uff0c\u6070\u6070\u66b4\u9732\u4e86\u8fd9\u7c7b\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u7535\u5546\u5ba2\u670d\u548c\u8fd0\u8425\u4e2d\u6700\u96be\u5543\u7684\u201c\u590d\u6742\u6216\u51b2\u7a81\u201d\u573a\u666f\u2014\u2014\u9000\u6362\u8d27\u5224\u5b9a\u3001\u6076\u610f\u5dee\u8bc4\u5904\u7406\u3001\u5ba2\u8bc9\u5347\u7ea7\u5b89\u629a\u2014\u2014\u624d\u662f\u6210\u672c\u5927\u5934\uff0c\u5374\u660e\u786e\u88ab\u5212\u4e3a\u201c\u9700\u8981\u4eba\u7c7b\u201d\u3002\u8fd9\u610f\u5473\u7740AI\u5b9e\u9645\u80fd\u541e\u4e0b\u7684\u53ea\u662f\u6d41\u7a0b\u94fe\u4e2d\u8fb9\u7f18\u4e14\u4f4e\u4ef7\u503c\u7684\u90e8\u5206\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4ece0\u8d5e\u7684\u7559\u8bc4\u6570\u91cf\u548c\u65e0\u6709\u6548\u8ba8\u8bba\u53ef\u89c1\uff0c\u4ea7\u54c1\u5e76\u672a\u5728Product Hunt\u4e0a\u5f15\u53d1\u4e13\u4e1a\u7528\u6237\u7684\u6df1\u5c42\u5173\u6ce8\u300211\u7968\u5927\u6982\u7387\u6765\u81ea\u719f\u4eba\u573a\u6216\u8005\u65e9\u671f\u5185\u6d4b\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u90a3\u552f\u4e00\u6709\u6548\u63d0\u95ee\u2014\u2014\u201c90-99%\u7684\u66ff\u4ee3\u7387\u5728\u771f\u5b9e\u7528\u6237\u4e2d\u662f\u5426\u8fbe\u6807\u201d\uff0c\u521b\u59cb\u4eba\u5e76\u672a\u6b63\u9762\u56de\u7b54\u3002\u8fd9\u66b4\u9732\u4e86\u4e00\u4e2a\u5c34\u5c2c\u4e8b\u5b9e\uff1a\u8be5\u4ea7\u54c1\u5f88\u53ef\u80fd\u8fd8\u5904\u4e8e\u5c0f\u89c4\u6a21\u5185\u6d4b\u751a\u81f3\u53ea\u662fPPT\u6f14\u793a\u9636\u6bb5\uff0c\u7f3a\u5c11\u771f\u5b9e\u590d\u8d2d\u7387\u3001\u4eba\u5de5\u51cf\u5458\u7387\u3001\u9519\u8bef\u7387\u7b49\u786c\u6570\u636e\u6491\u8170\u3002\n <\/p>\n<p class=\"ai-content\">\n \u77ed\u671f\u770b\uff0c\u5b83\u4f5c\u4e3a\u4e00\u6761\u63d2\u4ef6\u5f0f\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff0c\u5bf9\u5c0f\u4f53\u91cfDTC\u54c1\u724c\u6216\u72ec\u7acb\u7ad9\u4e3b\u4ecd\u6709\u5438\u5f15\u529b\uff0c\u80fd\u7701\u6389\u534a\u4e2a\u8fd0\u8425\u7684\u4eba\u529b\u3002\u4f46\u957f\u671f\u6765\u770b\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u81ea\u52a8\u5316\u7a0b\u5ea6\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u8fdb\u4e00\u6b65\u6253\u901a\u4e0eShopify\u3001WooCommerce\u3001ERP\u3001\u53d1\u8d27API\u4e4b\u95f4\u7684\u6df1\u5ea6\u53cc\u5411\u4ea4\u4e92\uff0c\u5e76\u9010\u6b65\u4ecb\u5165\u9000\u8d27\u3001\u6362\u8d27\u7b49\u9ad8\u98ce\u9669\u6d41\u7a0b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6c38\u8fdc\u505c\u7559\u5728\u201c\u901a\u77e5\u673a\u5668\u4eba\u201d\u8fd9\u4e2a\u4f4e\u58c1\u5792\u3001\u53ef\u8f7b\u6613\u88ab\u5e73\u53f0\u5b98\u65b9\u529f\u80fd\u6216ChatBot\u5939\u5e26\u7684\u8fb9\u7f18\u5e02\u573a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Sales Operator<\/span>\n <\/div>\n<div class=\"comment-content\">AI Sales Operator automates routine eCommerce sales operations: order confirmation, CRM status updates, customer notifications, unpaid order recovery, post-sale support, no-show reduction, review collection, and AI-powered customer communication. It helps online stores reduce manager workload and run sales processes 24\/7<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I built AI Sales Operator to automate the routine sales operations that usually require a team of eCommerce managers.<\/p>\n<p>The system already handles real post-order workflows:<\/p>\n<p>\u2013 customer order confirmation<br \/>\n\u2013 automatic CRM status updates<br \/>\n\u2013 customer notifications after each status change<br \/>\n\u2013 unpaid order recovery with payment links<br \/>\n\u2013 delivery and tracking notifications<br \/>\n\u2013 post-sale communication <\/p>\n<p>The next layer is an AI Sales Assistant that consults customers before and after purchase, handles upsells, reduces no-shows, collects reviews, and can later be extended with AI voice calls.<\/p>\n<p>The system is designed to support full automation of the sales flow \u2014 from order placement to shipment \u2014 depending on the level of integration with CRM and delivery services.<\/p>\n<p>The goal is not just to build another chatbot.<\/p>\n<p>The goal is to create an autonomous AI sales system that can replace up to 90\u201399% of routine manager work in online stores, while leaving humans only for complex or conflict cases.<\/p>\n<p>Would love your feedback \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexaiautomation\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexaiautomation<\/a> This is a solid end-to-end automation play. The post-order workflows you’ve built handle real friction points that most eCommerce teams waste cycles on manually. My question is around the 90-99% replacement claim\u2014what percentage of your early users are actually hitting that automation rate, and where do most shops get stuck in practice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! \ud83d\udc4b<\/p>\n<p>I\u2019m the creator of AI Sales Operator.<\/p>\n<p>We built this to automate the entire eCommerce sales process \u2014 from order confirmation to post-sale support and review collection.<\/p>\n<p>Curious \u2014 how are you currently handling customer communication in your store?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Hi everyone! \ud83d\udc4b<\/p>\n<p>I\u2019m the creator of AI Sales Operator.<\/p>\n<p>We built this to fully automate eCommerce sales \u2014 from order confirmation to post-sale support.<\/p>\n<p>Happy to answer any questions and would really appreciate your feedback \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy to answer any questions \ud83d\ude4c<\/p>\n<p>AI Sales Operator is built to automate routine eCommerce sales work \u2014 from order confirmation and CRM status updates to customer notifications, unpaid order recovery, and future AI sales assistance.<\/p>\n<p>What part of sales would you automate first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M2LEEQQTCD4M7U\" class=\"app-title\">AI Workflow Genarator<\/a><\/p>\n<div class=\"one-liner\">Generate complete AI workflows from a single input<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Workflow Generator \u80fd\u6839\u636e\u7528\u6237\u8f93\u5165\u7684\u4efb\u52a1\u6216\u5173\u952e\u8bcd\uff0c\u81ea\u52a8\u751f\u6210\u5305\u542b\u6b65\u9aa4\u7ed3\u6784\u3001\u63d0\u793a\u8bcd\u548c\u793a\u4f8b\u8f93\u51fa\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u7528\u6237\u5728SEO\u3001\u8425\u9500\u3001\u7f16\u7a0b\u7b49\u573a\u666f\u4e2d\u53ea\u6709\u788e\u7247\u5316\u63d0\u793a\u8bcd\u3001\u7f3a\u4e4f\u53ef\u6267\u884c\u6d41\u7a0b\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\/027d0aa1-92ff-461d-b5c8-c37f5298b1fe.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\/504860e2-1119-41c3-a94c-78dc2fb15305.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\/235716cb-16f1-420c-8a09-6c6e98acc3d5.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\">Productivity<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u5206\u89e3<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/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\u201c\u5de5\u4f5c\u6d41\u4f5c\u4e3a\u5355\u5143\u201d\u7684\u6d1e\u5bdf\uff0c\u6307\u51fa\u4eba\u4eec\u4e0d\u7f3a\u4e4f\u63d0\u793a\u8bcd\uff0c\u800c\u662f\u7f3a\u5c11\u7f16\u6392\u597d\u7684\u6d41\u7a0b\u3002\u540c\u65f6\u63d0\u51fa\u5173\u952e\u7591\u95ee\uff1a\u7528\u6237\u662f\u5426\u4f1a\u76f4\u63a5\u4f7f\u7528\u751f\u6210\u7684\u5de5\u4f5c\u6d41\uff0c\u8fd8\u662f\u4f1a\u91cd\u5ea6\u4fee\u6539\uff1f\u82e5\u540e\u8005\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u63d0\u4f9b\u6846\u67b6\u800c\u975e\u5b8c\u6574\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI Workflow Generator \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\uff1a\u63d0\u793a\u8bcd\u6cdb\u6ee5\uff0c\u4f46\u5b8c\u6574\u3001\u53ef\u590d\u7528\u7684\u5de5\u4f5c\u6d41\u7a0b\u7f3a\u5931\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4ece\u201c\u539f\u5b50\u5316\u5de5\u5177\u201d\u5411\u201c\u6d41\u7a0b\u5316\u89e3\u51b3\u65b9\u6848\u201d\u7684\u8fdb\u5316\uff0c\u65b9\u5411\u6b63\u786e\u3002\u7136\u800c\uff0c11\u4e2a\u6295\u7968\u548c\u4ec5\u6709\u7684\u4e00\u6761\u6709\u6548\u8bc4\u8bba\uff0c\u66b4\u9732\u51fa\u4ea7\u54c1\u5728\u65e9\u671f\u51b7\u542f\u52a8\u65f6\u7684\u65e0\u529b\u611f\u3002\u8bc4\u8bba\u4e2d\u7684\u53cd\u9988\u6781\u4e3a\u81f4\u547d\u2014\u2014\u201c\u7528\u6237\u4f1a\u76f4\u63a5\u4f7f\u7528\u8fd8\u662f\u91cd\u5ea6\u4fee\u6539\uff1f\u201d\u5982\u679c\u7b54\u6848\u662f\u540e\u8005\uff0c\u90a3\u4e48\u4ea7\u54c1\u6240\u8c13\u7684\u201c\u5b8c\u6574\u5de5\u4f5c\u6d41\u201d\u4e0d\u8fc7\u662f\u9ad8\u7ea7\u4e00\u70b9\u7684\u5efa\u8bae\u5217\u8868\uff0c\u5176\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\u76ee\u524d\u7684\u4ea7\u54c1\u5f62\u6001\u66f4\u50cf\u662f\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u63d0\u793a\u8bcd\u5305\u88c5\u5668\uff0c\u7f3a\u4e4f\u5bf9\u6267\u884c\u8fc7\u7a0b\u7684\u81ea\u52a8\u5316\u63a7\u5236\u548c\u53cd\u9988\u95ed\u73af\uff08\u4f8b\u5982\uff1a\u662f\u5426\u80fd\u5728\u5de5\u4f5c\u6d41\u4e2d\u5d4c\u5957\u8c03\u7528API\u3001\u8fdb\u884c\u6761\u4ef6\u5224\u65ad\u6216\u6570\u636e\u9a8c\u8bc1\uff1f\uff09\u3002\u5bf9\u4e8e\u76ee\u6807\u7528\u6237\uff08SEO\u3001\u8425\u9500\u4eba\u5458\uff09\uff0c\u4ed6\u4eec\u9700\u8981\u7684\u662f\u964d\u4f4e\u6267\u884c\u5fc3\u667a\u8d1f\u62c5\uff0c\u800c\u975e\u591a\u4e00\u4e2a\u9700\u8981\u4e8c\u6b21\u52a0\u5de5\u7684\u201c\u8349\u7a3f\u201d\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5e94\u6b62\u6b65\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5e94\u5728\u4e8e\u201c\u53ef\u6267\u884c\u201d\u4e0e\u201c\u53ef\u590d\u7528\u201d\u2014\u2014\u5982\u679c\u80fd\u505a\u6210\u53ef\u4ea4\u4e92\u7684\u6e05\u5355\uff0c\u7528\u6237\u52fe\u9009\u5373\u5b8c\u6210\uff0c\u6216\u5185\u7f6e\u81ea\u52a8\u5316\u8282\u70b9\uff0c\u624d\u7b97\u63e1\u4f4f\u4e86\u75db\u70b9\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5feb\u4f1a\u88abChatGPT\u7684\u5b9a\u5236GPTs\u6216\u5e02\u573a\u91cc\u66f4\u6210\u719f\u7684\u6d41\u7a0b\u5de5\u5177\u66ff\u4ee3\u3002\u4e00\u53e5\u8bdd\uff1a\u6d1e\u5bdf\u4e0d\u9519\uff0c\u4f46\u5b8c\u6210\u5ea6\u8fd8\u505c\u7559\u5728\u201c\u70b9\u5b50\u201d\u9636\u6bb5\uff0c\u8981\u53d8\u6210\u201c\u4f5c\u54c1\u201d\u8fd8\u5dee\u597d\u51e0\u4e2a\u8fed\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\">AI Workflow Genarator<\/span>\n <\/div>\n<div class=\"comment-content\">AI Workflow Generator creates complete, step-by-step workflows from a single input. Enter a task or keyword, and it generates: – A structured workflow – Prompts for each step – Example outputs Designed for SEO, marketing, coding, and other real-world tasks. Instead of collecting prompts, you get a full workflow you can follow or reuse.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I\u2019ve been building small SEO and AI tools, and one problem kept coming up:<br \/>\nprompts are everywhere, but actual workflows are missing.<\/p>\n<p>Most tools give you pieces.<br \/>\nBut in real work, you need the full process.<\/p>\n<p>So I built AI Workflow Generator.<\/p>\n<p>You enter a task or keyword, and it generates a complete workflow:<br \/>\n– step-by-step structure<br \/>\n– prompts for each step<br \/>\n– example outputs <\/p>\n<p>Something you can actually follow or reuse.<\/p>\n<p>I\u2019d love to know:<br \/>\nWould you use something like this, or do you prefer building workflows manually?<\/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\/@winna_zhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@winna_zhang<\/a> The workflow-as-a-unit insight is solid\u2014most people are drowning in individual prompts but starving for orchestrated processes. One thing worth validating: do users actually follow the generated workflows as-is, or do they tend to customize them heavily. If it’s the latter, the real value might be in the scaffolding rather than the completeness.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VZRRT724RLIB5K\" class=\"app-title\">LazySEO<\/a><\/p>\n<div class=\"one-liner\">Go from keyword to ranking content in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LazySEO \u662f\u4e00\u4e2a\u5168\u81ea\u52a8 SEO \u5185\u5bb9\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u5173\u952e\u8bcd\u7814\u7a76\u3001\u64b0\u51992500\u5b57\u7684\u4f18\u5316\u6587\u7ae0\u5e76\u76f4\u63a5\u53d1\u5e03\u5230\u7f51\u7ad9\uff0c\u5e2e\u52a9\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u7ad9\u957f\u5c06\u201c\u60f3\u6cd5\u2192\u6392\u540d\u201d\u7684\u7e41\u7410\u6d41\u7a0b\u538b\u7f29\u4e3a\u4e00\u952e\u64cd\u4f5c\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u62fc\u51d1\u3001\u624b\u52a8\u4f18\u5316\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5cbb1f6-94f6-4d63-9e50-a00556754da6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7f54f15-734b-4dbc-8c37-65040d192b33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71a54983-fe0d-4737-9813-4e37a75bbbec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87e78d3b-5351-41ab-a383-074920a15035.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55eea7b9-062e-491f-80bc-e08f44b68e5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/800d2b99-46ec-438c-9efe-5ef80a28dc34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2200840-e8b3-4aab-baed-23d37c7d51c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/972a5ea3-3815-4867-9c13-9c9c579bd87b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6392\u540d\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ad9\u70b9\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u5316SEO<\/span><br \/>\n <span class=\"tag\">\u957f\u5c3e\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u591a\u5f15\u64ce\u6392\u540d<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\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\u8ba4\u53ef\u5176\u6574\u5408\u5de5\u4f5c\u6d41\u3001\u964d\u4f4e\u591a\u5de5\u5177\u6210\u672c\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u5173\u952e\u8bcd\u7814\u7a76\u6570\u636e\u6765\u6e90\u7684\u6df1\u5ea6\uff1b2. \u662f\u5426\u652f\u6301\u7a0b\u5e8f\u5316SEO\uff08\u6839\u636e\u6570\u636e\u96c6\u6279\u91cf\u751f\u6210\u5185\u5bb9\uff09\uff1b3. \u5b9a\u4ef7\u95e8\u69db\u53ca\u5b9e\u9645\u6548\u679c\u9a8c\u8bc1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LazySEO \u8e29\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6301\u7eed\u5b58\u5728\u7684\u75db\u70b9\u2014\u2014SEO \u5185\u5bb9\u751f\u4ea7\u7684\u201c\u7ba1\u9053\u5de5\u56f0\u5883\u201d\u3002\u5bf9\u4e8e\u8fd0\u8425\u591a\u4e2a\u7f51\u7ad9\u6216\u4e2a\u4eba\u7ad9\u957f\u7684\u7528\u6237\u800c\u8a00\uff0c\u4ece\u5173\u952e\u8bcd\u6316\u6398\u3001\u5185\u5bb9\u64b0\u5199\u3001SEO \u4f18\u5316\u5230\u6700\u7ec8\u53d1\u5e03\uff0c\u5f80\u5f80\u9700\u8981\u5728 Ahrefs\u3001Surfer\u3001Jasper \u7b49\u5de5\u5177\u95f4\u53cd\u590d\u5207\u6362\uff0c\u65e2\u6d88\u8017\u9884\u7b97\u53c8\u62d6\u6162\u8282\u594f\u3002LazySEO \u7684\u201c\u4e00\u4f53\u5316\u81ea\u52a8\u6d41\u6c34\u7ebf\u201d\u601d\u8def\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7528\u5de5\u7a0b\u5316\u601d\u7ef4\u89e3\u51b3\u5185\u5bb9\u751f\u4ea7\u7684\u9ad8\u9891\u91cd\u590d\u52b3\u52a8\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u201c\u51cf\u5c11\u6469\u64e6\u201d\u2014\u2014\u5c06\u4e13\u4e1a\u95e8\u69db\u548c\u64cd\u4f5c\u6210\u672c\u5927\u5e45\u964d\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u8fd9\u79cd\u201c\u5168\u81ea\u52a8\u201d\u6a21\u5f0f\u6697\u85cf\u4e24\u4e2a\u9677\u9631\uff1a\u5176\u4e00\uff0cAI \u751f\u6210\u7684\u957f\u6587\uff082500\u5b57\uff09\u5728 Google \u7b49\u641c\u7d22\u5f15\u64ce\u773c\u4e2d\uff0c\u82e5\u65e0\u624e\u5b9e\u7684\u6570\u636e\u652f\u6491\u6216\u72ec\u7279\u7684\u6d1e\u5bdf\uff0c\u6781\u6613\u88ab\u5224\u5b9a\u4e3a\u201c\u4f4e\u8d28\u91cf\u5185\u5bb9\u201d\uff0c\u7279\u522b\u662f\u5728 YMYL \u9886\u57df\uff1b\u5176\u4e8c\uff0c\u4ea7\u54c1\u8fc7\u4e8e\u5f3a\u8c03\u201c\u4e00\u952e\u76f4\u8fbe\u6392\u540d\u201d\uff0c\u5bb9\u6613\u8ba9\u7528\u6237\u4ea7\u751f\u4e0d\u5207\u5b9e\u9645\u7684\u9884\u671f\u3002SEO \u7684\u6210\u529f\u4ece\u6765\u4e0d\u53ea\u662f\u5185\u5bb9\u672c\u8eab\uff0c\u5916\u94fe\u3001\u6743\u5a01\u6027\u3001\u7528\u6237\u4f53\u9a8c\u7b49\u56e0\u7d20\u7f3a\u4e00\u4e0d\u53ef\u3002\u6b64\u5916\uff0c\u7528\u6237\u5bf9\u5173\u952e\u8bcd\u6570\u636e\u6e90\u7684\u8ffd\u95ee\uff0c\u76f4\u6307\u6838\u5fc3\u91cc\u7a0b\u7891\u2014\u2014\u5982\u679c\u7814\u7a76\u9636\u6bb5\u7684\u6570\u636e\u8d28\u91cf\u4e0d\u591f\u786c\uff0c\u5168\u81ea\u52a8\u751f\u6210\u7684\u5185\u5bb9\u53ea\u80fd\u51fa\u91cf\uff0c\u96be\u4ee5\u51fa\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLazySEO \u4f5c\u4e3a\u4e00\u4e2a\u201c\u5185\u5bb9\u751f\u4ea7\u7684\u81ea\u52a8\u5316\u52a0\u901f\u5668\u201d\u6709\u660e\u786e\u7684\u573a\u666f\u4ef7\u503c\uff0c\u5c24\u5176\u9002\u5408\u957f\u5c3e\u5173\u952e\u8bcd\u8986\u76d6\u548c\u5185\u5bb9\u89c4\u6a21\u6269\u5f20\u9636\u6bb5\u3002\u4f46\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u6267\u884c\u8005\u201d\uff0c\u800c\u975e\u201c\u7b56\u7565\u5bb6\u201d\u3002\u5982\u679c\u4f60\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\u54c1\u724c\u6df1\u5ea6\u6216\u4e13\u4e1a\u58c1\u5792\uff0c\u90a3\u4e48\u8fd9\u7c7b\u5de5\u5177\u53ea\u662f\u52a9\u653b\uff1b\u5982\u679c\u4f60\u7684\u76ee\u6807\u662f\u7528\u6700\u4f4e\u6210\u672c\u5feb\u901f\u94fa\u91cf\u3001\u6d4b\u8bd5\u5e02\u573a\uff0c\u5b83\u53ef\u80fd\u662f\u76ee\u524d\u6700\u7701\u5fc3\u7684\u9009\u62e9\u4e4b\u4e00\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\">LazySEO<\/span>\n <\/div>\n<div class=\"comment-content\">LazySEO researches keywords, writes 2,500-word SEO articles, and publishes them to your site daily \u2014 fully automated. Rank on Google, ChatGPT, Perplexity & Gemini. First 3 posts for $1<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>LazySEO started from frustration.<\/p>\n<p>SEO today feels like duct-taping 5 tools together\u2014keywords in one place, briefs in another, optimization somewhere else\u2026 and a lot of manual work in between.<\/p>\n<p>So I built LazySEO to compress that entire workflow into one place.<\/p>\n<p>The goal is simple: go from idea \u2192 keyword \u2192 optimized content without the usual grind.<\/p>\n<p>It\u2019s built for people who actually want results, not more dashboards.<\/p>\n<p>I\u2019d love your honest feedback\u2014what\u2019s missing, what feels unnecessary, what you\u2019d never use. I\u2019ll be here all day \ud83d\ude4c<\/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\/@costin_gheorghe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@costin_gheorghe<\/a> The duct-taping metaphor hits hard\u2014that fragmentation is real and kills productivity. Compressing the entire workflow into one place is the right instinct. One question as you refine: how are you handling the research phase when creators find that initial keyword list is only as good as the data behind it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>as someone running three different niche sites, the cost of ‘duct-taping’ ahrefs, surfer, and jasper is killing my margins. lazyseo compressing that into one price point and one workflow is huge. does it support programmatic seo if we provide a data set? <a href=\"https:\/\/www.producthunt.com\/@costin_gheorghe\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"costin_gheorghe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@costin_gheorghe<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/lazyseo\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lazyseo\" target=\"_blank\" rel=\"noopener\">@LazySEO<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Instead of spending hours on keyword research, writing, optimization, and publishing\u2026 LazySEO does it all for you.<br \/>\n\u2705 Finds keywords your competitors rank for<br \/>\n\u2705 Writes SEO-optimized articles automatically<br \/>\n\u2705 Adds internal links, images & even videos<br \/>\n\u2705 Publishes directly to you CMS<br \/>\n\u2705 Helps you rank on Google + AI search tools like ChatGPT &<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> yes, for sure we do have this. Start a trial and give it a try <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M7KI4CDVGAPXFU\" class=\"app-title\">Il Frullatore Carl\u00e0 (Buffett-style App)<\/a><\/p>\n<div class=\"one-liner\">A revolutionary app: a Buffett-style analysis in two minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Il Frullatore Carl\u00e0 \u662f\u4e00\u6b3e\u57fa\u4e8e35\u5e74\u6295\u8d44\u65b9\u6cd5\u8bba\u6784\u5efa\u7684AI\u5206\u6790\u5e94\u7528\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u57282\u5206\u949f\u5185\u5b8c\u6210\u5df4\u83f2\u7279\u5f0f\u7684\u6df1\u5ea6\u516c\u53f8\u5206\u6790\uff0c\u89e3\u51b3\u4f20\u7edfAI\u5206\u6790\u6cdb\u6cdb\u800c\u8c08\u3001\u7f3a\u4e4f\u4e13\u4e1a\u8d22\u52a1\u6d1e\u5bdf\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\/f58c745d-c3cd-461a-b2b5-2630845c4ccd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59c7a10f-60a6-4035-bbd8-e369adccfb7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfc214a1-09bb-4eb5-b9b1-388a50303fba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6295\u8d44\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5df4\u83f2\u7279\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ef7\u503c\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u62a5\u8868\u6df1\u5ea6\u5206\u6790<\/span><br \/>\n <span class=\"tag\">RAG\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6295\u7814<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u51b3\u7b56\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u6295\u8d44\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u80a1\u7968\u5206\u6790\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u8be5\u5e94\u7528\u662f\u5c0635\u5e74\u65b9\u6cd5\u8bba\u8f6c\u5316\u4e3a\u4ea7\u54c1\u7684\u6770\u4f5c\uff0c\u5e76\u8ba4\u540c\u5176\u6838\u5fc3\u6d1e\u5bdf\u2014\u2014\u91d1\u878dAI\u5de5\u5177\u7684\u5173\u952e\u5728\u4e8eRAG\uff08\u4e0a\u4e0b\u6587\u4e0e\u63d0\u95ee\u7ed3\u6784\uff09\u800c\u975e\u6a21\u578b\u672c\u8eab\uff0c\u5927\u591a\u6570\u5de5\u5177\u56e0\u63d0\u95ee\u6cdb\u6cdb\u800c\u5931\u8d25\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8eAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u521b\u59cb\u4ebaFrancesco Carl\u00e0\u8017\u65f635\u5e74\u6253\u78e8\u7684\u4e00\u5957\u201c\u63d0\u95ee\u903b\u8f91\u201d\u2014\u2014\u8fd9\u6b63\u662f\u8bb8\u591a\u91d1\u878dAI\u4ea7\u54c1\u6240\u7f3a\u5931\u7684\u7075\u9b42\u3002\u5728\u901a\u7528\u5927\u6a21\u578b\u6cdb\u6ee5\u7684\u4eca\u5929\uff0c\u8c01\u90fd\u80fd\u8ba9ChatGPT\u5199\u4e00\u4efd\u82f9\u679c\u516c\u53f8\u7684\u5206\u6790\u62a5\u544a\uff0c\u4f46\u7ed3\u679c\u5f80\u5f80\u662f\u201c\u6b63\u786e\u800c\u65e0\u7528\u201d\u7684\u8868\u9762\u4fe1\u606f\u3002Carl\u00e0\u4ece\u65b9\u6cd5\u8bba\u5c42\u9762\u6784\u5efa\u4e86\u4e00\u4e2a\u7cbe\u5bc6\u7684RAG\u7cfb\u7edf\uff0c\u5b83\u77e5\u9053\u8be5\u95ee\u4ec0\u4e48\u3001\u8be5\u5ffd\u7565\u4ec0\u4e48\u3001\u8be5\u4ece\u54ea\u91cc\u6293\u53d6\u5173\u952e\u6570\u636e\uff0c\u8fd9\u79cd\u201c\u5206\u6790\u5e08\u601d\u7ef4\u201d\u7684\u6570\u5b57\u5316\u5c01\u88c5\u624d\u662f\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u7684\u6295\u7968\u6570\uff0810\u7968\uff09\u4e0e\u5176\u91ce\u5fc3\u5f62\u6210\u9c9c\u660e\u53cd\u5dee\uff0c\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\u3002\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u7528\u6237\u53cd\u9988\u4e2d\u63d0\u5230\u7684\u201c2\u5206\u949f\u5b8c\u6210\u8fc7\u53bb3\u5929\u7684\u5de5\u4f5c\u201d\uff0c\u8fd9\u6697\u793a\u4ea7\u54c1\u5728\u6548\u7387\u63d0\u5347\u4e0a\u786e\u6709\u98a0\u8986\u6027\uff0c\u4f46\u524d\u63d0\u662f\u7528\u6237\u672c\u8eab\u5177\u5907\u4e00\u5b9a\u7684\u8d22\u52a1\u5206\u6790\u57fa\u7840\u2014\u2014\u5b83\u66f4\u9002\u5408\u4e13\u4e1a\u6295\u8d44\u8005\u3001\u8d44\u4ea7\u7ba1\u7406\u8005\u6216\u91d1\u878d\u673a\u6784\u5206\u6790\u5e08\uff0c\u800c\u975e\u6563\u6237\u5c0f\u767d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u521b\u59cb\u4eba\u58f0\u79f0\u201c\u6570\u5343\u6b21\u5206\u6790\u5df2\u5b8c\u6210\u201d\uff0c\u4f46\u7f3a\u4e4f\u516c\u5f00\u7684\u4e1a\u7ee9\u56de\u6d4b\u6216\u5bf9\u6bd4\u9a8c\u8bc1\u3002\u6295\u8d44\u5206\u6790\u7684\u4ef7\u503c\u6700\u7ec8\u8981\u843d\u5728\u201c\u51b3\u7b56\u7ed3\u679c\u201d\u4e0a\uff0c\u800c\u975e\u201c\u5206\u6790\u8fc7\u7a0b\u201d\u6709\u591a\u4e13\u4e1a\u3002\u5982\u679c\u8fd9\u5957\u7cfb\u7edf\u65e0\u6cd5\u5728\u5b9e\u9645\u4ea4\u6613\u4e2d\u88ab\u8bc1\u660e\u80fd\u66f4\u51c6\u786e\u8bc6\u522b\u4f01\u4e1a\u57fa\u672c\u9762\u98ce\u9669\u6216\u4f4e\u4f30\u673a\u4f1a\uff0c\u90a3\u5b83\u518d\u201c\u806a\u660e\u201d\u4e5f\u53ea\u662f\u4e00\u672c\u6602\u8d35\u7684\u91d1\u878d\u6559\u6750\u3002\u6b64\u5916\uff0c35\u5e74\u65b9\u6cd5\u8bba\u542c\u8d77\u6765\u60a0\u4e45\uff0c\u4f46\u82e5\u7f3a\u4e4f\u5bf9\u73b0\u4ee3\u65b0\u5174\u884c\u4e1a\uff08\u5982AI\u3001\u751f\u7269\u79d1\u6280\u3001\u4e91\u8ba1\u7b97\uff09\u8d22\u52a1\u6a21\u578b\u7684\u9002\u914d\u66f4\u65b0\uff0c\u8fd9\u5957\u201c\u8001\u914d\u65b9\u201d\u5f88\u53ef\u80fd\u5728\u89e3\u8bfb\u4e8f\u635f\u4f46\u9ad8\u589e\u957f\u7684\u5546\u4e1a\u6a21\u5f0f\u65f6\u6c34\u571f\u4e0d\u670d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u6709\u201c\u7075\u9b42\u201d\u7684\u91d1\u878dAI\u5de5\u5177\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u4e13\u5bb6\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u521a\u9700\u751f\u4ea7\u529b\u201d\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u771f\u5b9e\u7684\u6295\u8d44\u6848\u4f8b\u6765\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\">Il Frullatore Carl\u00e0 (Buffett-style App)<\/span>\n <\/div>\n<div class=\"comment-content\">My app is built on a proprietary system that incorporates over 35 years of analytical methodology. The quality of the output depends by skills that require decades of practical experience to develop. \u201cAnyone can ask a general-purpose AI to analyze a company,\u201d says Carl\u00e0. \u201cWhat they get is a superficial analysis. What makes the difference is what\u2019s inside the system\u2014and that\u2019s the result of thirty-five years of work.\u201d<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">HOW I BUILT THE \u201cBLENDER\u201d FOR THE STOCK MARKET<\/p>\n<p>It took me 35 years to build this app. And just a few months to code it.<br \/>\nLet me explain.<\/p>\n<p>By 2000, I had already realized one thing: analyzing a publicly traded company isn\u2019t difficult. It\u2019s time-consuming. It requires knowing where to look, what to weigh, and what to ignore. It requires a method.<\/p>\n<p>I called that method \u201cThe Blender\u201d \u2014 because it takes raw data from different sources and turns it into something useful.<\/p>\n<p>I wrote newsletters about this. Books. University courses. For 35 years, I refined those questions: what are the things you need to know about a company before investing?<\/p>\n<p>Then modern artificial intelligence arrived. And I realized the time had come.<\/p>\n<p>-The problem with generic AI tools for finance<\/p>\n<p>Anyone can open ChatGPT and ask, \u201cAnalyze Apple.\u201d What you get is generic, superficial, and often wrong. Not because the AI is stupid\u2014but because it doesn\u2019t know what to ask. Or where to look.<\/p>\n<p>The heart of an AI analysis system isn\u2019t the model. It\u2019s the RAG\u2014the context, the instructions, the sources, the structure of the questions. And to build a serious financial RAG, you need to know how to truly analyze a company. <\/p>\n<p>You must have been wrong enough times. <\/p>\n<p>You have to have learned from the best in the world (and I\u2019ve been reading Warren Buffett, Charlie Munger, Peter Lynch, and Phil Fisher for thirty years).<\/p>\n<p>Very few people in the world have that combination. I do. And I\u2019ve put it into the Blender.<\/p>\n<p>-What happened after the test launch<\/p>\n<p>Thousands of analyses already done. Even before the official launch.<\/p>\n<p>What struck me isn\u2019t the number. It\u2019s the quality of the questions I\u2019m getting. Investors who, for the first time, truly understand the business they\u2019re analyzing. <\/p>\n<p>People writing to me: \u201cFrancesco, it took me 2 minutes. Before, it would have taken me three days\u2014assuming I knew what to look for.\u201d<\/p>\n<p>That\u2019s why I built it.<\/p>\n<p>The official launch is next week. If you want to try it now:<br \/>\n\ud83d\udc49 <a href=\"https:\/\/analisi-profonda-carl-322960247270.us-west1.run.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/analisi-profonda-carl-32…<\/a><\/p>\n<p>And if you work in finance, asset management, or consulting\u2014and you\u2019re wondering how this will change your work\u2014let\u2019s talk about it in the comments.<\/p>\n<p>#SmartFinance #ConsciousInvesting #AI #Analysis #CarlaBlender<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@francesco_carla_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francesco_carla_<\/a> This is a compelling origin story\u2014the 35 years of methodology distilled into a functional product is the real work. The insight about RAG being the bottleneck rather than the model itself is spot on; most finance tools fail because they ask generic questions, not because the AI can’t think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UMUUG6MDUEOEXX\" class=\"app-title\">Palabros<\/a><\/p>\n<div class=\"one-liner\">A dictionary that keeps words in widgets until they stick<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Palabros\u662f\u4e00\u6b3e\u8ba9\u4f60\u67e5\u8bcd\u540e\u4e0d\u4f1a\u8f6c\u5934\u5c31\u5fd8\u7684\u8bcd\u5178APP\uff0c\u901a\u8fc7\u5c0f\u7ec4\u4ef6\u53cd\u590d\u5448\u73b0\u751f\u8bcd\uff0c\u5e2e\u4f60\u771f\u6b63\u628a\u8bcd\u6c47\u201c\u8bb0\u4f4f\u201d\u800c\u975e\u4ec5\u4ec5\u201c\u67e5\u8fc7\u201d\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\/96beebdb-14a3-4982-88c2-09221d6b0857.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\/3018cd13-2117-4db5-82b5-e7ef4bc2a045.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0214b8b4-5241-4a67-86e5-22675100c3c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c777fb34-f4ad-484b-8741-81ceb0007caf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feb7a829-4179-4f96-959a-2ec25bf0a197.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a3b7ddb-46ab-4b60-8895-680305bb7c1e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8d4e1e55-2325-4f1a-b7f3-24c00040936a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ctu5o_7FIpA\"><source src=\"https:\/\/youtu.be\/ctu5o_7FIpA\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bcd\u5178\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5355\u8bcd\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8bcd\u6e90<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u4e00\u8bcd<\/span><br \/>\n <span class=\"tag\">\u590d\u4e60\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u53cc\u8bed\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">iOS<\/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>\u5f53\u524d\u4ec5\u6709\u4e00\u6761\u5236\u4f5c\u8005\u81ea\u8ff0\uff0c\u65e0\u7528\u6237\u8bc4\u8bba\u3002\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\uff1a\u4ea7\u54c1\u521a\u53d1\u5e03\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u53cd\u9988\u6765\u9a8c\u8bc1\u201c\u8bb0\u4f4f\u5355\u8bcd\u201d\u7684\u5b9e\u9645\u6548\u679c\u4e0e\u7528\u6237\u75db\u70b9\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 Palabros\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\u2014\u2014\u67e5\u4e86\u8bcd\u5374\u8bb0\u4e0d\u4f4f\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201c\u7528\u5c0f\u7ec4\u4ef6\u53cd\u590d\u5f3a\u5316\u201d\u786e\u5b9e\u5207\u4e2d\u4e86\u88ab\u52a8\u8bb0\u5fc6\u7684\u5e38\u89c1\u7f3a\u53e3\uff0c\u4e14\u65e0\u5e7f\u544a\u3001\u53cc\u8bed\u6a21\u5f0f\u3001\u590d\u4e60\u6e38\u620f\u7b49\u8bbe\u8ba1\u663e\u793a\u4ea7\u54c1\u6253\u78e8\u5f97\u76f8\u5f53\u7ec6\u81f4\u3002\u4f46\u4ece\u6295\u7968\u6570\uff0810\uff09\u548c\u96f6\u7528\u6237\u8bc4\u8bba\u6765\u770b\uff0c\u76ee\u524d\u8fd8\u5904\u4e8e\u65e9\u671f\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u7f3a\u4e4f\u5e02\u573a\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8fd9\u4e2a\u529f\u80fd\u6781\u6613\u88ab\u5927\u5382\u201c\u590d\u5236\u7c98\u8d34\u201d\u2014\u2014iOS\u81ea\u5e26\u8bcd\u5178\u3001\u6b27\u8def\u3001\u58a8\u58a8\u7b49\u4ea7\u54c1\u65e9\u5df2\u5177\u5907\u751f\u8bcd\u672c\u548c\u590d\u4e60\u673a\u5236\uff0cPalabros\u4ec5\u9760\u5c0f\u7ec4\u4ef6\u548c\u591a\u82b1\u6837\u7684\u590d\u4e60\u6e38\u620f\u96be\u4ee5\u6784\u7b51\u62a4\u57ce\u6cb3\u3002\u771f\u6b63\u7684\u58c1\u5792\u5e94\u8be5\u5728\u4e8e\u201c\u5982\u4f55\u8ba9\u7528\u6237\u613f\u610f\u6253\u5f00\u5e76\u575a\u6301\u4f7f\u7528\u201d\uff0c\u800c\u975e\u5355\u7eaf\u589e\u52a0\u4fe1\u606f\u66dd\u5149\u9891\u6b21\u3002\u53e6\u5916\uff0c\u5b98\u65b9\u5b9a\u4e49+\u6613\u61c2\u89e3\u91ca\u7684\u53cc\u5c42\u5c55\u793a\u662f\u4eae\u70b9\uff0c\u4f46\u82e5\u8bcd\u5e93\u8d28\u91cf\u4e0e\u66f4\u65b0\u901f\u5ea6\u4e0d\u80fd\u6301\u7eed\u4f18\u4e8e\u7ade\u54c1\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u7cbe\u81f4\u4f46\u53ef\u6709\u53ef\u65e0\u201d\u7684\u66ff\u4ee3\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u4e00\u6b21\u4e70\u65ad+\u514d\u8d39\u8bd5\u7528\u7684\u6a21\u5f0f\u5bf9\u7528\u6237\u53cb\u597d\uff0c\u4f46\u540e\u7eed\u8fd0\u8425\u538b\u529b\u5de8\u5927\uff1a\u7f3a\u4e4f\u8ba2\u9605\u5236\u73b0\u91d1\u6d41\uff0c\u9700\u8981\u6781\u9ad8\u7528\u6237\u7c98\u6027\u548c\u53e3\u7891\u4f20\u64ad\u624d\u80fd\u7ef4\u6301\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u901a\u8fc7\u793e\u533a\u8fd0\u8425\u6216\u5b66\u4e60\u6253\u5361\u529f\u80fd\u5efa\u7acb\u793e\u4ea4\u9a71\u52a8\uff0c\u5426\u5219\u5728\u5355\u8bcd\u5e94\u7528\u7684\u7ea2\u6d77\u4e2d\uff0c\u4ec5\u4ec5\u201c\u8bbe\u8ba1\u611f\u201d\u548c\u201c\u5c0f\u7ec4\u4ef6\u201d\u5f88\u96be\u8ba9\u7528\u6237\u957f\u671f\u9a7b\u8db3\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\">Palabros<\/span>\n <\/div>\n<div class=\"comment-content\">Palabros is a thoughtfully designed dictionary that helps words stay with you. Look up a word, read the official definition, get a clearer plain explanation, save it, and keep it in widgets until it sticks. It also includes Word of the Day, review games, optional bilingual mode, and a calm, ad-free experience built for understanding and remembering words.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi folks! I\u2019m Nacho, the maker of Palabros.<\/p>\n<\/p>\n<p>I built <strong>Palabros<\/strong> because most dictionary apps help you find a word, but not actually remember it.<\/p>\n<p>Palabros is a dictionary designed to <strong>make vocabulary stick<\/strong>. You can look up a word, understand it quickly, save it, and keep seeing it again through widgets until it sticks.<\/p>\n<p>It includes official definitions, simpler explanations, review games, tags, word import, Word of the Day, etymology, customizable widgets and beautiful stats; all designed to make saved vocabulary easier to revisit over time, wrapped in a calm, carefully crafted, ad-free experience.<\/p>\n<p>The goal is simple: <strong>not just to define a word, but to help it stay with you<\/strong>.<\/p>\n<p>If you try it, I\u2019d especially love to know this: what makes a word actually stick for you?<\/p>\n<p>Palabros is <strong>free to download and use<\/strong>, with Pro unlocked through a <strong>one-time purchase<\/strong>. And as a small thank you for the Product Hunt community, here\u2019s a <strong>50% off Palabros Pro<\/strong> offer code valid until July 1.<\/p>\n<p><a href=\"https:\/\/apps.apple.com\/redeem?ctx=offercodes&id=6758098070&code=S37MQ8W7MQ8SZ71\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/redeem?ctx=offercodes&id=6758098070&code=S37MQ8W7MQ8SZ71<\/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<\/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\/5JOJCNRNT2TO6R\" class=\"app-title\">fossel<\/a><\/p>\n<div class=\"one-liner\">Local MCP memory server for persistent AI context repos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fossel\u662f\u4e00\u4e2a\u672c\u5730MCP\u5185\u5b58\u670d\u52a1\u5668\uff0c\u4e13\u4e3a\u5f00\u6e90\u8d21\u732e\u8005\u8bbe\u8ba1\uff0c\u901a\u8fc7SQLite\u6570\u636e\u5e93\u4e3aCursor\u3001Claude Desktop\u7b49AI\u5de5\u5177\u63d0\u4f9b\u6301\u4e45\u5316\u3001\u6309\u4ed3\u5e93\u611f\u77e5\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u89e3\u51b3AI\u5bf9\u8bdd\u95f4\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3daee21-6ea9-4031-b0f7-e0d00304fdc7.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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ed3\u5e93\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">SQLite\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u52a9\u624b\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u8bb0\u5fc6\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005@vignesh_g10\u80af\u5b9a\u4e86\u4ece\u4fdd\u5b58\/\u641c\u7d22\u6f14\u53d8\u5230\u534f\u4f5c\u8bb0\u5fc6\u7ba1\u7406\u7684\u65b9\u5411\uff0c\u8ba4\u4e3a\u56fa\u5b9a\u548c\u603b\u7ed3\u529f\u80fd\u80fd\u63d0\u5347AI\u4e0a\u4e0b\u6587\u4fe1\u566a\u6bd4\uff0c\u5e76\u597d\u5947\u662f\u5426\u5728\u7f16\u7801\u4e4b\u5916\u6709\u66f4\u591a\u56e2\u961f\u534f\u4f5c\u573a\u666f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fossel\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1aAI\u7f16\u7801\u52a9\u624b\u201c\u6bcf\u4f1a\u8bdd\u4ece\u96f6\u5f00\u59cb\u201d\u7684\u5931\u5fc6\u75c7\u3002\u5b83\u5c06\u8bb0\u5fc6\u4ece\u4e91\u7aef\u62c9\u56de\u672c\u5730\uff0c\u7528SQLite\u4f5c\u4e3a\u6301\u4e45\u5c42\uff0c\u672c\u8d28\u4e0a\u662f\u4e3aAI\u5de5\u4f5c\u6d41\u6784\u5efa\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u3001\u53ef\u7f16\u7a0b\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u3002\u8fd9\u79cd\u601d\u8def\u6bd4\u4f9d\u8d56\u6a21\u578b\u5185\u7f6e\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u66f4\u52a1\u5b9e\uff0c\u56e0\u4e3a\u540e\u8005\u53d7\u9650\u4e8e\u957f\u5ea6\u548c\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u770b\uff0cFossel\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002\u6838\u5fc3\u529f\u80fd\uff08\u66f4\u65b0\u3001\u56fa\u5b9a\u3001\u603b\u7ed3\uff09\u672c\u8d28\u4e0a\u662f\u5bf9\u672c\u5730\u952e\u503c\u6570\u636e\u5e93\u7684\u5c01\u88c5\uff0c\u6280\u672f\u95e8\u69db\u8f83\u4f4e\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u4ed3\u5e93\u611f\u77e5\u201d\u7684\u8bbe\u8ba1\u2014\u2014\u5b83\u4e0d\u53ea\u662f\u5b58\u50a8\u7247\u6bb5\uff0c\u800c\u662f\u8bd5\u56fe\u7406\u89e3\u6bcf\u4e2arepo\u7684\u7ea6\u5b9a\u3001Bug\u6a21\u5f0f\u7b49\u7ed3\u6784\u5316\u77e5\u8bc6\u3002\u8fd9\u6697\u793a\u7740\u66f4\u5f3a\u7684\u8bed\u4e49\u67e5\u8be2\u548c\u6a21\u5f0f\u5339\u914d\u80fd\u529b\uff0c\u5982\u679c\u53ea\u505c\u7559\u5728\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u5219\u5bb9\u6613\u88ab\u66f4\u901a\u7528\u7684VectorDB\u53d6\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u91ce\u5fc3\u53ef\u80fd\u4e0d\u6b62\u4e8e\u7f16\u7801\u573a\u666f\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u56e2\u961f\u534f\u4f5c\u8bb0\u5fc6\u201d\u662f\u66f4\u6709\u60f3\u8c61\u529b\u7684\u65b9\u5411\uff1a\u5f53\u591a\u4eba\u901a\u8fc7AI\u534f\u4f5c\u65f6\uff0c\u4e00\u4e2a\u5171\u4eab\u7684\u3001\u7ed3\u6784\u5316\u7684\u4e0a\u4e0b\u6587\u5e93\u80fd\u6781\u5927\u51cf\u5c11\u6c9f\u901a\u6210\u672c\u3002\u4f46\u96be\u70b9\u5728\u4e8e\uff0c\u76ee\u524d\u7684\u5b58\u50a8\u4ecd\u4ee5\u672c\u5730\u6587\u4ef6\u4e3a\u57fa\u7840\uff0c\u7f3a\u4e4f\u591a\u7528\u6237\u540c\u6b65\u548c\u51b2\u7a81\u89e3\u51b3\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aFossel\u7528\u6700\u6734\u7d20\u7684\u65b9\u5f0f\u89e3\u51b3\u4e86AI\u52a9\u624b\u6700\u6838\u5fc3\u7684\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u95ee\u9898\uff0c\u6982\u5ff5\u6b63\u786e\uff0c\u4f46\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u4e00\u4e2a\u6f02\u4eae\u7684SQLite wrapper\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u7406\u89e3\u3001\u63a8\u7406\u548c\u6f14\u8fdb\u4ee3\u7801\u77e5\u8bc6\u7684\u667a\u80fd\u8bb0\u5fc6\u5c42\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\">fossel<\/span>\n <\/div>\n<div class=\"comment-content\">Fossel is a local MCP memory server for open-source contributors. It gives AI tools like Cursor and Claude Desktop persistent, repo-aware memory \u2014 storing conventions, bug fixes, reviewer patterns, and decisions in a local SQLite database. Tools included: update_memory, pin_memory, unpin_memory, and summarize_repo_context. No cloud. No account. Just run npx -y fossel init and you’re live in 30s.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Fossel because I kept losing context between AI coding sessions \u2014 every new chat in Cursor or Claude Desktop started from zero. Fossel solves this by giving your AI a persistent, local memory tied to each repo. The process evolved a lot: started with just save\/search, then realized contributors need to update, pin, and summarize their memory to actually trust it. Would love to hear how you use it \u2014 drop a comment below! \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vignesh_g10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vignesh_g10<\/a> The evolution from save\/search to collaborative memory management is smart \u2014 that’s where the real value clicks for teams. The pinning and summarization layer especially makes sense since AI context quality depends on signal-to-noise ratio. Curious if you’re seeing use cases beyond coding where teams want persistent context repos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G6AAF7GHBTJX4R\" class=\"app-title\">RepoRose<\/a><\/p>\n<div class=\"one-liner\">Start new claude chat with full context without using tokens<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RepoRose\u901a\u8fc7\u751f\u6210\u7ed3\u6784\u5316\u4ee3\u7801\u5e93\u6620\u5c04\u6587\u4ef6\uff0c\u8ba9AI\u5728\u542f\u52a8\u65b0\u804a\u5929\u65f6\u65e0\u9700\u91cd\u590d\u8bfb\u53d6\u6574\u4e2a\u4ed3\u5e93\u5373\u53ef\u83b7\u5f97\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u5927\u5e45\u524a\u51cfToken\u6d88\u8017\u5e76\u907f\u514d\u957f\u4f1a\u8bdd\u5e26\u6765\u7684\u5e7b\u89c9\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0e4f688-c4bf-482b-9f68-0b1dc87c4053.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f34fa0b4-bba1-438d-8b46-3a6b50850e7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe80de4a-0ccb-4221-8e8d-048a04a10815.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6348320-7520-4980-be0b-2cea10c1460b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb4cb325-6182-4ebb-962c-ddc51c3e067f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e1c5185-247a-4173-b147-a1fdc8dc1d9f.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\">GitHub<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">\u4f9d\u8d56\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u652f\u6301<\/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\u6838\u5fc3\u75db\u70b9\uff1a\u957f\u4f1a\u8bdd\u5bfc\u81f4AI\u5e7b\u89c9\u589e\u591a\uff0c\u65b0\u4f1a\u8bdd\u9700\u5927\u91cfToken\u91cd\u65b0\u8bfb\u53d6\u6587\u4ef6\u7ed3\u6784\u3002RepoRose\u901a\u8fc7\u751f\u6210\u5305\u542b\u5b8c\u6574\u4ee3\u7801\u63cf\u8ff0\u548c\u4f9d\u8d56\u5173\u7cfb\u7684JSON\u4e0a\u4e0b\u6587\u6587\u4ef6\u89e3\u51b3\u95ee\u9898\u3002\u6709\u8bc4\u8bba\u7279\u522b\u8ba4\u53ef\u5176\u4f9d\u8d56\u8ddf\u8e2a\u529f\u80fd\uff08\u4fee\u6539\u6587\u4ef6\u65f6\u544a\u77e5\u53d7\u5f71\u54cd\u7684\u5176\u4ed6\u6587\u4ef6\uff09\uff0c\u4f46\u8be2\u95ee\u662f\u5426\u652f\u6301\u7b26\u53f7\u7ea7\u5bfc\u5165\u8ffd\u8e2a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RepoRose\u7cbe\u51c6\u51fb\u4e2d\u4e86AI\u8f85\u52a9\u7f16\u7a0b\u4e2d\u7684\u7ecf\u5178\u77db\u76fe\u2014\u2014\u957f\u4f1a\u8bdd\u7684\u201c\u8bb0\u5fc6\u8870\u51cf\u201d\u4e0e\u77ed\u4f1a\u8bdd\u7684\u201c\u4e0a\u4e0b\u6587\u91cd\u5efa\u6210\u672c\u201d\u3002\u5176\u6280\u672f\u65b9\u6848\u672c\u8d28\u662f**\u9884\u8ba1\u7b97\u77e5\u8bc6\u538b\u7f29**\uff1a\u5c06\u4ee3\u7801\u5e93\u7ed3\u6784\u3001\u4f9d\u8d56\u5173\u7cfb\u3001\u6587\u4ef6\u63cf\u8ff0\u7b49\u5143\u6570\u636e\u9884\u5148\u63d0\u70bc\u4e3a\u5355\u4e00JSON\u6587\u4ef6\uff0c\u4f7fAI\u80fd\u901a\u8fc7\u4e00\u6b21\u8bfb\u53d6\u5b8c\u6210\u201c\u5168\u666f\u626b\u63cf\u201d\uff0c\u800c\u975e\u9010\u6587\u4ef6\u63a2\u6d4b\u3002\u8fd9\u786e\u5b9e\u80fd\u663e\u8457\u964d\u4f4eToken\u5f00\u9500\uff08\u5ba3\u79f0~90%\uff09\uff0c\u4f46\u987b\u6ce8\u610f\u4e24\u70b9\uff1a\u4e00\u662f\u201c\u7ed3\u6784\u5316\u6620\u5c04\u201d\u7684\u51c6\u786e\u6027\u4e0e\u4ee3\u7801\u5e93\u52a8\u6001\u53d8\u5316\u7684\u540c\u6b65\u6210\u672c\uff08\u82e5\u5f00\u53d1\u8005\u9891\u7e41\u4fee\u6539\u6587\u4ef6\uff0c\u751f\u6210\u7684\u6620\u5c04\u53ef\u80fd\u6ede\u540e\uff09\uff1b\u4e8c\u662f\u4f9d\u8d56\u4f9d\u8d56\u5206\u6790\u4ec5\u57fa\u4e8e\u9759\u6001\u6e90\u7801\uff0c\u65e0\u6cd5\u6db5\u76d6\u8fd0\u884c\u65f6\u52a8\u6001\u7ed1\u5b9a\u7684\u5f71\u54cd\u3002\u6b64\u5916\uff0c\u652f\u6301\u672c\u5730Ollama\u7b49\u6a21\u578b\u7684\u201c\u65e0AI\u63cf\u8ff0\u6a21\u5f0f\u201d\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u751f\u6210\u63cf\u8ff0\u7684\u8d28\u91cf\u9ad8\u5ea6\u4f9d\u8d56\u6a21\u578b\u80fd\u529b\uff0c\u53ef\u80fd\u51fa\u73b0\u8bef\u5224\u3002\u4ece\u4ea7\u54c1\u5b9a\u4f4d\u770b\uff0c\u5b83\u66f4\u9002\u5408\u4e2d\u5927\u578b\u9879\u76ee\uff08\u5c0f\u9879\u76ee\u624b\u52a8\u7ef4\u62a4\u4e0a\u4e0b\u6587\u6210\u672c\u66f4\u4f4e\uff09\uff0c\u4e14\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u6620\u5c04\u751f\u6210\u7b97\u6cd5\u800c\u975e\u5de5\u5177\u672c\u8eab\u2014\u2014\u968f\u7740Cline\u3001Copilot\u7b49\u5de5\u5177\u5185\u7f6e\u7c7b\u4f3c\u529f\u80fd\uff0c\u5176\u5dee\u5f02\u5316\u4ef7\u503c\u53ef\u80fd\u88ab\u7a00\u91ca\u3002\u6682\u65f69\u7968\u7684\u51b7\u542f\u52a8\u8868\u73b0\u4e5f\u8bf4\u660e\uff0c\u5f00\u53d1\u8005\u5bf9\u201c\u989d\u5916\u7ef4\u62a4\u4e00\u4e2a\u6620\u5c04\u6587\u4ef6\u201d\u7684\u4fe1\u4efb\u5efa\u7acb\u9700\u8981\u66f4\u591a\u7528\u4f8b\u9a8c\u8bc1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">RepoRose<\/span>\n <\/div>\n<div class=\"comment-content\">One small file. Total context for your AI agent. RepoRose generates structured codebase maps that cut tokens by ~90% and stop your AI from re-reading the repo whenever you start a new chat.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If you keep 1 Claude or any other agentic coding session too long, it starts halucinating and starts making more and more mistakes<br \/>\nIf you start a new chat, it will spend lots of tokens trying to read files and folder structure trying to regain context. Even then, with only the parts it had read will make mistakes.<\/p>\n<p>My tool solves the problem, My tool summarizes the code into a 3d json context file.<br \/>\nIt has the complete code-base, with descriptions, and dependencins,<br \/>\nThe AI can just look at this 1 file and it will know what the project is about, how it is structured, how to modify it, and where will I find the code that I need to change<br \/>\nand also most importantly, if I change it,, what other files might get effected because they are using it too<\/p>\n<p>It will then proceed to read the exact file it needs to read and impliment the changes, without blidly looking here and there trying to understand the structure and wasting tokens in output thinking and input file reading tokens<\/p>\n<p>Try it out using<br \/>\nnpm i -g reporose<br \/>\ncd project\/root<br \/>\nreporose analyze<\/p>\n<p>you may optionally do<br \/>\nreporose serve<br \/>\nto view the map<br \/>\nbut this is just for you and not the AI<\/p>\n<p>for the descriptions<br \/>\nyou can use Ollama cloud,<br \/>\ngo to <a href=\"https:\/\/ollama.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ollama.com\/<\/a> and get a free api key<br \/>\nit will use it to generate small descriptions of the file so claude knows exactly what file does what<br \/>\nIt also supports local ai, claude and open ai api, groq api and no ai descriptions mode<\/p>\n<p>pssst<br \/>\nShow love by giving me a star on my repo<br \/>\n<a href=\"https:\/\/github.com\/MIbrahimPro\/RepoRose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/MIbrahimPro\/R…<\/a><br \/>\nThank you so much!!!<\/div>\n<div class=\"comment-actions\">\n<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\/@mibrahimpro_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mibrahimpro_1<\/a> This is a smart approach to a real problem. The context degradation issue you’re describing is exactly why maintaining a structured knowledge map of the codebase matters, especially as projects grow. Having that JSON artifact as a single source of truth should save significant token overhead compared to the naive file-reading approach most AI agents take.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@mibrahimpro_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mibrahimpro_1<\/a> The “files that might get affected because they’re using it too” angle is the part that sells me. That dependency context is exactly what AI agents miss when they make changes. Does the map track imports\/exports at the symbol level, or is it file-level dependencies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/MBJPMLFQCVO6KI\" class=\"app-title\">SeeCost<\/a><\/p>\n<div class=\"one-liner\">All your LLM costs:OpenAI, Anthropic, Gemini \u2014 on one screen<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SeeCost\u901a\u8fc7\u8f7b\u91cf\u7ea7\u5f00\u6e90SDK\uff0c\u5b9e\u65f6\u6c47\u603bOpenAI\u3001Anthropic\u3001Gemini\u7b49\u591a\u6a21\u578b\u7684\u8c03\u7528\u6210\u672c\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u9700\u624b\u52a8\u5207\u6362\u591a\u4e2a\u5e73\u53f0\u8d26\u5355\u9875\u9762\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\/6f51d1af-8c9e-4289-b839-e2025b58137a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fae10dc9-00aa-4ed4-b664-544106e9c18e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f9e59a4-5078-4585-83aa-2c8168350288.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61aa47c0-09eb-418d-9992-68dc1b701efb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d232466b-3ac5-4995-a96e-b6856a80097c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e23defe1-a6a9-4b4d-9a8e-29c788cfe755.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">LLM\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u652f\u51fa\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90SDK<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">API\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97\u6210\u672c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u5f00\u6e90\u8ffd\u8e2a\u65b9\u6848\u548c\u4e24\u5206\u949f\u5feb\u901f\u96c6\u6210\uff0c\u8ba4\u4e3a\u7cbe\u51c6\u89e3\u51b3\u4e86\u591a\u5e73\u53f0\u6210\u672c\u6c47\u603b\u7684\u75db\u70b9\u3002\u540c\u65f6\u63d0\u51fa\u671f\u671b\u540e\u7eed\u589e\u52a0\u8d39\u7528\u5f02\u5e38\u544a\u8b66\u529f\u80fd\uff0c\u4ee5\u4fbf\u5728\u652f\u51fa\u610f\u5916\u98d9\u5347\u65f6\u53ca\u65f6\u83b7\u77e5\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 SeeCost\u5207\u4e2d\u4e86\u5f53\u4e0bAI\u5e94\u7528\u5f00\u53d1\u7684\u4e00\u4e2a\u201c\u9690\u5f62\u75db\u70b9\u201d\u2014\u2014\u5f53\u56e2\u961f\u540c\u65f6\u63a5\u5165\u591a\u4e2a\u5927\u6a21\u578b\u4f9b\u5e94\u5546\u65f6\uff0c\u6210\u672c\u6838\u7b97\u662f\u975e\u6280\u672f\u5316\u5374\u6700\u8017\u65f6\u7684\u9690\u6027\u6210\u672c\u3002\u76f8\u6bd4\u624b\u52a8\u767b\u5f55\u4e09\u4e2a\u540e\u53f0\u52a0\u52a0\u51cf\u51cf\uff0c\u8fd9\u4e2a\u5de5\u5177\u7684\u4ef7\u503c\u662f\u76f4\u63a5\u5c06\u201c\u8ba4\u77e5\u8d1f\u8377\u201d\u964d\u4e3a\u96f6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u6ca1\u6709\u89e6\u78b0API key\u548c\u63d0\u793a\u8bcd\u5185\u5bb9\uff0c\u4ec5\u901a\u8fc7monkey-patch fetch\u8bfb\u53d6\u54cd\u5e94\u4e2d\u7684\u7528\u91cf\u5143\u6570\u636e\uff0c\u65e2\u6ee1\u8db3\u4e86\u6570\u636e\u53ef\u89c6\u5316\u7684\u9700\u6c42\uff0c\u53c8\u628a\u9690\u79c1\u7ea2\u7ebf\u753b\u5f97\u8db3\u591f\u6e05\u6670\uff0c\u52a0\u4e4bSDK\u5b8c\u5168\u5f00\u6e90\uff0c\u56e2\u961f\u5bf9\u6570\u636e\u6d41\u5411\u4e00\u76ee\u4e86\u7136\uff0c\u4e0d\u4f1a\u50cf\u67d0\u4e9b\u5546\u4e1a\u76d1\u63a7\u5de5\u5177\u90a3\u6837\u5f15\u53d1\u5b89\u5168\u987e\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/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\">SeeCost<\/span>\n <\/div>\n<div class=\"comment-content\">Hi Product Hunt! SeeCost tracks OpenAI, Anthropic, and Gemini costs with zero API key setup. Just install our OSS SDK and run one init command to capture your spend automatically. OSS Tracker: https:\/\/github.com\/ronpaou\/seecost-tracker “` npm install @seecost\/tracker npx @seecost\/tracker init nextjs “` We never store keys or prompt content\u2014only usage metadata. Sign up free with GitHub.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I’m the maker of SeeCost from Japan.<\/p>\n<p>I was running LLM calls across OpenAI, Anthropic, and Gemini in different apps, and every time I wanted to know my actual spend I had to open three different provider dashboards and mentally add things up. That got old fast.<\/p>\n<p>SeeCost fixes this with a small SDK that monkey-patches `fetch` on the server side. It silently reads usage metadata from LLM responses \u2014 model name, token count, estimated cost \u2014 and sends it to your dashboard in real time. Your app’s response is never delayed or modified.<\/p>\n<p>Your API keys and prompt content are never touched. The SDK only sees what the provider already returns in the response body.<\/p>\n<p>To keep things transparent, we’ve made the tracker SDK fully open-source. You can audit exactly what data is being sent here: [<a href=\"https:\/\/github.com\/ronpaou\/seecost-tracker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/ronpaou\/seeco…<\/a>]<\/p>\n<p>Setup takes about two minutes:<br \/>\n1. `npm install @seecost\/tracker`<br \/>\n2. `npx @seecost\/tracker init nextjs` (or express \/ hono \/ node)<br \/>\n3. Add your SeeCost API key to `.env`<\/p>\n<p>From that point, every LLM request shows up grouped by app and provider.<\/p>\n<p>Would love to hear what providers or alert types you’d want added 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@seecost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seecost<\/a> <a href=\"https:\/\/www.producthunt.com\/@marugariii777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marugariii777<\/a> This is a really clean solution to a genuine pain point. The open-source approach to the tracker builds trust, and the two-minute setup is impressive. Have you thought about adding cost anomaly detection, like alerting when spending spikes unexpectedly across providers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ 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{"id":210,"date":"2026-05-03T12:14:50","date_gmt":"2026-05-03T04:14:50","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/03\/2026-05-02\/"},"modified":"2026-05-03T12:14:50","modified_gmt":"2026-05-03T04:14:50","slug":"2026-05-02","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/03\/2026-05-02\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-02"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-02<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-02<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VRA3VMKGQGHMOC\" class=\"app-title\">Schol\u00e9<\/a><\/p>\n<div class=\"one-liner\">Turn everyday work into personalized AI learning<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">254<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Schol\u00e9\u662f\u4e00\u6b3e\u5c06\u65e5\u5e38\u5de5\u4f5c\u573a\u666f\u4e0e\u4e2a\u6027\u5316AI\u5b66\u4e60\u6df1\u5ea6\u878d\u5408\u7684\u667a\u80fd\u6559\u80b2\u5e73\u53f0\uff0c\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u548c\u5b66\u4e60\u79d1\u5b66\u539f\u7406\uff0c\u5728\u7528\u6237\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5b9e\u65f6\u751f\u6210\u57fa\u4e8e\u5176\u89d2\u8272\u3001\u4efb\u52a1\u548c\u8fdb\u5ea6\u5b9a\u5236\u7684\u8bfe\u7a0b\u5185\u5bb9\uff0c\u89e3\u51b3\u4f20\u7edf\u5728\u7ebf\u5b66\u4e60\u8131\u79bb\u5b9e\u9645\u3001\u7f3a\u4e4f\u9002\u5e94\u6027\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\/c5947e13-df9a-48eb-90e8-42c89f59f153.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58960404-210d-4aeb-8b86-5e3f2e0948d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca165652-5a2f-4ec6-bd73-6a6e6d8c4ff5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e8b18db-e25e-4203-93d4-4981437352f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83fde180-ed43-4c23-8359-30a03b328e9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e61e1b1-345b-4277-a8ff-aa09b35495d0.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\/582db3c3-b928-4e7c-8698-1cf6eddc647f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OSv9xui5SpI\"><source src=\"https:\/\/youtu.be\/OSv9xui5SpI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b66\u4e60\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u804c\u573a\u6280\u80fd\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u79d1\u5b66<\/span><br \/>\n <span class=\"tag\">EdTech<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u518d\u521b\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\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5b66\u672f\u6839\u57fa\u548c\u81ea\u9002\u5e94\u7406\u5ff5\uff0c\u4f46\u8d28\u7591\u6280\u672f\u5b9e\u73b0\u900f\u660e\u5ea6\uff0c\u5982\u77e5\u8bc6\u8ffd\u8e2a\u7684\u51c6\u786e\u6027\u3001\u5e7b\u89c9\u6d88\u9664\u673a\u5236\u3001\u6570\u636e\u5b89\u5168\u4e0e\u79df\u6237\u9694\u79bb\u3002\u6709\u7528\u6237\u6307\u51fa\u524d\u7aef\u4ee3\u7801\u91cd\u590d\uff0c\u5efa\u8bae\u52a0\u5f3a\u90ae\u4ef6\u5f15\u5bfc\u3002\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u80fd\u5426\u5b66\u4e60AI\u4ee5\u5916\u5185\u5bb9\uff1f\u662f\u5426\u7c7b\u4f3cDuolingo\uff1f\u5982\u4f55\u5904\u7406\u4e0d\u65ad\u53d8\u5316\u7684\u5b66\u4e60\u76ee\u6807\uff1f\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 Schol\u00e9\u5728\u4ea7\u54c1\u53d9\u4e8b\u4e0a\u7cbe\u51c6\u951a\u5b9a\u4e86\u4f20\u7edfMOOCs\u548c\u201c\u82cf\u683c\u62c9\u5e95\u5f0f\u201dAI\u804a\u5929\u5b66\u4e60\u5de5\u5177\u7684\u53cc\u91cd\u7f3a\u9677\uff0c\u8fd9\u662f\u5176\u83b7\u8d5e\u7684\u6839\u672c\u3002\u5b83\u6ca1\u6709\u76f2\u76ee\u8ffd\u9010\u5927\u6a21\u578b\u7684\u70ed\u6f6e\uff0c\u800c\u662f\u5c06\u5b66\u4e60\u79d1\u5b66\uff08\u5982\u638c\u63e1\u5b66\u4e60\u3001\u6700\u8fd1\u53d1\u5c55\u533a\uff09\u4f5c\u4e3a\u5e95\u5c42\u903b\u8f91\uff0c\u8fd9\u51b3\u5b9a\u4e86\u4ea7\u54c1\u4e0a\u9650\u5e76\u975e\u201c\u63d0\u4f9b\u7b54\u6848\u201d\uff0c\u800c\u662f\u201c\u6784\u5efa\u53ef\u8861\u91cf\u7684\u80fd\u529b\u201d\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u5176\u201c\u77e5\u8bc6\u8f68\u8ff9\u201d\u548c\u201c\u8bef\u89e3\u68c0\u6d4b\u201d\u7684\u8ffd\u95ee\uff0c\u76f4\u6307AI\u6559\u80b2\u4ea7\u54c1\u7684\u6838\u5fc3\u96be\u70b9\u2014\u2014\u5982\u4f55\u533a\u5206\u771f\u6b63\u7684\u7406\u89e3\u4e0e\u6d45\u5c42\u6a21\u5f0f\u5339\u914d\u3002Schol\u00e9\u5f53\u524d\u4ec5\u4ee5\u201cAI\u6280\u80fd\u201d\u4f5c\u4e3a\u5207\u5165\u70b9\uff0c\u770b\u4f3c\u53d6\u5de7\uff0c\u5b9e\u5219\u806a\u660e\uff0c\u5b83\u964d\u4f4e\u4e86\u65e9\u671f\u5185\u5bb9\u751f\u4ea7\u7684\u590d\u6742\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u672a\u6765\u53ef\u671f\u201d\u9636\u6bb5\u3002\u6280\u672f\u5c42\u9762\uff0c\u591a\u667a\u80fd\u4f53\u7684\u534f\u8c03\u5f00\u9500\u3001\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u5b9e\u65f6\u5185\u5bb9\u751f\u6210\u4e0e\u5ef6\u8fdf\u7684\u5e73\u8861\u3001\u9762\u5411\u4f01\u4e1a\u65f6\u6d77\u91cf\u6587\u6863\u7684\u5904\u7406\u6027\u80fd\uff0c\u90fd\u662f\u786c\u9aa8\u5934\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u4ece\u793e\u533a\u53cd\u9988\u770b\uff0c\u5176\u5b89\u5168\u67b6\u6784\u3001\u79df\u6237\u9694\u79bb\u3001\u5408\u89c4\u62a5\u544a\u7b49\u4f01\u4e1a\u7ea7\u8981\u7d20\u5c1a\u672a\u516c\u5f00\u53ef\u9a8c\u8bc1\uff0c\u8fd9\u5bf9\u4e8e\u7784\u51c6B\u7aef\u5e02\u573a\u7684\u4ea7\u54c1\u662f\u81f4\u547d\u77ed\u677f\u3002\u6b64\u5916\uff0c\u201c\u4e2a\u6027\u5316\u201d\u867d\u662f\u91d1\u997d\u997d\uff0c\u4f46\u8fc7\u5ea6\u4f9d\u8d56\u9759\u6001\u77e5\u8bc6\u56fe\u8c31\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u7684\u5185\u5bb9\u4ecd\u663e\u201c\u6a21\u677f\u5316\u201d\uff0c\u65e0\u6cd5\u771f\u6b63\u6355\u6349\u52a8\u6001\u73af\u5883\u4e2d\u6d8c\u73b0\u7684\u771f\u5b9e\u5de5\u4f5c\u96be\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSchol\u00e9\u62e5\u6709\u884c\u4e1a\u9876\u5c16\u7684\u5b66\u672f\u8840\u7edf\u548c\u6b63\u786e\u7684\u4ea7\u54c1\u54f2\u5b66\uff0c\u5176\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u5b66\u4e60\u201d\u4e0e\u201c\u505a\u4e8b\u201d\u7684\u754c\u9650\u6a21\u7cca\u5316\u3002\u4f46\u82e5\u60f3\u4ece\u201cDemo\u60ca\u8273\u201d\u8d70\u5411\u201c\u89c4\u6a21\u5316\u5546\u4e1a\u843d\u5730\u201d\uff0c\u5b83\u5fc5\u987b\u5c3d\u5feb\u5c06\u90a3\u4e9b100\u9875\u7684\u6280\u672f\u6587\u6863\u8f6c\u5316\u4e3a\u7528\u6237\u53ef\u611f\u77e5\u7684\u3001\u7ecf\u5f97\u8d77\u5ba1\u8ba1\u7684\u5de5\u7a0b\u6210\u679c\uff0c\u5e76\u8bc1\u660e\u5176\u5185\u5bb9\u5f15\u64ce\u80fd\u8de8\u8d8aAI\u9886\u57df\uff0c\u5904\u7406\u6c7d\u8f66\u5de5\u7a0b\u6216\u533b\u5b66\u6848\u4f8b\u7b49\u66f4\u590d\u6742\u3001\u9ad8\u98ce\u9669\u7684\u573a\u666f\u3002\u76ee\u524d\u7684Schol\u00e9\u662f\u4e00\u679a\u7cbe\u5fc3\u6253\u78e8\u7684\u201c\u9488\u201d\uff0c\u4f46\u8ddd\u79bb\u201c\u7f1d\u5236\u6574\u4ef6\u8863\u670d\u201d\u8fd8\u6709\u4e00\u6bb5\u4e0d\u77ed\u7684\u8ddd\u79bb\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\">Schol\u00e9<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI learning is disconnected from the work people actually need to do. Schol\u00e9 changes that by giving professionals and teams personalized, task-based learning in real time, right in the flow of work. Grounded in learning science and powered by adaptive AI, Schol\u00e9 helps learners practice, improve, and apply AI skills as they work so learning is more relevant, more effective, and immediately useful.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Vinitra, co-founder of <a href=\"https:\/\/schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Schol\u00e9 AI<\/a>.<\/p>\n<\/p>\n<p>Our team goes by a lot of descriptors: educators, engineers, researchers, scientists, designers. But mostly we’re a group of lifelong learners that get <em>way too excited<\/em> about good edtech.<\/p>\n<\/p>\n<p><strong>The problem: <\/strong>We\u2019ve been researching AI for education for more than 10 years, and we keep seeing the same gap. One-size-fits-all learning from MOOCs means half the content isn\u2019t relevant to you, and nothing adapts based on how you\u2019re actually progressing. Dropout rates are substantial, now 90% (we’re guilty of it too!)<\/p>\n<\/p>\n<p>Newer AI learning tools go the other way, lots of open-ended prompting towards socratic-style discussions. Helpful for the quick answer, but where\u2019s the skill progression? Where\u2019s the grounding in real materials? Where\u2019s the curriculum?<\/p>\n<\/p>\n<p><strong>The approach: <\/strong>Bring back what works from learning science. Scaffolding, mastery learning, knowledge tracing, zone of proximal development, scenario-based learning, self-regulation, reflection, and so much more, but build it in a way that feels native to AI.<\/p>\n<\/p>\n<p><strong>Enter <\/strong><a href=\"https:\/\/app.schole.ai\/signup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Schol\u00e9<\/a><strong>: agentic personalized learning for the AI era.<\/strong><\/p>\n<\/p>\n<p>We\u2019re currently focused on adult learning, and we personalize every part of the experience across:<\/p>\n<ol>\n<li>\n<p>your context (job, daily tasks, tools)<\/p>\n<\/li>\n<li>\n<p>your modality (videos, podcasts, interactive tasks, more or less explanation)<\/p>\n<\/li>\n<li>\n<p>your pace and difficulty (your strengths, your misconceptions)<\/p>\n<\/li>\n<\/ol>\n<p>You can ask Schol\u00e9 \u201cwhat is this MCP thing I keep hearing about\u201d and it doesn\u2019t generate something generic. It constructs the lesson on demand, <em>remixing<\/em> trusted materials into explanations, examples, podcasts, video excerpts, visuals and interactive tasks that are all relevant to your role and tools.<\/p>\n<\/p>\n<p>Under the hood, it\u2019s a multi-agent system, with different pedagogical agents to teach, illustrate, question, and challenge, coordinating in real time to adapt the lesson to what you understand and what you need next.<\/p>\n<\/p>\n<p>We\u2019re using GenUIs, orchestrators, conversational lesson delivery, knowledge tracing, hierarchical memory, multimodal learning, and more. <strong>Our first use case is helping people understand how AI is actually useful for them<\/strong>, because that’s what we know how to teach. \ud83d\ude42 But you’ll soon see us here teaching anything and everything else.<\/p>\n<\/p>\n<p><strong>Who is Schol\u00e9 for?<\/strong><\/p>\n<p>\u2705 The first-timer who\u2019s curious about AI<br \/>\u2705 The enthusiast keeping up with new tools<br \/>\u2705 The expert who wants a 5 minute deep dive<\/p>\n<p>\u2705 The team who wants to learn from their wiki \/ slides \/ pdfs \/ videos<\/p>\n<\/p>\n<p><strong>What does Schol\u00e9 have?<\/strong><\/p>\n<p>\ud83e\udde0 <strong>Multi-agent lessons<\/strong> (explanations, analogies, tasks, feedback, illustration, reflection working together)<br \/>\ud83d\udd04 <strong>Adaptive progression<\/strong> based on your performance and misconceptions<br \/>\ud83e\udded <strong>Personalized learning journey<\/strong> tailored to your role, tools, and goals<br \/>\ud83d\udcda <strong>Grounding<\/strong> in high-quality knowledge graph of data science learning materials from our favorite profs at Harvard, UC Berkeley, EPFL, UCSD, UW, and more<br \/>\ud83d\udcca <strong>Learning analytics<\/strong> you can query, based on your evolving knowledge<br \/>\ud83c\udfa7 <strong>Lesson DJ<\/strong> to remix your lessons the way you want<\/p>\n<\/p>\n<p>We\u2019re beyond excited to put this in front of you as an early public beta and our first ever launch. Feedback is the thing we treasure most, so please drop us a line at <a href=\"mailto:team@schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@schole.ai<\/a>.<\/p>\n<\/p>\n<p>We\u2019re also partnering with teams who want to turn their internal PDFs, slides, and videos into personalized learning experiences (we’re already in the hands of 100s of companies!). If that sounds like you, please reach out to <a href=\"mailto:enterprise@schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">enterprise@schole.ai<\/a>.<\/p>\n<\/p>\n<p>Start learning (for free!) with Schol\u00e9 today: <a href=\"https:\/\/app.schole.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.schole.ai<\/a> \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\/@vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> interesting, how does the knowledge tracing and memory handling compare to just using a well prompted custom gpt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> How does it handle evolving goals; say, starting with “AI for LinkedIn posts” then pivoting to “AI sales personalization” without losing progress?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> The framing around zone of proximal development and mastery learning is what gets me here \u2014 those aren’t buzzwords, they’re the concepts that actually explain why most online learning fails. The gap between “I watched the video” and “I can do the thing” is exactly where MOOCs fall apart, and it’s where Socratic prompting alone also falls short because there’s no scaffolding toward a destination.<\/p>\n<p>The question I’d be curious about: how does Schol\u00e9 handle the difference between someone who answers correctly because they understood versus someone who answered correctly by pattern-matching the framing of the question? Knowledge tracing is only as good as the signal quality, and in text-based interactions that distinction is genuinely hard. Curious whether the misconception detection is doing something interesting there.<\/p>\n<p>The enterprise angle \u2014 turning internal PDFs and slides into personalized learning paths \u2014 is probably where the near-term pull is strongest. Most L&D content inside companies is exactly the one-size-fits-all problem you described, except the dropout cost is invisible because completion is mandatory. Would love to see a case study on what knowledge retention actually looks like after a Schol\u00e9-built path versus a standard onboarding deck.<\/p>\n<p>Congrats on the launch. The research foundation here is more serious than most edtech I see, and that usually shows in the product eventually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">It\u2019s refreshing to see a focus on grounding lessons in trusted academic materials rather than just open\u2011ended prompting. The \u201cLesson DJ\u201d idea made me smile. How do you envision teams using Schol\u00e9 to transform their internal PDFs and slides into something that feels truly engaging rather than just repackaged content? Congratulations!<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Hello Odeth, this is G\u00fcnes from the Schol\u00e9 team, thanks for your question! The key is that Schol\u00e9 uses your documents as ground truth, not just display content. A multi-agent system remixes them into multimodal lessons which can be explanations, role-play scenarios, interactive tasks, even podcasts. They are all grounded in what your team actually shared. And every lesson adapts to who’s learning: their role, their gaps, how they learn best. Same doc, totally different experience depending on the person.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Paola, co-founder and CTO of Schol\u00e9. Super happy to answer any questions (especially on how it works!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I got to see a demo of Schole at an event in Zurich. The product is fascinating and really needed when you consider how fast AI is advancing. Best of luck with the launch Vinitra.<\/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\/@kushtrim_spahiu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kushtrim_spahiu1<\/a> Thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was always frustrated with Coursera, the material was already outdated before I even finished a course. Starting my data science journey on Schol\u00e9 instead!<\/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\/@whatevacreates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whatevacreates<\/a> happy to hear it! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is such a wonderful idea – and so relevant at this time when all career fields are working to incorporate AI, including healthcare (my field). I just signed up and I\u2019m trying Schol\u00e9 out right now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varsha_swamy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varsha_swamy<\/a> thanks for your support Varsha! Looking forward to hearing your experience \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varsha_swamy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varsha_swamy<\/a> so glad to hear that Varsh! Thanks for trying it out \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<div class=\"reply-item\">\n<div class=\"reply-content\">@vinitra Hi Vinitra, I am going to sign up for that. i am an AI Content Creator and would love to share it among my audience.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 super sleek and polished!<\/p>\n<p>Can we learn something else than AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dodolab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dodolab<\/a> First use case is AI, then everything else.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dodolab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dodolab<\/a> as Michael said, AI is just the first use case and the materials present in the knowledge graph; however, organizations can enrich the knowledge base with their own internal documents and knowledge bases to cover ANY topic<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dodolab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dodolab<\/a> thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>So is it something like personalised Duolingo? \ud83d\ude42 Assuming from the dashboard (map) \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes and no for me personally. You could compare a few things to Duolingo but the “pedagogical engine” powering Schol\u00e9 is much more powerful. Remember that viral conversation about Duolingo that it is a cool, gamified app but some people won’t learn that much with it? Schol\u00e9 is also an intuitive app but it makes sure that learners actually achieve mastery (e.g. on AI upskilling).<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> definitely towards the right idea! With Duo, I might want to learn Korean because I might have a trip coming up, so what would be useful to learn would be how to say good morning, or basic signs on the metro, or how to order at a restaurant. However, regardless of that need, Duolingo would start with the Hangul character symbols.<\/p>\n<\/p>\n<p>Schol\u00e9 starts from understanding who you are, and then tailors every bit of learning content on-demand for you. There’s many different agents (e.g. the projector, cursor, light bulb, tv characters), all with different pedagogical roles, but we still avoid hallucinations while we’re constructing lessons on-the-fly because we’re based on an underlying knowledge graph of materials. So… there’s a lot going on under the hood that’s a bit different than what Duo is doing with spaced repetition and fixed curriculums. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@busmark_w_nika exactly!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “adaptive AI” piece \u2014 what’s it adapting to exactly? My past mistakes, the topics I keep avoiding, the speed I’m moving through material? Would help to know what signals it’s actually reading before trusting it to personalize anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>You might be missing an opportunity with email onboarding.<\/p>\n<p>A simple email sequence could guide new users, reduce confusion, and help them reach value faster.<\/p>\n<p>I personally found the platform a bit unclear at first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adeniran_ibrahim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adeniran_ibrahim<\/a> thank you for the feedback! Super appreciated. Agree, we could definitely make it clearer. Could you share a bit more what you mean by email onboarding? Usually when there\u2019s a organization onboarding, we already have information on people\u2019s roles, company info, and a recommender system for fuzzy matching of tasks and tools integrated (so the onboarding experience is much shorter!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@vinitra\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vinitra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitra<\/a> Schol\u00e9 has an interesting product direction, but the public technical evidence is still not strong enough for me to trust it as an enterprise-ready AI platform.<\/p>\n<p>The main issue is that the product describes advanced concepts such as agentic learning, personalized AI tutors, knowledge tracing, hierarchical learner memory, role-based lesson generation, and internal knowledge integration, but the public site does not provide enough technical detail about how these systems are actually implemented.<\/p>\n<p>For example, I would expect to see clearer information about the architecture: how agents are orchestrated, how user context is stored, how knowledge graphs are built, how retrieval is grounded, how hallucinations are reduced, how learning progress is evaluated, and how generated lessons are validated before being shown to users.<\/p>\n<p>Another concern is data handling. If companies upload internal PDFs, slides, videos, or wiki content, the platform needs a very clear technical explanation of tenant isolation, access control, encryption, retention, deletion, audit logging, and model-provider boundaries. Without this, the system may be risky for enterprise usage.<\/p>\n<p>The frontend also appears to have duplicated content in the rendered page output. Repeated sections, repeated testimonials, and duplicated text blocks can negatively affect SEO, accessibility, page performance, and maintainability. For a product selling AI-powered learning quality, the public implementation should be cleaner.<\/p>\n<p>The product also claims compliance-related learning support, but technically there is not enough visible evidence of audit trails, completion records, role-based training mapping, risk-based learning paths, or compliance reporting workflows.<\/p>\n<p>So my technical view is: the idea is strong, but the implementation proof is still weak. I would need to see architecture diagrams, security documentation, evaluation metrics, data-flow details, and real enterprise case studies before considering it technically mature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@suyama\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyama<\/a> thank you so much for the clear and detailed feedback! It means a lot that you took the time to write it out. Indeed, we have some work to do; we\u2019re currently in the process of a ISO and SOC2 audit, and we\u2019re a young company on our first launch (about 10 months old now and we spent all of it building the technical foundations of the tool!). We actually already have prepared all the details you\u2019re asking, but usually we send it to companies that we\u2019re working with directly (on our side it\u2019s a more than 100 page doc about architecture, security procedures, protocols, integrations!) and didn\u2019t want to overcrowd the website. Still, your points are very valid, and would be happy to continue a conversation about all of those things offline, if you\u2019d like!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@suyama\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyama<\/a> super interesting feedback! I second Vini, thank you for taking the time to write this! <\/p>\n<p>Regarding the data protection and security concerns, customers have access to all the documentation under the appropriate procurement and confidentiality processes, including architecture diagrams, data-flow documentation, technical and organizational measures, data processing agreements, sub-processor information, security controls, retention and deletion procedures, and audit-related evidence.<\/p>\n<p>In more detail, customer data is logically separated by organization. Access is role-based, restricted to authorized users, and governed through identity and access management controls. Moreover, data is protected in transit and at rest. The platform is hosted on Azure with security controls around storage, access, monitoring, backup, and recovery. We maintain logging, access records, and operational monitoring so that activity can be reviewed and investigated where required. Customer data is processed only for the agreed purpose. At contract end, data can be returned and deleted according to contractual requirements.<\/p>\n<p>We are very happy to share our security and data protection protocols anytime \ud83d\ude42 <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WDXUVIZTG7AJ7U\" class=\"app-title\">Cloud Computer by Manus<\/a><\/p>\n<div class=\"one-liner\">A dedicated cloud machine for bots and software<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">236<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Manus Cloud Computer \u63d0\u4f9b\u4e00\u53f024\u5c0f\u65f6\u5728\u7ebf\u7684\u4e91\u7aef\u6301\u4e45\u673a\u5668\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u4efb\u4f55\u8fd0\u7ef4\u6216\u7f16\u7801\uff0c\u76f4\u63a5\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u8fd0\u884c\u673a\u5668\u4eba\u3001\u811a\u672c\u3001\u5e94\u7528\u548c\u6570\u636e\u5e93\uff0c\u89e3\u51b3\u4e86AI\u4efb\u52a1\u548c\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u201c\u4f1a\u8bdd\u7ed3\u675f\u540e\u5373\u6d88\u5931\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\/464fe153-3ab0-4c05-9627-592ef1ac8a6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc929420-e613-4270-ba5d-22efc52a2c6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdb22693-4cd1-4b67-b75a-0acb127a7a8e.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\/81c31434-9643-4558-81b6-597aaea2adf2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=W-7_PW1_Vws\"><source src=\"https:\/\/www.youtube.com\/watch?v=W-7_PW1_Vws\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e91\u7aef\u6301\u4e45\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">DevOps\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">24\/7\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u5173IP<\/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\u6210\u672c\u900f\u660e\u5ea6\uff08\u4e91\u670d\u52a1\u8ba1\u8d39\u6613\u53d8\u6a21\u7cca\uff09\u3001\u6570\u636e\u5b89\u5168\u4e0e\u6301\u4e45\u5316IP\uff08\u5171\u4eabIP\u6613\u88abAPI\u5c01\u7981\uff09\u3001\u4ee5\u53ca\u4ea7\u54c1\u6838\u5fc3\u5dee\u5f02\u5316\u3002\u6b63\u9762\u53cd\u9988\u96c6\u4e2d\u5728\u201c\u6301\u4e45\u72b6\u6001\u201d\u8ba9AI\u4ee3\u7406\u4ece\u6f14\u793a\u53d8\u4e3a\u5b9e\u7528\uff1b\u8d1f\u9762\u5bf9\u6bd4\u4e86Meta\u6536\u8d2d\u7b49\u65e0\u5173\u4fe1\u606f\uff0c\u9700\u5ffd\u7565\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 Manus Cloud Computer \u7684\u5b9a\u4f4d\u806a\u660e\u4e14\u7cbe\u51c6\u2014\u2014\u5b83\u6293\u4f4f\u4e86\u5f53\u524dAI\u5de5\u5177\u94fe\u4e2d\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u65ad\u5c42\uff1a\u5927\u591a\u6570AI Agent\u548c\u81ea\u52a8\u5316\u5de5\u5177\u53ea\u5728\u4e00\u4e2a\u4f1a\u8bdd\u5468\u671f\u5185\u6709\u6548\uff0c\u4e00\u65e6\u5173\u95ed\uff0c\u72b6\u6001\u3001\u6587\u4ef6\u3001\u73af\u5883\u7edf\u7edf\u6d88\u5931\u3002\u8fd9\u5bfc\u81f4\u4e86\u201c\u6f14\u793a\u5f88\u60ca\u8273\uff0c\u843d\u5730\u5f88\u9aa8\u611f\u201d\u7684\u7a98\u5883\u3002\u4ea7\u54c1\u8bb8\u8bfa\u201c\u7eaf\u82f1\u8bed\u63cf\u8ff0\u5373\u5b8c\u6210\u90e8\u7f72\u3001\u6301\u4e45\u8fd0\u884c\u201d\u7684\u4f53\u9a8c\uff0c\u76f4\u63a5\u523a\u7a7f\u4e86\u4f20\u7edf\u4e91\u8ba1\u7b97\u7684DevOps\u95e8\u69db\u548csession-based AI\u7684\u5b9e\u7528\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u73b0\u5b9e\u6bd4\u53e3\u53f7\u66f4\u950b\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u201c\u65e0\u9700\u7f16\u7801\u201d\u5728\u7528\u6237\u624b\u5199\u590d\u6742\u6570\u636e\u7ba1\u9053\u6216\u722c\u866b\u65f6\uff0c\u5bf9\u81ea\u7136\u8bed\u8a00\u7684\u6a21\u7cca\u7406\u89e3\u529b\u8003\u9a8c\u6781\u5927\uff0c\u4e00\u65e6\u51fa\u9519\uff0c\u7528\u6237\u4f1a\u7acb\u523b\u5760\u5165\u4f20\u7edf\u8fd0\u7ef4\u7684\u6ce5\u6f6d\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u6210\u672c\u900f\u660e\u5ea6\u548c\u5171\u4eabIP\u95ee\u9898\uff0c\u66b4\u9732\u4e86\u5176\u5bf9\u5b9e\u9645\u8fd0\u8425\u573a\u666f\u7684\u8003\u8651\u4e0d\u8db3\u3002\u5bf924\/7\u8fd0\u884c\u7684\u957f\u4efb\u52a1\uff0c\u5982\u679c\u51fa\u7ad9IP\u88abCloudflare\u7b49\u5e73\u53f0\u5217\u4e3a\u53ef\u7591\uff0c\u6240\u6709\u81ea\u52a8\u5316\u90fd\u4f1a\u65e0\u58f0\u788e\u88c2\u2014\u2014\u8fd9\u6bd4\u201c\u672a\u90e8\u7f72\u201d\u66f4\u4ee4\u4eba\u7edd\u671b\u3002\u6700\u540e\uff0c\u7ade\u4e89\u683c\u5c40\u5e76\u4e0d\u53cb\u597d\u3002Supabase\u3001Railway\u3001\u4e43\u81f3Kubernetes\u7684\u7b80\u5316\u7248\u90fd\u5df2\u5bf9\u201c\u6301\u7eed\u73af\u5883+\u4efb\u52a1\u8c03\u5ea6\u201d\u864e\u89c6\u7708\u7708\uff0cManus\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\uff0c\u4e0d\u5728\u4e8e\u201c\u6301\u4e45\u201d\u4e8c\u5b57\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u7eaf\u81ea\u7136\u8bed\u8a00\u201d\u548c\u201c\u53ef\u63a7\u8fd0\u7ef4\u201d\u4e4b\u95f4\u4fdd\u6301\u4e00\u4e2a\u7acb\u5373\u53ef\u7528\u4e14\u4e0d\u8fc7\u5ea6\u62bd\u8c61\u5316\u7684\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u7ed3\u8bba\uff1a\u5b83\u89e3\u51b3\u4e86AI\u5de5\u5177\u201c\u7528\u5b8c\u5373\u5e9f\u201d\u7684\u81f4\u547d\u4f24\uff0c\u4f46\u8981\u6210\u4e3a\u4e3b\u6d41\uff0c\u5fc5\u987b\u516c\u5f00\u8ba1\u8d39\u6a21\u578b\u5e76\u5904\u7406\u7f51\u7edc\u5c42\u9762\u7684\u9ed8\u8ba4\u9677\u9631\uff0c\u5426\u5219\u4f18\u79c0\u7684\u6545\u4e8b\u53ea\u4f1a\u505c\u7559\u5728Product Hunt\u7684\u70b9\u8d5e\u533a\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\">Cloud Computer by Manus<\/span>\n <\/div>\n<div class=\"comment-content\">Manus Cloud Computer gives you a persistent machine in the cloud to run bots, Python scripts, apps, databases, and scheduled jobs 24\/7. No DevOps, no server setup, no coding required. Just describe what you want to build, and keep it running around the clock.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to hunt Manus Cloud Computer today.<\/p>\n<\/p>\n<p>Manus Cloud Computer gives you a persistent machine in the cloud to run bots, Python scripts, apps, databases, and scheduled jobs 24\/7. No server setup, no DevOps, no coding required.<\/p>\n<\/p>\n<p>Instead of spinning up temporary tasks, you get an always-on environment where files stay put, tools remain installed, and ongoing projects can keep running long after the chat ends.<\/p>\n<\/p>\n<p>What stands out here:<br \/>\u2022 Run bots, scripts, and software around the clock<br \/>\u2022 Keep files, tools, and projects persistent across tasks<br \/>\u2022 Host databases, self-hosted apps, and scheduled workflows<br \/>\u2022 Build and operate everything in plain English<\/p>\n<\/p>\n<p>If you\u2019ve ever wanted to run automations that do not stop when your laptop sleeps, this is definitely worth checking out.<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> This is a solid positioning around the always-on persistence angle. The ‘no server setup’ promise will resonate with people who’ve been burned by DevOps friction before. One thing I’d be curious about: how are you handling the cost transparency piece. Cloud pricing can get murky fast when you’re billing for persistent machines, so being upfront about that will probably matter a lot to your early users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> How does the persistent setup handle data security and costs for something like a long-running marketing scraper like social mentions into a DB?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> The “long after the chat ends” line is what makes this interesting. Most AI agent demos work great in the session and then everything evaporates. Persistent state across tasks is the missing piece that actually makes agents useful for real workflows rather than just impressive demos.<\/p>\n<p>The plain English operations angle is smart too \u2014 the bottleneck for most teams isn’t the capability, it’s the setup overhead. Removing that entirely changes who can actually use it.<\/p>\n<p>Great hunt \u2014 this one has real utility behind the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>By the way, any information on what will happen after China blocks Meta’s acquisition?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hidecloud\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hidecloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hidecloud<\/a> Keeping long-running workflows alive without babysitting infra is still harder than it should be. Interesting to see this simplified.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Question on the networking side. When a scheduled job is hitting public APIs 24\/7, does each cloud computer get a dedicated outbound IP, or is it a shared egress pool? Asking because shared IPs eventually land on Cloudflare\/WAF blocklists from someone else’s traffic, and you find out by your job silently 403’ing for days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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! Sounds super cool, Tao! Seeing too big competitors there but I’m sure you’ll get you place. What’s your main differentiation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/Q54AKWR62RQYAL\" class=\"app-title\">Feather<\/a><\/p>\n<div class=\"one-liner\">Photo editor with local AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">198<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Feather\u662f\u4e00\u6b3e\u4e13\u4e3aApple Silicon Mac\u8bbe\u8ba1\u7684\u672c\u5730AI\u7167\u7247\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u79bb\u7ebf\u5904\u7406AI\u586b\u5145\u3001\u667a\u80fd\u9009\u62e9\u548c\u81ea\u52a8\u5806\u53e0\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u6444\u5f71\u7231\u597d\u8005\u5bf9\u6570\u636e\u9690\u79c1\u3001\u8ba2\u9605\u5236\u538c\u5026\u4ee5\u53ca\u4e13\u4e1a\u7f16\u8f91\u6d41\u7a0b\u7e41\u7410\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\/8660e2b0-0c99-49d1-a191-37d6c25c866c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdc27e6b-d24f-4fb9-b7ed-86a5938049c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77510618-3834-43de-99cc-cb9800747104.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/890c0579-f039-4f4d-881d-5221c08ac672.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\/a3d01158-12cf-44f6-b522-7fa23c5ba40f.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\/91d6726c-04d7-4628-9a36-7b67b9d97767.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Cjs3oBlfgSU\"><source src=\"https:\/\/youtu.be\/Cjs3oBlfgSU\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Photography<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u7167\u7247\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">Apple Silicon<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u9009\u533a<\/span><br \/>\n <span class=\"tag\">\u8272\u5f69\u5206\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u6444\u5f71<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u4e00\u6b21\u6027\u4ed8\u8d39\u3001\u672c\u5730\u5316AI\uff08\u9690\u79c1\u5b89\u5168\uff09\u4ee5\u53ca4\u4e2a\u6708\u5f00\u53d1\u901f\u5ea6\u3002\u7126\u70b9\u95ee\u9898\u5305\u62ec\uff1a\u5b9a\u4ef7\u7b56\u7565\u662f\u5426\u8c03\u6574\u3001\u5bf9\u590d\u6742\u6df7\u4e71\u7167\u7247\u7684\u5904\u7406\u80fd\u529b\u3001\u672c\u5730\u6a21\u578b\u7684\u7c7b\u578b\u4e0e\u901f\u5ea6\u3002\u591a\u6570\u5efa\u8bae\u96c6\u4e2d\u5728\u63d0\u5347\u6027\u80fd\u548c\u8de8\u5e73\u53f0\u652f\u6301\uff08Windows\u7248\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 Feather\u5728\u201c\u540e\u8ba2\u9605\u5236\u201d\u65f6\u4ee3\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4e24\u4e2a\u81f4\u547d\u75db\u70b9\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u4ed8\u8d39\u75b2\u52b3\u3002\u672c\u5730AI+\u4e00\u6b21\u4ed8\u8d39\u7684\u7ec4\u5408\uff0c\u51e0\u4e4e\u662f\u5bf9Adobe\u4e4b\u6d41\u7684\u201c\u767d\u5203\u6218\u201d\u3002\u4f46\u5fc5\u987b\u6e05\u9192\u770b\u5230\uff0c\u5b83\u5728\u5f53\u524d\u9636\u6bb5\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u6280\u672fDemo\u201d\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002198\u7968\u7684\u5f53\u65e5\u8868\u73b0\uff0c\u66f4\u591a\u662f\u60c5\u7eea\u4ef7\u503c\uff08\u53cdAdobe\u3001\u672c\u5730\u9690\u79c1\uff09\u7684\u80dc\u5229\u3002\u6838\u5fc3\u77ed\u677f\u5728\u4e8e\uff1a1. \u6a21\u578b\u80fd\u529b\u672a\u77e5\uff0c\u201cAI\u586b\u5145\/\u9009\u533a\u7684\u8d28\u91cf\u201d\u4e0ePhotoshop\u7684\u672c\u5730\u7248\uff08\u5982Firefly\uff09\u76f8\u6bd4\u6ca1\u6709\u660e\u786e\u4f18\u52bf\uff1b2. \u751f\u6001\u5b64\u5c9b\u2014\u2014\u4ec5\u652f\u6301Apple Silicon Mac\uff0c\u5c06\u5e9e\u5927\u7684Windows\u6444\u5f71\u7fa4\u4f53\u62d2\u4e4b\u95e8\u5916\uff1b3. \u529f\u80fd\u6df1\u5ea6\u5c1a\u6d45\u2014\u2014\u867d\u7136HSL\u5185\u5d4c\u8499\u7248\u662f\u4e2a\u597d\u8bbe\u8ba1\uff0c\u4f46\u7f3a\u4e4f\u56fe\u5c42\u3001\u66f2\u7ebf\u7b49\u6838\u5fc3\u4e13\u4e1a\u5de5\u5177\u3002\u521b\u59cb\u56e2\u961f\u5e94\u8b66\u60d5\u201c\u5c1d\u9c9c\u7ea2\u5229\u7528\u5c3d\u201d\u540e\u7684\u589e\u957f\u505c\u6ede\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u8bc1\u660e\u4e86\u4e00\u4e2a\u53ef\u884c\u6027\uff1a\u9ad8\u7aef\u7684\u672c\u5730AI\u56fe\u50cf\u5904\u7406\u53ef\u4ee5\u5728\u4e2a\u4eba\u8bbe\u5907\u4e0a\u6d41\u7545\u8fd0\u884c\u3002\u80fd\u5426\u4ece\u201c\u597d\u60ca\u559c\u201d\u53d8\u6210\u201c\u79bb\u4e0d\u5f00\u201d\uff0c\u53d6\u51b3\u4e8e\u540e\u7eed\u8fed\u4ee3\u80fd\u5426\u628a\u201c\u667a\u969c\u7684\u201dAI\u63d0\u793a\u8bcd\u63a7\u5236\u548c\u201c\u6162\u5f97\u50cf\u8717\u725b\u201d\u7684\u6279\u91cf\u5904\u7406\u6548\u7387\u505a\u6210\u884c\u4e1a\u6807\u51c6\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5b8c\u7f8e\uff0c\u4f46\u6267\u884c\u624d\u521a\u5f00\u8dd1\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\">Feather<\/span>\n <\/div>\n<div class=\"comment-content\">Your photos stay on your machine, AI generative infill, AI magic selection and smart stacking are all processed offline on your Apple Silicon Mac. The UI is modern and designed to be intuitive. It’s pay once to use forever<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone.<\/p>\n<p>I\u2019ve been building Feather, a new photo editor, for the last 4 months. It\u2019s still a bit rough around the edges, but I’m putting it out there today to shape future updates based on actual user feedback.<\/p>\n<p>A quick recap of what’s currently working well:<br \/>> HSL color mixer: Works directly inside masks (limited on lightroom)<br \/>> Magic selector (Pro): Includes a shift+drag cursor for specific selections<br \/>> Magic eraser (Pro): Quick object removal<br \/>> Smart stacking (Beta): Auto Averaging<\/p>\n<p>Tech specs: Mac only. Tested on various Apple Silicon devices (M1\/M2). It runs fine on 8GB, but 16GB of RAM is recommended.<br \/>You can login and download it here: <a href=\"https:\/\/www.feather-editor.it\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.feather-editor.it\/<\/a><\/p>\n<p>What is your biggest frustration with your current photo editing software?<\/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\/@luca_miglioli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_miglioli<\/a> How does Feather’s handle that in real-world messy shots?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@luca_miglioli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_miglioli<\/a> <\/p>\n<\/p>\n<p>Hi! Strong start. The direction here is clear: faster, smarter, more intuitive editing without the usual friction.<\/p>\n<\/p>\n<p>Biggest frustration with current tools? They\u2019re powerful\u2014but slow, cluttered, and too manual for workflows that should feel seamless.<\/p>\n<\/p>\n<p>Feather is moving the needle, especially with masking + smart automation. Keep pushing on performance, polish, and cross-platform\u2014we\u2019re definitely waiting on that Windows version.<\/p>\n<\/p>\n<p>Excited to see where this goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luca_miglioli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_miglioli<\/a> 4 months from idea to public launch is genuinely impressive \u2014 especially for a native Mac app with local AI processing. Most people would spend 4 months just deciding on the tech stack.<\/p>\n<p>The HSL mixer working inside masks is a detail that photographers will notice immediately \u2014 that’s exactly the kind of limitation in Lightroom that forces people into Photoshop just for one step.<\/p>\n<p>Biggest frustration with current photo editing software personally? The subscription model that locks you out of your own exports if you stop paying. Pay once, use forever removes that anxiety entirely.<\/p>\n<p>What’s next on the roadmap after Smart Stacking comes out of beta?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pay-once pricing is a real differentiator right now when everything else is $12\/month forever. What’s the current price point, and does that change post-launch? Trying to decide if jumping in during the rough edges phase is worth it versus waiting for a more polished build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u672c\u5730\u6a21\u578b\u7528\u7684\u4ec0\u4e48\u6a21\u578b\uff1f\u901f\u5ea6\u5982\u4f55\uff1f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RV27254646S3NQ\" class=\"app-title\">Microsoft Copilot Health<\/a><\/p>\n<div class=\"one-liner\">Dedicated space to bring your personal health data together<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Microsoft Copilot Health \u662f\u4e00\u4e2a\u6574\u5408\u4e2a\u4eba\u5065\u5eb7\u6570\u636e\u7684AI\u7a7a\u95f4\uff0c\u5c06\u75c5\u5386\u3001\u53ef\u7a7f\u6234\u8bbe\u5907\u548c\u5316\u9a8c\u7ed3\u679c\u6c47\u805a\u4e00\u5904\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5c31\u533b\u524d\u53ef\u6267\u884c\u7684\u6d1e\u5bdf\uff0c\u89e3\u51b3\u5065\u5eb7\u6570\u636e\u788e\u7247\u5316\u3001\u4e92\u4e0d\u5173\u8054\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\/5f1625e8-a685-4dd3-810b-b3ebafee4903.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\/5aae210d-9f40-40e9-a37c-8901f609d6d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5657e4f5-f3fc-4f35-86df-03d117062fd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2661fde0-d889-489a-93ec-ce6782ef0966.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e2c6e3c-18cc-4090-b2ef-5a33b8202f2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d87e19e-2c4f-4084-86a4-48fdbfd9c9e9.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\/465f69a3-1bf1-41bb-9516-e1b6fcd25243.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=61JHf0K1zKc\"><source src=\"https:\/\/www.youtube.com\/watch?v=61JHf0K1zKc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u533b\u7597AI<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u75c5\u5386\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u5065\u5eb7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u533b\u7597<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u95ee\u8bca\u51c6\u5907<\/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\u6574\u5408EHR\u548c\u53ef\u7a7f\u6234\u8bbe\u5907\u7684\u4ef7\u503c\uff0c\u597d\u5947\u5982\u4f55\u5b9e\u73b0\u8de8\u6e90\u63a8\u7406\uff08\u6570\u636e\u77db\u76fe\u65f6\uff09\u3002\u91cd\u70b9\u63d0\u95ee\uff1aAI\u8f93\u51fa\u662f\u5426\u53ef\u8ffd\u6eaf\u5177\u4f53\u6765\u6e90\u548c\u539f\u6587\uff1f\u6570\u636e\u5408\u89c4\u5982\u4f55\u5904\u7406\uff08\u8de8\u5730\u533a\u6cd5\u89c4\uff09\uff1f\u671f\u5f85\u770b\u5230\u708e\u75c7\u6a21\u5f0f\u7b49\u6df1\u5c42\u6d1e\u5bdf\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 Microsoft Copilot Health\u7684\u201c\u806a\u660e\u201d\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u5065\u5eb7\u8bb0\u5f55\u5de5\u5177\uff0c\u800c\u662f\u5f53\u4e86\u90a3\u4e2a\u6700\u96be\u7684\u201c\u7ffb\u8bd1\u5b98\u201d\u2014\u2014\u628a50000\u5bb6\u533b\u9662\u7684\u7535\u5b50\u75c5\u5386\u300150\u591a\u79cd\u53ef\u7a7f\u6234\u8bbe\u5907\u548c\u5b9e\u9a8c\u5ba4\u5316\u9a8c\u5355\u653e\u5728\u4e00\u4e2a\u8bed\u5883\u91cc\u3002\u8fd9\u5207\u4e2d\u4e86\u6570\u5b57\u5065\u5eb7\u6700\u5927\u7684\u8c0e\u8a00\uff1a\u6570\u636e\u4e0d\u7b49\u4e8e\u6d1e\u5bdf\u3002\u5f53\u4f60\u7684Oura\u544a\u8bc9\u4f60\u7761\u7720\u4e0d\u8db3\uff0c\u800c\u5316\u9a8c\u5355\u663e\u793a\u76ae\u8d28\u9187\u6b63\u5e38\u65f6\uff0c\u788e\u7247\u5316\u7684\u6570\u636e\u53ea\u662f\u566a\u97f3\uff0c\u5173\u8054\u540e\u7684\u4fe1\u53f7\u624d\u6709\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u9510\u70b9\u5728\u4e8e\uff0c\u8fd9\u5957\u65b9\u6848\u76ee\u524d\u4ec5\u9650\u7f8e\u56fd\uff0c\u4e14\u4f9d\u7136\u4e25\u91cd\u4f9d\u8d56\u201cFunction\u201d\u8fd9\u7c7b\u7b2c\u4e09\u65b9\u4e2d\u95f4\u4ef6\u6765\u83b7\u53d6\u5b9e\u9a8c\u5ba4\u6570\u636e\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\uff0c\u5b83\u662f\u5728\u5df2\u6709\u7684\u6570\u636e\u5b64\u5c9b\u4e0a\u67b6\u4e86\u4e00\u5ea7\u6865\uff0c\u4f46\u8fd9\u5ea7\u6865\u7684\u627f\u91cd\u5899\uff08\u6570\u636e\u6e90\u5408\u4f5c\u534f\u8bae\u3001HIPAA\u5408\u89c4\u6267\u884c\u7ec6\u8282\uff09\u8fd8\u6ca1\u6709\u5b8c\u5168\u516c\u5f00\u3002\u66f4\u81f4\u547d\u7684\u95ee\u9898\u662f\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5f15\u7528\u900f\u660e\u5ea6\u201d\u2014\u2014\u5f53AI\u544a\u8bc9\u4f60\u201c\u6839\u636e\u54c8\u4f5b\u5065\u5eb7\u201d\u7ed9\u51fa\u5efa\u8bae\u65f6\uff0c\u5982\u679c\u7528\u6237\u65e0\u6cd5\u70b9\u51fb\u67e5\u770b\u5177\u4f53\u6bb5\u843d\u548c\u4e0a\u4e0b\u6587\uff0c\u8fd9\u5728\u533b\u7597\u573a\u666f\u4e0b\u4e0d\u662f\u53ef\u4fe1\u5ea6\u6298\u6263\uff0c\u800c\u662f\u5b89\u5168\u9690\u60a3\u3002\u4e00\u4e2a\u65e0\u6cd5\u88ab\u6838\u5b9e\u6765\u6e90\u7684\u533b\u7597\u5efa\u8bae\uff0c\u518d\u6f02\u4eae\u4e5f\u4e0d\u8fc7\u662f\u52a0\u4e86\u6743\u5a01\u524d\u7f00\u7684\u804a\u5929\u8bb0\u5f55\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u65b9\u5411\u6781\u81f4\u6b63\u786e\uff0c\u4f46\u843d\u5730\u65f6\u5fc5\u987b\u5728\u201c\u533b\u7597\u8d23\u4efb\u5f52\u5c5e\u201d\u548c\u201c\u6570\u636e\u6240\u6709\u6743\u627f\u8bfa\u201d\uff08\u81ea\u8be9\u4e0d\u4e0e\u901a\u7528Copilot\u5171\u4eab\uff09\u4e0a\u7ed9\u51fa\u53ef\u9a8c\u8bc1\u7684\u673a\u5236\uff0c\u800c\u4e0d\u662f\u4e00\u53e5\u6587\u6848\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u5f88\u7f8e\u201d\u7684\u8bca\u524d\u5907\u5fd8\u5f55\uff0c\u800c\u975e\u6539\u53d8\u533b\u60a3\u5bf9\u8bdd\u8d28\u91cf\u7684\u9a71\u52a8\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Microsoft Copilot Health<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve got data from your Oura, your hospital, your blood panels. None of it talks to each other. None of it tells you what to do. Copilot Health fixes that. It’s a secure space inside Copilot where your health records (50,000+ US health systems), wearables (50+ devices), and lab results (via Function) come together. Medical AI analyzes the full picture and surfaces insights you can act on, grounded in sources like Harvard Health.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most people have more health data than ever. And less idea what to do with it.<\/p>\n<\/p>\n<p>Lab results in a hospital portal. Sleep data on your wrist. Medications scattered across three different systems. The data exists. It just never talks to each other.<\/p>\n<\/p>\n<p>Copilot Health changes that.<\/p>\n<\/p>\n<p><strong>What it does:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udfe5 Connects EHRs from 50,000+ US hospitals, pulling visit summaries, meds, and test results<\/p>\n<\/li>\n<li>\n<p>\u231a Syncs wearables from 50+ devices including Apple Health, Oura, and Fitbit<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddea Ingests lab results via Function and reasons across the full picture<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcda Grounds answers in Harvard Health and verified sources from 50+ countries<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0d Finds real doctors who take your insurance, filtered by specialty and language<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd12 Data isolated from general Copilot, never used for model training<\/p>\n<\/li>\n<\/ul>\n<p>The outcome isn’t just “more insight.” It’s showing up to your doctor prepared, with the right questions and the right context, instead of trying to remember everything on the spot.<\/p>\n<\/p>\n<p>Excited to hunt this one. The EHR integration alone is a big unlock. 50,000 health systems is not a small number.<\/p>\n<\/p>\n<p>US-only and waitlist-gated for now, so set expectations accordingly.<\/p>\n<\/p>\n<p>What are you most curious to try first: the wearable synthesis, the EHR records side, or just having a single place to actually ask questions about your own health?<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> The interoperability angle here is genuinely interesting\u2014healthcare data fragmentation is such a friction point. The fact that you’re pulling from 50k+ EHRs and 50+ wearables in one place means people can actually act on patterns they couldn’t see before. Curious how you’re handling the compliance surface area across all those different data sources and regional regulations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Super curious how Copilot surfaces actionable insights from that + wearables, like spotting inflammation patterns before my doc visit. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> The EHR integration is the unlock that makes everything else credible. Wearable data without clinical context is just numbers \u2014 but pairing Oura sleep scores with actual lab results and visit summaries is where real patterns emerge.<\/p>\n<p>The “show up to your doctor prepared” framing is underrated. Most people either forget half their symptoms or spend 10 minutes scrolling through their phone in the consultation room. Having that context structured and ready changes the quality of the conversation entirely.<\/p>\n<p>The data isolation from general Copilot and no model training commitment is also the right call \u2014 health data is exactly where people need that assurance before they trust any platform.<\/p>\n<p>Most curious about the cross-source reasoning \u2014 how it handles contradictions between wearable data and clinical results. That’s where it either earns trust or loses it fast.<\/p>\n<p>Great hunt Rohan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Grounded in sources like Harvard Health” is doing a lot of work in that sentence. When the AI surfaces an insight, can you see exactly which source it’s drawing from and the specific passage? Or is it more like a general confidence stamp that the output is medically reviewed? The difference matters a lot when you’re trying to decide whether to actually act on something.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MPC7PMAGNUTKGP\" class=\"app-title\">YouTube TV Custom Multiview<\/a><\/p>\n<div class=\"one-liner\">Mix and match up to 4 live streams at once<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">128<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YouTube TV Custom Multiview\u8ba9\u7528\u6237\u6446\u8131\u5e73\u53f0\u9884\u8bbe\u7684\u591a\u753b\u9762\u7ec4\u5408\u9650\u5236\uff0c\u5728\u4f53\u80b2\u8d5b\u4e8b\u3001\u65b0\u95fb\u76f4\u64ad\u7b49\u573a\u666f\u4e0b\uff0c\u81ea\u7531\u6df7\u642d\u6700\u591a4\u4e2a\u76f4\u64ad\u6d41\uff0c\u89e3\u51b3\u4e86\u4e00\u5c4f\u591a\u770b\u7684\u4e2a\u6027\u5316\u4e0e\u5b9e\u65f6\u8ffd\u8e2a\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\/970a7955-1ded-4b99-877a-6a0697cbd764.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=wnoCCUQSdWs\"><source src=\"https:\/\/www.youtube.com\/watch?v=wnoCCUQSdWs\" 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\/24093f72-8e60-4871-b738-e2569618341c.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\/e7c1631d-3b4f-4033-9784-4c02aa9b3a8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f43338a-c520-4bbd-8b5e-db231e984df8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b06a258-cb7c-4f04-8c76-0bf9931675d6.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\">Video Streaming<\/span><br \/>\n <span class=\"tag\">Sports<\/span><br \/>\n <span class=\"tag\">TV<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YouTube TV<\/span><br \/>\n <span class=\"tag\">\u591a\u89c6\u89d2\u76f4\u64ad<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u8d5b\u4e8b<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u753b\u9762<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u6d41\u6df7\u642d<\/span><br \/>\n <span class=\"tag\">\u7535\u89c6\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">NFL\u5957\u9910<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u63a7\u5236\u3002<\/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\u597d\u5947\u540c\u65f6\u64ad\u653e\u56db\u8def\u76f4\u64ad\u662f\u5426\u5bb9\u6613\u8ddf\u4e22\u91cd\u70b9\uff0c\u4ee5\u53ca\u591a\u6d41\u97f3\u9891\u5207\u6362\u5728\u4f53\u80b2\u72c2\u70ed\u591c\u662f\u5426\u6d41\u7545\u3002\u8fd9\u4e9b\u95ee\u9898\u76f4\u6307\u591a\u753b\u9762\u529f\u80fd\u7684\u5b9e\u9645\u53ef\u7528\u6027\u548c\u4ea4\u4e92\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YouTube TV\u8fd9\u6ce2\u66f4\u65b0\u582a\u79f0\u201c\u8ba9\u7528\u6237\u81ea\u5df1\u5f53\u5bfc\u64ad\u201d\uff0c\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u628a\u9009\u62e9\u6743\u4ece\u5e73\u53f0\u8ba9\u6e21\u7ed9\u7528\u6237\u2014\u2014\u4f53\u80b2\u8ff7\u80fd\u540c\u65f6\u76ef\u56db\u573aNFL\uff0c\u65b0\u95fb\u63a7\u53ef\u8ba9CNN\u3001Fox\u3001MSNBC\u540c\u5c4f\u6495\u903c\u3002\u4f46\u6295\u7968\u4ec5128\uff0c\u8bf4\u660e\u5b83\u66f4\u50cf\u4f18\u5316\u800c\u975e\u98a0\u8986\u3002\u51e0\u4e2a\u786c\u4f24\uff1a\u4e00\u662f\u9884\u8bbe\u7ec4\u5408\u65f6\u4ee3\u89c2\u4f17\u4e60\u60ef\u4e86\u201c\u88ab\u52a8\u5582\u98df\u201d\uff0c\u7a81\u7136\u8981\u81ea\u5df1\u62fc\u642d\u53cd\u800c\u6709\u95e8\u69db\uff1b\u4e8c\u662f\u97f3\u9891\u5207\u6362\u6210\u81f4\u547d\u77ed\u677f\uff0c\u8bc4\u8bba\u533a\u5bf9\u201c\u56db\u6d41\u58f0\u97f3\u4e71\u6218\u201d\u7684\u62c5\u5fe7\u53cd\u6620\u4e86\u5e95\u5c42\u903b\u8f91\u7f3a\u5931\u2014\u2014\u6bd5\u7adf\u6ca1\u4eba\u60f3\u542c\u56db\u8def\u89e3\u8bf4\u540c\u65f6\u704c\u8033\uff1b\u4e09\u662f\u6d41\u91cf\u6d88\u8017\u4e0e\u8bbe\u5907\u6027\u80fd\u672a\u63d0\u53ca\uff0c\u624b\u673a\u6216\u8001\u7535\u89c6\u8dd14\u8def\u89c6\u9891\u53ef\u80fd\u76f4\u63a5\u5361\u6210PPT\u3002\u76f8\u6bd4\u82f9\u679c\u7684\u201c\u534f\u4f5c\u753b\u4e2d\u753b\u201d\u6216Frame.io\u7684\u4e91\u7aef\u5e76\u5217\u526a\u8f91\uff0c\u8fd9\u529f\u80fd\u5b9e\u7528\u4f46\u5e73\u5eb8\uff0c\u672c\u8d28\u662f\u7ebf\u6027\u7535\u89c6\u5411\u70b9\u64ad\u59a5\u534f\u7684\u4ea7\u7269\uff0c\u79bb\u201c\u4e0b\u4e00\u4ee3\u89c2\u770b\u4f53\u9a8c\u201d\u8fd8\u5dee\u5f97\u8fdc\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">YouTube TV Custom Multiview<\/span>\n <\/div>\n<div class=\"comment-content\">YouTube TV now lets subscribers build fully customizable multiviews with up to four live streams on one screen. Mix and match live channels across your plan and add-ons like NFL Sunday Ticket, using a new builder with filters for sports, news, shows, movies, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>YouTube TV\u2019s multiview finally gives users full control.<\/p>\n<p>Instead of choosing from <a href=\"https:\/\/blog.youtube\/news-and-events\/multiview-on-youtube-tv\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">prebuilt combinations<\/a>, you can now build your own view with up to four live streams, including channels from your main plan and add-ons like <a href=\"https:\/\/tv.youtube.com\/learn\/nflsundayticket\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NFL Sunday Ticket<\/a>. The new builder also makes it easier to filter by sports, news, shows, movies, and other live content.<\/p>\n<p>Simple feature, very useful for live TV. Sports is the obvious use case, but I can also see people using this for news, big events, or just keeping multiple live streams open at once\ud83d\udcfa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> When you have four streams running at once… does it stay easy to follow everything or does it start to feel a bit overwhelming after a while?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How smooth is audio switching between the four streams during a chaotic sports night like playoffs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K3LIUH4TGLI3BI\" class=\"app-title\">Breaks<\/a><\/p>\n<div class=\"one-liner\">A quiet Pomodoro that lives in your menu bar.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Breaks \u662f\u4e00\u6b3e\u9759\u9a7b\u4e8e Mac \u83dc\u5355\u680f\u7684\u6781\u7b80\u756a\u8304\u949f\uff0c\u901a\u8fc7\u96f6\u5e72\u6270\u8bbe\u8ba1\u548c\u672c\u5730\u4f18\u5148\u7b56\u7565\uff0c\u5e2e\u4f60\u4e13\u6ce8\u5f53\u4e0b\uff0c\u65e0\u9700\u5fcd\u53d7\u7e41\u590d\u754c\u9762\u6216\u9690\u79c1\u6cc4\u9732\u7684\u7126\u8651\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\/6cec59e2-6fbe-49a5-ab32-b8f61b6b944c.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\/04da9d55-3656-4448-8a97-483c93a659ed.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8668e58d-5957-4090-bb9a-84370b910990.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4882876f-61b0-48d1-9b06-46fc1660d9b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u756a\u8304\u949f<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">Apple Intelligence<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/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\u7b80\u6d01\u548c\u9690\u79c1\u4f18\u5148\u7684\u7406\u5ff5\u3002\u4e3b\u6d41\u9700\u6c42\u96c6\u4e2d\u5728\u5e0c\u671b\u63a8\u51fa Windows\/Linux \u7248\u672c\uff0c\u4ee5\u53ca\u5c3d\u5feb\u4e0a\u67b6 App Store \u548c Homebrew Cask\u3002\u6709\u5efa\u8bae\u6307\u51fa\uff0c\u53ef\u901a\u8fc7\u8ffd\u8e2a\u7528\u6237\u5728\u751f\u4ea7\u529b\u793e\u533a\u5206\u4eab\u622a\u56fe\u7684\u63d0\u53ca\u6765\u6316\u6398\u771f\u6b63\u75db\u70b9\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 Breaks \u5728\u7ea2\u6d77\u7684\u756a\u8304\u949f\u8d5b\u9053\u91cc\uff0c\u9009\u62e9\u4e86\u4e00\u6761\u6781\u5176\u806a\u660e\u7684\u201c\u51cf\u6cd5\u201d\u8def\u7ebf\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u7528\u82b1\u54e8\u7684\u7edf\u8ba1\u6216\u590d\u6742\u7684\u767d\u566a\u97f3\u6765\u5236\u9020\u201c\u751f\u4ea7\u529b\u5e7b\u89c9\u201d\uff0c\u800c\u662f\u56de\u5f52\u4e86\u756a\u8304\u949f\u7684\u672c\u8d28\u2014\u2014\u4e00\u4e2a\u5b89\u9759\u7684\u8ba1\u65f6\u5668\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u5728\u4e8e\u201c\u5b58\u5728\u611f\u201d\u7684\u7cbe\u51c6\u63a7\u5236\uff1a\u9690\u85cf\u5728\u83dc\u5355\u680f\uff0c\u4e0d\u6253\u6270\uff0c\u4f46\u968f\u65f6\u53ef\u7528\u3002\u8fd9\u79cd\u514b\u5236\u6070\u6070\u51fb\u4e2d\u4e86\u91cd\u5ea6\u6548\u7387\u5de5\u5177\u7528\u6237\u5bf9\u201c\u5de5\u5177\u7126\u8651\u201d\u7684\u538c\u5026\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u7b56\u7565\u4e0a\u770b\uff0c\u201c\u672c\u5730\u4f18\u5148\u3001\u65e0\u9065\u6d4b\u3001\u5f00\u6e90\u201d\u662f\u4e09\u91cd\u6781\u5177\u6740\u4f24\u529b\u7684\u5356\u70b9\uff1a\u5b83\u65e2\u6ee1\u8db3\u4e86\u5f00\u53d1\u8005\u793e\u533a\u5bf9\u900f\u660e\u4e0e\u53ef\u63a7\u7684\u504f\u597d\uff08MIT \u5f00\u6e90\uff09\uff0c\u53c8\u8fce\u5408\u4e86\u5f53\u4e0b\u5bf9\u6570\u636e\u9690\u79c1\u9ad8\u5ea6\u654f\u611f\u7684\u7528\u6237\u5fc3\u7406\uff08\u6c99\u7bb1\u9694\u79bb+AI \u672c\u5730\u5904\u7406\uff09\u3002\u901a\u8fc7 Apple Intelligence \u5b9e\u73b0\u672c\u5730\u5468\u62a5\uff0c\u66f4\u662f\u5c06\u9690\u79c1\u4f53\u9a8c\u505a\u5230\u4e86\u884c\u4e1a\u5929\u82b1\u677f\u2014\u2014\u6570\u636e\u4e0d\u79bb\u5f00 Mac\uff0c\u76f4\u63a5\u5316\u89e3\u4e86 AI \u5e94\u7528\u7684\u6700\u5927\u4fe1\u4efb\u5371\u673a\u3002\u8fd9\u7edd\u975e\u5355\u7eaf\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\uff0c\u800c\u662f\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4fe1\u4efb\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u8005\u4e5f\u9700\u6307\u51fa\u5176\u98ce\u9669\uff1a\u5f53\u524d 118 \u7968\u4e0e\u6709\u9650\u7684\u8bc4\u8bba\u6df1\u5ea6\uff0c\u8868\u660e\u5b83\u4ecd\u5728\u65e9\u671f\u79cd\u5b50\u7528\u6237\u9636\u6bb5\u3002\u8fc7\u5ea6\u805a\u7126 macOS \u5c06\u5929\u7136\u820d\u5f03\u5927\u91cf\u8de8\u5e73\u53f0\u7528\u6237\uff08\u8bc4\u8bba\u4e2d\u5df2\u6709\u5f3a\u70c8\u547c\u58f0\uff09\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u5728\u7a33\u5b9a\u7248\u57fa\u7840\u4e0a\u62d3\u5c55\u81f3 Windows\/Linux \u6216\u662f\u79fb\u52a8\u7aef\uff0c\u5176\u201c\u62a4\u57ce\u6cb3\u201d\u53ef\u80fd\u53ea\u662f\u4e00\u6761\u6d45\u6c9f\u3002\u53e6\u5916\uff0c\u201c\u6781\u7b80\u201d\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\u2014\u2014\u7f3a\u4e4f\u6570\u636e\u6d1e\u5bdf\u548c\u9ad8\u7ea7\u5b9a\u5236\uff0c\u53ef\u80fd\u4f1a\u8ba9\u8ffd\u6c42\u6df1\u5ea6\u7684\u6548\u7387\u8fbe\u4eba\u5728\u9759\u9ed8\u4e00\u5468\u540e\u6084\u7136\u5378\u8f7d\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u201c\u4e0d\u589e\u52a0\u754c\u9762\u8d1f\u62c5\u201d\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u66f4\u667a\u80fd\u7684\u672c\u5730\u5206\u6790\u548c\u7075\u6d3b\u7684\u70ed\u952e\u7ec4\u5408\uff0c\u6301\u7eed\u56de\u5e94\u7528\u6237\u672a\u88ab\u660e\u8bf4\u7684\u6df1\u5c42\u9700\u6c42\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\">Breaks<\/span>\n <\/div>\n<div class=\"comment-content\">A small, focused Pomodoro app that lives in your Mac menu bar. Free, open source, sandboxed. Focus journal, streaks, global hotkeys, optional Calendar export, and on-device AI weekly review powered by Apple Intelligence, your data never leaves your Mac.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH <\/p>\n<p>I built Breaks because every Pomodoro app I tried either had too much going on or looked like it was made in 2009. <\/p>\n<p>Breaks lives in your menu bar, stays out of the way, and just ticks. Focus journal, streaks, global hotkeys, local notifications, no account, no cloud, no telemetry. Everything stays on your Mac. <\/p>\n<p>It’s free, open source (MIT), and runs on macOS 13+. <\/p>\n<p>Would love to hear what you think, especially if you’re a heavy Pomodoro user. What’s missing from the tools you use today?<\/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\/@gjinprelvukaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gjinprelvukaj<\/a> The privacy-first approach is refreshing\u2014especially keeping everything local without telemetry. One thing that might help you understand what resonates: tracking mentions when people share their setup screenshots or recommend Breaks in productivity communities could show you which features people actually talk about vs. what gets requested. That kind of signal often reveals what’s truly missing from existing tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gjinprelvukaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gjinprelvukaj<\/a> <\/p>\n<\/p>\n<p>Clean, focused, and intentional\u2014this is what most Pomodoro tools miss.<\/p>\n<\/p>\n<p>Itt strips away the noise and respects the user\u2019s attention. Local-first, no telemetry, fast access from the menu bar\u2014that\u2019s the right philosophy.<\/p>\n<\/p>\n<p>It\u2019s amazing. Truly.<\/p>\n<\/p>\n<p>Now bring it to Windows\u2014we\u2019re waiting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool project. Any thoughts on pushing it to Windows\/Linux?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tuliosousapro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tuliosousapro<\/a> Thanks!! Right now im focused on macOS so currently Windows\/Linux is not being developed. But i was a windows user for some years, and a linux user for the last 4 years (before switching to macOS) so i know the pain when a tool is available on one but not on others. If i ever do want to port it to windows\/linux , ill be doing it when i have a very stable version of macOS. Never say never though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – any plans to put it in into the app store?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@steven_willmott\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steven_willmott<\/a> Hey Steven, thanks for asking. I do plan to put it on the App Store, but development is still early. I’ll publish it to the App Store and Homebrew Cask once I get an Apple dev account and finish a few more features\/issues I’ve found. Definitely on the roadmap, aiming for later this year.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XT7WXCE63DLLKF\" class=\"app-title\">Ara<\/a><\/p>\n<div class=\"one-liner\">Build an entire business by texting<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ara\u8ba9\u7528\u6237\u53ea\u9700\u7c98\u8d34\u4e00\u5f20\u4ea7\u54c1\u56fe\u7247\uff0c\u5c31\u80fd\u901a\u8fc7\u77ed\u4fe1\uff08iMessage\/SMS\uff09\u5feb\u901f\u751f\u6210\u4e00\u4e2a\u5e26\u652f\u4ed8\u529f\u80fd\u3001\u771f\u5b9e\u57df\u540d\u7684\u7f51\u7ad9\uff0c\u6781\u5927\u7b80\u5316\u4e86\u4ece\u521b\u610f\u5230\u4e0a\u7ebf\u9500\u552e\u7684\u7e41\u7410\u6280\u672f\u95e8\u69db\uff0c\u8f7b\u677e\u5b9e\u73b0\u201c\u7528\u624b\u673a\u77ed\u4fe1\u521b\u4e1a\u201d\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\/3ca85f87-314e-48a9-9af1-b20a6269b533.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb788809-8c2d-4ab4-9b6f-94a411feeaa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83169833-7bf5-44e9-ac6b-43f4ea060735.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91148e8f-eca6-47eb-95b2-27a8014af98a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcd21813-6c2d-46b9-8e2a-41268c74941e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/130f01c3-aba4-4f8f-b297-4a542ff4bcd5.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\/db981277-116f-4965-9c63-ba51f241de5d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BpdLYYhiDKU\"><source src=\"https:\/\/youtu.be\/BpdLYYhiDKU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Payments<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u96f6\u4ee3\u7801\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">AI\u521b\u4e1a\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u77ed\u4fe1\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u57df\u540d\u7ed1\u5b9a<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e73\u53f0\u7ed1\u5b9a<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\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\u8d5e\u8d4f\u77ed\u4fe1\u4ea4\u4e92\u7684\u7b80\u6d01\u6027\uff0c\u8ba4\u4e3a\u5b83\u89e3\u51b3\u4e86\u521d\u521b\u8005\u88ab\u6280\u672f\u8bbe\u7f6e\u201c\u529d\u9000\u201d\u7684\u75db\u70b9\u3002\u6838\u5fc3\u5efa\u8bae\u662f\uff1a\u5e0c\u671bAI\u4ee3\u7406\u80fd\u9488\u5bf9\u201cAI\u641c\u7d22\u53ef\u89c1\u6027\u201d\u7b49\u7279\u5b9a\u573a\u666f\u63d0\u4f9b\u66f4\u5b9a\u5236\u5316\u7684\u589e\u957f\u5efa\u8bae\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301\u73b0\u6709\u4ee3\u7801\u5e93\uff0c\u5b98\u65b9\u7b54\u590d\u652f\u6301\u514b\u9686\u73b0\u6709\u7f51\u7ad9\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 Ara\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u201c\u5efa\u7ad9\u5de5\u5177\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u53cd\u76f4\u89c9\u7684\u521b\u4e1a\u754c\u9762\u201d\u3002\u5b83\u5de7\u5999\u5730\u5229\u7528SMS\u8fd9\u4e00\u6781\u4f4e\u8ba4\u77e5\u8d1f\u8377\u7684\u6e20\u9053\uff0c\u5265\u79bb\u4e86\u4f20\u7edf\u5efa\u7ad9\u4e2d\u6240\u6709\u4ee4\u4eba\u5934\u79c3\u7684\u201c\u4e2d\u95f4\u5c42\u201d\uff08DNS\u3001Stripe\u5bf9\u63a5\u3001\u540e\u7aef\u903b\u8f91\uff09\uff0c\u8ba9\u7528\u6237\u76f4\u63a5\u805a\u7126\u4e8e\u201c\u5356\u4e1c\u897f\u201d\u8fd9\u4e00\u539f\u59cb\u51b2\u52a8\u3002\u5176\u201c\u7c98\u8d34\u56fe\u7247\u2192\u83b7\u5f97\u5e26\u652f\u4ed8\u529f\u80fd\u7684\u7f51\u7ad9\u201d\u8def\u5f84\uff0c\u662f\u5bf9\u4f20\u7edfSaaS\u201c\u529f\u80fd\u5806\u780c\u3001\u7528\u6237\u5b66\u4e60\u6210\u672c\u9ad8\u201d\u8def\u7ebf\u7684\u7cbe\u51c6\u80cc\u53db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u65b9\u5411\u6df1\u53d7\u7528\u6237\u8ba4\u53ef\uff0c\u5c24\u5176\u5bf9\u975e\u6280\u672f\u80cc\u666f\u7684\u5c0f\u767d\u521b\u4e1a\u8005\u6781\u5177\u5438\u5f15\u529b\u3002\u4f46\u4ea7\u54c1\u7684\u771f\u5b9e\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u77ed\u4fe1\u4ea4\u4e92\u201d\u8fd9\u4e2aUI\u58f3\uff0c\u800c\u5728\u4e8e\u5176\u80cc\u540eAgent\u7684\u667a\u80fd\u7a0b\u5ea6\u548c\u4f9b\u5e94\u94fe(\u5982\u57df\u540d\u3001\u652f\u4ed8)\u7684\u6574\u5408\u6df1\u5ea6\u3002\u76ee\u524dAgent\u4ec5\u80fd\u63d0\u4f9b\u6d41\u91cf\u548c\u57fa\u7840\u4f18\u5316\u5efa\u8bae\uff0c\u8fd9\u8fd8\u505c\u7559\u5728\u201c\u6570\u636e\u770b\u677f\u201d\u7684\u77ed\u4fe1\u5316\u7ffb\u8bd1\u3002\u5982\u679c\u672a\u6765\u4e0d\u80fd\u8fdb\u5316\u4e3a\u201c\u4e3b\u52a8\u8bca\u65ad\u4e1a\u52a1\u74f6\u9888\u3001\u7ed9\u51fa\u9488\u5bf9\u6027\u8425\u9500\u7b56\u7565\u201d\u7684\u8d85\u7ea7\u52a9\u624b\uff0cAra\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u80fd\u53d1\u77ed\u4fe1\u7684Wix\u7cbe\u7b80\u7248\u201d\uff0c\u96be\u4ee5\u652f\u6491\u7528\u6237\u4e1a\u52a1\u89c4\u6a21\u6269\u5927\u540e\u7684\u590d\u6742\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u5168\u9760\u77ed\u4fe1\u201d\u8fd9\u4e2a\u8bbe\u5b9a\u662f\u4e00\u67c4\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u542f\u52a8\u95e8\u69db\uff0c\u4f46\u4e5f\u5728\u4e1a\u52a1\u540e\u671f\u6210\u4e3a\u4ea4\u4e92\u74f6\u9888\u2014\u2014\u590d\u6742\u4fee\u6539\u3001\u591a\u5e97\u94fa\u7ba1\u7406\u3001\u6df1\u5ea6\u6570\u636e\u5206\u6790\uff0c\u90fd\u9700\u8981\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684\u56fe\u5f62\u5316\u754c\u9762\u4f5c\u4e3a\u8865\u5145\u3002Ara\u9700\u8981\u8b66\u60d5\u56e0\u8fc7\u5ea6\u6267\u7740\u4e8e\u201c\u51cf\u6cd5\u201d\u800c\u4eba\u4e3a\u5236\u9020\u65b0\u7684\u201c\u5929\u82b1\u677f\u201d\uff0c\u8ba9\u6210\u529f\u8d77\u6b65\u7684\u7528\u6237\u6700\u7ec8\u56e0\u529f\u80fd\u4e0d\u8db3\u800c\u6d41\u5931\u3002\u771f\u6b63\u7684\u8003\u9a8c\uff0c\u662f\u5f53\u7528\u6237\u4ece\u201c\u8bd5\u6c34\u201d\u8d70\u5411\u201c\u89c4\u6a21\u201d\u65f6\uff0cAra\u80fd\u5426\u63d0\u4f9b\u5e73\u6ed1\u7684\u8fdb\u5316\u8def\u5f84\uff0c\u800c\u4e0d\u662f\u8ba9\u7528\u6237\u91cd\u65b0\u56de\u5230\u201c\u4e94\u4ef6\u5de5\u5177\u534a\u591c\u62fc\u51d1\u201d\u7684\u8001\u8def\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\">Ara<\/span>\n <\/div>\n<div class=\"comment-content\">Paste an Image to get a website with payments supported. Remove all the friction of setup and sourcing. Get a live domain, real website with payments. And continue to scale on your phone natively. Continue and add full backends\/custom domains and much more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h3>Build a Business from Your Phone<\/h3>\n<p>The first time you try to start something online, it feels like a joke at your expense. You just wanted to sell one thing – and suddenly you\u2019re debugging DNS, arguing with Stripe docs, wiring up a backend, and duct-taping five different tools together at 2\u202fa.m.<\/p>\n<p>Most people never get past that wall. Not because their idea is bad, but because the setup grind quietly kills the momentum.<\/p>\n<p>Ara exists to delete that wall so you can actually feel the joy of launching something that\u2019s yours.<\/p>\n<\/p>\n<h2>Paste an Image, Get a Live Business<\/h2>\n<p>With Ara, you can spin up a fully live website with a real domain in seconds \u2014 just by pasting a single image of what you want to sell.<\/p>\n<p>From there, you can:<\/p>\n<p>– Edit the site to match your style<\/p>\n<p>– Set and change your pricing<\/p>\n<p>– Connect your own Stripe<\/p>\n<p>– Keep scaling everything directly from your phone (iMessage or SMS)<\/p>\n<p>No dashboards, no logins, no \u201cdev environment\u201d \u2013 just texting.<\/p>\n<\/p>\n<h2>Agents That Text You How to Grow<\/h2>\n<p>Ara agents keep an eye on your business and text you:<\/p>\n<p>– How much traffic your site is getting<\/p>\n<p>– What\u2019s working (and what isn\u2019t)<\/p>\n<p>– Suggestions on how to optimize and scale further<\/p>\n<p>You get actionable insights as simple text messages \u2014 like having a <strong>growth teammate in your pocket<\/strong>.<\/p>\n<\/p>\n<h2>Let\u2019s Make Building Businesses for Everyone<\/h2>\n<p>Starting something new shouldn\u2019t require being a developer, designer, or growth expert.<\/p>\n<p>Ara turns a simple idea and a single image into a live, growing business \u2014 all powered from your phone. \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adi_singh5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi_singh5<\/a> For non-dev founders like me testing personal brand tools, how customizable are the agent texts for niche growth tips, like “optimize for AI search visibility”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Aspiring Business Owners!! <\/strong>\ud83d\udc4b<br \/>We built <strong>Ara<\/strong> for people who want to start their own business, but get stuck in technical setup.<br \/>Instead of juggling websites, domains, backend, pricing, and analytics across different tools, you can do everything by text.<\/p>\n<p>Text Ara something like “a cookie shop in Austin,” and it sends back a <strong>live, shareable business site in about 30 seconds.<\/strong><\/p>\n<p>Then keep improving it in the same chat:<br \/>\u270f\ufe0f Edit your site<br \/>\ud83d\udcb0 Change offers and pricing<br \/>\ud83c\udf10 Connect a better domain<br \/>\ud83d\udcca Check visitors and sales<br \/>\ud83d\udcc8 Get regular business updates<\/p>\n<p><strong>No coding. No complicated dashboards. Just text.<\/strong><\/p>\n<p>Ara helps you turn an idea into a real business you can launch today and start getting paid by your first customer today.<\/p>\n<p>If you try it, share how long your first launch took and what you want us to improve \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>sms as the interface is bold. we went voice and the latency floor + interrupt handling was brutal. curious if sms’s text-only constraint solved more UX problems than it created.<\/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\/@elalvarobalbin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elalvarobalbin<\/a> We think it might! Hit me up in the Community Whatsapp!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 awesome, guys! I would\u2019ve loved to had Ara when I was in the Philippines and the electricity was gone for half a week… SMS is great. And native. I love it<\/div>\n<div class=\"comment-actions\">\n<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\/@markus_hogne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markus_hogne<\/a> Exactly! I built a real product and sent the link while on the plane!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing especially with the text interface. Does this work with an existing code base?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacob_v1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob_v1<\/a> We currently support cloning any site! So feel free to give it a shot \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WWTXCKT74RCVYX\" class=\"app-title\">Filect <\/a><\/p>\n<div class=\"one-liner\">Organize Your Files With AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Filect\u5229\u7528AI\u81ea\u52a8\u5316\u6574\u7406\u684c\u9762\u3001\u4e0b\u8f7d\u548c\u6587\u6863\u7b49\u6587\u4ef6\u5939\uff0c\u652f\u6301\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u6587\u4ef6\uff0c\u89e3\u51b3\u521b\u610f\u5de5\u4f5c\u8005\u6587\u4ef6\u6df7\u4e71\u3001\u4e22\u5931\u548c\u624b\u52a8\u6574\u7406\u96be\u4ee5\u575a\u6301\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\/1a4bef4b-6d65-4787-9c6c-86e1db7e736d.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\/02eb463f-7969-4ee3-b9ef-90d2880fe62f.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\/be2ede0f-81fc-4af3-9885-0b47b97e9e47.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\/131b3949-665e-473d-bbae-a6056ec438e5.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ee72d9ee-4ef7-45a8-9d51-55070fddc6cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/RqZmBguW9Zw\"><source src=\"https:\/\/youtu.be\/RqZmBguW9Zw\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5939\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Windows<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u641c\u7d22<\/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\u201c\u81ea\u52a8\u6574\u7406+\u8bed\u4e49\u641c\u7d22\u201d\u7ec4\u5408\uff0c\u4f46\u5173\u5fc3\u64a4\u9500\u4e0e\u9884\u89c8\u529f\u80fd\uff08\u5df2\u5f97\u5230\u56de\u7b54\uff09\u3002\u6709\u7528\u6237\u8d28\u7591\u5b9a\u4ef7\u4e0d\u900f\u660e\uff08\u9690\u85cf\u4e8e\u6ce8\u518c\u540e\uff09\uff0c\u5b98\u65b9\u79f0\u5c06\u6539\u8fdb\u3002\u89c6\u9891\u7f16\u8f91\u7b49\u7528\u6237\u8ffd\u95ee\u80fd\u5426\u5904\u7406\u6df1\u5c42\u5b50\u6587\u4ef6\u5939\u6df7\u4e71\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 Filect\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u6587\u4ef6\u7ba1\u7406\u3002\u5176\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u201cAI\u81ea\u52a8\u6574\u7406+\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u53cc\u5f15\u64ce\uff0c\u610f\u56fe\u8986\u76d6\u4ece\u201c\u4e8b\u540e\u68c0\u7d22\u201d\u5230\u201c\u4e8b\u524d\u9884\u9632\u201d\u7684\u5168\u6d41\u7a0b\u3002\u4f46\u5766\u767d\u8bf4\uff0c\u8fd9\u7c7b\u5de5\u5177\u7684\u524d\u8f88\uff08\u5982Hazel\uff09\u65e9\u5df2\u5728Mac\u7aef\u6df1\u8015\u591a\u5e74\uff0cFilect\u82e5\u4ec5\u505c\u7559\u5728\u81ea\u52a8\u5206\u7c7b\u6587\u4ef6\u5939\u548c\u8bed\u4e49\u641c\u7d22\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u65e2\u6709\u529f\u80fd\u7684\u201cAI\u6362\u76ae\u201d\uff0c\u7f3a\u4e4f\u4e0d\u53ef\u66ff\u4ee3\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u66f4\u591a\u662f\u9690\u5fe7\uff1a\u5b9a\u4ef7\u4fe1\u606f\u85cf\u533f\u964d\u4f4e\u4e86\u4fe1\u4efb\u611f\uff1b\u5bf9\u4e8e\u89c6\u9891\u7f16\u8f91\u7b49\u91cd\u5ea6\u7528\u6237\uff0c\u6df1\u5c42\u5d4c\u5957\u7684\u9879\u76ee\u6587\u4ef6\u5939\u624d\u662f\u771f\u6b63\u75db\u70b9\uff0c\u800c\u975e\u8868\u9762\u201c\u684c\u9762\/\u4e0b\u8f7d\u201d\u6587\u4ef6\u5939\u2014\u2014\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u521d\u671f\u5bf9\u590d\u6742\u4f7f\u7528\u573a\u666f\u7684\u8986\u76d6\u4e0d\u8db3\u3002\u867d\u7136\u5b98\u65b9\u627f\u8bfa\u9884\u89c8\u548c\u64a4\u9500\u529f\u80fd\u5b89\u629a\u4e86\u4e00\u90e8\u5206\u7126\u8651\uff0c\u4f46AI\u8bef\u5224\u6587\u4ef6\u5f52\u5c5e\u7684\u98ce\u9669\u5e76\u672a\u6839\u672c\u89e3\u51b3\uff08\u5c24\u5176\u5728\u4e2d\u6587\u6587\u4ef6\u540d\u6216\u6a21\u7cca\u8bed\u4e49\u573a\u666f\u4e0b\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201c\u4e0d\u5f3a\u5236\u9884\u8bbe\u89c4\u5219\u201d\u7684\u81ea\u9002\u5e94\u903b\u8f91\uff0c\u8fd9\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u3002\u4f46\u4ea7\u54c1\u8981\u907f\u514d\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u7248Windows\u641c\u7d22\u201d\u3002\u5efa\u8bae\u56e2\u961f\u5c06\u7cbe\u529b\u805a\u7126\u4e8e\u7279\u5b9a\u5782\u76f4\u4eba\u7fa4\uff08\u5982\u8bbe\u8ba1\u5e08\u3001\u5f00\u53d1\u8005\uff09\u7684\u547d\u540d\u4e60\u60ef\u4e0e\u5de5\u4f5c\u6d41\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5e76\u8003\u8651\u5f15\u5165\u89c4\u5219\u6a21\u677f\u5e02\u573a\uff0c\u800c\u975e\u6cdb\u6cdb\u7684\u201c\u6574\u7406\u4e00\u5207\u201d\u300215\u7f8e\u5143\/\u6708\u7684\u5b9a\u4ef7\u5728\u540c\u7c7b\u5de5\u5177\u4e2d\u504f\u9ad8\uff0c\u5fc5\u987b\u6709\u8db3\u591f\u4eae\u773c\u7684\u589e\u91cf\u529f\u80fd\uff08\u5982\u8de8\u7248\u672c\u6587\u4ef6\u8ffd\u6eaf\u3001\u4e91\u7aef\u5907\u4efd\u540c\u6b65\uff09\u624d\u80fd\u8bf4\u670d\u7528\u6237\u4ece\u514d\u8d39\/\u4fbf\u5b9c\u9009\u9879\u8fc1\u79fb\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\uff0c\u4f46\u5dee\u5f02\u5316\u4ecd\u9700\u9760\u786c\u7ec6\u8282\u8865\u5168\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\">Filect <\/span>\n <\/div>\n<div class=\"comment-content\">Filect automatically organizes your files into clean folder structures using AI. You can run it on autopilot or set custom rules, either way, your Desktop, Downloads, and Documents stay clean without lifting a finger. It can also find any specific file instantly. Just describe it in plain English “that invoice I made for client X last Tuesday” and Filect finds it in seconds. Built for creators, coders, designers, video editors, drowning in files. Mac and Windows. Free 10-day trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Filect because file chaos is something every creative professional deals with but nobody has a good solution for: folders get messy, files get lost, and manual organization never sticks.<\/p>\n<p>Filect fixes this automatically. AI organizes your files into clean folder structures in the background, with no setup required. If you want more control, you can add custom rules. If you don’t, just leave it and let it run.<\/p>\n<p>It also works as a search tool, you type something like “that invoice I made for client X last Tuesday” and Filect finds it instantly without needing the exact filename.<\/p>\n<p>Works on Mac and Windows. <\/p>\n<p>Would love to hear from anyone who’s tried Hazel, Sparkle, or just suffered through a permanently chaotic Downloads folder. Happy to answer all of your questions.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damianos_mallcb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damianos_mallcb<\/a> The automatic organization + semantic search combo is smart\u2014that’s the friction point most tools miss. The fact that it works without forcing users into a rigid setup first will probably matter a lot for adoption. Curious if you’re handling cross-device sync or if it’s local-only for now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the undo story? Can I see exactly what Filect plans to do before it touches anything?<\/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\/@iamryan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"iamryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamryan<\/a> I am not sure if there would be one.. tried cleaning my desktop using claude and it just asked me before by listing the files that would be moving for my confirmation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@iamryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamryan<\/a> Yes, you have the option to preview the exact plan, before Filect does anything, when you are in the manual organization section.<\/p>\n<p>Which means you have full control over what happens.<\/p>\n<p>Also there is an undo option, in the history section where you can undo all the changes that Filect made.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@damianos_mallcb How can we access a free trial? I am AI Content Creator and would love to share it with my audience.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s incredibly obnoxious to bury the price until after one has registered and installed the app….do better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adamelisha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamelisha1<\/a> The app does have a 10-day free trial, so you can try it completely for free. Plus, it is just $15 per month. <\/p>\n<p>But you are right. Ideally, I should have the pricing on the website of the app, so I will definitely make sure to make this update. Thank you for your feedback. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Desktop, Downloads, and Documents” are the three folders it mentions \u2014 what about project folders buried deeper in your drive? A lot of the real chaos for video editors lives in nested client folders, not just the top-level directories.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DNDZ6ADD5647SS\" class=\"app-title\">explainx ai<\/a><\/p>\n<div class=\"one-liner\">discover & monetize ai skills, agents, tools & mcp servers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">55<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ExplainX.ai\u662f\u4e00\u4e2a\u805a\u5408AI\u6280\u80fd\u3001\u667a\u80fd\u4f53\u3001\u5de5\u5177\u548cMCP\u670d\u52a1\u5668\u7684\u5bfc\u822a\u4e0e\u53d1\u5e03\u5e73\u53f0\uff0c\u5e2e\u52a9AI\u4ece\u4e1a\u8005\u89e3\u51b3\u4fe1\u606f\u788e\u7247\u5316\u96be\u9898\uff0c\u5feb\u901f\u53d1\u73b0\u4f18\u8d28\u8d44\u6e90\u5e76\u8ba9\u81ea\u5df1\u7684\u4f5c\u54c1\u88ab\u793e\u533a\u53d1\u73b0\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\/99fc4226-ed18-4188-9f4f-8c6fd1e12fcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43098b23-f0b2-420b-b63e-27c98c2099fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85345ed1-2773-4164-a9e6-9989f595c2bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7700a349-a0ec-4b0c-afa8-c117f303ebd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19484c87-f7c2-46ff-8b9c-a1859f82fb6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/984dfe01-837f-4884-a303-d56f5b002738.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e91f49c2-8271-446f-b62c-3364e3e5f0bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/035ed4ee-0ac0-4e1c-8d72-90ea4c1ab693.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14110f06-d82a-4a6d-a79a-7d74ca6c96da.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\/d4cebe8b-45fb-46d6-93c9-2e78d96bf6cd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nYiGlvdUImg\"><source src=\"https:\/\/youtu.be\/nYiGlvdUImg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech news<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u6280\u80fd\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u8d44\u6e90\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">AI\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u6392\u540d<\/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\u89e3\u51b3\u788e\u7247\u5316\u75db\u70b9\uff0c\u63d0\u51fa\u201c24\u5c0f\u65f6\u5185\u6309\u91cd\u8981\u6027\u53d8\u5316\u201d\u7684\u63d0\u8981\u529f\u80fd\u9700\u6c42\u3002\u8be2\u95ee\u53d8\u73b0\u8def\u5f84\u662f\u5426\u660e\u786e\uff08\u5f53\u524d\u4ec5\u9760\u53d1\u73b0\uff1f\u6709\u65e0\u8d5e\u52a9\/\u63a8\u8350\u4f4d\uff09\uff0c\u4ee5\u53ca\u6280\u80fd\u9a8c\u8bc1\u6d41\u7a0b\u7ec6\u8282\uff08\u57fa\u7840\u9a8c\u8bc1\u5df2\u6709\uff0c\u4f46\u9700\u8fdb\u4e00\u6b65\u8bf4\u660e\u5ba1\u6838\u6807\u51c6\uff09\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\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 ExplainX.ai\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u68d8\u624b\u7684\u75db\u70b9\u2014\u2014AI\u884c\u4e1a\u7684\u201c\u8d44\u6e90\u901a\u80c0\u201d\u3002\u5f53\u6bcf\u5929\u90fd\u6709\u65b0\u5de5\u5177\u3001\u65b0\u667a\u80fd\u4f53\u3001\u65b0\u534f\u8bae\u6d8c\u73b0\uff0c\u4ece\u4e1a\u8005\u7684\u5b66\u4e60\u6210\u672c\u4e0d\u518d\u6765\u81ea\u6280\u672f\u672c\u8eab\uff0c\u800c\u662f\u4fe1\u606f\u7b5b\u9009\u3002\u8fd9\u4e2a\u4ea7\u54c1\u5728\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u751f\u6001\u7684GitHub + Product Hunt\u201d\uff0c\u4f46\u53c8\u4e0d\u6b62\u4e8e\u76ee\u5f55\uff1a\u5b83\u7528\u201c\u771f\u5b9e\u91c7\u7eb3\u6570\u636e\u201d\u4f5c\u4e3a\u6392\u5e8f\u57fa\u51c6\uff0c\u8bd5\u56fe\u5bf9\u6297\u63a8\u8350\u7b97\u6cd5\u548c\u8425\u9500\u6ce1\u6cab\uff0c\u8fd9\u662f\u6781\u5177\u6740\u4f24\u529b\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u5b83\u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u4fe1\u7528\u4e0e\u62a4\u57ce\u6cb3\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5173\u5fc3\u7684\u201c\u6280\u80fd\u9a8c\u8bc1\u201d\u548c\u201c\u53d8\u73b0\u8def\u5f84\u201d\u76f4\u6307\u547d\u95e8\uff1a\u5982\u679c\u53ea\u662f\u793e\u533a\u8bc4\u5206\uff0c\u5f88\u5feb\u4f1a\u88ab\u5237\u91cf\u6c61\u67d3\uff1b\u5982\u679c\u9a8c\u8bc1\u8fc7\u4e25\uff0c\u53c8\u5931\u53bb\u201c\u514d\u8d39\u5f00\u653e\u201d\u7684\u5438\u5f15\u529b\u3002\u800c\u53d8\u73b0\u65b9\u9762\uff0c\u5f53\u524d\u201c\u514d\u8d39\u5217\u8868+\u793e\u533a\u66dd\u5149\u201d\u66f4\u50cf\u51b7\u542f\u52a8\u7684\u8bf1\u9975\uff0c\u82e5\u6ca1\u6709\u660e\u786e\u7684\u4ed8\u8d39\u5347\u7ea7\u6216\u4f63\u91d1\u62bd\u6210\uff0c\u5e73\u53f0\u5c06\u96be\u4ee5\u6301\u7eed\u7ef4\u62a4\u5185\u5bb9\u7684\u65f6\u6548\u6027\u548c\u8d28\u91cf\uff08\u7528\u6237\u5df2\u63d0\u51fa\u201c24\u5c0f\u65f6\u53d8\u5316\u63d0\u8981\u201d\u7684\u9700\u6c42\uff0c\u8fd9\u6070\u6070\u662f\u4eba\u529b\u6210\u672c\u6240\u5728\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5b83\u4e0e\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Toolify\u3001Futurepedia\uff09\u7684\u5dee\u5f02\u5316\u5e76\u975e\u98a0\u8986\u6027\u2014\u2014\u540e\u8005\u540c\u6837\u805a\u5408\u5de5\u5177\u5e76\u6807\u6ce8\u70ed\u5ea6\u3002\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u6c89\u6dc0\u51fa\u201c\u6280\u80fd-\u667a\u80fd\u4f53-MCP\u670d\u52a1\u5668\u201d\u7684\u5168\u94fe\u6761\u6620\u5c04\uff0c\u8ba9\u5f00\u53d1\u8005\u7684\u53d1\u5e03\u3001\u8bc4\u6d4b\u3001\u590d\u7528\u5f62\u6210\u95ed\u73af\uff0c\u800c\u4e0d\u662f\u53e6\u4e00\u4e2a\u5f85\u529e\u6e05\u5355\u5f0f\u7684\u9ec4\u9875\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u65b9\u5411\u7cbe\u51c6\uff0c\u75db\u70b9\u771f\u5b9e\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3aAI\u4ece\u4e1a\u8005\u7684\u201c\u6bcf\u65e5\u5fc5\u8bfb\u201d\u8fd8\u9700\u8981\u89e3\u51b3\u5185\u5bb9\u6cbb\u7406\u4e0e\u5546\u4e1a\u95ed\u73af\u7684\u786c\u4ed7\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\">explainx ai<\/span>\n <\/div>\n<div class=\"comment-content\">ExplainX.ai is the hub where AI practitioners find everything they need \u2014 10,000+ agent skills, 2,000+ MCP servers, 100,000+ AI tools, agents, LLMs, courses, and news, all ranked by real adoption. Built something? Publish your skill, agent, or MCP server on ExplainX and get discovered by thousands of builders. Free to list, open to the community.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b I’m Yash \u2014 I’ve taught 200K+ students AI across Udemy, Coursera, and Codecademy, and I do this full time.<\/p>\n<p>The problem I kept hitting: staying on top of AI moves fast. New tools, agents, MCP servers, skills \u2014 it’s fragmented everywhere. My students were asking me constantly “where do I find X?”<\/p>\n<p>So I built ExplainX.ai for them first. Started as an internal resource, then adoption took off, so I opened it up.<\/p>\n<p>If you’re building with AI or teaching it \u2014 this is the one place to stay current and get discovered.<\/p>\n<p>Would love brutal feedback from this community. What’s missing? What would make you come back daily?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@goyashy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goyashy<\/a> nice congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@goyashy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goyashy<\/a> Teaching 200K+ students and feeling the fragmentation problem firsthand is exactly the right origin story for this \u2014 you didn’t build it to build it, you built it because your own students needed it and nothing good existed.<\/p>\n<p>The “internal resource that got opened up” path is usually how the best directories start. Curated by someone with real context rather than just scraped and listed.<\/p>\n<p>What would make me come back daily \u2014 honestly, a “what changed in the last 24 hours” feed ranked by actual significance rather than just recency. The noise-to-signal ratio in AI news right now is brutal and most people have given up trying to filter it manually.<\/p>\n<p>Brutal feedback as requested \u2014 the monetisation path for builders listing their tools isn’t immediately clear. Is the play purely discovery for now, or is there a featured\/sponsored tier coming? Knowing that upfront would help builders decide how much to invest in their listing.<\/p>\n<p>Congrats on the launch Yash.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a solid hub for the AI community bringing everything into one place makes discovery so much easier. Love that it\u2019s open and free for builders to share their work \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tushar_mestry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tushar_mestry<\/a> Let’s go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing tool \u2014 instead of wasting time explaining things to AI, I can simply install the exact skill I need for my project and start delivering immediately with high-quality results. No AI hallucinations, no token wastage, just fast and reliable execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ganesh_mohane_aisolo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ganesh_mohane_aisolo<\/a> thanks Ganesh!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>as someone who just finished building a niche agent skill, the ‘getting discovered’ part is the hardest bridge to cross. is there a verification process for listed skills, or is it purely community-ranked? free to list is a huge win for indie builders. <a href=\"https:\/\/www.producthunt.com\/@goyashy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"goyashy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goyashy<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> we do basic skill verification yes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Totally agree, building is one challenge, but getting visibility is a whole different game. Really appreciate you sharing this perspective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/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<\/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\/7EFCLV5HAOEIU2\" class=\"app-title\">BookstoRead.ai<\/a><\/p>\n<div class=\"one-liner\">Life\u2019s too short for boring books. Let AI find your match<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BookstoRead.ai\u662f\u4e00\u6b3e\u57fa\u4e8eAI\u7684\u4e66\u7c4d\u53d1\u73b0\u5f15\u64ce\uff0c\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9605\u8bfb\u504f\u597d\uff0cAI\u5373\u53ef\u7cbe\u51c6\u5339\u914d\u7b26\u5408\u201c\u6c1b\u56f4\u201d\u548c\u201c\u610f\u56fe\u201d\u7684\u975e\u5927\u4f17\u5316\u4e66\u7c4d\uff0c\u89e3\u51b3\u5728\u6cdb\u6cdb\u4e66\u5355\u4e2d\u627e\u4e0d\u5230\u5fc3\u4eea\u8bfb\u7269\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\/5d096aed-59fe-47ab-8e15-81f1a1097ca9.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\/eec26002-ab9b-4a3c-801e-77e7ddb4e1e0.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\/de60a558-9979-4b6c-83ff-d866d92b405e.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Books<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e66\u7c4d\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u4e66\u5355<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5782\u76f4AI\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f17\u4e66\u7c4d<\/span><br \/>\n <span class=\"tag\">\u4e66\u7c4d\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e66\u866b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u51fa\u7248\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u201c\u641c\u4e66\u96be\u201d\u75db\u70b9\uff0c\u5c24\u5176\u5bf9\u590d\u6742\u3001\u8de8\u754c\u67e5\u8be2\u6548\u679c\u6ee1\u610f\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u672c\u5730\u4e9a\u9a6c\u900a\u94fe\u63a5\uff08\u5982\u5370\u5ea6\uff09\uff0c\u6dfb\u52a0Goodreads\u94fe\u63a5\uff0c\u589e\u52a0\u641c\u7d22\u5386\u53f2\u4e0e\u7528\u6237\u767b\u5f55\u7cfb\u7edf\u4ee5\u4fdd\u5b58\u4e66\u5355\u3002\u6b64\u5916\uff0c\u7528\u6237\u5bf9\u591a\u8bed\u8a00\u652f\u6301\u8868\u793a\u5173\u5fc3\uff0c\u56e2\u961f\u56de\u5e94AI\u53ef\u5904\u7406\u975e\u82f1\u8bed\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 BookstoRead.ai\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5c1a\u672a\u88ab\u5de8\u5934\u5f7b\u5e95\u89e3\u51b3\u7684\u75db\u70b9\uff1a\u56fe\u4e66\u641c\u7d22\u6b63\u5728\u4ece\u201c\u5173\u952e\u8bcd\u5339\u914d\u201d\u5411\u201c\u610f\u56fe\u7406\u89e3\u201d\u8fdb\u5316\u3002Goodreads\u548c\u4e9a\u9a6c\u900a\u7684\u63a8\u8350\u7cfb\u7edf\u4ecd\u505c\u7559\u5728\u57fa\u4e8e\u8bc4\u5206\u3001\u6807\u7b7e\u548c\u534f\u540c\u8fc7\u6ee4\u7684\u201c\u5e73\u5747\u6570\u201d\u903b\u8f91\u4e0a\uff0c\u8fd9\u5bf9\u4e8e\u60f3\u627e\u201c1920\u5e74\u4ee3\u5317\u6781\u63a2\u9669\u201d\u6216\u201c\u50cf\u653f\u6cbb\u60ca\u609a\u5c0f\u8bf4\u7684\u7f57\u9a6c\u53f2\u201d\u7684\u7528\u6237\u6beb\u65e0\u610f\u4e49\u3002\u4ea7\u54c1\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u5c01\u88c5\u6210\u5782\u76f4\u4f53\u9a8c\uff0c\u7528\u201c\u5199\u4e00\u53e5\u53ef\u63cf\u8ff0\u201d\u66ff\u4ee3\u591a\u5c42\u6b21\u7b5b\u9009\uff0c\u964d\u4f4e\u4e86\u53d1\u73b0\u65b0\u4e66\u7684\u5fc3\u667a\u6210\u672c\uff0c\u8fd9\u662f\u5b83\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\u7684\u662f\uff0c\u8be5\u4ea7\u54c1\u7684\u58c1\u5792\u5e76\u4e0d\u5728\u4e8e\u201cAI\u641c\u4e66\u201d\u8fd9\u4e2a\u70b9\u5b50\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u56fe\u4e66\u6570\u636e\u7684\u9897\u7c92\u5ea6\u4e0e\u4e2a\u6027\u5316\u6301\u7eed\u4f18\u5316\u7684\u80fd\u529b\u3002\u76ee\u524d\u5b83\u4f9d\u8d56\u4e9a\u9a6c\u900a\u94fe\u63a5\u5bfc\u6d41\uff0c\u5c1a\u672a\u770b\u5230\u72ec\u7279\u7684\u4e66\u8bc4\u5143\u6570\u636e\u79ef\u7d2f\u6216\u7528\u6237\u5174\u8da3\u56fe\u8c31\u7684\u8fdb\u5316\u95ed\u73af\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u767b\u5f55\u7cfb\u7edf\u201d\u201c\u641c\u7d22\u5386\u53f2\u201d\u201c\u591a\u5e73\u53f0\u94fe\u63a5\u201d\u7b49\u8bc9\u6c42\uff0c\u6070\u6070\u6307\u5411\u4e86\u4ea7\u54c1\u5546\u4e1a\u5316\u5fc5\u987b\u8865\u9f50\u7684\u77ed\u677f\u2014\u2014\u6ca1\u6709\u7528\u6237\u7559\u5b58\uff0c\u5c31\u6ca1\u6709\u63a8\u8350\u6a21\u578b\u7684\u8fed\u4ee3\uff0c\u6700\u7ec8\u53ea\u662f\u62ab\u7740AI\u5916\u8863\u7684\u641c\u7d22\u5f15\u64ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5982\u4f55\u907f\u514d\u751f\u6210\u201c\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u5e73\u5eb8\u201d\u7684\u63a8\u8350\uff08\u5927\u6a21\u578b\u5e7b\u89c9\u7684\u5e38\u89c1\u9677\u9631\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u8986\u76d6\u591a\u8bed\u79cd\u56fe\u4e66\u5e93\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u5c0f\u4f17\u5de5\u5177\u53d8\u6210\u4e3b\u6d41\u901a\u7528\u4ea7\u54c1\u7684\u5206\u6c34\u5cad\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u4f53\u9a8c\u521b\u65b0\u201d\u8d70\u5411\u201c\u6570\u636e\u98de\u8f6e\u201d\uff0c\u8fd8\u9700\u65f6\u95f4\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BookstoRead.ai<\/span>\n <\/div>\n<div class=\"comment-content\">BookstoRead.ai is a new kind of discovery engine. Describe what you\u2019re looking for in plain English, and our AI finds the books that fit your specific intent. We move beyond generic bestseller lists to find the reads that actually stick with you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>Most book discovery tools today are built for an “average reader” who doesn’t really exist. If you\u2019re an architect obsessed with 1920s Arctic exploration, or a manager looking for a leadership book that isn’t just a 200-page LinkedIn post, generic top 10 lists won’t help you. You end up seeing what a million other people bought, not what you actually need.<\/p>\n<p>Oren and I are just two friends who read way too much. We built BookstoRead.ai because we were tired of keyword-based search. We wanted something that gets the “vibe” and context of a book, whether it\u2019s a heavy technical deep dive or a fast-paced novel.<\/p>\n<p>Test our engine with queries like:<\/p>\n<p>“A book for a Big Tech CEO who needs to pivot to an AI-first strategy while maintaining culture.”<br \/>\n“The spiritual twin of ‘The Hard Thing About Hard Things’ but for solo-founders.”<br \/>\n“A history of the Roman Empire that reads like a political thriller.”<\/p>\n<p>We\u2019re not looking to catalog every book out there. We just want to help people find the ones that actually stick. We’d love for you to try a few specific, nuanced searches and tell us if the results make sense.<\/p>\n<p>Let us know if it finds your next favorite read. Curious to hear your thoughts!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyotam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyotam<\/a> Love the idea, looking forward to using it. Congratulations 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyotam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyotam<\/a> Awesome! this is an amazing idea. Would be super useful for when I’m standing in the used book store wondering how even to find a book I’ll like since the alphabetized system doesn’t actually say much about how good the book is lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 good. One suggestion you should change amazon link to local amazon provider. Like for me I would like to see <a href=\"https:\/\/amazon.in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">amazon.in<\/a> link and not .com.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@azadshaikh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@azadshaikh<\/a> That\u2019s excellent feedback! Localization is definitely on our roadmap. We\u2019ve actually already rolled this out for a few key markets, and we\u2019re working on expanding it to more regions (including India!) very soon. Thanks for pointing it out!<\/p>\n<h3><\/h3>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Honestly, we\u2019re 3 years post-ChatGPT launch, how is it that we\u2019re only getting this now? Searching for books on Amazon or Goodreads feels so outdated. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elad_sasson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elad_sasson<\/a> You’re spot on. I think we\u2019re moving from the ‘model’ era to the ‘experience’ era. While the LLMs themselves are incredibly powerful, a vertical experience is what transforms that raw power into a dedicated, frictionless tool for our daily lives.<\/p>\n<p>The best part? As LLMs continue to evolve, both we and our users ride that wave automatically. In the meantime, we’re obsessing over two things:<\/p>\n<p><strong>Optimizing book discovery<\/strong> with a deep focus that generic interfaces can\u2019t always capture.<br \/><strong><br \/>The User Experience – <\/strong>refining the aesthetics and constantly pushing for better speed (we\u2019re working on it!).<\/p>\n<p>I just wanted to build the interface that books deserve. Thanks for the 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>This is brilliant. I really hope you\u2019ve shown this to the folks over at r\/suggestmeabook – they would absolutely lose their minds over this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boaz_hoch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boaz_hoch<\/a> Thanks! That\u2019s a great idea, I\u2019ll definitely share it there<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/@cyotam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyotam<\/a> this is a great idea! The interface is simple and many bookworms will find this website useful.<\/p>\n<\/p>\n<p>Here are a couple of ideas that can make the experience even better:<\/p>\n<\/p>\n<ol>\n<li>\n<p>Can there be an option to save search history?<\/p>\n<\/li>\n<li>\n<p>Along with the Amazon link, is it possible to add Goodreads link too?<\/p>\n<\/li>\n<\/ol>\n<p>Feel free to ignore them if they are already in the roadmap or have been addressed in the comments already.<\/p>\n<\/p>\n<p>Great work btw \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanoy27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanoy27<\/a> Great suggestions! We’re definitely looking into search history and more platform links. Thanks for the support!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support Non-English languages? <\/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\/@shuvodip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuvodip<\/a> The interface is in English, but since the AI is multilingual, you can actually search for vibes in other languages and it handles it surprisingly well. Give it a shot in your native language and let me know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Looks great<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tammy_wolfson2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tammy_wolfson2<\/a> Thanks! Appreciate you stopping by. Hope it helps you find your next great read!<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sleek. Would love to see a login system so I can save books I liked and have the AI learn my taste over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ohad_nitzan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohad_nitzan<\/a> We wanted to keep it frictionless for the launch, but a ‘My Library’ feature is definitely on our roadmap. Stay tuned! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 useful and straightforward ! Just found my next new book about vikings!!! \ud83d\ude03 \ud83e\udd18<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elvolo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvolo<\/a> Love it! That’s exactly why we built this. You should also try ‘Master a Domain’ for those types of searches. Enjoy the deep dive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 helped me to find niche books in categories many of my friends couldn’t help me anymore <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shalom_tikva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalom_tikva<\/a> Music to my ears! Finding those niche categories is exactly why we built this. Enjoy the deep dive into your new books! \ud83d\udcda<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this support books in other languages, or is it strictly English for now? For example, does it support Spanish-language books?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@stav_cohen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stav_cohen<\/a> The interface is English, but since the AI is multilingual, you can actually search for <strong>concepts<\/strong> in Spanish and it handles them surprisingly well. Give it a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wonderful idea and works, already selected a book for myself. \ud83e\udef6\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@idestis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idestis<\/a> That\u2019s the goal! So glad you found something. Thanks for the support! \ud83e\udef6<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love when genres collide, like \u2018sci-fi meets philosophy\u2019 or \u2018Business meet ancient history\u2019. Does the search handle these \u2018mashups\u2019 well?<\/div>\n<div class=\"comment-actions\">\n<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\/@amit_halfon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amit_halfon<\/a> That\u2019s actually where it shines the most! Those specific, ‘weird’ combinations are exactly why we built this. It\u2019s designed to help you break out of standard categories and find those hidden gems that usually get lost in the shuffle.<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CRWL2UWBNOTQ4Q\" class=\"app-title\">Sakyura<\/a><\/p>\n<div class=\"one-liner\">See who AI recommends in your category<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sakyura\u662f\u4e00\u7ad9\u5f0fAI\u54c1\u724c\u5f15\u7528\u76d1\u63a7\u4e0e\u4f18\u5316\u5de5\u5177\uff0c\u4e13\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u89e3\u51b3\u201c\u5ba2\u6237\u4eceChatGPT\u7b49AI\u641c\u7d22\u53d1\u73b0\u7ade\u54c1\u800c\u975e\u81ea\u5df1\u201d\u7684\u75db\u70b9\uff0c\u81ea\u52a8\u8ffd\u8e2a\u4e94\u5927AI\u5f15\u64ce\u7684\u63d0\u53ca\u7387\u3001\u751f\u6210\u53ef\u90e8\u7f72\u5185\u5bb9\u4ee5\u593a\u56deAI\u63a8\u8350\u4efd\u989d\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\/27b4379e-b021-426a-ac06-d349f361fa96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/932c8cc7-c21b-4cd9-88c5-ad6959e769ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d1b5a08-6588-4e1f-a0bc-c792043021c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1a3890a-1f6c-48f7-80c7-de3e29260f2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee213c0e-793a-44cf-8b17-163e54c82b02.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\/b8075562-df63-4e21-b003-75cfbae1ae1b.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c917aef081ee44328214d61248428744\"><source src=\"https:\/\/www.loom.com\/share\/c917aef081ee44328214d61248428744\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u63d0\u53ca\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u58f0\u91cf\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1aSEO<\/span><br \/>\n <span class=\"tag\">ChatGPT\u63a8\u8350\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Perplexity\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8\u6d41\u91cf<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\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\u80af\u5b9a\u5176\u201c\u5c06AI\u63a8\u8350\u89c6\u4e3a\u72ec\u7acb\u6d41\u91cf\u6f0f\u6597\u201d\u7684\u6d1e\u5bdf\uff0c\u8ba4\u4e3aFAQ\u7247\u6bb5\u751f\u6210\u843d\u5730\u6027\u5f3a\u3002\u63d0\u95ee\uff1a\u5bf9\u4e8e\u5728Perplexity\u6709\u63d0\u53ca\u4f46\u5728ChatGPT\u65e0\u63d0\u53ca\u7684\u54c1\u724c\uff0c\u5de5\u5177\u662f\u53ea\u663e\u793a\u5dee\u5f02\u8fd8\u662f\u4f1a\u8bca\u65ad\u539f\u56e0\uff1f\u521b\u59cb\u4eba\u8868\u793a\u53cd\u9988\u79ef\u6781\uff0c\u4ea7\u54c11-2\u5468\u53ef\u89c1\u5185\u5bb9\u5f15\u7528\u53d8\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sakyura\u5207\u4e2d\u4e86\u641c\u7d22\u683c\u5c40\u88c2\u53d8\u671f\u4e00\u4e2a\u771f\u5b9e\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\u2014\u2014\u5f53AI\u63a8\u8350\u9010\u6b65\u4fb5\u8680\u4f20\u7edf\u641c\u7d22\u6d41\u91cf\u65f6\uff0c\u4e2d\u5c0f\u4f01\u4e1a\u65e2\u7f3a\u4e4f\u611f\u77e5\u81ea\u5df1\u201c\u5728AI\u4e16\u754c\u5b58\u5728\u4e0e\u5426\u201d\u7684\u91cf\u5316\u5de5\u5177\uff0c\u66f4\u7f3a\u4e4f\u4f4e\u6210\u672c\u53cd\u51fb\u7684\u624b\u6bb5\u3002\u521b\u59cb\u4eba\u4ece\u201c\u5ba2\u6237\u8bf4ChatGPT\u63a8\u8350\u4e86\u5b83\u201d\u8fd9\u4e00\u73b0\u8c61\u51fa\u53d1\uff0c\u5c06\u62bd\u8c61\u5371\u673a\u62c6\u89e3\u4e3a\u6bcf\u65e5\u76d1\u6d4b\u3001\u7ade\u54c1\u5bf9\u6807\u3001\u5185\u5bb9\u4fee\u6b63\u4e09\u4e2a\u53ef\u6267\u884c\u6b65\u9aa4\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5e2e\u54c1\u724c\u5efa\u7acb\u5bf9\u201cAI\u6e20\u9053\u201d\u7684\u8ba4\u77e5\u95ed\u73af\u3002\u5176\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u201c\u663e\u793a\u4f60\u88ab\u8c01\u63d0\u53ca\u201d\uff0c\u66f4\u5728\u4e8e\u63d0\u4f9b\u4e86\u4ece\u201c\u77e5\u9053\u201d\u5230\u201c\u884c\u52a8\u201d\u7684\u6700\u5c0f\u8def\u5f84\u2014\u2014\u81ea\u52a8\u751f\u6210\u7684FAQ\u7247\u6bb5\u53ef\u76f4\u63a5\u90e8\u7f72\uff0c\u4e14\u4f5c\u8005\u58f0\u79f01-2\u5468\u53ef\u89c1\u6536\u5f55\u53d8\u5316\uff0c\u8fd9\u8fdc\u4f18\u4e8e\u201c\u4f18\u5316\u4f18\u8d28\u5185\u5bb9\u201d\u7684\u6cdb\u6cdb\u4e4b\u8c08\u3002\u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u4ea7\u54c1\u76ee\u524d\u7684\u6838\u5fc3\u5047\u8bbe\uff08AI\u641c\u7d22\u5f15\u64ce\u5982\u4f55\u51b3\u5b9a\u5f15\u7528\u54c1\u724c\uff09\u5e76\u672a\u516c\u5f00\uff0c\u4e1417\u7968\u7684\u65e9\u671f\u9a8c\u8bc1\u91cf\u5c1a\u4e0d\u8db3\u4ee5\u8bc1\u660e\u666e\u9002\u6027\u3002\u5982\u679c\u5176\u5e95\u5c42\u7d22\u5f15\u903b\u8f91\u4ec5\u4f9d\u8d56\u7b80\u5355\u5173\u952e\u8bcd\u5339\u914d\u6216\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u89c4\u5219\uff0c\u5219\u968fAI\u6a21\u578b\u66f4\u65b0\u6781\u6613\u5931\u6548\u3002\u6b64\u5916\uff0c\u5bf9\u591a\u8bed\u8a00\u3001\u591a\u884c\u4e1a\u54c1\u724c\u7684\u9002\u914d\u6027\u3001\u662f\u5426\u652f\u6301\u957f\u7bc7\u54c1\u724c\u5185\u5bb9\u76d1\u63a7\uff08\u5982\u5fae\u4fe1\u516c\u4f17\u53f7\u3001\u77e5\u4e4e\u6587\u7ae0\uff09\u4e5f\u672a\u8bf4\u660e\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e94\u662f\u79ef\u7d2f\u8de8\u5f15\u64ce\u7684\u201c\u88ab\u5f15\u7528\u53d8\u56e0\u201d\u6570\u636e\u5e93\uff0c\u5e76\u6301\u7eed\u8fed\u4ee3\u8bca\u65ad\u5efa\u8bae\u7684\u786e\u5b9a\u6027\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3aAI\u65f6\u4ee3\u7684SEO\u4eea\u8868\u76d8\u2014\u2014\u597d\u770b\u4f46\u4e0d\u591f\u81f4\u547d\u3002\u5bf9\u4e2d\u5c0f\u54c1\u724c\u800c\u8a00\uff0c\u5b83\u662f\u4e00\u6b21\u6210\u672c\u53ef\u63a7\u7684\u201cAI SEO\u4f53\u68c0\u201d\uff0c\u503c\u5f97\u5c1d\u8bd5\u514d\u8d39\u7248\uff1b\u4f46\u957f\u671f\u4f9d\u8d56\u5355\u4e00\u5de5\u5177\u89e3\u51b3AI\u53ef\u89c1\u6027\u95ee\u9898\uff0c\u4ecd\u662f\u4e00\u53a2\u60c5\u613f\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\">Sakyura<\/span>\n <\/div>\n<div class=\"comment-content\">Sakyura measures how often your brand is cited by ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews \u2014 every day. See competitor share of voice, auto-generate fix-it content, and track AI-driven traffic in one tool.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b <\/p>\n<p>I’m Kento \u2014 ex-McKinsey, D2C founder. For months I kept hearing customers say “ChatGPT told me about you” instead of finding us via Google. AI search is eating into Google fast, but no SMB-friendly tool exists to measure it \u2014 <br \/>let alone fix it. <\/p>\n<p>So I built Sakyura: <\/p>\n<p>\u2022 Tracks how often your brand gets cited across 5 AI engines (ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews) \u2014 daily <br \/>\u2022 Side-by-side competitor benchmarks: who AI recommends instead of you<br \/>\u2022 AI-generated FAQ \/ article snippets you can paste on your site to win more citations \u2014 re-crawl typically lands in as little as 1\u20132 weeks. <\/p>\n<p>Pricing: Free tier (3 prompts, monthly, no card). Starter $49\/mo with 14-day trial.<\/p>\n<p>Built solo over 3 months. Would love feedback from anyone running SEO \/ content \/ marketing for an SMB. AMA below \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kento057\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kento057<\/a> This is a really smart angle \u2014 tracking AI recommendations as a separate funnel from traditional search makes a lot of sense. The fact that you’re seeing measurable citation changes within 1-2 weeks suggests you’ve found something that actually moves the needle, which is rare for content 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\/@kento057\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kento057<\/a> The shift from “how did you find us” \u2192 “ChatGPT told me about you” is happening faster than most SMB owners realise \u2014 and most of them have no baseline data for where they stand across AI engines right now.<\/p>\n<p>The FAQ snippet generation is the smartest part of this. Most SEO advice for AI visibility is vague \u2014 “create helpful content” \u2014 but giving people something they can literally paste and deploy in a week makes it actionable in a way most tools aren’t.<\/p>\n<p>Curious \u2014 for brands that are already well-cited on one engine like Perplexity but invisible on ChatGPT, does Sakyura surface why the gap exists or just show the delta? That diagnosis piece seems like where the real value would compound over time.<\/p>\n<p>Built solo in 3 months with ex-McKinsey rigour behind the positioning \u2014 that’s a strong foundation. Congrats on the launch Kento.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SONPO3RLQSOKTB\" class=\"app-title\">Spredly<\/a><\/p>\n<div class=\"one-liner\">Talk to your spreadsheets directly, use local LLMs or Claude<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spredly \u662f\u4e00\u6b3e\u5c06\u672c\u5730\u5927\u6a21\u578b\u76f4\u63a5\u5d4c\u5165\u7535\u5b50\u8868\u683c\u7684 AI \u5de5\u5177\uff0c\u8ba9\u7528\u6237\u5728\u719f\u6089\u7684\u884c\u5217\u64cd\u4f5c\u4e2d\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u3001\u751f\u6210\u56fe\u8868\u548c\u4eea\u8868\u76d8\uff0c\u65e0\u9700\u4e0a\u4f20\u654f\u611f\u6570\u636e\u5230\u4e91\u7aef\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\/2f4d7f0d-1243-406d-bfa7-48edf7972941.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9db9697a-e50a-4934-b662-164eae5f10cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbfd13d3-d979-465e-b090-e6593ef2d1b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a964670-bc29-452a-8b2f-74af9a35875d.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\/ede0efdc-5e22-4f97-bf3d-9ae1093d03d7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/k_exhoN02Do\"><source src=\"https:\/\/youtu.be\/k_exhoN02Do\" 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\">Spreadsheets<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u5b50\u8868\u683c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u5efa\u6a21<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u56fe\u8868<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Ollama<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u672c\u5730\u5904\u7406\u5bf9\u91d1\u878d\u654f\u611f\u6570\u636e\u7684\u4ef7\u503c\uff0c\u5efa\u8bae\u652f\u6301\u8272\u5f69\u7f16\u7801\u5047\u8bbe\u5355\u5143\u683c\u3001\u516c\u5f0f\u4e0e\u786c\u7f16\u7801\u533a\u5206\u3001\u591a\u6807\u7b7e\u9875\u6a21\u578b\u5bfc\u822a\u7b49\u7ed3\u6784\u5316\u5e03\u5c40\u3002\u6709\u7528\u6237\u901a\u8fc7\u672c\u5730API\u7aef\u53e3\u5c06Spredly\u63a5\u5165\u81ea\u4e3b\u4ee3\u7406\uff0c\u4ee5\u7ed5\u8fc7\u4ed8\u8d39\u5899\u5e76\u589e\u5f3a\u9690\u79c1\u3002\u521b\u5efa\u8005\u627f\u8bfa\u5728\u4e0b\u4e2a\u7248\u672c\u4e2d\u7eb3\u5165\u8fd9\u4e9b\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 Spredly \u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4e14\u771f\u5b9e\u7684\u75db\u70b9\u2014\u2014\u91d1\u878d\u3001\u6cd5\u5f8b\u7b49\u884c\u4e1a\u7684\u4e13\u4e1a\u4eba\u58eb\u5728\u5904\u7406\u654f\u611f\u6570\u636e\u65f6\uff0c\u65e2\u9700\u8981AI\u7684\u63d0\u6548\u80fd\u529b\uff0c\u53c8\u7edd\u4e0d\u80fd\u8ba9\u6570\u636e\u51fa\u57df\u3002\u5b83\u6ca1\u6709\u8ddf\u98ce\u505a\u201c\u901a\u7528AI\u52a9\u624b\u201d\uff0c\u800c\u662f\u56de\u5f52\u5230\u7535\u5b50\u8868\u683c\u8fd9\u4e2a\u6700\u57fa\u7840\u3001\u6700\u5e9e\u5927\u7684\u751f\u4ea7\u529b\u573a\u666f\uff0c\u5c06\u672c\u5730LLM\uff08\u901a\u8fc7Ollama\u7b49\uff09\u65e0\u7f1d\u5d4c\u5165\u3002\u8fd9\u79cd\u201c\u672c\u5730+\u4e13\u7528\u201d\u7684\u5b9a\u4f4d\uff0c\u5b9e\u9645\u4e0a\u6bd4\u90a3\u4e9b\u53ea\u8c08\u201cAI+\u529e\u516c\u201d\u7684\u6cdb\u5316\u4ea7\u54c1\u66f4\u6709\u6740\u4f24\u529b\uff0c\u56e0\u4e3a\u5b83\u76f4\u63a5\u4ea4\u4ed8\u4e86\u4e00\u4e2a\u5408\u89c4\u7684\u3001\u53ef\u7acb\u523b\u843d\u5730\u7684\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u4ec5\u670913\u4e2a\u6295\u7968\u548c\u5c11\u91cf\u8bc4\u8bba\uff0c\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u9636\u6bb5\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u672c\u5730\u5927\u6a21\u578b\uff08\u5c24\u5176\u662f\u5c0f\u6a21\u578b\uff09\u5728\u5904\u7406\u590d\u6742\u516c\u5f0f\u3001\u4ea4\u53c9\u5f15\u7528\u548c\u8d85\u5927\u8868\u683c\u65f6\u7684\u63a8\u7406\u51c6\u786e\u7387\u548c\u901f\u5ea6\uff0c\u80fd\u5426\u5728\u5b9e\u7528\u5c42\u9762\u4e0d\u8f93\u7ed9\u4e91\u7aef\u65b9\u6848\uff1f\u4ece\u7528\u6237\u5bf9\u201c\u7ed3\u6784\u5316\u5e03\u5c40\u652f\u6301\u201d\u7684\u547c\u58f0\u53ef\u4ee5\u770b\u51fa\uff0c\u5355\u7eaf\u7684\u5bf9\u8bdd\u5f0f\u67e5\u8be2\u8fdc\u8fdc\u4e0d\u591f\u2014\u2014\u91d1\u878d\u6a21\u578b\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u7cbe\u5bc6\u7684\u5c42\u7ea7\u7ed3\u6784\u4e0e\u903b\u8f91\u4f9d\u8d56\u3002\u5982\u679cSpredly\u4e0d\u80fd\u6210\u4e3a\u201c\u770b\u5f97\u61c2\u6a21\u578b\u903b\u8f91\u201d\u7684AI\u52a9\u624b\uff0c\u800c\u53ea\u662f\u4e00\u4e2a\u201c\u8bfb\u5f97\u61c2\u5355\u5143\u683c\u201d\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u90a3\u5b83\u5f88\u5feb\u5c31\u4f1a\u88abSheets\u6216Excel\u81ea\u5bb6\u7684AI\u63d2\u4ef6\u8fb9\u7f18\u5316\u3002\u6b64\u5916\uff0c\u5982\u4f55\u5e73\u8861\u201c\u672c\u5730\u4f18\u5148\u201d\u4e0e\u201cAgent\u751f\u6001\u201d\uff08\u5982\u7528\u6237\u63d0\u5230\u7684localhost:4141\u63a5\u5165\uff09\u7684\u67b6\u6784\u5173\u7cfb\uff0c\u4e5f\u662f\u540e\u7eed\u4ea7\u54c1\u80fd\u5426\u4ece\u5de5\u5177\u8fdb\u5316\u4e3a\u5e73\u53f0\u7684\u5173\u952e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u65b9\u5411\u7cbe\u51c6\uff0c\u4f46\u6df1\u6316\u884c\u4e1a\u5782\u76f4\u573a\u666f\u7684\u5de5\u7a0b\u6df1\u5ea6\uff0c\u624d\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u5c0f\u800c\u7f8e\u201d\u8d70\u5411\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\u7684\u5206\u6c34\u5cad\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\">Spredly<\/span>\n <\/div>\n<div class=\"comment-content\">Spredly is a modern spreadsheet experience built for people who want the speed of AI without giving up the familiarity of rows, columns, formulas, and exports. You can import data, chat with your spreadsheet in plain English, generate charts, and turn raw tables into useful dashboards in minutes. Unlike generic AI assistants that sit outside your workflow, Spredly works directly inside the spreadsheet experience.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local LLM angle is exactly right for finance work \u2014 anyone who’s built real deal models knows you can’t be feeding sensitive deal data into cloud APIs without a proper review process. Local processing removes that friction entirely.<\/p>\n<\/p>\n<p>From a financial modeling perspective, I’d love to see support for the structured layout patterns deal teams rely on \u2014 color-coded assumption cells, hardcoded vs. formula distinctions, named range navigation across a 50-tab model. Been working in this space with ModeLoop and the pain point is very real. The natural language query layer here could be a genuine time-saver on large model reviews. Congrats on shipping!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Thank you \ud83d\ude0a \ud83d\ude4f I’ll try to include these features you mentioned in the upcoming versions of the app \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you get the local app for Mac\/Windows you can plug your agent via <strong><em>localhost:4141<\/em><\/strong>. All spreadsheet related actions will be available to your agent and you will see everything that it does live inside the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vitalyiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vitalyiam<\/a> That’s a smart workaround for the premium paywall problem. Local LLMs give you way more control and privacy with sensitive data too\u2014curious if you’ve noticed any performance differences compared to the cloud-based options when working with larger datasets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I was working with a ton of data for work, and gemini inside sheets is a premium feature so, I created Spredly and use it locally with ollama and my opencode agent.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SHPGKZ7G5ODHJ2\" class=\"app-title\">AI Sales Operator<\/a><\/p>\n<div class=\"one-liner\">AI that runs your entire eCommerce sales process 24\/7<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Sales Operator \u662f\u4e00\u6b3e24\/7\u81ea\u52a8\u5316\u7535\u5546\u9500\u552e\u6d41\u7a0b\u7684AI\u7cfb\u7edf\uff0c\u8986\u76d6\u8ba2\u5355\u786e\u8ba4\u3001\u50ac\u4ed8\u3001\u552e\u540e\u3001\u8bc4\u8bba\u6536\u96c6\u7b49\u73af\u8282\uff0c\u5e2e\u5728\u7ebf\u5546\u5e97\u5927\u5e45\u51cf\u5c11\u4eba\u5de5\u7ba1\u7406\u8d1f\u62c5\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\/81ffd8e6-e504-46f9-882e-091be414c3ab.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\"><source src=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\" 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\/ea377fe0-fab9-4eca-a4ce-22264fc2e3fb.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\/085b3c99-7f6a-472e-ac05-56450c2e66d7.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\"><source src=\"https:\/\/youtube.com\/shorts\/s9yjSoeEJJM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5546\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba2\u5355\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">CRM\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u552e\u540e\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u50ac\u4ed8\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u8bc4\u8bba\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\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>\u521b\u59cb\u4eba\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7cfb\u7edf\u8986\u76d6\u7684\u8ba2\u5355\u5230\u552e\u540e\u5168\u6d41\u7a0b\u3002\u7528\u6237\u63d0\u95ee\uff1a\u201d90-99%\u7684\u5de5\u4f5c\u66ff\u4ee3\u7387\u5728\u5b9e\u9645\u7528\u6237\u4e2d\u80fd\u5b9e\u73b0\u591a\u5c11\uff1f\u591a\u6570\u5e97\u94fa\u5728\u54ea\u4e00\u6b65\u4f1a\u5361\u4f4f\uff1f\u201d \u53cd\u6620\u51fa\u5bf9\u81ea\u52a8\u5316\u843d\u5730\u7387\u7684\u8d28\u7591\uff0c\u9700\u6c42\u6848\u4f8b\u6570\u636e\u652f\u6491\u800c\u975e\u53e3\u53f7\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 AI Sales Operator\u5207\u5165\u7684\u662f\u7535\u5546\u8fd0\u8425\u4e2d\u9ad8\u5ea6\u91cd\u590d\u3001\u89c4\u5219\u660e\u786e\u7684\u201d\u6587\u6863\u578b\u201d\u5de5\u4f5c\u6d41\u2014\u2014\u901a\u77e5\u3001\u72b6\u6001\u66f4\u65b0\u3001\u50ac\u4ed8\u3001\u70b9\u8bc4\u6536\u96c6\u3002\u8fd9\u4e00\u8d5b\u9053\u786e\u5b9e\u6700\u9002\u5408AI\u521d\u671f\u843d\u5730\uff1a\u4f4e\u98ce\u9669\u3001\u9ad8\u786e\u5b9a\u3001\u6613\u91cf\u5316\u3002\u4f46\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\u56de\u590d\u7684\u201c\u66ff\u636290-99%\u7684\u7ba1\u7406\u5de5\u4f5c\u201d\uff0c\u6070\u6070\u66b4\u9732\u4e86\u8fd9\u7c7b\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u7535\u5546\u5ba2\u670d\u548c\u8fd0\u8425\u4e2d\u6700\u96be\u5543\u7684\u201c\u590d\u6742\u6216\u51b2\u7a81\u201d\u573a\u666f\u2014\u2014\u9000\u6362\u8d27\u5224\u5b9a\u3001\u6076\u610f\u5dee\u8bc4\u5904\u7406\u3001\u5ba2\u8bc9\u5347\u7ea7\u5b89\u629a\u2014\u2014\u624d\u662f\u6210\u672c\u5927\u5934\uff0c\u5374\u660e\u786e\u88ab\u5212\u4e3a\u201c\u9700\u8981\u4eba\u7c7b\u201d\u3002\u8fd9\u610f\u5473\u7740AI\u5b9e\u9645\u80fd\u541e\u4e0b\u7684\u53ea\u662f\u6d41\u7a0b\u94fe\u4e2d\u8fb9\u7f18\u4e14\u4f4e\u4ef7\u503c\u7684\u90e8\u5206\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4ece0\u8d5e\u7684\u7559\u8bc4\u6570\u91cf\u548c\u65e0\u6709\u6548\u8ba8\u8bba\u53ef\u89c1\uff0c\u4ea7\u54c1\u5e76\u672a\u5728Product Hunt\u4e0a\u5f15\u53d1\u4e13\u4e1a\u7528\u6237\u7684\u6df1\u5c42\u5173\u6ce8\u300211\u7968\u5927\u6982\u7387\u6765\u81ea\u719f\u4eba\u573a\u6216\u8005\u65e9\u671f\u5185\u6d4b\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u90a3\u552f\u4e00\u6709\u6548\u63d0\u95ee\u2014\u2014\u201c90-99%\u7684\u66ff\u4ee3\u7387\u5728\u771f\u5b9e\u7528\u6237\u4e2d\u662f\u5426\u8fbe\u6807\u201d\uff0c\u521b\u59cb\u4eba\u5e76\u672a\u6b63\u9762\u56de\u7b54\u3002\u8fd9\u66b4\u9732\u4e86\u4e00\u4e2a\u5c34\u5c2c\u4e8b\u5b9e\uff1a\u8be5\u4ea7\u54c1\u5f88\u53ef\u80fd\u8fd8\u5904\u4e8e\u5c0f\u89c4\u6a21\u5185\u6d4b\u751a\u81f3\u53ea\u662fPPT\u6f14\u793a\u9636\u6bb5\uff0c\u7f3a\u5c11\u771f\u5b9e\u590d\u8d2d\u7387\u3001\u4eba\u5de5\u51cf\u5458\u7387\u3001\u9519\u8bef\u7387\u7b49\u786c\u6570\u636e\u6491\u8170\u3002\n <\/p>\n<p class=\"ai-content\">\n \u77ed\u671f\u770b\uff0c\u5b83\u4f5c\u4e3a\u4e00\u6761\u63d2\u4ef6\u5f0f\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff0c\u5bf9\u5c0f\u4f53\u91cfDTC\u54c1\u724c\u6216\u72ec\u7acb\u7ad9\u4e3b\u4ecd\u6709\u5438\u5f15\u529b\uff0c\u80fd\u7701\u6389\u534a\u4e2a\u8fd0\u8425\u7684\u4eba\u529b\u3002\u4f46\u957f\u671f\u6765\u770b\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u81ea\u52a8\u5316\u7a0b\u5ea6\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u8fdb\u4e00\u6b65\u6253\u901a\u4e0eShopify\u3001WooCommerce\u3001ERP\u3001\u53d1\u8d27API\u4e4b\u95f4\u7684\u6df1\u5ea6\u53cc\u5411\u4ea4\u4e92\uff0c\u5e76\u9010\u6b65\u4ecb\u5165\u9000\u8d27\u3001\u6362\u8d27\u7b49\u9ad8\u98ce\u9669\u6d41\u7a0b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6c38\u8fdc\u505c\u7559\u5728\u201c\u901a\u77e5\u673a\u5668\u4eba\u201d\u8fd9\u4e2a\u4f4e\u58c1\u5792\u3001\u53ef\u8f7b\u6613\u88ab\u5e73\u53f0\u5b98\u65b9\u529f\u80fd\u6216ChatBot\u5939\u5e26\u7684\u8fb9\u7f18\u5e02\u573a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Sales Operator<\/span>\n <\/div>\n<div class=\"comment-content\">AI Sales Operator automates routine eCommerce sales operations: order confirmation, CRM status updates, customer notifications, unpaid order recovery, post-sale support, no-show reduction, review collection, and AI-powered customer communication. It helps online stores reduce manager workload and run sales processes 24\/7<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I built AI Sales Operator to automate the routine sales operations that usually require a team of eCommerce managers.<\/p>\n<p>The system already handles real post-order workflows:<\/p>\n<p>\u2013 customer order confirmation<br \/>\n\u2013 automatic CRM status updates<br \/>\n\u2013 customer notifications after each status change<br \/>\n\u2013 unpaid order recovery with payment links<br \/>\n\u2013 delivery and tracking notifications<br \/>\n\u2013 post-sale communication <\/p>\n<p>The next layer is an AI Sales Assistant that consults customers before and after purchase, handles upsells, reduces no-shows, collects reviews, and can later be extended with AI voice calls.<\/p>\n<p>The system is designed to support full automation of the sales flow \u2014 from order placement to shipment \u2014 depending on the level of integration with CRM and delivery services.<\/p>\n<p>The goal is not just to build another chatbot.<\/p>\n<p>The goal is to create an autonomous AI sales system that can replace up to 90\u201399% of routine manager work in online stores, while leaving humans only for complex or conflict cases.<\/p>\n<p>Would love your feedback \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexaiautomation\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexaiautomation<\/a> This is a solid end-to-end automation play. The post-order workflows you’ve built handle real friction points that most eCommerce teams waste cycles on manually. My question is around the 90-99% replacement claim\u2014what percentage of your early users are actually hitting that automation rate, and where do most shops get stuck in practice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! \ud83d\udc4b<\/p>\n<p>I\u2019m the creator of AI Sales Operator.<\/p>\n<p>We built this to automate the entire eCommerce sales process \u2014 from order confirmation to post-sale support and review collection.<\/p>\n<p>Curious \u2014 how are you currently handling customer communication in your store?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Hi everyone! \ud83d\udc4b<\/p>\n<p>I\u2019m the creator of AI Sales Operator.<\/p>\n<p>We built this to fully automate eCommerce sales \u2014 from order confirmation to post-sale support.<\/p>\n<p>Happy to answer any questions and would really appreciate your feedback \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy to answer any questions \ud83d\ude4c<\/p>\n<p>AI Sales Operator is built to automate routine eCommerce sales work \u2014 from order confirmation and CRM status updates to customer notifications, unpaid order recovery, and future AI sales assistance.<\/p>\n<p>What part of sales would you automate first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M2LEEQQTCD4M7U\" class=\"app-title\">AI Workflow Genarator<\/a><\/p>\n<div class=\"one-liner\">Generate complete AI workflows from a single input<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Workflow Generator \u80fd\u6839\u636e\u7528\u6237\u8f93\u5165\u7684\u4efb\u52a1\u6216\u5173\u952e\u8bcd\uff0c\u81ea\u52a8\u751f\u6210\u5305\u542b\u6b65\u9aa4\u7ed3\u6784\u3001\u63d0\u793a\u8bcd\u548c\u793a\u4f8b\u8f93\u51fa\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u7528\u6237\u5728SEO\u3001\u8425\u9500\u3001\u7f16\u7a0b\u7b49\u573a\u666f\u4e2d\u53ea\u6709\u788e\u7247\u5316\u63d0\u793a\u8bcd\u3001\u7f3a\u4e4f\u53ef\u6267\u884c\u6d41\u7a0b\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\/027d0aa1-92ff-461d-b5c8-c37f5298b1fe.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\/504860e2-1119-41c3-a94c-78dc2fb15305.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\/235716cb-16f1-420c-8a09-6c6e98acc3d5.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\">Productivity<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u5206\u89e3<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/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\u201c\u5de5\u4f5c\u6d41\u4f5c\u4e3a\u5355\u5143\u201d\u7684\u6d1e\u5bdf\uff0c\u6307\u51fa\u4eba\u4eec\u4e0d\u7f3a\u4e4f\u63d0\u793a\u8bcd\uff0c\u800c\u662f\u7f3a\u5c11\u7f16\u6392\u597d\u7684\u6d41\u7a0b\u3002\u540c\u65f6\u63d0\u51fa\u5173\u952e\u7591\u95ee\uff1a\u7528\u6237\u662f\u5426\u4f1a\u76f4\u63a5\u4f7f\u7528\u751f\u6210\u7684\u5de5\u4f5c\u6d41\uff0c\u8fd8\u662f\u4f1a\u91cd\u5ea6\u4fee\u6539\uff1f\u82e5\u540e\u8005\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u63d0\u4f9b\u6846\u67b6\u800c\u975e\u5b8c\u6574\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI Workflow Generator \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\uff1a\u63d0\u793a\u8bcd\u6cdb\u6ee5\uff0c\u4f46\u5b8c\u6574\u3001\u53ef\u590d\u7528\u7684\u5de5\u4f5c\u6d41\u7a0b\u7f3a\u5931\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4ece\u201c\u539f\u5b50\u5316\u5de5\u5177\u201d\u5411\u201c\u6d41\u7a0b\u5316\u89e3\u51b3\u65b9\u6848\u201d\u7684\u8fdb\u5316\uff0c\u65b9\u5411\u6b63\u786e\u3002\u7136\u800c\uff0c11\u4e2a\u6295\u7968\u548c\u4ec5\u6709\u7684\u4e00\u6761\u6709\u6548\u8bc4\u8bba\uff0c\u66b4\u9732\u51fa\u4ea7\u54c1\u5728\u65e9\u671f\u51b7\u542f\u52a8\u65f6\u7684\u65e0\u529b\u611f\u3002\u8bc4\u8bba\u4e2d\u7684\u53cd\u9988\u6781\u4e3a\u81f4\u547d\u2014\u2014\u201c\u7528\u6237\u4f1a\u76f4\u63a5\u4f7f\u7528\u8fd8\u662f\u91cd\u5ea6\u4fee\u6539\uff1f\u201d\u5982\u679c\u7b54\u6848\u662f\u540e\u8005\uff0c\u90a3\u4e48\u4ea7\u54c1\u6240\u8c13\u7684\u201c\u5b8c\u6574\u5de5\u4f5c\u6d41\u201d\u4e0d\u8fc7\u662f\u9ad8\u7ea7\u4e00\u70b9\u7684\u5efa\u8bae\u5217\u8868\uff0c\u5176\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\u76ee\u524d\u7684\u4ea7\u54c1\u5f62\u6001\u66f4\u50cf\u662f\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u63d0\u793a\u8bcd\u5305\u88c5\u5668\uff0c\u7f3a\u4e4f\u5bf9\u6267\u884c\u8fc7\u7a0b\u7684\u81ea\u52a8\u5316\u63a7\u5236\u548c\u53cd\u9988\u95ed\u73af\uff08\u4f8b\u5982\uff1a\u662f\u5426\u80fd\u5728\u5de5\u4f5c\u6d41\u4e2d\u5d4c\u5957\u8c03\u7528API\u3001\u8fdb\u884c\u6761\u4ef6\u5224\u65ad\u6216\u6570\u636e\u9a8c\u8bc1\uff1f\uff09\u3002\u5bf9\u4e8e\u76ee\u6807\u7528\u6237\uff08SEO\u3001\u8425\u9500\u4eba\u5458\uff09\uff0c\u4ed6\u4eec\u9700\u8981\u7684\u662f\u964d\u4f4e\u6267\u884c\u5fc3\u667a\u8d1f\u62c5\uff0c\u800c\u975e\u591a\u4e00\u4e2a\u9700\u8981\u4e8c\u6b21\u52a0\u5de5\u7684\u201c\u8349\u7a3f\u201d\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5e94\u6b62\u6b65\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5e94\u5728\u4e8e\u201c\u53ef\u6267\u884c\u201d\u4e0e\u201c\u53ef\u590d\u7528\u201d\u2014\u2014\u5982\u679c\u80fd\u505a\u6210\u53ef\u4ea4\u4e92\u7684\u6e05\u5355\uff0c\u7528\u6237\u52fe\u9009\u5373\u5b8c\u6210\uff0c\u6216\u5185\u7f6e\u81ea\u52a8\u5316\u8282\u70b9\uff0c\u624d\u7b97\u63e1\u4f4f\u4e86\u75db\u70b9\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5feb\u4f1a\u88abChatGPT\u7684\u5b9a\u5236GPTs\u6216\u5e02\u573a\u91cc\u66f4\u6210\u719f\u7684\u6d41\u7a0b\u5de5\u5177\u66ff\u4ee3\u3002\u4e00\u53e5\u8bdd\uff1a\u6d1e\u5bdf\u4e0d\u9519\uff0c\u4f46\u5b8c\u6210\u5ea6\u8fd8\u505c\u7559\u5728\u201c\u70b9\u5b50\u201d\u9636\u6bb5\uff0c\u8981\u53d8\u6210\u201c\u4f5c\u54c1\u201d\u8fd8\u5dee\u597d\u51e0\u4e2a\u8fed\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\">AI Workflow Genarator<\/span>\n <\/div>\n<div class=\"comment-content\">AI Workflow Generator creates complete, step-by-step workflows from a single input. Enter a task or keyword, and it generates: – A structured workflow – Prompts for each step – Example outputs Designed for SEO, marketing, coding, and other real-world tasks. Instead of collecting prompts, you get a full workflow you can follow or reuse.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I\u2019ve been building small SEO and AI tools, and one problem kept coming up:<br \/>\nprompts are everywhere, but actual workflows are missing.<\/p>\n<p>Most tools give you pieces.<br \/>\nBut in real work, you need the full process.<\/p>\n<p>So I built AI Workflow Generator.<\/p>\n<p>You enter a task or keyword, and it generates a complete workflow:<br \/>\n– step-by-step structure<br \/>\n– prompts for each step<br \/>\n– example outputs <\/p>\n<p>Something you can actually follow or reuse.<\/p>\n<p>I\u2019d love to know:<br \/>\nWould you use something like this, or do you prefer building workflows manually?<\/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\/@winna_zhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@winna_zhang<\/a> The workflow-as-a-unit insight is solid\u2014most people are drowning in individual prompts but starving for orchestrated processes. One thing worth validating: do users actually follow the generated workflows as-is, or do they tend to customize them heavily. If it’s the latter, the real value might be in the scaffolding rather than the completeness.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VZRRT724RLIB5K\" class=\"app-title\">LazySEO<\/a><\/p>\n<div class=\"one-liner\">Go from keyword to ranking content in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LazySEO \u662f\u4e00\u4e2a\u5168\u81ea\u52a8 SEO \u5185\u5bb9\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u5173\u952e\u8bcd\u7814\u7a76\u3001\u64b0\u51992500\u5b57\u7684\u4f18\u5316\u6587\u7ae0\u5e76\u76f4\u63a5\u53d1\u5e03\u5230\u7f51\u7ad9\uff0c\u5e2e\u52a9\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u7ad9\u957f\u5c06\u201c\u60f3\u6cd5\u2192\u6392\u540d\u201d\u7684\u7e41\u7410\u6d41\u7a0b\u538b\u7f29\u4e3a\u4e00\u952e\u64cd\u4f5c\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u62fc\u51d1\u3001\u624b\u52a8\u4f18\u5316\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5cbb1f6-94f6-4d63-9e50-a00556754da6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7f54f15-734b-4dbc-8c37-65040d192b33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71a54983-fe0d-4737-9813-4e37a75bbbec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87e78d3b-5351-41ab-a383-074920a15035.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55eea7b9-062e-491f-80bc-e08f44b68e5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/800d2b99-46ec-438c-9efe-5ef80a28dc34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2200840-e8b3-4aab-baed-23d37c7d51c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/972a5ea3-3815-4867-9c13-9c9c579bd87b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6392\u540d\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ad9\u70b9\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u5316SEO<\/span><br \/>\n <span class=\"tag\">\u957f\u5c3e\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u591a\u5f15\u64ce\u6392\u540d<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\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\u8ba4\u53ef\u5176\u6574\u5408\u5de5\u4f5c\u6d41\u3001\u964d\u4f4e\u591a\u5de5\u5177\u6210\u672c\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u5173\u952e\u8bcd\u7814\u7a76\u6570\u636e\u6765\u6e90\u7684\u6df1\u5ea6\uff1b2. \u662f\u5426\u652f\u6301\u7a0b\u5e8f\u5316SEO\uff08\u6839\u636e\u6570\u636e\u96c6\u6279\u91cf\u751f\u6210\u5185\u5bb9\uff09\uff1b3. \u5b9a\u4ef7\u95e8\u69db\u53ca\u5b9e\u9645\u6548\u679c\u9a8c\u8bc1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LazySEO \u8e29\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6301\u7eed\u5b58\u5728\u7684\u75db\u70b9\u2014\u2014SEO \u5185\u5bb9\u751f\u4ea7\u7684\u201c\u7ba1\u9053\u5de5\u56f0\u5883\u201d\u3002\u5bf9\u4e8e\u8fd0\u8425\u591a\u4e2a\u7f51\u7ad9\u6216\u4e2a\u4eba\u7ad9\u957f\u7684\u7528\u6237\u800c\u8a00\uff0c\u4ece\u5173\u952e\u8bcd\u6316\u6398\u3001\u5185\u5bb9\u64b0\u5199\u3001SEO \u4f18\u5316\u5230\u6700\u7ec8\u53d1\u5e03\uff0c\u5f80\u5f80\u9700\u8981\u5728 Ahrefs\u3001Surfer\u3001Jasper \u7b49\u5de5\u5177\u95f4\u53cd\u590d\u5207\u6362\uff0c\u65e2\u6d88\u8017\u9884\u7b97\u53c8\u62d6\u6162\u8282\u594f\u3002LazySEO \u7684\u201c\u4e00\u4f53\u5316\u81ea\u52a8\u6d41\u6c34\u7ebf\u201d\u601d\u8def\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7528\u5de5\u7a0b\u5316\u601d\u7ef4\u89e3\u51b3\u5185\u5bb9\u751f\u4ea7\u7684\u9ad8\u9891\u91cd\u590d\u52b3\u52a8\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u201c\u51cf\u5c11\u6469\u64e6\u201d\u2014\u2014\u5c06\u4e13\u4e1a\u95e8\u69db\u548c\u64cd\u4f5c\u6210\u672c\u5927\u5e45\u964d\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u8fd9\u79cd\u201c\u5168\u81ea\u52a8\u201d\u6a21\u5f0f\u6697\u85cf\u4e24\u4e2a\u9677\u9631\uff1a\u5176\u4e00\uff0cAI \u751f\u6210\u7684\u957f\u6587\uff082500\u5b57\uff09\u5728 Google \u7b49\u641c\u7d22\u5f15\u64ce\u773c\u4e2d\uff0c\u82e5\u65e0\u624e\u5b9e\u7684\u6570\u636e\u652f\u6491\u6216\u72ec\u7279\u7684\u6d1e\u5bdf\uff0c\u6781\u6613\u88ab\u5224\u5b9a\u4e3a\u201c\u4f4e\u8d28\u91cf\u5185\u5bb9\u201d\uff0c\u7279\u522b\u662f\u5728 YMYL \u9886\u57df\uff1b\u5176\u4e8c\uff0c\u4ea7\u54c1\u8fc7\u4e8e\u5f3a\u8c03\u201c\u4e00\u952e\u76f4\u8fbe\u6392\u540d\u201d\uff0c\u5bb9\u6613\u8ba9\u7528\u6237\u4ea7\u751f\u4e0d\u5207\u5b9e\u9645\u7684\u9884\u671f\u3002SEO \u7684\u6210\u529f\u4ece\u6765\u4e0d\u53ea\u662f\u5185\u5bb9\u672c\u8eab\uff0c\u5916\u94fe\u3001\u6743\u5a01\u6027\u3001\u7528\u6237\u4f53\u9a8c\u7b49\u56e0\u7d20\u7f3a\u4e00\u4e0d\u53ef\u3002\u6b64\u5916\uff0c\u7528\u6237\u5bf9\u5173\u952e\u8bcd\u6570\u636e\u6e90\u7684\u8ffd\u95ee\uff0c\u76f4\u6307\u6838\u5fc3\u91cc\u7a0b\u7891\u2014\u2014\u5982\u679c\u7814\u7a76\u9636\u6bb5\u7684\u6570\u636e\u8d28\u91cf\u4e0d\u591f\u786c\uff0c\u5168\u81ea\u52a8\u751f\u6210\u7684\u5185\u5bb9\u53ea\u80fd\u51fa\u91cf\uff0c\u96be\u4ee5\u51fa\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLazySEO \u4f5c\u4e3a\u4e00\u4e2a\u201c\u5185\u5bb9\u751f\u4ea7\u7684\u81ea\u52a8\u5316\u52a0\u901f\u5668\u201d\u6709\u660e\u786e\u7684\u573a\u666f\u4ef7\u503c\uff0c\u5c24\u5176\u9002\u5408\u957f\u5c3e\u5173\u952e\u8bcd\u8986\u76d6\u548c\u5185\u5bb9\u89c4\u6a21\u6269\u5f20\u9636\u6bb5\u3002\u4f46\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u6267\u884c\u8005\u201d\uff0c\u800c\u975e\u201c\u7b56\u7565\u5bb6\u201d\u3002\u5982\u679c\u4f60\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\u54c1\u724c\u6df1\u5ea6\u6216\u4e13\u4e1a\u58c1\u5792\uff0c\u90a3\u4e48\u8fd9\u7c7b\u5de5\u5177\u53ea\u662f\u52a9\u653b\uff1b\u5982\u679c\u4f60\u7684\u76ee\u6807\u662f\u7528\u6700\u4f4e\u6210\u672c\u5feb\u901f\u94fa\u91cf\u3001\u6d4b\u8bd5\u5e02\u573a\uff0c\u5b83\u53ef\u80fd\u662f\u76ee\u524d\u6700\u7701\u5fc3\u7684\u9009\u62e9\u4e4b\u4e00\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\">LazySEO<\/span>\n <\/div>\n<div class=\"comment-content\">LazySEO researches keywords, writes 2,500-word SEO articles, and publishes them to your site daily \u2014 fully automated. Rank on Google, ChatGPT, Perplexity & Gemini. First 3 posts for $1<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>LazySEO started from frustration.<\/p>\n<p>SEO today feels like duct-taping 5 tools together\u2014keywords in one place, briefs in another, optimization somewhere else\u2026 and a lot of manual work in between.<\/p>\n<p>So I built LazySEO to compress that entire workflow into one place.<\/p>\n<p>The goal is simple: go from idea \u2192 keyword \u2192 optimized content without the usual grind.<\/p>\n<p>It\u2019s built for people who actually want results, not more dashboards.<\/p>\n<p>I\u2019d love your honest feedback\u2014what\u2019s missing, what feels unnecessary, what you\u2019d never use. I\u2019ll be here all day \ud83d\ude4c<\/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\/@costin_gheorghe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@costin_gheorghe<\/a> The duct-taping metaphor hits hard\u2014that fragmentation is real and kills productivity. Compressing the entire workflow into one place is the right instinct. One question as you refine: how are you handling the research phase when creators find that initial keyword list is only as good as the data behind it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>as someone running three different niche sites, the cost of ‘duct-taping’ ahrefs, surfer, and jasper is killing my margins. lazyseo compressing that into one price point and one workflow is huge. does it support programmatic seo if we provide a data set? <a href=\"https:\/\/www.producthunt.com\/@costin_gheorghe\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"costin_gheorghe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@costin_gheorghe<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/lazyseo\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lazyseo\" target=\"_blank\" rel=\"noopener\">@LazySEO<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Instead of spending hours on keyword research, writing, optimization, and publishing\u2026 LazySEO does it all for you.<br \/>\n\u2705 Finds keywords your competitors rank for<br \/>\n\u2705 Writes SEO-optimized articles automatically<br \/>\n\u2705 Adds internal links, images & even videos<br \/>\n\u2705 Publishes directly to you CMS<br \/>\n\u2705 Helps you rank on Google + AI search tools like ChatGPT &<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> yes, for sure we do have this. Start a trial and give it a try <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M7KI4CDVGAPXFU\" class=\"app-title\">Il Frullatore Carl\u00e0 (Buffett-style App)<\/a><\/p>\n<div class=\"one-liner\">A revolutionary app: a Buffett-style analysis in two minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Il Frullatore Carl\u00e0 \u662f\u4e00\u6b3e\u57fa\u4e8e35\u5e74\u6295\u8d44\u65b9\u6cd5\u8bba\u6784\u5efa\u7684AI\u5206\u6790\u5e94\u7528\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u57282\u5206\u949f\u5185\u5b8c\u6210\u5df4\u83f2\u7279\u5f0f\u7684\u6df1\u5ea6\u516c\u53f8\u5206\u6790\uff0c\u89e3\u51b3\u4f20\u7edfAI\u5206\u6790\u6cdb\u6cdb\u800c\u8c08\u3001\u7f3a\u4e4f\u4e13\u4e1a\u8d22\u52a1\u6d1e\u5bdf\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\/f58c745d-c3cd-461a-b2b5-2630845c4ccd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59c7a10f-60a6-4035-bbd8-e369adccfb7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfc214a1-09bb-4eb5-b9b1-388a50303fba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6295\u8d44\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5df4\u83f2\u7279\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ef7\u503c\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u62a5\u8868\u6df1\u5ea6\u5206\u6790<\/span><br \/>\n <span class=\"tag\">RAG\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6295\u7814<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u51b3\u7b56\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u6295\u8d44\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u80a1\u7968\u5206\u6790\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u8be5\u5e94\u7528\u662f\u5c0635\u5e74\u65b9\u6cd5\u8bba\u8f6c\u5316\u4e3a\u4ea7\u54c1\u7684\u6770\u4f5c\uff0c\u5e76\u8ba4\u540c\u5176\u6838\u5fc3\u6d1e\u5bdf\u2014\u2014\u91d1\u878dAI\u5de5\u5177\u7684\u5173\u952e\u5728\u4e8eRAG\uff08\u4e0a\u4e0b\u6587\u4e0e\u63d0\u95ee\u7ed3\u6784\uff09\u800c\u975e\u6a21\u578b\u672c\u8eab\uff0c\u5927\u591a\u6570\u5de5\u5177\u56e0\u63d0\u95ee\u6cdb\u6cdb\u800c\u5931\u8d25\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8eAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u521b\u59cb\u4ebaFrancesco Carl\u00e0\u8017\u65f635\u5e74\u6253\u78e8\u7684\u4e00\u5957\u201c\u63d0\u95ee\u903b\u8f91\u201d\u2014\u2014\u8fd9\u6b63\u662f\u8bb8\u591a\u91d1\u878dAI\u4ea7\u54c1\u6240\u7f3a\u5931\u7684\u7075\u9b42\u3002\u5728\u901a\u7528\u5927\u6a21\u578b\u6cdb\u6ee5\u7684\u4eca\u5929\uff0c\u8c01\u90fd\u80fd\u8ba9ChatGPT\u5199\u4e00\u4efd\u82f9\u679c\u516c\u53f8\u7684\u5206\u6790\u62a5\u544a\uff0c\u4f46\u7ed3\u679c\u5f80\u5f80\u662f\u201c\u6b63\u786e\u800c\u65e0\u7528\u201d\u7684\u8868\u9762\u4fe1\u606f\u3002Carl\u00e0\u4ece\u65b9\u6cd5\u8bba\u5c42\u9762\u6784\u5efa\u4e86\u4e00\u4e2a\u7cbe\u5bc6\u7684RAG\u7cfb\u7edf\uff0c\u5b83\u77e5\u9053\u8be5\u95ee\u4ec0\u4e48\u3001\u8be5\u5ffd\u7565\u4ec0\u4e48\u3001\u8be5\u4ece\u54ea\u91cc\u6293\u53d6\u5173\u952e\u6570\u636e\uff0c\u8fd9\u79cd\u201c\u5206\u6790\u5e08\u601d\u7ef4\u201d\u7684\u6570\u5b57\u5316\u5c01\u88c5\u624d\u662f\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u7684\u6295\u7968\u6570\uff0810\u7968\uff09\u4e0e\u5176\u91ce\u5fc3\u5f62\u6210\u9c9c\u660e\u53cd\u5dee\uff0c\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\u3002\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u7528\u6237\u53cd\u9988\u4e2d\u63d0\u5230\u7684\u201c2\u5206\u949f\u5b8c\u6210\u8fc7\u53bb3\u5929\u7684\u5de5\u4f5c\u201d\uff0c\u8fd9\u6697\u793a\u4ea7\u54c1\u5728\u6548\u7387\u63d0\u5347\u4e0a\u786e\u6709\u98a0\u8986\u6027\uff0c\u4f46\u524d\u63d0\u662f\u7528\u6237\u672c\u8eab\u5177\u5907\u4e00\u5b9a\u7684\u8d22\u52a1\u5206\u6790\u57fa\u7840\u2014\u2014\u5b83\u66f4\u9002\u5408\u4e13\u4e1a\u6295\u8d44\u8005\u3001\u8d44\u4ea7\u7ba1\u7406\u8005\u6216\u91d1\u878d\u673a\u6784\u5206\u6790\u5e08\uff0c\u800c\u975e\u6563\u6237\u5c0f\u767d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u521b\u59cb\u4eba\u58f0\u79f0\u201c\u6570\u5343\u6b21\u5206\u6790\u5df2\u5b8c\u6210\u201d\uff0c\u4f46\u7f3a\u4e4f\u516c\u5f00\u7684\u4e1a\u7ee9\u56de\u6d4b\u6216\u5bf9\u6bd4\u9a8c\u8bc1\u3002\u6295\u8d44\u5206\u6790\u7684\u4ef7\u503c\u6700\u7ec8\u8981\u843d\u5728\u201c\u51b3\u7b56\u7ed3\u679c\u201d\u4e0a\uff0c\u800c\u975e\u201c\u5206\u6790\u8fc7\u7a0b\u201d\u6709\u591a\u4e13\u4e1a\u3002\u5982\u679c\u8fd9\u5957\u7cfb\u7edf\u65e0\u6cd5\u5728\u5b9e\u9645\u4ea4\u6613\u4e2d\u88ab\u8bc1\u660e\u80fd\u66f4\u51c6\u786e\u8bc6\u522b\u4f01\u4e1a\u57fa\u672c\u9762\u98ce\u9669\u6216\u4f4e\u4f30\u673a\u4f1a\uff0c\u90a3\u5b83\u518d\u201c\u806a\u660e\u201d\u4e5f\u53ea\u662f\u4e00\u672c\u6602\u8d35\u7684\u91d1\u878d\u6559\u6750\u3002\u6b64\u5916\uff0c35\u5e74\u65b9\u6cd5\u8bba\u542c\u8d77\u6765\u60a0\u4e45\uff0c\u4f46\u82e5\u7f3a\u4e4f\u5bf9\u73b0\u4ee3\u65b0\u5174\u884c\u4e1a\uff08\u5982AI\u3001\u751f\u7269\u79d1\u6280\u3001\u4e91\u8ba1\u7b97\uff09\u8d22\u52a1\u6a21\u578b\u7684\u9002\u914d\u66f4\u65b0\uff0c\u8fd9\u5957\u201c\u8001\u914d\u65b9\u201d\u5f88\u53ef\u80fd\u5728\u89e3\u8bfb\u4e8f\u635f\u4f46\u9ad8\u589e\u957f\u7684\u5546\u4e1a\u6a21\u5f0f\u65f6\u6c34\u571f\u4e0d\u670d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u6709\u201c\u7075\u9b42\u201d\u7684\u91d1\u878dAI\u5de5\u5177\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u4e13\u5bb6\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u521a\u9700\u751f\u4ea7\u529b\u201d\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u771f\u5b9e\u7684\u6295\u8d44\u6848\u4f8b\u6765\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\">Il Frullatore Carl\u00e0 (Buffett-style App)<\/span>\n <\/div>\n<div class=\"comment-content\">My app is built on a proprietary system that incorporates over 35 years of analytical methodology. The quality of the output depends by skills that require decades of practical experience to develop. \u201cAnyone can ask a general-purpose AI to analyze a company,\u201d says Carl\u00e0. \u201cWhat they get is a superficial analysis. What makes the difference is what\u2019s inside the system\u2014and that\u2019s the result of thirty-five years of work.\u201d<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">HOW I BUILT THE \u201cBLENDER\u201d FOR THE STOCK MARKET<\/p>\n<p>It took me 35 years to build this app. And just a few months to code it.<br \/>\nLet me explain.<\/p>\n<p>By 2000, I had already realized one thing: analyzing a publicly traded company isn\u2019t difficult. It\u2019s time-consuming. It requires knowing where to look, what to weigh, and what to ignore. It requires a method.<\/p>\n<p>I called that method \u201cThe Blender\u201d \u2014 because it takes raw data from different sources and turns it into something useful.<\/p>\n<p>I wrote newsletters about this. Books. University courses. For 35 years, I refined those questions: what are the things you need to know about a company before investing?<\/p>\n<p>Then modern artificial intelligence arrived. And I realized the time had come.<\/p>\n<p>-The problem with generic AI tools for finance<\/p>\n<p>Anyone can open ChatGPT and ask, \u201cAnalyze Apple.\u201d What you get is generic, superficial, and often wrong. Not because the AI is stupid\u2014but because it doesn\u2019t know what to ask. Or where to look.<\/p>\n<p>The heart of an AI analysis system isn\u2019t the model. It\u2019s the RAG\u2014the context, the instructions, the sources, the structure of the questions. And to build a serious financial RAG, you need to know how to truly analyze a company. <\/p>\n<p>You must have been wrong enough times. <\/p>\n<p>You have to have learned from the best in the world (and I\u2019ve been reading Warren Buffett, Charlie Munger, Peter Lynch, and Phil Fisher for thirty years).<\/p>\n<p>Very few people in the world have that combination. I do. And I\u2019ve put it into the Blender.<\/p>\n<p>-What happened after the test launch<\/p>\n<p>Thousands of analyses already done. Even before the official launch.<\/p>\n<p>What struck me isn\u2019t the number. It\u2019s the quality of the questions I\u2019m getting. Investors who, for the first time, truly understand the business they\u2019re analyzing. <\/p>\n<p>People writing to me: \u201cFrancesco, it took me 2 minutes. Before, it would have taken me three days\u2014assuming I knew what to look for.\u201d<\/p>\n<p>That\u2019s why I built it.<\/p>\n<p>The official launch is next week. If you want to try it now:<br \/>\n\ud83d\udc49 <a href=\"https:\/\/analisi-profonda-carl-322960247270.us-west1.run.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/analisi-profonda-carl-32…<\/a><\/p>\n<p>And if you work in finance, asset management, or consulting\u2014and you\u2019re wondering how this will change your work\u2014let\u2019s talk about it in the comments.<\/p>\n<p>#SmartFinance #ConsciousInvesting #AI #Analysis #CarlaBlender<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@francesco_carla_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francesco_carla_<\/a> This is a compelling origin story\u2014the 35 years of methodology distilled into a functional product is the real work. The insight about RAG being the bottleneck rather than the model itself is spot on; most finance tools fail because they ask generic questions, not because the AI can’t think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UMUUG6MDUEOEXX\" class=\"app-title\">Palabros<\/a><\/p>\n<div class=\"one-liner\">A dictionary that keeps words in widgets until they stick<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Palabros\u662f\u4e00\u6b3e\u8ba9\u4f60\u67e5\u8bcd\u540e\u4e0d\u4f1a\u8f6c\u5934\u5c31\u5fd8\u7684\u8bcd\u5178APP\uff0c\u901a\u8fc7\u5c0f\u7ec4\u4ef6\u53cd\u590d\u5448\u73b0\u751f\u8bcd\uff0c\u5e2e\u4f60\u771f\u6b63\u628a\u8bcd\u6c47\u201c\u8bb0\u4f4f\u201d\u800c\u975e\u4ec5\u4ec5\u201c\u67e5\u8fc7\u201d\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\/96beebdb-14a3-4982-88c2-09221d6b0857.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\/3018cd13-2117-4db5-82b5-e7ef4bc2a045.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0214b8b4-5241-4a67-86e5-22675100c3c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c777fb34-f4ad-484b-8741-81ceb0007caf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feb7a829-4179-4f96-959a-2ec25bf0a197.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a3b7ddb-46ab-4b60-8895-680305bb7c1e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8d4e1e55-2325-4f1a-b7f3-24c00040936a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ctu5o_7FIpA\"><source src=\"https:\/\/youtu.be\/ctu5o_7FIpA\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bcd\u5178\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5355\u8bcd\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8bcd\u6e90<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u4e00\u8bcd<\/span><br \/>\n <span class=\"tag\">\u590d\u4e60\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u53cc\u8bed\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">iOS<\/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>\u5f53\u524d\u4ec5\u6709\u4e00\u6761\u5236\u4f5c\u8005\u81ea\u8ff0\uff0c\u65e0\u7528\u6237\u8bc4\u8bba\u3002\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\uff1a\u4ea7\u54c1\u521a\u53d1\u5e03\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u53cd\u9988\u6765\u9a8c\u8bc1\u201c\u8bb0\u4f4f\u5355\u8bcd\u201d\u7684\u5b9e\u9645\u6548\u679c\u4e0e\u7528\u6237\u75db\u70b9\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 Palabros\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\u2014\u2014\u67e5\u4e86\u8bcd\u5374\u8bb0\u4e0d\u4f4f\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201c\u7528\u5c0f\u7ec4\u4ef6\u53cd\u590d\u5f3a\u5316\u201d\u786e\u5b9e\u5207\u4e2d\u4e86\u88ab\u52a8\u8bb0\u5fc6\u7684\u5e38\u89c1\u7f3a\u53e3\uff0c\u4e14\u65e0\u5e7f\u544a\u3001\u53cc\u8bed\u6a21\u5f0f\u3001\u590d\u4e60\u6e38\u620f\u7b49\u8bbe\u8ba1\u663e\u793a\u4ea7\u54c1\u6253\u78e8\u5f97\u76f8\u5f53\u7ec6\u81f4\u3002\u4f46\u4ece\u6295\u7968\u6570\uff0810\uff09\u548c\u96f6\u7528\u6237\u8bc4\u8bba\u6765\u770b\uff0c\u76ee\u524d\u8fd8\u5904\u4e8e\u65e9\u671f\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u7f3a\u4e4f\u5e02\u573a\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8fd9\u4e2a\u529f\u80fd\u6781\u6613\u88ab\u5927\u5382\u201c\u590d\u5236\u7c98\u8d34\u201d\u2014\u2014iOS\u81ea\u5e26\u8bcd\u5178\u3001\u6b27\u8def\u3001\u58a8\u58a8\u7b49\u4ea7\u54c1\u65e9\u5df2\u5177\u5907\u751f\u8bcd\u672c\u548c\u590d\u4e60\u673a\u5236\uff0cPalabros\u4ec5\u9760\u5c0f\u7ec4\u4ef6\u548c\u591a\u82b1\u6837\u7684\u590d\u4e60\u6e38\u620f\u96be\u4ee5\u6784\u7b51\u62a4\u57ce\u6cb3\u3002\u771f\u6b63\u7684\u58c1\u5792\u5e94\u8be5\u5728\u4e8e\u201c\u5982\u4f55\u8ba9\u7528\u6237\u613f\u610f\u6253\u5f00\u5e76\u575a\u6301\u4f7f\u7528\u201d\uff0c\u800c\u975e\u5355\u7eaf\u589e\u52a0\u4fe1\u606f\u66dd\u5149\u9891\u6b21\u3002\u53e6\u5916\uff0c\u5b98\u65b9\u5b9a\u4e49+\u6613\u61c2\u89e3\u91ca\u7684\u53cc\u5c42\u5c55\u793a\u662f\u4eae\u70b9\uff0c\u4f46\u82e5\u8bcd\u5e93\u8d28\u91cf\u4e0e\u66f4\u65b0\u901f\u5ea6\u4e0d\u80fd\u6301\u7eed\u4f18\u4e8e\u7ade\u54c1\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u7cbe\u81f4\u4f46\u53ef\u6709\u53ef\u65e0\u201d\u7684\u66ff\u4ee3\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u4e00\u6b21\u4e70\u65ad+\u514d\u8d39\u8bd5\u7528\u7684\u6a21\u5f0f\u5bf9\u7528\u6237\u53cb\u597d\uff0c\u4f46\u540e\u7eed\u8fd0\u8425\u538b\u529b\u5de8\u5927\uff1a\u7f3a\u4e4f\u8ba2\u9605\u5236\u73b0\u91d1\u6d41\uff0c\u9700\u8981\u6781\u9ad8\u7528\u6237\u7c98\u6027\u548c\u53e3\u7891\u4f20\u64ad\u624d\u80fd\u7ef4\u6301\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u901a\u8fc7\u793e\u533a\u8fd0\u8425\u6216\u5b66\u4e60\u6253\u5361\u529f\u80fd\u5efa\u7acb\u793e\u4ea4\u9a71\u52a8\uff0c\u5426\u5219\u5728\u5355\u8bcd\u5e94\u7528\u7684\u7ea2\u6d77\u4e2d\uff0c\u4ec5\u4ec5\u201c\u8bbe\u8ba1\u611f\u201d\u548c\u201c\u5c0f\u7ec4\u4ef6\u201d\u5f88\u96be\u8ba9\u7528\u6237\u957f\u671f\u9a7b\u8db3\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\">Palabros<\/span>\n <\/div>\n<div class=\"comment-content\">Palabros is a thoughtfully designed dictionary that helps words stay with you. Look up a word, read the official definition, get a clearer plain explanation, save it, and keep it in widgets until it sticks. It also includes Word of the Day, review games, optional bilingual mode, and a calm, ad-free experience built for understanding and remembering words.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi folks! I\u2019m Nacho, the maker of Palabros.<\/p>\n<\/p>\n<p>I built <strong>Palabros<\/strong> because most dictionary apps help you find a word, but not actually remember it.<\/p>\n<p>Palabros is a dictionary designed to <strong>make vocabulary stick<\/strong>. You can look up a word, understand it quickly, save it, and keep seeing it again through widgets until it sticks.<\/p>\n<p>It includes official definitions, simpler explanations, review games, tags, word import, Word of the Day, etymology, customizable widgets and beautiful stats; all designed to make saved vocabulary easier to revisit over time, wrapped in a calm, carefully crafted, ad-free experience.<\/p>\n<p>The goal is simple: <strong>not just to define a word, but to help it stay with you<\/strong>.<\/p>\n<p>If you try it, I\u2019d especially love to know this: what makes a word actually stick for you?<\/p>\n<p>Palabros is <strong>free to download and use<\/strong>, with Pro unlocked through a <strong>one-time purchase<\/strong>. And as a small thank you for the Product Hunt community, here\u2019s a <strong>50% off Palabros Pro<\/strong> offer code valid until July 1.<\/p>\n<p><a href=\"https:\/\/apps.apple.com\/redeem?ctx=offercodes&id=6758098070&code=S37MQ8W7MQ8SZ71\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/redeem?ctx=offercodes&id=6758098070&code=S37MQ8W7MQ8SZ71<\/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<\/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\/5JOJCNRNT2TO6R\" class=\"app-title\">fossel<\/a><\/p>\n<div class=\"one-liner\">Local MCP memory server for persistent AI context repos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fossel\u662f\u4e00\u4e2a\u672c\u5730MCP\u5185\u5b58\u670d\u52a1\u5668\uff0c\u4e13\u4e3a\u5f00\u6e90\u8d21\u732e\u8005\u8bbe\u8ba1\uff0c\u901a\u8fc7SQLite\u6570\u636e\u5e93\u4e3aCursor\u3001Claude Desktop\u7b49AI\u5de5\u5177\u63d0\u4f9b\u6301\u4e45\u5316\u3001\u6309\u4ed3\u5e93\u611f\u77e5\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u89e3\u51b3AI\u5bf9\u8bdd\u95f4\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3daee21-6ea9-4031-b0f7-e0d00304fdc7.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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ed3\u5e93\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">SQLite\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u52a9\u624b\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u8bb0\u5fc6\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005@vignesh_g10\u80af\u5b9a\u4e86\u4ece\u4fdd\u5b58\/\u641c\u7d22\u6f14\u53d8\u5230\u534f\u4f5c\u8bb0\u5fc6\u7ba1\u7406\u7684\u65b9\u5411\uff0c\u8ba4\u4e3a\u56fa\u5b9a\u548c\u603b\u7ed3\u529f\u80fd\u80fd\u63d0\u5347AI\u4e0a\u4e0b\u6587\u4fe1\u566a\u6bd4\uff0c\u5e76\u597d\u5947\u662f\u5426\u5728\u7f16\u7801\u4e4b\u5916\u6709\u66f4\u591a\u56e2\u961f\u534f\u4f5c\u573a\u666f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fossel\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1aAI\u7f16\u7801\u52a9\u624b\u201c\u6bcf\u4f1a\u8bdd\u4ece\u96f6\u5f00\u59cb\u201d\u7684\u5931\u5fc6\u75c7\u3002\u5b83\u5c06\u8bb0\u5fc6\u4ece\u4e91\u7aef\u62c9\u56de\u672c\u5730\uff0c\u7528SQLite\u4f5c\u4e3a\u6301\u4e45\u5c42\uff0c\u672c\u8d28\u4e0a\u662f\u4e3aAI\u5de5\u4f5c\u6d41\u6784\u5efa\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u3001\u53ef\u7f16\u7a0b\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u3002\u8fd9\u79cd\u601d\u8def\u6bd4\u4f9d\u8d56\u6a21\u578b\u5185\u7f6e\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u66f4\u52a1\u5b9e\uff0c\u56e0\u4e3a\u540e\u8005\u53d7\u9650\u4e8e\u957f\u5ea6\u548c\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u770b\uff0cFossel\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002\u6838\u5fc3\u529f\u80fd\uff08\u66f4\u65b0\u3001\u56fa\u5b9a\u3001\u603b\u7ed3\uff09\u672c\u8d28\u4e0a\u662f\u5bf9\u672c\u5730\u952e\u503c\u6570\u636e\u5e93\u7684\u5c01\u88c5\uff0c\u6280\u672f\u95e8\u69db\u8f83\u4f4e\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u4ed3\u5e93\u611f\u77e5\u201d\u7684\u8bbe\u8ba1\u2014\u2014\u5b83\u4e0d\u53ea\u662f\u5b58\u50a8\u7247\u6bb5\uff0c\u800c\u662f\u8bd5\u56fe\u7406\u89e3\u6bcf\u4e2arepo\u7684\u7ea6\u5b9a\u3001Bug\u6a21\u5f0f\u7b49\u7ed3\u6784\u5316\u77e5\u8bc6\u3002\u8fd9\u6697\u793a\u7740\u66f4\u5f3a\u7684\u8bed\u4e49\u67e5\u8be2\u548c\u6a21\u5f0f\u5339\u914d\u80fd\u529b\uff0c\u5982\u679c\u53ea\u505c\u7559\u5728\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u5219\u5bb9\u6613\u88ab\u66f4\u901a\u7528\u7684VectorDB\u53d6\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u91ce\u5fc3\u53ef\u80fd\u4e0d\u6b62\u4e8e\u7f16\u7801\u573a\u666f\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u56e2\u961f\u534f\u4f5c\u8bb0\u5fc6\u201d\u662f\u66f4\u6709\u60f3\u8c61\u529b\u7684\u65b9\u5411\uff1a\u5f53\u591a\u4eba\u901a\u8fc7AI\u534f\u4f5c\u65f6\uff0c\u4e00\u4e2a\u5171\u4eab\u7684\u3001\u7ed3\u6784\u5316\u7684\u4e0a\u4e0b\u6587\u5e93\u80fd\u6781\u5927\u51cf\u5c11\u6c9f\u901a\u6210\u672c\u3002\u4f46\u96be\u70b9\u5728\u4e8e\uff0c\u76ee\u524d\u7684\u5b58\u50a8\u4ecd\u4ee5\u672c\u5730\u6587\u4ef6\u4e3a\u57fa\u7840\uff0c\u7f3a\u4e4f\u591a\u7528\u6237\u540c\u6b65\u548c\u51b2\u7a81\u89e3\u51b3\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aFossel\u7528\u6700\u6734\u7d20\u7684\u65b9\u5f0f\u89e3\u51b3\u4e86AI\u52a9\u624b\u6700\u6838\u5fc3\u7684\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u95ee\u9898\uff0c\u6982\u5ff5\u6b63\u786e\uff0c\u4f46\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u4e00\u4e2a\u6f02\u4eae\u7684SQLite wrapper\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u7406\u89e3\u3001\u63a8\u7406\u548c\u6f14\u8fdb\u4ee3\u7801\u77e5\u8bc6\u7684\u667a\u80fd\u8bb0\u5fc6\u5c42\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\">fossel<\/span>\n <\/div>\n<div class=\"comment-content\">Fossel is a local MCP memory server for open-source contributors. It gives AI tools like Cursor and Claude Desktop persistent, repo-aware memory \u2014 storing conventions, bug fixes, reviewer patterns, and decisions in a local SQLite database. Tools included: update_memory, pin_memory, unpin_memory, and summarize_repo_context. No cloud. No account. Just run npx -y fossel init and you’re live in 30s.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Fossel because I kept losing context between AI coding sessions \u2014 every new chat in Cursor or Claude Desktop started from zero. Fossel solves this by giving your AI a persistent, local memory tied to each repo. The process evolved a lot: started with just save\/search, then realized contributors need to update, pin, and summarize their memory to actually trust it. Would love to hear how you use it \u2014 drop a comment below! \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vignesh_g10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vignesh_g10<\/a> The evolution from save\/search to collaborative memory management is smart \u2014 that’s where the real value clicks for teams. The pinning and summarization layer especially makes sense since AI context quality depends on signal-to-noise ratio. Curious if you’re seeing use cases beyond coding where teams want persistent context repos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G6AAF7GHBTJX4R\" class=\"app-title\">RepoRose<\/a><\/p>\n<div class=\"one-liner\">Start new claude chat with full context without using tokens<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RepoRose\u901a\u8fc7\u751f\u6210\u7ed3\u6784\u5316\u4ee3\u7801\u5e93\u6620\u5c04\u6587\u4ef6\uff0c\u8ba9AI\u5728\u542f\u52a8\u65b0\u804a\u5929\u65f6\u65e0\u9700\u91cd\u590d\u8bfb\u53d6\u6574\u4e2a\u4ed3\u5e93\u5373\u53ef\u83b7\u5f97\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u5927\u5e45\u524a\u51cfToken\u6d88\u8017\u5e76\u907f\u514d\u957f\u4f1a\u8bdd\u5e26\u6765\u7684\u5e7b\u89c9\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0e4f688-c4bf-482b-9f68-0b1dc87c4053.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f34fa0b4-bba1-438d-8b46-3a6b50850e7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe80de4a-0ccb-4221-8e8d-048a04a10815.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6348320-7520-4980-be0b-2cea10c1460b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb4cb325-6182-4ebb-962c-ddc51c3e067f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e1c5185-247a-4173-b147-a1fdc8dc1d9f.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\">GitHub<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">\u4f9d\u8d56\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u652f\u6301<\/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\u6838\u5fc3\u75db\u70b9\uff1a\u957f\u4f1a\u8bdd\u5bfc\u81f4AI\u5e7b\u89c9\u589e\u591a\uff0c\u65b0\u4f1a\u8bdd\u9700\u5927\u91cfToken\u91cd\u65b0\u8bfb\u53d6\u6587\u4ef6\u7ed3\u6784\u3002RepoRose\u901a\u8fc7\u751f\u6210\u5305\u542b\u5b8c\u6574\u4ee3\u7801\u63cf\u8ff0\u548c\u4f9d\u8d56\u5173\u7cfb\u7684JSON\u4e0a\u4e0b\u6587\u6587\u4ef6\u89e3\u51b3\u95ee\u9898\u3002\u6709\u8bc4\u8bba\u7279\u522b\u8ba4\u53ef\u5176\u4f9d\u8d56\u8ddf\u8e2a\u529f\u80fd\uff08\u4fee\u6539\u6587\u4ef6\u65f6\u544a\u77e5\u53d7\u5f71\u54cd\u7684\u5176\u4ed6\u6587\u4ef6\uff09\uff0c\u4f46\u8be2\u95ee\u662f\u5426\u652f\u6301\u7b26\u53f7\u7ea7\u5bfc\u5165\u8ffd\u8e2a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RepoRose\u7cbe\u51c6\u51fb\u4e2d\u4e86AI\u8f85\u52a9\u7f16\u7a0b\u4e2d\u7684\u7ecf\u5178\u77db\u76fe\u2014\u2014\u957f\u4f1a\u8bdd\u7684\u201c\u8bb0\u5fc6\u8870\u51cf\u201d\u4e0e\u77ed\u4f1a\u8bdd\u7684\u201c\u4e0a\u4e0b\u6587\u91cd\u5efa\u6210\u672c\u201d\u3002\u5176\u6280\u672f\u65b9\u6848\u672c\u8d28\u662f**\u9884\u8ba1\u7b97\u77e5\u8bc6\u538b\u7f29**\uff1a\u5c06\u4ee3\u7801\u5e93\u7ed3\u6784\u3001\u4f9d\u8d56\u5173\u7cfb\u3001\u6587\u4ef6\u63cf\u8ff0\u7b49\u5143\u6570\u636e\u9884\u5148\u63d0\u70bc\u4e3a\u5355\u4e00JSON\u6587\u4ef6\uff0c\u4f7fAI\u80fd\u901a\u8fc7\u4e00\u6b21\u8bfb\u53d6\u5b8c\u6210\u201c\u5168\u666f\u626b\u63cf\u201d\uff0c\u800c\u975e\u9010\u6587\u4ef6\u63a2\u6d4b\u3002\u8fd9\u786e\u5b9e\u80fd\u663e\u8457\u964d\u4f4eToken\u5f00\u9500\uff08\u5ba3\u79f0~90%\uff09\uff0c\u4f46\u987b\u6ce8\u610f\u4e24\u70b9\uff1a\u4e00\u662f\u201c\u7ed3\u6784\u5316\u6620\u5c04\u201d\u7684\u51c6\u786e\u6027\u4e0e\u4ee3\u7801\u5e93\u52a8\u6001\u53d8\u5316\u7684\u540c\u6b65\u6210\u672c\uff08\u82e5\u5f00\u53d1\u8005\u9891\u7e41\u4fee\u6539\u6587\u4ef6\uff0c\u751f\u6210\u7684\u6620\u5c04\u53ef\u80fd\u6ede\u540e\uff09\uff1b\u4e8c\u662f\u4f9d\u8d56\u4f9d\u8d56\u5206\u6790\u4ec5\u57fa\u4e8e\u9759\u6001\u6e90\u7801\uff0c\u65e0\u6cd5\u6db5\u76d6\u8fd0\u884c\u65f6\u52a8\u6001\u7ed1\u5b9a\u7684\u5f71\u54cd\u3002\u6b64\u5916\uff0c\u652f\u6301\u672c\u5730Ollama\u7b49\u6a21\u578b\u7684\u201c\u65e0AI\u63cf\u8ff0\u6a21\u5f0f\u201d\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u751f\u6210\u63cf\u8ff0\u7684\u8d28\u91cf\u9ad8\u5ea6\u4f9d\u8d56\u6a21\u578b\u80fd\u529b\uff0c\u53ef\u80fd\u51fa\u73b0\u8bef\u5224\u3002\u4ece\u4ea7\u54c1\u5b9a\u4f4d\u770b\uff0c\u5b83\u66f4\u9002\u5408\u4e2d\u5927\u578b\u9879\u76ee\uff08\u5c0f\u9879\u76ee\u624b\u52a8\u7ef4\u62a4\u4e0a\u4e0b\u6587\u6210\u672c\u66f4\u4f4e\uff09\uff0c\u4e14\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u6620\u5c04\u751f\u6210\u7b97\u6cd5\u800c\u975e\u5de5\u5177\u672c\u8eab\u2014\u2014\u968f\u7740Cline\u3001Copilot\u7b49\u5de5\u5177\u5185\u7f6e\u7c7b\u4f3c\u529f\u80fd\uff0c\u5176\u5dee\u5f02\u5316\u4ef7\u503c\u53ef\u80fd\u88ab\u7a00\u91ca\u3002\u6682\u65f69\u7968\u7684\u51b7\u542f\u52a8\u8868\u73b0\u4e5f\u8bf4\u660e\uff0c\u5f00\u53d1\u8005\u5bf9\u201c\u989d\u5916\u7ef4\u62a4\u4e00\u4e2a\u6620\u5c04\u6587\u4ef6\u201d\u7684\u4fe1\u4efb\u5efa\u7acb\u9700\u8981\u66f4\u591a\u7528\u4f8b\u9a8c\u8bc1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">RepoRose<\/span>\n <\/div>\n<div class=\"comment-content\">One small file. Total context for your AI agent. RepoRose generates structured codebase maps that cut tokens by ~90% and stop your AI from re-reading the repo whenever you start a new chat.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If you keep 1 Claude or any other agentic coding session too long, it starts halucinating and starts making more and more mistakes<br \/>\nIf you start a new chat, it will spend lots of tokens trying to read files and folder structure trying to regain context. Even then, with only the parts it had read will make mistakes.<\/p>\n<p>My tool solves the problem, My tool summarizes the code into a 3d json context file.<br \/>\nIt has the complete code-base, with descriptions, and dependencins,<br \/>\nThe AI can just look at this 1 file and it will know what the project is about, how it is structured, how to modify it, and where will I find the code that I need to change<br \/>\nand also most importantly, if I change it,, what other files might get effected because they are using it too<\/p>\n<p>It will then proceed to read the exact file it needs to read and impliment the changes, without blidly looking here and there trying to understand the structure and wasting tokens in output thinking and input file reading tokens<\/p>\n<p>Try it out using<br \/>\nnpm i -g reporose<br \/>\ncd project\/root<br \/>\nreporose analyze<\/p>\n<p>you may optionally do<br \/>\nreporose serve<br \/>\nto view the map<br \/>\nbut this is just for you and not the AI<\/p>\n<p>for the descriptions<br \/>\nyou can use Ollama cloud,<br \/>\ngo to <a href=\"https:\/\/ollama.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ollama.com\/<\/a> and get a free api key<br \/>\nit will use it to generate small descriptions of the file so claude knows exactly what file does what<br \/>\nIt also supports local ai, claude and open ai api, groq api and no ai descriptions mode<\/p>\n<p>pssst<br \/>\nShow love by giving me a star on my repo<br \/>\n<a href=\"https:\/\/github.com\/MIbrahimPro\/RepoRose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/MIbrahimPro\/R…<\/a><br \/>\nThank you so much!!!<\/div>\n<div class=\"comment-actions\">\n<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\/@mibrahimpro_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mibrahimpro_1<\/a> This is a smart approach to a real problem. The context degradation issue you’re describing is exactly why maintaining a structured knowledge map of the codebase matters, especially as projects grow. Having that JSON artifact as a single source of truth should save significant token overhead compared to the naive file-reading approach most AI agents take.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@mibrahimpro_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mibrahimpro_1<\/a> The “files that might get affected because they’re using it too” angle is the part that sells me. That dependency context is exactly what AI agents miss when they make changes. Does the map track imports\/exports at the symbol level, or is it file-level dependencies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/MBJPMLFQCVO6KI\" class=\"app-title\">SeeCost<\/a><\/p>\n<div class=\"one-liner\">All your LLM costs:OpenAI, Anthropic, Gemini \u2014 on one screen<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SeeCost\u901a\u8fc7\u8f7b\u91cf\u7ea7\u5f00\u6e90SDK\uff0c\u5b9e\u65f6\u6c47\u603bOpenAI\u3001Anthropic\u3001Gemini\u7b49\u591a\u6a21\u578b\u7684\u8c03\u7528\u6210\u672c\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u9700\u624b\u52a8\u5207\u6362\u591a\u4e2a\u5e73\u53f0\u8d26\u5355\u9875\u9762\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\/6f51d1af-8c9e-4289-b839-e2025b58137a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fae10dc9-00aa-4ed4-b664-544106e9c18e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f9e59a4-5078-4585-83aa-2c8168350288.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61aa47c0-09eb-418d-9992-68dc1b701efb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d232466b-3ac5-4995-a96e-b6856a80097c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e23defe1-a6a9-4b4d-9a8e-29c788cfe755.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">LLM\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u652f\u51fa\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90SDK<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">API\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97\u6210\u672c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u5f00\u6e90\u8ffd\u8e2a\u65b9\u6848\u548c\u4e24\u5206\u949f\u5feb\u901f\u96c6\u6210\uff0c\u8ba4\u4e3a\u7cbe\u51c6\u89e3\u51b3\u4e86\u591a\u5e73\u53f0\u6210\u672c\u6c47\u603b\u7684\u75db\u70b9\u3002\u540c\u65f6\u63d0\u51fa\u671f\u671b\u540e\u7eed\u589e\u52a0\u8d39\u7528\u5f02\u5e38\u544a\u8b66\u529f\u80fd\uff0c\u4ee5\u4fbf\u5728\u652f\u51fa\u610f\u5916\u98d9\u5347\u65f6\u53ca\u65f6\u83b7\u77e5\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 SeeCost\u5207\u4e2d\u4e86\u5f53\u4e0bAI\u5e94\u7528\u5f00\u53d1\u7684\u4e00\u4e2a\u201c\u9690\u5f62\u75db\u70b9\u201d\u2014\u2014\u5f53\u56e2\u961f\u540c\u65f6\u63a5\u5165\u591a\u4e2a\u5927\u6a21\u578b\u4f9b\u5e94\u5546\u65f6\uff0c\u6210\u672c\u6838\u7b97\u662f\u975e\u6280\u672f\u5316\u5374\u6700\u8017\u65f6\u7684\u9690\u6027\u6210\u672c\u3002\u76f8\u6bd4\u624b\u52a8\u767b\u5f55\u4e09\u4e2a\u540e\u53f0\u52a0\u52a0\u51cf\u51cf\uff0c\u8fd9\u4e2a\u5de5\u5177\u7684\u4ef7\u503c\u662f\u76f4\u63a5\u5c06\u201c\u8ba4\u77e5\u8d1f\u8377\u201d\u964d\u4e3a\u96f6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u6ca1\u6709\u89e6\u78b0API key\u548c\u63d0\u793a\u8bcd\u5185\u5bb9\uff0c\u4ec5\u901a\u8fc7monkey-patch fetch\u8bfb\u53d6\u54cd\u5e94\u4e2d\u7684\u7528\u91cf\u5143\u6570\u636e\uff0c\u65e2\u6ee1\u8db3\u4e86\u6570\u636e\u53ef\u89c6\u5316\u7684\u9700\u6c42\uff0c\u53c8\u628a\u9690\u79c1\u7ea2\u7ebf\u753b\u5f97\u8db3\u591f\u6e05\u6670\uff0c\u52a0\u4e4bSDK\u5b8c\u5168\u5f00\u6e90\uff0c\u56e2\u961f\u5bf9\u6570\u636e\u6d41\u5411\u4e00\u76ee\u4e86\u7136\uff0c\u4e0d\u4f1a\u50cf\u67d0\u4e9b\u5546\u4e1a\u76d1\u63a7\u5de5\u5177\u90a3\u6837\u5f15\u53d1\u5b89\u5168\u987e\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/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\">SeeCost<\/span>\n <\/div>\n<div class=\"comment-content\">Hi Product Hunt! SeeCost tracks OpenAI, Anthropic, and Gemini costs with zero API key setup. Just install our OSS SDK and run one init command to capture your spend automatically. OSS Tracker: https:\/\/github.com\/ronpaou\/seecost-tracker “` npm install @seecost\/tracker npx @seecost\/tracker init nextjs “` We never store keys or prompt content\u2014only usage metadata. Sign up free with GitHub.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I’m the maker of SeeCost from Japan.<\/p>\n<p>I was running LLM calls across OpenAI, Anthropic, and Gemini in different apps, and every time I wanted to know my actual spend I had to open three different provider dashboards and mentally add things up. That got old fast.<\/p>\n<p>SeeCost fixes this with a small SDK that monkey-patches `fetch` on the server side. It silently reads usage metadata from LLM responses \u2014 model name, token count, estimated cost \u2014 and sends it to your dashboard in real time. Your app’s response is never delayed or modified.<\/p>\n<p>Your API keys and prompt content are never touched. The SDK only sees what the provider already returns in the response body.<\/p>\n<p>To keep things transparent, we’ve made the tracker SDK fully open-source. You can audit exactly what data is being sent here: [<a href=\"https:\/\/github.com\/ronpaou\/seecost-tracker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/ronpaou\/seeco…<\/a>]<\/p>\n<p>Setup takes about two minutes:<br \/>\n1. `npm install @seecost\/tracker`<br \/>\n2. `npx @seecost\/tracker init nextjs` (or express \/ hono \/ node)<br \/>\n3. Add your SeeCost API key to `.env`<\/p>\n<p>From that point, every LLM request shows up grouped by app and provider.<\/p>\n<p>Would love to hear what providers or alert types you’d want added 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@seecost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seecost<\/a> <a href=\"https:\/\/www.producthunt.com\/@marugariii777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marugariii777<\/a> This is a really clean solution to a genuine pain point. The open-source approach to the tracker builds trust, and the two-minute setup is impressive. Have you thought about adding cost anomaly detection, like alerting when spending spikes unexpectedly across providers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ 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